From 98de1ab8af029620dca8dd64746ca5df671d79f3 Mon Sep 17 00:00:00 2001 From: Sukanyaa32 <138704700+Sukanyaa32@users.noreply.github.com> Date: Thu, 6 Jul 2023 11:12:43 +0530 Subject: [PATCH 1/2] Update ProjectSubmission.md --- Minor Project/ProjectSubmission.md | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/Minor Project/ProjectSubmission.md b/Minor Project/ProjectSubmission.md index e661c66..eac1771 100644 --- a/Minor Project/ProjectSubmission.md +++ b/Minor Project/ProjectSubmission.md @@ -1,9 +1,8 @@ -Roll Number : < Roll no. allotted for this internship eg - 23470 > +Roll Number : 23436 -Student Name : < Your good name > +Student Name : sukanya sharma + +Project Title : powerball lottery winning numbers -Project Title : < Problem statement allotted to you > -Google Colab Link : < View only link of your Google Colab Notebook > -Summary(Optional) : < Brief summary of your project > \ No newline at end of file From 98c34e6627e389c93fab4504ad7748f23c6fba4e Mon Sep 17 00:00:00 2001 From: Sukanyaa32 <138704700+Sukanyaa32@users.noreply.github.com> Date: Thu, 6 Jul 2023 11:16:34 +0530 Subject: [PATCH 2/2] Add files via upload --- .../23436_Sukanya_sharma_MinorProject.ipynb | 9402 +++++++++++++++++ 1 file changed, 9402 insertions(+) create mode 100644 Minor Project/23436_Sukanya_sharma_MinorProject.ipynb diff --git a/Minor Project/23436_Sukanya_sharma_MinorProject.ipynb b/Minor Project/23436_Sukanya_sharma_MinorProject.ipynb new file mode 100644 index 0000000..c627be9 --- /dev/null +++ b/Minor Project/23436_Sukanya_sharma_MinorProject.ipynb @@ -0,0 +1,9402 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# **MINOR PROJECT**\n", + "\n", + "---\n" + ], + "metadata": { + "id": "7NQ4-u8-mXKx" + } + }, + { + "cell_type": "markdown", + "source": [ + "# **TASK 1** - Exploratory Data Analysis" + ], + "metadata": { + "id": "ThzpkUv7mdG7" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "0W7-4xcSFWe_" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "markdown", + "source": [ + "##<-----------------------Question 1----------------------------->" + ], + "metadata": { + "id": "XSpG3MBqzqXd" + } + }, + { + "cell_type": "markdown", + "source": [ + "####Q1 : How can you identify hidden trends and patterns in the Powerball winning numbers dataset? Are there any specific techniques or algorithms that can be used to uncover these trends?" + ], + "metadata": { + "id": "FE5wNapEmuF0" + } + }, + { + "cell_type": "code", + "source": [ + "df = pd.read_csv('/content/drive/MyDrive/Lottery_Powerball_Winning_Numbers__Beginning_2010.csv', parse_dates=True)" + ], + "metadata": { + "id": "USdJve7hHtrN" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df.dtypes" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cT5q_FnkICme", + "outputId": "ecfbacc7-13ac-4db3-db17-2c35a4293a5d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Draw Date object\n", + "Winning Numbers object\n", + "Multiplier float64\n", + "dtype: object" + ] + }, + "metadata": {}, + "execution_count": 11 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "TF8gaUyNmDcE", + "outputId": "bd8494e8-46df-460e-bbf9-b79f09281249" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Draw Date 0\n", + "Winning Numbers 0\n", + "Multiplier 210\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 12 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The 'Multiplier' column has 210 missing entries." + ], + "metadata": { + "id": "wcPzbwW7jDs0" + } + }, + { + "cell_type": "code", + "source": [ + "df['Multiplier'].value_counts()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "aF7J4lLvmDRt", + "outputId": "817e3759-605f-4877-f5db-74657350ebd8" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "2.0 616\n", + "3.0 368\n", + "4.0 128\n", + "5.0 93\n", + "10.0 14\n", + "Name: Multiplier, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 13 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Filling NULL values in Multiplier column using mode\n", + "df['Multiplier'].fillna(value=2.0, inplace=True)" + ], + "metadata": { + "id": "Nk6W8x7GmDNj" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "df.isnull().sum()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0VAbqvNZmDK5", + "outputId": "91a46269-e628-4972-9cd6-03e4f409e3e1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Draw Date 0\n", + "Winning Numbers 0\n", + "Multiplier 0\n", + "dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 15 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "utvBkxRfICiE", + "outputId": "a14bc3ba-2c21-44ff-fcc6-18a34ebf26ed" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Draw Date Winning Numbers Multiplier\n", + "0 09/26/2020 11 21 27 36 62 24 3.0\n", + "1 09/30/2020 14 18 36 49 67 18 2.0\n", + "2 10/03/2020 18 31 36 43 47 20 2.0\n", + "3 10/07/2020 06 24 30 53 56 19 2.0\n", + "4 10/10/2020 05 18 23 40 50 18 3.0" + ], + "text/html": [ + "\n", + "
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Draw DateWinning NumbersMultiplier
009/26/202011 21 27 36 62 243.0
109/30/202014 18 36 49 67 182.0
210/03/202018 31 36 43 47 202.0
310/07/202006 24 30 53 56 192.0
410/10/202005 18 23 40 50 183.0
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Draw DateWinning NumbersMultiplier
02020-09-2611 21 27 36 62 243.0
12020-09-3014 18 36 49 67 182.0
22020-10-0318 31 36 43 47 202.0
32020-10-0706 24 30 53 56 192.0
42020-10-1005 18 23 40 50 183.0
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 20 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "In this game, 5 numbers are choosen between 1 and 69 and a powerball number is choosen which is between 1 and 39. If your Powerball Number matches with the drawn Powerball Number, then you will win some reward" + ], + "metadata": { + "id": "epHA30KiReR7" + } + }, + { + "cell_type": "code", + "source": [ + "# Splitting the 'Winning numbers' column to get all the 6 numbers in seperate columns\n", + "df[['Num_1','Num_2','Num_3','Num_4','Num_5','Powerball_Num']] = df['Winning Numbers'].str.split(expand=True)\n", + "df.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "ob6w9QEkKo0V", + "outputId": "881f7701-34b9-4ba4-fd1a-94a9735feed4" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Draw Date Winning Numbers Multiplier Num_1 Num_2 Num_3 Num_4 Num_5 \\\n", + "0 2020-09-26 11 21 27 36 62 24 3.0 11 21 27 36 62 \n", + "1 2020-09-30 14 18 36 49 67 18 2.0 14 18 36 49 67 \n", + "2 2020-10-03 18 31 36 43 47 20 2.0 18 31 36 43 47 \n", + "3 2020-10-07 06 24 30 53 56 19 2.0 06 24 30 53 56 \n", + "4 2020-10-10 05 18 23 40 50 18 3.0 05 18 23 40 50 \n", + "\n", + " Powerball_Num \n", + "0 24 \n", + "1 18 \n", + "2 20 \n", + "3 19 \n", + "4 18 " + ], + "text/html": [ + "\n", + "
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Draw DateWinning NumbersMultiplierNum_1Num_2Num_3Num_4Num_5Powerball_Num
02020-09-2611 21 27 36 62 243.0112127366224
12020-09-3014 18 36 49 67 182.0141836496718
22020-10-0318 31 36 43 47 202.0183136434720
32020-10-0706 24 30 53 56 192.0062430535619
42020-10-1005 18 23 40 50 183.0051823405018
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 21 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Out of all the 5 numbers, Num_1 is the smallest and Num_5 is the largest." + ], + "metadata": { + "id": "zmaTVGVbqwHF" + } + }, + { + "cell_type": "code", + "source": [ + "df.dtypes" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fy7OP3BfPanV", + "outputId": "4d8283ed-308a-4005-af1b-0f547d02208f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Draw Date datetime64[ns]\n", + "Winning Numbers object\n", + "Multiplier float64\n", + "Num_1 object\n", + "Num_2 object\n", + "Num_3 object\n", + "Num_4 object\n", + "Num_5 object\n", + "Powerball_Num object\n", + "dtype: object" + ] + }, + "metadata": {}, + "execution_count": 22 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "##**Summary :**\n", + "###First, the 'Winning Numbers' column is split into 6 columns to obtain 6 different numbers that are drawn. The null values in 'Multipler' column are filled using mode. Now, using the Multipliers and Winning numbers, we can identify the trends using frequency distribution graphs and correlation matrix." + ], + "metadata": { + "id": "kvmqTUHCesym" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "Fde2cbhtesJM" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "##<-----------------------Question 2----------------------------->" + ], + "metadata": { + "id": "Pp_z8_fGzsan" + } + }, + { + "cell_type": "markdown", + "source": [ + "####Q2 : What are the characteristics of the luckiest numbers in the Powerball lottery? Are there any specific numbers that appear more frequently than others? Can you provide insights into the frequency distribution of the numbers?\n" + ], + "metadata": { + "id": "7JzK03-AzU9L" + } + }, + { + "cell_type": "code", + "source": [ + "# Creating a frequncy distribution of all the 5 numbers between 1-69\n", + "d1 = df['Num_1'].value_counts()\n", + "d2 = df['Num_2'].value_counts()\n", + "d3 = df['Num_3'].value_counts()\n", + "d4 = df['Num_4'].value_counts()\n", + "d5 = df['Num_5'].value_counts()\n", + "num_freq = pd.concat([d1,d2,d3,d4,d5])\n", + "num_freq = num_freq.to_frame()\n", + "num_freq.reset_index()\n", + "num_freq['Number'] = num_freq.index\n", + "num_freq.columns = ['frequency', 'number']\n", + "allnumFreq = num_freq.groupby('number').frequency.sum()\n", + "allnumFreq = allnumFreq.to_frame()\n", + "allnumFreq.reset_index()\n", + "allnumFreq['Number'] = allnumFreq.index\n", + "allnumFreq.columns = ['Frequency', 'Number']\n", + "allnumFreq.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 237 + }, + "id": "SLNePCICTgOb", + "outputId": "a1cc9bfc-64e1-4c3c-9ce7-41a62ad5c39c" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Frequency Number\n", + "number \n", + "01 107 01\n", + "02 105 02\n", + "03 112 03\n", + "04 98 04\n", + "05 106 05" + ], + "text/html": [ + "\n", + "
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 23 + } + ] + }, + { + "cell_type": "code", + "source": [ + "d1 = d1.to_frame()\n", + "d2 = d2.to_frame()\n", + "d3 = d3.to_frame()\n", + "d4 = d4.to_frame()\n", + "d5 = d5.to_frame()" + ], + "metadata": { + "id": "acALdsIhwoc3" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20,5))\n", + "sns.barplot(x='Number', y='Frequency', data=allnumFreq)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 354 + }, + "id": "29OKpbnKVxFG", + "outputId": "76e75fc3-5b67-436f-b6c5-4d8b0ce0c052" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 25 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "allnumFreq.loc[allnumFreq.Frequency == allnumFreq.Frequency.max()]" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 112 + }, + "id": "ADidS9kOcwBq", + "outputId": "9ec44317-ca60-4a66-8700-177fb68b4967" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Frequency Number\n", + "number \n", + "39 131 39" + ], + "text/html": [ + "\n", + "
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FrequencyNumber
number
3913139
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FrequencyNumber
number
605560
655565
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 27 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The number drawn out the most from 1-69 is 39.\n", + "The numbers drawn out the least from 1-69 are 60 and 65." + ], + "metadata": { + "id": "xoWpbPnTmNt2" + } + }, + { + "cell_type": "markdown", + "source": [ + "Also, from the graph, we can conclude that numbers that are greater than or equal to 60 have a lesser chance to be drawn in the game." + ], + "metadata": { + "id": "9lWIXFtWpsnI" + } + }, + { + "cell_type": "code", + "source": [ + "# Frequency distribution for Num_1\n", + "d1.reset_index()\n", + "d1['Number_1'] = d1.index\n", + "d1 = d1.sort_index()\n", + "d1.columns = ['Frequency', 'Number_1']" + ], + "metadata": { + "id": "5ZLd77bg2Ct4" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20,5))\n", + "sns.barplot(x='Number_1', y='Frequency', data=d1)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 354 + }, + "id": "9gCcBg472Cof", + "outputId": "7121f1dd-bddc-4762-b689-c3cbda6e6547" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 29 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 31 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The numbers greater than or equal to 14 have a lesser chance to be drawn out as the smallest number (Num_1)." + ], + "metadata": { + "id": "UKDlse0gqVB2" + } + }, + { + "cell_type": "code", + "source": [ + "# Frequency distribution for Num_2\n", + "d2.reset_index()\n", + "d2['Number_2'] = d2.index\n", + "d2 = d2.sort_index()\n", + "d2.columns = ['Frequency', 'Number_2']" + ], + "metadata": { + "id": "xQTaR0_q2Cln" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20,5))\n", + "sns.barplot(x='Number_2', y='Frequency', data=d2)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 355 + }, + "id": "AZUTDUxP2Ciw", + "outputId": "7a23121a-743e-4bb2-c66b-d6af1c5eb6cf" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 33 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n", + " \n", + " \n", + " \n", + "\n", + " \n", + "
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 35 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The numbers between 6 and 33 have a greater chance to be drawn out as Num_2.\n", + "\n" + ], + "metadata": { + "id": "e6c5bMmgrFsp" + } + }, + { + "cell_type": "code", + "source": [ + "# Frequency distribution for Num_3\n", + "d3.reset_index()\n", + "d3['Number_3'] = d3.index\n", + "d3 = d3.sort_index()\n", + "d3.columns = ['Frequency', 'Number_3']" + ], + "metadata": { + "id": "vHRG-swY2CgJ" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20,5))\n", + "sns.barplot(x='Number_3', y='Frequency', data=d3)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 357 + }, + "id": "KqpDFWY42CdH", + "outputId": "3f26818f-91f8-4b7e-b001-be1c18e5c501" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 37 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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FrequencyNumber_3
03103
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 39 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The numbers between 17 and 50 have a greater chance to be drawn out as Num_3.\n" + ], + "metadata": { + "id": "AUN1uUx6rY9J" + } + }, + { + "cell_type": "code", + "source": [ + "# Frequency distribution for Num_4\n", + "d4.reset_index()\n", + "d4['Number_4'] = d4.index\n", + "d4 = d4.sort_index()\n", + "d4.columns = ['Frequency', 'Number_4']" + ], + "metadata": { + "id": "OIxF4WYX3CEM" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20,5))\n", + "sns.barplot(x='Number_4', y='Frequency', data=d4)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 355 + }, + "id": "cc0ypq3h3CBV", + "outputId": "7696b42d-b49e-43b0-98de-8eaf609f1b52" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 41 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 43 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The numbers between 27 and 64 have a greater chance to be drawn out as Num_4.\n" + ], + "metadata": { + "id": "lFo8XFXrx9rx" + } + }, + { + "cell_type": "code", + "source": [ + "# Frequency distribution for Num_5\n", + "d5.reset_index()\n", + "d5['Number_5'] = d5.index\n", + "d5 = d5.sort_index()\n", + "d5.columns = ['Frequency', 'Number_5']" + ], + "metadata": { + "id": "cL-byuFt3B_i" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20,5))\n", + "sns.barplot(x='Number_5', y='Frequency', data=d5)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 355 + }, + "id": "XmNjC-IV3B87", + "outputId": "6ae239b3-40f9-421f-ec5d-dfe61c3ead52" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 45 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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FrequencyNumber_5
598359
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FrequencyNumber_5
19119
22122
25125
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Draw DateWinning NumbersMultiplierNum_1Num_2Num_3Num_4Num_5Powerball_Num
02020-09-2611 21 27 36 62 243.0112127366224
12020-09-3014 18 36 49 67 182.0141836496718
22020-10-0318 31 36 43 47 202.0183136434720
32020-10-0706 24 30 53 56 192.0062430535619
42020-10-1005 18 23 40 50 183.0051823405018
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 48 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Frequency Distribution for Powerball_Num\n", + "powerballFreq = df['Powerball_Num'].value_counts()\n", + "powerballFreq = powerballFreq.to_frame()\n", + "powerballFreq.reset_index()\n", + "powerballFreq['PowerballNumber'] = powerballFreq.index\n", + "powerballFreq = powerballFreq.sort_index()\n", + "powerballFreq.columns = ['Frequency', 'PowerballNumber']" + ], + "metadata": { + "id": "FKaL79dcl6sC" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "powerballFreq.dtypes" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qKDCeAqutBIN", + "outputId": "e9851a42-59ef-487e-ecc9-2a2f507a0ba0" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Frequency int64\n", + "PowerballNumber object\n", + "dtype: object" + ] + }, + "metadata": {}, + "execution_count": 50 + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20,5))\n", + "sns.barplot(x='PowerballNumber', y='Frequency', data=powerballFreq)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 355 + }, + "id": "LJDPd96atBEm", + "outputId": "6b4d6ea4-b0d4-4a56-fbd8-b187c3b538d0" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 51 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 53 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "The Powerball number which is drawn out the most from 1-39 is 24.\n", + "The Powerball number which is drawn out the least from 1-39 is 37." + ], + "metadata": { + "id": "RTwHnKgOnCxU" + } + }, + { + "cell_type": "markdown", + "source": [ + "The numbers between 1 and 26 have a greater chance to be drawn out as Powerball_Num." + ], + "metadata": { + "id": "ySsX4XJiy4FW" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "PpL5rBEIhX_s" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "###On analyzing all the numbers that are drawn overtime, following is observed:\n", + "\n", + "* Number 39 is the most drawn number.\n", + "* Numbers 60 and 65 are the least drawn numbers.\n", + "* Maximum numbers are drawn in the range of 1 to 59.\n" + ], + "metadata": { + "id": "6QjVNzBIspS6" + } + }, + { + "cell_type": "markdown", + "source": [ + "###The maximum and minimum drawn numbers for Num_1, Num_2, Num_3, Num_4. Num_5 are:\n", + "\n", + "* **Num_1 :**.....*max* -> 1......*min* -> 43,48,49,50,51,52\n", + "* **Num_2 :**.....*max* -> 12.....*min* -> 50,55\n", + "* **Num_3 :**.....*max* -> 39.....*min* -> 3\n", + "* **Num_4 :**.....*max* -> 45.....*min* -> 7,9,13\n", + "* **Num_5 :**.....*max* -> 59.....*min* -> 25,19,22\n", + "* **Powerball_Num :**.....*max* -> 24.....*min* -> 37\n" + ], + "metadata": { + "id": "5cKsBJ98hTpJ" + } + }, + { + "cell_type": "markdown", + "source": [ + "###Range of numbers which have maximum frequency:\n", + "\n", + "* **Num_1 :** 1 to 14\n", + "* **Num_2 :** 6 to 33\n", + "* **Num_3 :** 17 to 50\n", + "* **Num_4 :** 27 to 64\n", + "* **Num_5 :** 49 to 69\n", + "* **Powerball_Num :** 1 to 26" + ], + "metadata": { + "id": "XBTf15PMqq6Z" + } + }, + { + "cell_type": "markdown", + "source": [ + "##**Summary :**\n", + "###Through the above analysis, we get to know that which all numbers have higher chances of being drawn." + ], + "metadata": { + "id": "RpTl43NSsE4M" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "ASKADqBB2nZP" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "##<-----------------------Question 3----------------------------->" + ], + "metadata": { + "id": "os2dgkAJ2FGH" + } + }, + { + "cell_type": "markdown", + "source": [ + "####Q3 : Can you provide a visualization of the winning numbers over time? For example, a line plot showing the frequency of each number being drawn or a heat map showing the correlation between different numbers.\n" + ], + "metadata": { + "id": "DxGqJgTS1_U3" + } + }, + { + "cell_type": "code", + "source": [ + "df.head()" + ], + "metadata": { + "id": "stHt1TJUlm6R", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "outputId": "bbbf6bbd-359a-44fd-b126-de5d9be6b57f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Draw Date Winning Numbers Multiplier Num_1 Num_2 Num_3 Num_4 Num_5 \\\n", + "0 2020-09-26 11 21 27 36 62 24 3.0 11 21 27 36 62 \n", + "1 2020-09-30 14 18 36 49 67 18 2.0 14 18 36 49 67 \n", + "2 2020-10-03 18 31 36 43 47 20 2.0 18 31 36 43 47 \n", + "3 2020-10-07 06 24 30 53 56 19 2.0 06 24 30 53 56 \n", + "4 2020-10-10 05 18 23 40 50 18 3.0 05 18 23 40 50 \n", + "\n", + " Powerball_Num \n", + "0 24 \n", + "1 18 \n", + "2 20 \n", + "3 19 \n", + "4 18 " + ], + "text/html": [ + "\n", + "
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Draw DateWinning NumbersMultiplierNum_1Num_2Num_3Num_4Num_5Powerball_Num
02020-09-2611 21 27 36 62 243.0112127366224
12020-09-3014 18 36 49 67 182.0141836496718
22020-10-0318 31 36 43 47 202.0183136434720
32020-10-0706 24 30 53 56 192.0062430535619
42020-10-1005 18 23 40 50 183.0051823405018
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 54 + } + ] + }, + { + "cell_type": "code", + "source": [ + "df.dtypes" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "w7lqDHZifqxp", + "outputId": "6cb850bb-d0fc-4f57-82d4-e82ee5aa9877" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Draw Date datetime64[ns]\n", + "Winning Numbers object\n", + "Multiplier float64\n", + "Num_1 object\n", + "Num_2 object\n", + "Num_3 object\n", + "Num_4 object\n", + "Num_5 object\n", + "Powerball_Num object\n", + "dtype: object" + ] + }, + "metadata": {}, + "execution_count": 55 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Converting the Numbers to int\n", + "df['Num_1'] = pd.to_numeric(df['Num_1'])\n", + "df['Num_2'] = pd.to_numeric(df['Num_2'])\n", + "df['Num_3'] = pd.to_numeric(df['Num_3'])\n", + "df['Num_4'] = pd.to_numeric(df['Num_4'])\n", + "df['Num_5'] = pd.to_numeric(df['Num_5'])\n", + "df['Powerball_Num'] = pd.to_numeric(df['Powerball_Num'])\n", + "df.dtypes" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VegmOXE05INZ", + "outputId": "dc9fbb88-ac8d-4302-ecdb-c32429f699d9" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Draw Date datetime64[ns]\n", + "Winning Numbers object\n", + "Multiplier float64\n", + "Num_1 int64\n", + "Num_2 int64\n", + "Num_3 int64\n", + "Num_4 int64\n", + "Num_5 int64\n", + "Powerball_Num int64\n", + "dtype: object" + ] + }, + "metadata": {}, + "execution_count": 56 + } + ] + }, + { + "cell_type": "code", + "source": [ + "corr = df.corr()\n", + "sns.heatmap(corr, annot=True, cmap='coolwarm')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 545 + }, + "id": "FT8HNYZN5AM5", + "outputId": "cc2a1ee9-10ea-4e12-b75b-c102c9c85fdd" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 57 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "##**Summary :**\n", + "###From this correlation matrix, we can conclude:\n", + "\n", + "* Num_1, Num_2, Num_3, Num_4, Num_5 are highly correlated to Multiplier.\n", + "* Num_1, Num_2, Num_3, Num_4, Num_5 are highly correlated to Powerball_Num.\n", + "* Powerball_Num is correlated to Multiplier.\n", + "\n", + "\n", + "\n" + ], + "metadata": { + "id": "0YMgOZ7XgQjt" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "YrY_rsm3e-_O" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# **TASK 2** - Classification/Regression" + ], + "metadata": { + "id": "tR0sqtviz_RN" + } + }, + { + "cell_type": "markdown", + "source": [ + "Perform following steps on the same dataset which you used for EDA.\n", + "> - Data Preprocessing (as per requirement)\n", + "> - Feature Engineering\n", + "> - Split dataset in train-test (80:20 ratio)\n", + "> - Model selection\n", + "> - Model training\n", + "> - Model evaluation\n", + "> - Fine-tune the Model\n", + "> - Make predictions\n", + "\n", + "Summarize your model's performance by evaluation metrices" + ], + "metadata": { + "id": "o0AfTM3x0Usj" + } + }, + { + "cell_type": "markdown", + "source": [ + "##<-----------------------Question 4----------------------------->" + ], + "metadata": { + "id": "90Vgw8HU2k7x" + } + }, + { + "cell_type": "markdown", + "source": [ + "####Q4 : How can you predict the luckiest number for future Powerball drawings? Are there any machine learning algorithms or statistical techniques that can be employed for this prediction task?\n" + ], + "metadata": { + "id": "jnvQIS3f2eZN" + } + }, + { + "cell_type": "code", + "source": [ + "# Creating a copy of df and setting the 'Draw Date' column as index column\n", + "df1 = df.copy()\n", + "df1 = df1.set_index('Draw Date')\n", + "df1.sort_index(inplace=True)\n", + "df1.head()" + ], + "metadata": { + "id": "3Tc6oclT5ACW", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 237 + }, + "outputId": "48962418-de70-4feb-e8e2-6c8089cc9a41" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Winning Numbers Multiplier Num_1 Num_2 Num_3 Num_4 Num_5 \\\n", + "Draw Date \n", + "2010-02-03 17 22 36 37 52 24 2.0 17 22 36 37 52 \n", + "2010-02-06 14 22 52 54 59 04 3.0 14 22 52 54 59 \n", + "2010-02-10 05 08 29 37 38 34 5.0 5 8 29 37 38 \n", + "2010-02-13 10 14 30 40 51 01 4.0 10 14 30 40 51 \n", + "2010-02-17 07 08 19 26 36 15 3.0 7 8 19 26 36 \n", + "\n", + " Powerball_Num \n", + "Draw Date \n", + "2010-02-03 24 \n", + "2010-02-06 4 \n", + "2010-02-10 34 \n", + "2010-02-13 1 \n", + "2010-02-17 15 " + ], + "text/html": [ + "\n", + "
\n", + "
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Winning NumbersMultiplierNum_1Num_2Num_3Num_4Num_5Powerball_Num
Draw Date
2010-02-0317 22 36 37 52 242.0172236375224
2010-02-0614 22 52 54 59 043.014225254594
2010-02-1005 08 29 37 38 345.05829373834
2010-02-1310 14 30 40 51 014.010143040511
2010-02-1707 08 19 26 36 153.07819263615
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "from pandas.plotting import autocorrelation_plot\n", + "autocorrelation_plot(df1['Num_1'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "9-Zw8SsDcfFu", + "outputId": "91b58c6a-afae-4fc9-db18-1a4e5d7d7f7c" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 62 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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REUnAZIqIiIhIAiZTRERERBIwmSIiIiKSwORkKiMjA1OmTEGbNm3g4+MDLy8vvX8VbdmyZfDw8ICFhQUCAgJw+PDhIsuuXLkSL730Euzt7WFvb4+goCCD8oMHD4ZMJtP7FxoaWtGbQURERFWEmalPeO+997Bv3z688847cHV1hUwmq4h2GbVp0yaMGzcOK1asQEBAABYtWoSQkBDEx8fDycnJoPzevXvRv39/tGnTBhYWFpg/fz6Cg4MRFxeHWrVqieVCQ0Px008/iY9VKtUT2R4iIiKq/ExOpv755x9s27YNbdu2rYj2FOvrr7/GsGHDMGTIEADAihUrsG3bNvz444+YNGmSQfl169bpPf7hhx/w22+/ITIyEgMHDhSXq1QquLi4VGzjiYiIqEoyOZmyt7eHg4NDRbSlWDk5OYiJicHkyZPFZXK5HEFBQYiKiipVHZmZmVCr1Qbt37t3L5ycnGBvb4+OHTti1qxZqFGjRpH1ZGdnIzs7W3ycmpoKAFCr1VCr1aZsVpWVHwfGowBjYhzjYogxMY5xMcSYGFfauJRX3GSCIAimPOHnn3/Gn3/+iTVr1sDKyqpcGlEat2/fRq1atfDff/8hMDBQXD5x4kTs27cP0dHRJdbxwQcfYMeOHYiLi4OFhQUAYOPGjbCysoKnpycuXbqETz/9FNWqVUNUVBQUCoXRer744gtMnz7dYPn69eufaEyIiIio7DIzM/HWW28hJSUFNjY2Za7H5J6pr776CpcuXYKzszM8PDygVCr11h87dqzMjalI8+bNw8aNG7F3714xkQKAfv36iX/7+fmhadOm8Pb2xt69e9GpUyejdU2ePBnjxo0TH6empsLd3R3BwcGS3oyqRK1WIyIiAp07dzbYR55XjIlxjIshxsQ4xsUQY2JcaeOSP7IklcnJVM+ePcvlhU1Vs2ZNKBQKJCYm6i1PTEws8XynhQsXYt68edi1axeaNm1abFkvLy/UrFkTFy9eLDKZUqlURk9SVyqV3JkLYUwMMSbGMS6GGBPjGBdDjIlxJcWlvGJmcjI1bdq0cnlhU5mbm6Nly5aIjIwUEzqNRoPIyEiEhYUV+bwvv/wSs2fPxo4dO+Dv71/i69y8eRMPHjyAq6treTWdiIiIqjCTk6l8MTExOHv2LACgcePGaNGiRbk1qijjxo3DoEGD4O/vj1atWmHRokXIyMgQr+4bOHAgatWqhblz5wIA5s+fj6lTp2L9+vXw8PBAQkICAKBatWqoVq0a0tPTMX36dPTu3RsuLi64dOkSJk6cCB8fH4SEhFT49hAREVHlZ3IydffuXfTr1w979+6FnZ0dACA5ORkdOnTAxo0b4ejoWN5tFPXt2xf37t3D1KlTkZCQgObNmyM8PBzOzs4AgOvXr0MuL5iHdPny5cjJycEbb7yhV8+0adPwxRdfQKFQ4OTJk1izZg2Sk5Ph5uaG4OBgzJw5k3NNERERUamYnEyNGjUKaWlpiIuLQ6NGjQAAZ86cwaBBgzB69Ghs2LCh3BupKywsrMhhvb179+o9vnr1arF1WVpaYseOHeXUMiIiInoemZxMhYeHY9euXWIiBQC+vr5YtmwZgoODy7VxRERERM86k+/Np9FojJ79rlQqodFoyqVRRERERJWFyclUx44dMWbMGNy+fVtcduvWLYwdO7bIqQSIiIiIqiqTk6lvv/0Wqamp8PDwgLe3N7y9veHp6YnU1FQsXbq0ItpIRERE9Mwy+Zwpd3d3HDt2DLt27cK5c+cAAI0aNUJQUFC5N46IiIjoWVemeaZkMhk6d+6Mzp07l3d7iIiIiCqVUiVTS5YswfDhw2FhYYElS5YUW3b06NHl0jAiIiKiyqBUydQ333yDAQMGwMLCAt98802R5WQyGZMpIiIieq6UKpm6cuWK0b+JiIiInncmX803Y8YMZGZmGix/9OgRZsyYUS6NIiIiIqosTE6mpk+fjvT0dIPlmZmZmD59erk0ioiIiKiyMDmZEgQBMpnMYPmJEyfg4OBQLo0iIiIiqixKPTWCvb09ZDIZZDIZ6tevr5dQ5eXlIT09HSNGjKiQRhIRERE9q0qdTC1atAiCIODdd9/F9OnTYWtrK64zNzeHh4cHAgMDK6SRRERERM+qUidTgwYNAgB4enqiTZs2Rm92TERERPS8MXkG9FdeeUX8OysrCzk5OXrrbWxspLeKiIiIqJIw+QT0zMxMhIWFwcnJCdbW1rC3t9f7R0RERPQ8MTmZmjBhAnbv3o3ly5dDpVLhhx9+wPTp0+Hm5oa1a9dWRBuJiIiInlkmD/P9/fffWLt2Ldq3b48hQ4bgpZdego+PD+rWrYt169ZhwIABFdFOIiIiomeSyT1TSUlJ8PLyAqA9PyopKQkA0K5dO+zfv798W0dERET0jDM5mfLy8hLvz9ewYUP88ssvALQ9VnZ2duXauMpIEATk5mmedjOIiIjoCTE5mRoyZAhOnDgBAJg0aRKWLVsGCwsLjB07FhMmTCj3BlY2I38+hpe+3IOM7Nyn3RQiIiJ6Akw+Z2rs2LHi30FBQTh37hxiYmLg4+ODpk2blmvjKqPwuAQAwL7z99DVz/Upt+bZJwgCrj7IRF0HK8jlhrcpIiIietaZ3DNVWN26dfH6668zkYI2McinqKSJwdX7GVi06zxSMtVP5PVW7LuMDgv3Yta2s0/k9YiIiMpbqXqmlixZUuoKR48eXebGVHYZj7ILHmjyxAlN5XI5zMwKQl14olNdMplMb3Z5U8qq1Wq9hK4sZXt+dxDJmWpcvpeBJf1blFgvoL2dUOF61Wo18vK0MdB9rm7Z3NxczA8/BwD48eAVTArxKbbey/fS4W5vCTOF4W8ApVIp3i8yNzcXGk3R562VtWxeXh7upz3C2TtpaO3pYNCTVrhsXl6e3nrdmCgUCsjl8iLL6jIzM6vwshqNBrm5RQ9NKxQKKBSKCimbT6PRFLu/69abv4+VR1ndz2dFlQWK/ywbK2vs8wM8/WOEqWUB48eI0pQt/PksfFwprmxhT+oYUdxnzpSypf0sF45nVTxGlKWsIAhFfoYKly0PpUqmvvnmm1JVJpPJnutk6qvFSwBo70/46+ZfcEiRCgCoV68e3nrrLbHcwoULizwI161bF4MHDxYfL168GJmZmUbLurm5YdiwYeLjZcuWISUlxWhZR0dHfPDBB+LjlStX4t69ewblkh/5AwD+vXhfXLZ69Wrcvn3baL1WVlYY9uEYfL//Ml5/oTb+3f4rrl27Jq4/deqU+LdSqcSnn34qPtZevFBwj8e5c+fq1T1t2jTx789++Bu/XFPBU5GE9uaXDdoxefJk8cC6detW8bw+Yz7++GNYW1sDAHbs2IGjR48WWXbMmDHihRWRkZEYuycdGYIKLysvw9ssSa/syJEj4eTkBAA4cOAA9u3bZ7TOU6dO4b333kOtWrUAAIcOHcKuXbuKbMOgQYPg4eEBAIiJicE///xTZNn+/fujfv364uv8+eefRZZ944030LhxYwDA2bNn8euvvxZZtkePHmjevDkA4OLFi9iwYUORZbt06YJWrVoBAK5fv441a9YUWTYoKEgsm5CQgNWrVxdZ9pVXXkH79u0BAPfu3cPy5cuLLBsYGIjg4GAAQEpKChYvXlxkWX9/f3Tr1g2AdlLihQsXFlm2WbNm6NmzJwDtl1jhfVaXr68v+vTpIz4urmzhY8TixYuhVqv1Pj/5nvYxAgBsbW3x0UcfiY9LOkbonk+7bt06vWOELmPHiAsXLhiUy4+L7jHijz/+wJkzZ4zWCzy5Y0RUVFSRZUt7jABg0jHC29tb/LsqHiPatm0LALhz5w5++OGHIsvqHiPu37+PU6dOGf0MAfrHiPJQqmQq/+o9Kp5aKOgxEVA5h/nymXJF4pztZ/HL0Zv44cAVfFqvYtqzO0H7K/hKngPawzCZelIyBBUA4FqevUEyRUREzyeZUFx/azFycnJw5coVeHt763VPP49SU1Nha2uLgycv4q112mGr5rVt8L9BzSGTyZ7IMF9SRg7ycnNha2n8vSiuW371oRuoYW2O1/yc0WSW9peStbkCxz/vaFDWmN4rYxCfmA4AiJvSHoIg4Ni1JFw5eRjdQzvpvW7hbnnfGXvEx6c/L7jvY+GyIYsP4sqDTKPlgCfXhd9o+m4AQKivIxa+7ltsWWPDfJGRkejUqRMsLS05zPe4rEajwY4dO9C5c2fkCcCoX06jsUs1hLX3LLLeqj7Ml5GRIe4rhW8q/7wP8+nGhcN82pjs3r0boaGhUCqVVfIYUZayOTk5CA8PN/oZ0i2bmpoKR0dHpKSkSLq3sMnJVGZmJkaNGiV2y50/fx5eXl4YNWoUatWqhUmTJpW5MZVVfjI1/JMZ2IEXxOWdzc+j9uOhvuKka8yxJ8cbvmaJZert0AgyrMtqjlwoMNAiBgqZAEEA0gQVqsuyISumk+youhZO5WqvOhxieRQ/PR7mU0CDgZbHin3dE2pX3NbYQC3I8UDQdolby7LR1CwBUeq6MEcuBljGIktQIFVjASdFhkEd+a+X//pF+SOrMZIFS4Nyd/Kqo7osG9XkRX+hlKf89norHuBlc/bYlrfrebaIzNF2b+a/z+kac1jJclBJr+kgomdYVlYW5s2bJzmZMvlqvsmTJ+PEiRPYu3cvLCwsxOVBQUHYtGlTmRtSFeQK+uG8p7HG/hwPnFI7I0cwDHWeIMPVPDscUHvivmCN/WovxOU64YHG0qTXzYIZcqHNxlMfD0OdyHXFb9l+iFLXKfJ5CXnVxEQKADQ6abWmFMOUx3JrIUFTXUykAO0wWJS6LgAg5/Eo8pasxtiW0win1M7IE8r2jSiDYc5/T2ON8JwG2Jz95K8klRtpjzEaQYb7Gitcz7PFQ41FyU8oQaZghlt5Nihbf3LRkjSW2JPtheRyaKMUuYL+CaG386pjc3ZT7MkpOCfkkVD6nvA8QQZNGfc5IqLSMrlnqm7duti0aRNat26N6tWr48SJE/Dy8sLFixfxwgsvIDW15J6Yqia/Z2rLoXMY88fFIst9Glofg9toE43cPA2W7rmM5fsNezdUZnKcmtqpyHqy1HmIuZaMFz3sYW4mx4W76ej2rfakxyV9myK0sTPqT40Qy3/c2QfDX/I0qGfBzgtY+e9V8fGJzzui2azd4uPDk9rDWqWA0sjVcwD0XqMocVPao/HMveLjDvVr4v/ebmG0jvMzOhdZT/fvonAuQTuU+Far2uja2BnRVx9i6Z7LJT63NARBwPWkR3C3txSv0tsRl4iZ2+Ox6E0/+Ne112tvX/9amNndt8j68k356ww2Hb0lPn7JORcrhgcZ7XYujRazdyMjOw/L32qGTg2dylSHMa3m7UVyphrONioc+PhlAMA/pxMhQEDXJi4AgNO3UzFrezwmdK6HlnXtTH6Nfy8+wOd/nsHsHr5o61MDAHAuIQ1/xd6GZ9YF9OwWgvCz9zH+19MAgPjpQRi0+hgOXdH21p6f0RlrD13HrO3xmBhcD++18yj29XLzNOjwzb+wMJOj/4vueJCRgwnBZTupL+WRGkevPcTL9WoW+XkoT2q1Gjt27EBISEiZ95WqiHExxJgYV9q4lNcwn8knO927d0+8GkFXRkaGOBb8vMrVFL/9c8LPo0lte6yNuoaj15JwP9340FR2rgbm5ubQaAR88XccXGwt8EH7gmkDpvx1EpuO3gAA7Pm4PTYeLbiK5uGjPL3zCABgYcRFfNChvsGl/EmZ+mPPeTL9XoFW8/bCr5YtNgxvjRtJmWjkavqOVrgte87fN1hWVFldCnnBF9j6wzex/vDNUj/32oMM2FmZw9ay6A/UhsPXMfn3UxgYWBczejQBAIzadBIA8P66WJz6IkTvPA+V0gwHLj1EYzdb7D9/D0evJWFOLz+DaRt0EykAOJBoBnNzc6MfbkEQoM4TYG5W9Jd1Rrb2/IaDlx+iS9PaRZYDtEm3RhBgZV7yxzz58bxiianZMDc3R5Y6D2N+0W5/h0ausLVUYvjPx3E/PQf9Vx3B1Xndiq1PEATIZDLE3U5BnkZA09p2eHetdth4yNpj4vO7f3cIABBcS4k3zc2hUBS0VZCbIVNdcD6Hubk5Zm2PBwB8ufMCPuhYv9g2JDzIRGKqdrqSeTvOAwD6vFgH9Z2rG5S9n56Nt1YeQu8XauP9V7zFbcjO1cBCqcB73x/GiZspGNe5PkZ3Mp6QPcrJw8ebT6CzrzN6tqhVbNtKIpPJoFAoitxXipOlzkPY+mN4pb4j+vi7I/LsXbT1qQE7q6I/IyW5/iAT0VceoFeLWkanJnlSpMSlqmJMjCttXIr77jCFyZ8Kf39/bNu2TXycn0D98MMPCAwMLJdGVVZ74o1fRqzrrR+iER6XUGQipV/fXayNuoYvw7VfIPlf5vmJFAB0WLgX/ztUcJlxWpbxE2LfWPEfAO2BdmdcAnp9dxCxNx4aLaPr1K0UvLkiCl0WH8B/l7TTJZy8mYxOX+0tsf3lqayToF5/kIlXFuxF23m7ceRqEmZvO4MsteEJl/P+0V44sDZKG8vMnIJE81GOtnyOzhWO20/dwdA1R9F7+X+Y+NtJ/HL0JnadvVuqNqnzNEh5pMb7/zuK8NMJ4vLPtpzGCzMjcPOh8cvcdZXUO6LRCPCftQt+X+xEdm7B9qY8Mtw/4hPSDJZlqwu29WGGdl/V3WeL69CeH34OAXMicSv5Ebot+Rfdvz2IB+nZBuV069h5S45fjt6ERmdZtlqD9KyC90FdyitM88vlGWljmk59uXka7Dl3FymP1PhuzyWcT0zH3Mf7AQB88Vcc/L7Ygcv30nHipnY6gT+Oa5PjjOxcgxj8cvQGtp26g482xYrLstR5uHLf8FzBivRX7G3sOnsXU/6Mw4p9l/Dh+mN4d/WRIsufS0jFjaTi97mXF+zBhF9P4teYm8WWk6K07y/Rs8jknqk5c+agS5cuOHPmDHJzc7F48WKcOXMG//33X7FzZjwP/jpxG3KVVbnUNXZTLKxVBT1Fl++lo9/3h0o8Uyc1y/iVDseuJyPiTCKGrS36JO/L94wf9M/c0Q7dbjl+CwqZDH2/P1RCKwocvfbQYFn46QR0aOgIlZnhhGmPcvJwNiEVzWvb6fWkyUvo9Yy59hDVLcww6MfDeNHDATN7NIGtlVJMANOzc9FnhXYodOWBK7gyt2uxPam+U3eIf+d/wWflFBzs8xOLW8mPxGW6yda1BxlQ5xl/t9KycvF/B65hR1widsQlir0066OvAwC+ibiAr95sVuz26iZTgiAgTyPo9Rhk5eYh/fH9IRNSslC3hjX+OH4TYzedwOQuDcXeFwAIWbRfr+4TN5Kx62yi+LjjV3sx9VX9Ic05289iSFtPuNpaiHF8mJGDBxnZWL73EgDg/f8V7GuxN5LFv/PDnpSh/4Pisz/PYO7rfuLj7Nw8vf155tai5xDKt/3UHYzZeBwAjN7OSTcB+vHgFczZfg7N3O3gXdPaoOyax4n10t0FQ/dX7mfgi7/isPq/qwCA0MYuWPFOS7G9uq8TeyMZvb7T/kBZ914AmtSyxfv/O4puTd3wTuu6Rtufnp2LqEsPEOhpV+K26r7Wu6uPwNxMjhVvt4Ra58qzv09oe62PXU82+ty7aVkIXXQAAIz2Nt5Pz8ZtnX382PWH6Neq6PMwy+rwlSS8vSoak0Ib4t12hqcklEZKphrn76bBv659mUZJ8uNob2WOr/s2L1MbqpL83mUqHZOTqXbt2uHEiROYO3cu/Pz8sHPnTrzwwguIioqCn59fyRVQqeT/As7X8avSJappWWpoNMa/xItLpEpDIZeblEgBQP8fDH8Rj/g5xmjZX47ewLaTd7Dv/D3M7+2Hvi8WHLRL6pnqvfw/dPZ1xp2ULPx14jbO3EnF1lHtMOl34xO2bYm9hV4tCobJdI8ZH6zTb59G0CZryZnF9yaaK7SVaDQCXlmwt8hy15Iycb2YnoDfjt00mkzl6byvaVlqPMzIgb21Od7/XwxO3UpB5PhXxCE93Z6li3fT4WBtjrGbtJMUzv3nHG4+fISX6zvCzsqw+7vHsoN6jzUC8MXf+onMygNXsPKA9ny/y3O64pE6Dy1m6p9Dd/pWwfmTZ24X/G1hpsCJG8kGrwMAk3Xeryy1Bvd1erTyew2L88G6gitQ/4w1nERSN4a/H9N+xk7cSEZt+4KLPlIy1bDS+SFz62FBMgFATKQA7b048zQCFHIZHKxV4vLUR7n4UKctA36IxoSQBjh0OQmHLifBxcYCa6Ou4n56Dj4Oro9OjZwhCAIm/noC208lYHBgHdRXA+Fxifgq4gICvWtgyqu+RodsbyU/EnvFM3LyUN2i4D2tpir6EJ+nEXD0asGPnVeXHsCqQS+iuoUZjl9PRitPB7z85R5k5hQkifbW5rj5MBOZOXmo71wd6jwNDl9Jwgt17HE/PRtDVh/B0Hae6OvvjutJmahbw6pUX8ijNhxDTq4GM7aeKXMy1X3Zv7j2IBMr3n4BoU0KEuk/Y2/h0OUH+Di4ARZHXsCb/u5oUqtgsuD8pOHag0wxjnNe94OFsmyzY5+4kYxtp+5gdKd6xca/PJRxZqNS1fvWymjI5cDPQwOYVJWCSe+0Wq3G+++/jylTpmDlypUV1aZiLVu2DAsWLEBCQgKaNWuGpUuXijOpGrN582ZMmTIFV69eRb169TB//nx07dpVXC8IAqZNm4aVK1ciOTkZbdu2xfLly1GvXgXNPlnBkjJysPXUnQqpO1Knt6IiTPz1pPj3TwevismURiOU6rL4iDMF7bt4Nx1v/xBdZNmvdp5Hrxa1kZalxpbjt5CqM/y1/VSCQfneyw2HQAvbdioBoU1ccf6u4bCZrg/Wx4q9RoC2x6WNdw29MoIgIPVRLmx1kp0MnaHHDYdvYOORGzg/qwt2Pt7u6MtJ6NDQCXdTs5CrkzQMXWOYRP/v0DW94WEpHmbmYMqfp4sts01nn1QqZHq9PUV5demBYtevj76OtwK0+8i1BxlYsCO+xDpz8jQ4dTMFU/48jXM6w5vq3ILks9mMnXrPOXy1+OlKVuy7hA87+Ohd//rniVu4nZKlV063fbo/bIauOYoJIQ2w6cgNMcleHXUdgBlwVJsAX32QCcdqKgxs4wFB0CYI/VrVQTWVGXJ02p6Tq9H7rOjuZxqNIPb2pmSq0fmbfbibVpCsnr6Vikm/ncSBC/f19h9d0ZeT8H/7tBd9HP08CD8fuoZFuy6gq5/2IoWLd9Mx+fdTYlLc3N0Ovm42mN69cbFD0+lGetQzsnNhXUIycvJmMlxtLeFYXYVrj+eh+/vEHb1kaszGWADazwygTcrze6bH/RKLY9ceYtvol/R+UD3IyIGrjUWRN18v/PmMufYQZ26n4O3WdcUfCbl5Aqa+VtCjm5unwTurDqO2vSUW9DHe8/zXiduoaW2ONj41Ddb9fOgaPGpYo1097br/HbqGhTvi8dOggul4ElOz8E3EebwTWBeN3QoSxpxcDUZvOI4XPR0wVCdZjb78ADvPJKKRqw3eaFnw4/JBRg6iLj8Q/65ZreCHQmkIgoC426nwcaqGLHUecnI1cLIxvFI4J1eD60kZ8HasVq4JmyAIiE9Iw5McOTYpmVIqlfjtt98wZcqUimpPsTZt2oRx48ZhxYoVCAgIwKJFixASEoL4+HijJ8X/999/6N+/P+bOnYtXX30V69evR8+ePXHs2DE0aaI9yfjLL7/EkiVLsGbNGnh6emLKlCkICQnBmTNn9KZ+qCx2xCUaHT4rD7oH3op2LiENh68kobGbDbosPlBsT05RjA0x5ruXlo3Jv5/ChsPXpTRTz98nbqNLExe93hFjCp8vt+rfK1j1r/5VndP/PoPV/11FaGMXOFbXHshcbPX3R0HQfrnlq2Zhhm0n7+DD9cfQs7mblE0xydaTd4wmoLp0E5fUrFxce1DyeURFDVnn+/SPU+j3ojvkchk+WHcMcbdLvpJ497m7WB99Hdm5+kfZwo9NsWBHPFp7OeidLD/1zziT6yjJxiM3sGzvJbF37fiNZCx8o5leT9n99GzxHD8AuKQzdP9InYfd5+7iyx3n8KKHg9HPc0nnfeoO1y7adR6bj2rPodp+KgGv1Hc0Wj7/OZ19nfHr0ZuQy2X4+8RtfNq1IYa/rB1uzsjRP4/xx3+vYNa2M1g50B+dGjmLvX8AkJQNXE/KRFYe0P3bg1CZyRE/q4v43G2n7sBv3yW09qqBZrVtYUxqVi5sLMzE3sl5/5zDm/7u4vq283bj/Ve8MLlLI9xOfoRV/15B/1Z14GJrgcv30hFxJhHf7rmI2T39kJDyCEse/ziYvb3ghu0/HryCT7s2FIffT99OFROUOa/7icllapYakWcTUc+pOkZv0A5Rd2nigrdb10Ub7xrYdfYuvgw/hwt3tVczH5/SGfbW5piyRfsD5vUV0ejjKcOFyIs4ej0Zhy4nYeORG7g8pyvkchlycjWo/7n29jLhcQloUccOl+9lIDkzR+8G87cePkIbnxpwqq7S+2Ga8kgNeytzzPg7Di/UtUf3Zm7IydNAEKDXe6fO00CpkCMtS42luy/i+/2X0aGBo7hPnZ4eAmtzBS7fz8CZ26l4takrxv4Si20n74i9iRFnErW91s3dUM3CDC42FnpJ1qOcPFgo5Yi7nYroK0l407+2Xk8soD22d1l8APfTs/GyixyvGd0Dyp/JUyMMGjQIzZs3x9ixYyuqTUUKCAjAiy++iG+//RaAdjZUd3d3jBo1yuhkoX379kVGRga2bt0qLmvdujWaN2+OFStWQBAEuLm5Yfz48fj4448BaO/j5ezsjNWrV6Nfv36lalf+1AjuH/1SbudMkVbLOraIuW78XmKkb83A5hi+/qSkxKAyauxaHXF3iu8NLImfW3Wcul32OiyVcjxSP9tx3xEWgJBvi+6tfRpOfPYy1h2+hS8jLonLJnT2xgKdx0v6NMbEP86iff0aGN/RA52/PQKlQqZ3TmLhKVjy1axmbvRin60jW8GxujkCvvxXXFbDWokHGfoXaHzbtwk+2hwn9tQ1cauO0ybsJ5+F1sNbL2qv7Dx+IwVvr9YmS8Pb1cGWEwn4v/5Nsf7oLWw+Znw04WUfB+y/qN8z6ljNHAte98XgtbHFvrafW3X8PKQFfj+egOnbz5e6zSVxtVXhTkpBIt6tiRP83Gwwf+dFfBzkjQW7Lhl9Xn0na5y/a/xHVBO36nijhSu+2KbfzmoqBaZ0qY8ATzssiLiEbafvIriRI3ae1U/6ZQDGdPSEjYUZZmzXv5fjgp4NcDc9F83dbTB923mcv5sBd3sLTOlSHwq5DFcT7uO9zi2e/Azos2bNwldffYVOnTqhZcuW4s0g81XUjY5zcnJgZWWFX3/9VbzRKKBN7pKTk43erLFOnToYN26c3g05p02bhi1btuDEiRO4fPkyvL29cfz4cfEGjYD2ZonNmzcv8uao2dnZyM4u2JlSU1Ph7u7OZKqUBE0eZPKK6T17nt37cz4ce3zytJtBVGoZ8Qdh3aCt5HpuLn8XtUf+WOryD/5ZguotX4O5U9nOzzJF1s04yMxUSD20GY49J+uty7x4GFY+RZ+mUh7y0h9CUc2+Ql+jMtNkZ+LGojef/DxTq1atgp2dHWJiYhATo3+irkwmq7Bk6v79+8jLy4Ozs7PecmdnZ5w7d87ocxISEoyWT0hIENfnLyuqjDFz587F9OnTja4r7Y6bdTMOFrUbl1jOFKlH/4KNf/dyrbMi5GUkI+P0btgG9nnaTalSKmMilZeZAoWV8aEYqvrKI5ECYFIiBQA1ulTM95Qx+cf5wokUgApPpAAwkXpCTJpnShAE7N27F2fOnMGVK1cM/l2+fLmi2vlMmTx5MlJSUsR/N24UzPu0Oaw9ujU2PHegsE/fKX7Sw7LY/X/Tyr3OiuDg6IzJE8c/7WaY7MiEQPjXKfsvl6fJ18Xw0n+p/NyqSa7Dq7ZzyYWIqFLZM7oVXG1MO2m9sDY604NMCfVG/5aGU5242argVUN7JW6ob01419QfGepXNwufB3vijebOCGpQA4t6N8T8HvWxsGcDfNvHF1O7eOPbPo0ktTOfST1TgiCgXr16iIuLe+JXu9WsWRMKhQKJifpXlCUmJsLFxcXoc1xcXIotn/9/YmIiXF1d9croDvsVplKpoFIZ31F8ajtivqcLEn48jJhiToB2tDechVlXj+ZuuPnwUbF1FObm6FDs+mbudjihcwIpAHzQ3hvf7TU+xl1WdRysij1hfGCgB1TFzPJd3mb0aIwH6TlYHHmh5MJFWD7gBTjWcICVhbQDhK6ZPZvgq53x4uzjpeHlaI25vfxMnqJi44i2aPrFzpILmsDGSgUgvdgyvq42yNMIiE80fp6Jk40lriVlGV33JDV0qa53krxUjtVV+KxrI70JPMtLk1o2etNOSFXLzlKcL61Py9q49iBT7wpGv1q2cLOzwI64gmNpt6au2HayfK4aNjeTY1aPJpj428mSC1cB77XzxMFLD3D2ztO99dprzdzQ3N3OYP62GT0aY9GuCwbzwDVytRHbbGWuQGZOHmrZWSI5M0fvAoJWng7wdHPEWwF18VWE4blaqwZpLyrIydXg92M3Uc3CDLl5An45egP/XdKeoD/lVV8MbeeJxNQsyADxSsBpPfOw80wi6jtXw7FryejSxAX21vozmGep8yAIQF6uGpERO9D1pXol3k6mPJj0jSaXy1GvXj08ePCgXF7cFObm5mjZsiUiIyPFZRqNBpGRkUXOvB4YGKhXHgAiIiLE8p6ennBxcdErk5qaiujo6DLN5r6wT1PUrKZCNZUZ+r3oXmzZ4uYfiZrcEYv7tcBvI9tgUKDxyf0AIH5WKOY9nuSwezPt1Q/FqeNghS5N9BPPiaENxavFTNGzuRsauhQkhM46v0J2jn1Zr+zojj64Oq8bDkzsgDm9/DC2c33x8l5jto5qV6o2lLbdrraWaOVZkGhODG0AC6VpyZylufYcry9e84VXTWt8+Yb+zZUVchkOTOxg8LyZPRpjhM4EmbpauNvBo4ZpPUYbhrVGgFcN1Hc2rVfIxqL420y8VMz7Yazc4DYeeO8lrxLLbx3VDj5OBW3dP0E/Ri3rOmBoW8N9fP2wgFK1pzzUrGaOZQNewGvNtFdAjmxv/P06+UUwrM1LPtfP3cEShyZ3Qs8WtfB1CZOvAsDsXk1Mej+3jnqp1GVLsrhfcyzpX3CvzDmv+8HfQ39Y6K+wtljQpxnef8UL/Vu545PQhpjTs+g5Bef0Mm2+wendG6O1V42SC5aDwp/F+FmhCOvgg+Evl7wv69o++iVcmtMVbwXUQXN3Oxz5LMigjO4UBN++1QInpgUjflYoPn/VFxuHtTZar2dNawxu44GGLtVhXsRUEm19amDT8NaopjKDWaGpG7aOalfkPtrKQ3sM3DehPa7O64al/VtgaDtPnJgajMtzumJURx80d7dD7xdq6x3bAWDtu63wz5iXcHVeN1yd1w1nZoQidmpnhH/0EnaMfRmfhDbEyS+CcXZGKNa/p/3sjmjvjdm9muDAxA74K6wtvByt4WBtDv/H7TA3k6Nfqzp4takberaohZ+HBuCjoHpYPuAFMXbONhZ6UypYKBXo3swNDV1s8FZAHYNEKr+MpbkCqjLOE1ZWJp8zNW/ePEyYMAHLly8Xpxd4UsaNG4dBgwbB398frVq1wqJFi5CRkYEhQ4YAAAYOHIhatWph7ty5AIAxY8bglVdewVdffYVu3bph48aNOHr0KL7//nsA2nO8PvroI8yaNQv16tUTp0Zwc3PTO8m9tDr7FiQqJb2RSkXBh2Du637ivCzjO9eHq23BBIJvBdQVZ2LW9eeHbaEyU6Dvi+7w97CHRw3rEie2/KxrI2Tn5iEpIwfRVwp+eRZOLDxrWuvdAiP/V0i+j4PrY3BbT1RTmSE3T4PUrFyM/DlGvA+a7uWy3/Zrhm7NtFezuDtYifMCtahjjw3DWqP/SsMelia1bNGliQv+OV385fZyGTC5S0OsP3xdnGMm38FJHdF2nvamzWZymV6y90F7Hwx7yQv1Pvun2Pp1udlp3xMvx2rY/XF7ANqpEA5c0M6wrhEEuDsYXnzwTqAHAO1cRLoslHI0cKkOFyNzr+Q7/FknbDx8A18//nW3qG9zOD8uP6unH978v6hSt7+wYS954sCF+2JvzPjgBjh27aHBJeqFrR7SCunZubC1VEIQBESMfRlvrIgyuE3NbyMDYWVuBrlcBpXO/lWnhhUcrM3FX725eRpMCm2Aezcu46/rBftNDeuiE2U3Wwu8UNceUZce4EFGybdlKizY1xnRV5LENh/5LAgymQzzXvdD7xdqoY13TXEW9z4ta+OROg9vBdSBjYUShz7thD4rosS4TX3VF99EnEeaznxO6tyCy/i7N3PD0WsPEXcrRbwlTWG9WtTCL0cLbtPyw0B/vPd4HqpZPXyxOeaWwXN/G9kGc7afNann2hhrczO8UMcOg9t4oJrKDEqFHL5u+kPZMpkMNhZKTO5S9HDIvgntxYlqfZyq4aOgeli0q6AnuFeLWgYTEeezMleIP1YAbW95lyauWBx53uAWTV0aO0P98A523S7Yp7r5uYrzmL3XzhMDAz3w8oI9Bq+zflgA2njXFD+LDV2qQ2WmwMchDSAIAr7fX3CayvzefpgfHo9Vg/xhY6nE5XsZWP3fFRy8qO1IqO9cDQq5TC9xPDEtGM2m7xS3od+LdfC/qGvo6ueCV5vqT1Via6XE6iEvYs1/V/Fp10aoZ+R+kYB2uoERjyfl3f1xe5gr5FAqZJDJZDj6eRA0goCH6Vn46Mc96NWuCZrUssXvH7TF8P8dxbUHmfCsaY0przZC+/pOyBMEpGXlwqFQApI/V9b44AYYH9wAAPDlG00xdlMshrbzQqBXDb357vLl3+uxuoXS6A8QpUKOAQHaH0ruDlbYNfYVqDWaIqfukctl+Cio+PttPstMTqYGDhyIzMxMNGvWDObm5rC0tNRbn5RU/AR3UvTt2xf37t3D1KlTkZCQgObNmyM8PFw8gfz69euQ69wQt02bNli/fj0+//xzfPrpp6hXrx62bNmilwROnDgRGRkZGD58OJKTk9GuXTuEh4eXaY4p3WRGdxhr7butcPJmMhbu1O3ylGHPx+2197lr5CwmU6820//QFTUcln8zXJlMBh+n4ocMAeDczFAxydn0fiB2xiWIPQZvtnTX645d/vYL4i0m5DLgl/cD8epS7SXE77b1RFjHgiFeM4UcDtbmKHxN6JaRrbFtz0GENHYucjK2QO8aWD3kRQz+STtLemdfZwxp4wEA+OrNZkjPzhWTFWPM5HK8/4o3hr/sJc7LBGh/ETrqTDKXpxHg41Qdn4Q2RI3HB5LCEwi+29YTPx7UzvUU2tgF9V2qY8njYcGZPRobvTnu2ndbwXPydgAw2H5A+wvSmCOTO0ClUkKpkOOl+jURHmeYNHZo4Ain6hZ4rZmbmEzpzlaue6shY7r6uRQ795NMJsP20S/B61Nt+xUyGQ580hEvFJrF3Ewuw7CXvcTkQiGXiTeMlslkqOdcHb+NDMS66Ov46eBV8Xkt6xb0BBaeSXpGj8YIW6+9RDzr8S1YOtUS0LF1UyzefQmzezUx2nPoVdMaQ1/yRL8X60AhlyEhJQuxNx5ixM/Fz+u1apA/fN1skJypxtqoqwjrWA8Ld8Tjj+O34O5gKe6f1ioztG+gP1+dq50lxnUuOMBXt1DinzEvie97nkbAttEvYU/8XUz7Szu3lG5iYKaQY04vP9xLy8aLs3cZbZ+VuRmsdGIU5OuMLSNb49eIg+jrXxtvB3ridvIjjPw5Bm8/vg1Ny7r22DS8NXyK+EHQzc8VrTwdxDYdmNgBC3bEo49/bbjZWaLT4zsqWJorIJPJ8EX3xnrPjQp4gHXR12FVip44AKhbwxpzevlBIwho5emA07cKkr8ZPRpjYKAHXm3qCpWZAg1dq8N/VkEsgn1dYKGUo38rd1y6m4Gh7TxRo5oKPwx6EYD2ljdX72fC3koJDwcLbN9+C18P7QwbawskZeTAwdocX6Rl415atpgIHp/SGbO3n8XRq0lY1K8Fmrvbia83IaQBFu+6gDk6ty6SyWRo7m4nzonV98U6eNPfXdw3vB2roVNDJwz/31E4VlcZvdmzraUSPw1+EX+fvI0POvigmsoMx6d2LvLG5e0bOBnsb4UpFXL8MMgfuRrB4JiV/7lSVlfh7XoadH086WYDl+rYN6GDODt6/jbIITNIpIpS294Km0e0KVXZ0pLLZVBV4au4TU6mFi1aVAHNKL2wsDCEhYUZXbd3716DZX369EGfPkVfNSaTyTBjxgzMmDGjvJoIAHrDNy/Xd0QrTwekZeeKswfbWJjBs6Y1PGta693gs0Y1/Z29bg0ro1+MuUXc9+39V7zE18i34u0XDL7QghsX9KKNaO8NS3OFOIGbuUKOua/74eTNFMzu2QRyuQzr3wvAn7G38VFn4+fKaQplE43dbHDNvuRZN9o3cMKPg/3hVN1C7xYPVuZmeKW+Y7HJVPfHE1Pmfxn4utpgw5HreP9lL70DWH7bihq+AYCpr/mKyZSFUo5xnevjjRdqI+WRGn5FTPxnLEkc1dEHS3dfxII3mqJH81pGn2dnpRTH8AcE1IVHDWsMeDxb+7mZodhw+Do6+2p/IOge/HTvT2jstiK6ZvZogvvpOTis0wO5aXhr8VwrC6UCcrkMHRs6ISElC41cq8NMIcfI9t5YvvcSxnSqBytzBYJ8nbG9hHNjfJyqY9prjeFRwxrT/orDZ131ezDebeuB9dHXEdJYu02vNnXDnnP3EHEmAcN0hgq7+bmg5wva4fG7qQXnUTWrbYs+/u5iIpHPxdYCobau+HVEINZEXYOdpdJgVndLpQIdGzpBJpPB1dYSc1/XDs9+0b0xGrhUF4f2Chvd0Qd/n7wjJve6dN93uVyGOjWsMKiNB5xtVPgyPB6L+7UweI6qiGHl/B80zoVO1m3sZoNrjgWfHzc7S/wZpj/8baaQY+Pw1hj042F83q0Rtp26g0OXkzCnlx/eCqiD3ecKznGqbW8pDufp3lLH2M8cmUyG2Y/rKK7ndO27rTDh1xOY9zim+b3OAPR+fAx83DvbqZH2/dedjWfF2y+IyWf+e1OYU3ULOFXXtkOt1vYm5j8n//PhWF2lN+xvb22OhUXMMv5hB23PdOEkZ1Hf5pj460mM7OAtxkGXXC4TE7yidGjohA4NCxKkkmZwLw2ZTKY3kmHK8+jJMfmdHjRoUEW0o8pp4FId3/RtBufHBwELpQKTuzSCq40Fzt9NR6DO7UOUCjl+G9kGeRrB4NwWmUyG7wa0xLmEVGg0wOQ/TuFO8iO981B0FR5DB4CQxsZP0Nd9/e7N3AqSKTM5+reqg/46V+228alp9BYH+QonU6bo2ND4FV3FHQyW9G8hfjnne/NFd7xp5Fy1WvaWBstKo04N0+cMGx/cAGM61TP6y7UobX1qYmn/FvCsaQ0LpQJD2haca2Gjcx6c7lCrbo/Be+088UOhGdRVSgVaezroJVMBXjXwebdG+PvEbQx9/BqrBvkDKIj1J6ENtT0D1ubiskFtPbDzTKLRGwfrGtTGA92auhrcesLHqTpOTA1GdZ1t+erNZsjTNIVCLhO/IHXlDyEA2v2jcCKly9/DAf4eDkjLUuPkrRR0aOCID9r7YP/5e2jl5WB0P7K1VBZ5LhsAjAtugHGPhzyMmdSlIXbGJaCvzv4W2sRV7zYmugr3MI94xRvW5gq84a/tTZjctREu3cvA261Nu4lwa68aOD09BEqFHH383XEhMR1Naml7ZxyrFSRCujFQyGWY0aMxTtxIQUAx5yrp3o7EmJfrOyL6U8NzhQBtr+yivs3R0NWwR1e3LdVUxZ/LV1GM9RZ51LTGLyNMP1eWCChDMgUAeXl52LJlC86e1X75Nm7cGN27d4dCUXW78EojJycHOTkF53B0a+wkLs+XPxtu4S8QP1drg7K6vBy0B8aNQ/2Rm6eBAnnIMXJ+y1v+tbDx8A29c0mMfVkVJhMK6tLk5hbZjqLo/trNycmBWq1GXl4ecnJyynwzTk1eQZs2vvcitsTexr30HLzdyl07hKYxHoN86971x83kR6hX09Lo9rzVqjbWH76Jjzp6663XCEKptz9/JuZadhZ6zynu1CNjMQlpVFNcVxRPB5W43gwFL9C7hSs+fMUDM7adwx+x2l4kmSYXw9rWQUa2Gh0bOIrPGxhQGwMDagMoehttzPUTHAs58Nv7rUpsX/5zjZWxNANycw33wzygxH3ldnJGqd4PlRzYPOxxz4EmFy/72KO47ZTi3UB3vBvoDkBTuvp1tuvrPn7o1qRg+DsnJwf2FnK9GJv6+cnJ015N1MDJUnzvGjhZ4tPQ+nB3MNz/+7V0Q7+WbsjLVaP4s+TKruvjKWKMxee9tnVx6V4GWrpXN+n9KY/jSlXDmBhX2riU1/HB5BnQL168iK5du+LWrVto0ED7yy0+Ph7u7u7Ytm0bvL2L/rVXVeXfTmbSpEnPxP38BAG4nOeA/WrtEMoQS8Mb3RaWK8jwv6yWAID+FsdhITPtEPt3ViPcF6xL/XqlcSbXCdHqOuVapy6NADwULOEgewSZDNj0qCkyYY6O5hdRV5Fcqjrua6wQq3aDv/Im7ORFX+K/7lFz5Dz+7WLqtqRqVHgkKOGsKJiGQCMAa7K0vUpvqE6iujwH8bk18Z/aAwAw2OIoKnsv/0+PtNv3otkNNFFW7E22n4R/c+oiQzBHsPmFSv/eEFUVWVlZmDdv3pOfAX306NHw9vbGoUOH4OCgPcn0wYMHePvttzF69Ghs27atzI2h8lGWA7WZTMBLysvQQG5yIgUAbopU3M+11usxkcpLkYSj6lpwk5ff/D+65DKghuyR+LiHRRySNZZwlhc/d5KumvJMBKkullguWHUBB3I80Ep5o8SyhdnIs2ED/ZvSymVAc7NbyBHMUF2u/WVlISu4oqwqfFn3UMXhZp4tGprdLblwJdDO3PCqXCKqGkzumbK2tsahQ4fg56c/l8iJEyfQtm1bpKeX/ouoqsjvmbp165bRzFYul8PMrCBvLa5bUSaT6U0wZkpZtVotdmemPFKj7Vf/oVltG6wb3KLYsqbUa4y5uTmy1Hn47fhttPW0hZutBdRqNSIjI9GpUye9uszNC86Fyc3NhUZT9M1hzc3Nka3Og7mZHHl5ecWWVSqV4rBJSfWWtWxeXh7y8opOFksqqxsTS0tL8crTkuo1MzMrVVl1ngaD1p5AfedqmNOzsUn1ajQa5ObmFllWoVCIw/jlXVaj0WDHjh3o3LlzsefJ6dYrCEKxw9emlNX9fFZUWaD4z3LhshkZGUY/P0D5HSOeVFlA/3NvStnCn8/CxxVTjieV4Rihq9Sfe7Uau3fvRmhoKJRKZbnVW7js0zxGlKVsTk4OwsPDjX6GdMumpqbC0dHxyfdMqVQqpKUZ9hSkp6fr7djPo6VLlxod5qtXrx7eeust8fHChQuLPAjXrVsXgwcPFh8vXrwYmZnGZxN3c3PDsGHDxMffffcdUlIKLkl+x0IOxX0NvvpqNxwdHfHBBx+I63744Qfcu6d/5+18tra2ejeHXrNmDW7fvm20rJWVFSZMmABzc2BIO2+sXr0a164V/AKPi4sT/1Yqlfj000/Fx7/++isuXCh6VvJp06Yhf5favHkzzpw5U2TZyZMni/vf9u3bceLEiSLLfvzxx+INuiMiInD0aNHDbmPGjIGdnR0AYOfOnYiKKnpup5EjR8LJSXue3N69e7Fv3z6j5eLi4vDee++hVi3t+XMHDx7Erl3GL5sHtBd9eHh4AAAOHz6Mf/4pen6shf37o3597aX8sbGxRm8Anu+NN95A48aNxTb9+uuvRZbt0aOHeFeA8+fPY8OGDUWW7dKlC1q10p7/c/XqVaxZs6bIskFBQWjVqhUUCgWSkpKwevXqIsu+8soraN++PQDg7t27WL58eZFlAwMDERwcDABITk4u8qblAODv749u3bS3d8rIyMBXX31VZNlmzZqJc9Dl5OQUW9bX11fvSuL8+e+MKeoYofv5yVeexwhdFX2MyLd+/Xq9Y4Su0h4j8uMybVrBLbT+/PPPKnOMAGDSMcLb2xvm5uZQKpUlHiP6V8JjRNu22ns43rp1Cz/88EORZXWPEffv30dcXJzRzxBQcIwor7zF5Ht6vPrqqxg+fDiio6MhCAIEQcChQ4cwYsQIdO/+7N9k93liJtNUieEeIiKiZ5nJw3zJyckYNGgQ/v77b7HrLDc3F927d8fq1atha/v83QE+f5jv3r17z8ww35MqCxjvwler1dixYwdCQkIkDfOVtmxl6MLXjUlFDPNJKfu0h/m2b9+O0NBQDvM9lpGRYfTzA1SdY0Rpyhob5tONS1U7RugyZZgvIiIC3bp14zBfoWG+rVu3Gv0M6ZbN//5+4sN8dnZ2+PPPP3Hx4kVxaoRGjRrBx8enzI2oKszNzUvVZWhKt6IpZYu7meOTLiuTyaBQKMSuZ2N0vzxK8iyU1f2glqWsbkx0Z+qXWm95lJXL5aXe18q7bP4XlVwuL/W+JpPJSt2GZ6EsYPrnvqTPT1nqfZaOEaVR+PNZ3HGlKhwjylJWJpPpzyNWBY8RZSlbmu+g8lTm6Vl9fHyYQBEREdFzz+Rzpnr37o358+cbLP/yyy+LvW0LERERUVVkcjK1f/9+dO3a1WB5ly5dsH///nJpFBEREVFlYXIyVdQUCEqlEqmpqeXSKCIiIqLKwuRkys/PD5s2bTJYvnHjRvj6+pZLo4iIiIgqC5NPQJ8yZQpef/11XLp0CR07dgQAREZGYsOGDdi8eXO5N5CIiIjoWWZyMvXaa69hy5YtmDNnDn799VdYWlqiadOm2LVrF1555ZWKaCMRERHRM6tMUyN069ZNvP0CERER0fOszPNMxcTEiJN2Nm7cGC1atCi3RhERERFVFiYnU3fv3kW/fv2wd+9e8eaOycnJ6NChAzZu3AhHR8fybiMRERHRM8vkq/lGjRqFtLQ0xMXFISkpCUlJSTh9+jRSU1MxevToimgjERER0TPL5J6p8PBw7Nq1C40aNRKX+fr6YtmyZQgODi7XxhERERE960zumdJoNEZvGqhUKou9szYRERFRVWRyMtWxY0eMGTMGt2/fFpfdunULY8eORadOncq1cURERETPOpOTqW+//Rapqanw8PCAt7c3vL294enpidTUVCxdurQi2khERET0zDL5nCl3d3ccO3YMu3btwrlz5wAAjRo1QlBQULk3joiIiOhZZ3IytXbtWvTt2xedO3dG586dxeU5OTnYuHEjBg4cWK4NJCIiInqWmTzMN2TIEKSkpBgsT0tLw5AhQ8qlUURERESVhcnJlCAIkMlkBstv3rwJW1vbcmkUERERUWVR6mG+Fi1aQCaTQSaToVOnTjAzK3hqXl4erly5gtDQ0AppJBEREdGzqtTJVM+ePQEAsbGxCAkJQbVq1cR15ubm8PDwQO/evcu9gURERETPslInU9OmTQMAeHh4oG/fvrCwsKiwRhERERFVFiZfzTdo0KCKaAcRERFRpWRyMiWXy42egJ4vLy9PUoOIiIiIKhOTk6nff/9dL5lSq9U4fvw41qxZg+nTp5dr44iIiIiedSYnU/knout644030LhxY2zatAlDhw4tj3YRERERVQomzzNVlNatWyMyMrK8qjOQlJSEAQMGwMbGBnZ2dhg6dCjS09OLLT9q1Cg0aNAAlpaWqFOnDkaPHm0w4Wj+dA+6/zZu3Fhh20FERERVi8k9U8Y8evQIS5YsQa1atcqjOqMGDBiAO3fuICIiAmq1GkOGDMHw4cOxfv16o+Vv376N27dvY+HChfD19cW1a9cwYsQI3L59G7/++qte2Z9++klvjiw7O7sK2w4iIiKqWkxOpuzt7fXOmRIEAWlpabC0tMS6devKtXH5zp49i/DwcBw5cgT+/v4AgKVLl6Jr165YuHAh3NzcDJ7TpEkT/Pbbb+Jjb29vzJ49G2+//TZyc3P1Jh21s7ODi4tLhbSdiIiIqjaTk6lFixbpPZbL5XB0dERAQABu3bpVXu3SExUVBTs7OzGRAoCgoCDI5XJER0ejV69epaonJSUFNjY2eokUAHz44Yd477334OXlhREjRmDIkCHFXrGYnZ2N7Oxs8XFqaioA7cn4arXalE2rsvLjwHgUYEyMY1wMMSbGMS6GGBPjShuX8oqb5Hmm0tLSsGHDBkybNg1Hjx6tkKkREhIS4OTkpLfMzMwMDg4OSEhIKFUd9+/fx8yZMzF8+HC95TNmzEDHjh1hZWWFnTt34oMPPkB6ejpGjx5dZF1z5841euXizp07YWVlVar2PC8iIiKedhOeOYyJcYyLIcbEOMbFEGNiXElxyczMLJfXKfM5U/v378eqVavw22+/wc3NDa+//jq+/fZbk+qYNGkS5s+fX2yZs2fPlrWJotTUVHTr1g2+vr744osv9NZNmTJF/LtFixbIyMjAggULik2mJk+ejHHjxunV7+7ujuDgYNjY2Ehub1WgVqsRERGBzp07Q6lUPu3mPBMYE+MYF0OMiXGMiyHGxLjSxiV/ZEkqk5KphIQErF69GqtWrUJqairefPNNZGdnY8uWLfD19TX5xcePH4/BgwcXW8bLywsuLi64e/eu3vLc3FwkJSWVeK5TWloaQkNDUb16dfzxxx8l7mwBAQGYOXMmsrOzoVKpjJZRqVRG1ymVSu7MhTAmhhgT4xgXQ4yJcYyLIcbEuJLiUl4xK3Uy9dprr2H//v3o1q0bFi1ahNDQUCgUCqxYsaLML+7o6AhHR8cSywUGBiI5ORkxMTFo2bIlAGD37t3QaDQICAgo8nmpqakICQmBSqXCX3/9Var7CcbGxsLe3r7IRIqIiIhIV6mTqX/++QejR4/GyJEjUa9evYpsk4FGjRohNDQUw4YNw4oVK6BWqxEWFoZ+/fqJV/LdunULnTp1wtq1a9GqVSukpqYiODgYmZmZ+Pnnn5Gamip25zk6OkKhUODvv/9GYmIiWrduDQsLC0RERGDOnDn4+OOPn+j2ERERUeVV6mTq33//xapVq9CyZUs0atQI77zzDvr161eRbdOzbt06hIWFoVOnTpDL5ejduzeWLFkirler1YiPjxdPJjt27Biio6MBAD4+Pnp1XblyBR4eHlAqlVi2bBnGjh0LQRDg4+ODr7/+GsOGDXti20VERESVW6mTqdatW6N169ZYtGgRNm3ahB9//BHjxo2DRqNBREQE3N3dUb169QprqIODQ5ETdAKAh4cHBEEQH7dv317vsTGhoaF6k3USERERmcrk28lYW1vj3Xffxb///otTp05h/PjxmDdvHpycnNC9e/eKaCMRERHRM0vSvfkaNGiAL7/8Ejdv3sSGDRvKq01ERERElUa53OhYoVCgZ8+e+Ouvv8qjOiIiIqJKo1ySKSIiIqLnFZMpIiIiIgmYTBERERFJwGSKiIiISAImU0REREQSMJkiIiIikoDJFBEREZEETKaIiIiIJGAyRURERCQBkykiIiIiCZhMEREREUnAZIqIiIhIAiZTRERERBIwmSIiIiKSgMkUERERkQRMpoiIiIgkYDJFREREJAGTKSIiIiIJmEwRERERScBkioiIiEgCJlNEREREEjCZIiIiIpKAyRQRERGRBEymiIiIiCRgMkVEREQkAZMpIiIiIgmYTBERERFJwGSKiIiISAImU0REREQSMJkiIiIikoDJFBEREZEETKaIiIiIJKg0yVRSUhIGDBgAGxsb2NnZYejQoUhPTy/2Oe3bt4dMJtP7N2LECL0y169fR7du3WBlZQUnJydMmDABubm5FbkpREREVIWYPe0GlNaAAQNw584dREREQK1WY8iQIRg+fDjWr19f7POGDRuGGTNmiI+trKzEv/Py8tCtWze4uLjgv//+w507dzBw4EAolUrMmTOnwraFiIiIqo5KkUydPXsW4eHhOHLkCPz9/QEAS5cuRdeuXbFw4UK4ubkV+VwrKyu4uLgYXbdz506cOXMGu3btgrOzM5o3b46ZM2fik08+wRdffAFzc/MK2R4iIiKqOipFMhUVFQU7OzsxkQKAoKAgyOVyREdHo1evXkU+d926dfj555/h4uKC1157DVOmTBF7p6KiouDn5wdnZ2exfEhICEaOHIm4uDi0aNHCaJ3Z2dnIzs4WH6empgIA1Go11Gq1pG2tKvLjwHgUYEyMY1wMMSbGMS6GGBPjShuX8opbpUimEhIS4OTkpLfMzMwMDg4OSEhIKPJ5b731FurWrQs3NzecPHkSn3zyCeLj4/H777+L9eomUgDEx8XVO3fuXEyfPt1g+c6dO/WGEQmIiIh42k145jAmxjEuhhgT4xgXQ4yJcSXFJTMzs1xe56kmU5MmTcL8+fOLLXP27Nky1z98+HDxbz8/P7i6uqJTp064dOkSvL29y1zv5MmTMW7cOPFxamoq3N3dERwcDBsbmzLXW5Wo1WpERESgc+fOUCqVT7s5zwTGxDjGxRBjYhzjYogxMa60cckfWZLqqSZT48ePx+DBg4st4+XlBRcXF9y9e1dveW5uLpKSkoo8H8qYgIAAAMDFixfh7e0NFxcXHD58WK9MYmIiABRbr0qlgkqlMliuVCq5MxfCmBhiTIxjXAwxJsYxLoYYE+NKikt5xeypJlOOjo5wdHQssVxgYCCSk5MRExODli1bAgB2794NjUYjJkilERsbCwBwdXUV6509ezbu3r0rDiNGRETAxsYGvr6+Jm4NERERPY8qxTxTjRo1QmhoKIYNG4bDhw/j4MGDCAsLQ79+/cQr+W7duoWGDRuKPU2XLl3CzJkzERMTg6tXr+Kvv/7CwIED8fLLL6Np06YAgODgYPj6+uKdd97BiRMnsGPHDnz++ef48MMPjfY8ERERERVWKZIpQHtVXsOGDdGpUyd07doV7dq1w/fffy+uV6vViI+PF08mMzc3x65duxAcHIyGDRti/Pjx6N27N/7++2/xOQqFAlu3boVCoUBgYCDefvttDBw4UG9eKiIiIqLiVIqr+QDAwcGh2Ak6PTw8IAiC+Njd3R379u0rsd66deti+/bt5dJGIiIiev5Ump4pIiIiomcRkykiIiIiCZhMEREREUnAZIqIiIhIAiZTRERERBIwmSIiIiKSgMkUERERkQRMpoiIiIgkYDJFREREJAGTKSIiIiIJmEwRERERScBkioiIiEgCJlNEREREEjCZIiIiIpKAyRQRERGRBEymiIiIiCRgMkVEREQkAZMpIiIiIgmYTBERERFJwGSKiIiISAImU0REREQSMJkiIiIikoDJFBEREZEETKaIiIiIJGAyRURERCQBkykiIiIiCZhMEREREUnAZIqIiIhIAiZTRERERBIwmSIiIiKSgMkUERERkQRMpoiIiIgkYDJFREREJAGTKSIiIiIJmEwRERERSVBpkqmkpCQMGDAANjY2sLOzw9ChQ5Genl5k+atXr0Imkxn9t3nzZrGcsfUbN258EptEREREVYDZ025AaQ0YMAB37txBREQE1Go1hgwZguHDh2P9+vVGy7u7u+POnTt6y77//nssWLAAXbp00Vv+008/ITQ0VHxsZ2dX7u0nIiKiqqlSJFNnz55FeHg4jhw5An9/fwDA0qVL0bVrVyxcuBBubm4Gz1EoFHBxcdFb9scff+DNN99EtWrV9Jbb2dkZlCUiIiIqjUoxzBcVFQU7OzsxkQKAoKAgyOVyREdHl6qOmJgYxMbGYujQoQbrPvzwQ9SsWROtWrXCjz/+CEEQyq3tREREVLVVip6phIQEODk56S0zMzODg4MDEhISSlXHqlWr0KhRI7Rp00Zv+YwZM9CxY0dYWVlh586d+OCDD5Ceno7Ro0cXWVd2djays7PFx6mpqQAAtVoNtVpd2s2q0vLjwHgUYEyMY1wMMSbGMS6GGBPjShuX8orbU02mJk2ahPnz5xdb5uzZs5Jf59GjR1i/fj2mTJlisE53WYsWLZCRkYEFCxYUm0zNnTsX06dPN1i+c+dOWFlZSW5vVRIREfG0m/DMYUyMY1wMMSbGMS6GGBPjSopLZmZmubyOTHiKY1r37t3DgwcPii3j5eWFn3/+GePHj8fDhw/F5bm5ubCwsMDmzZvRq1evYuv43//+h6FDh+LWrVtwdHQstuy2bdvw6quvIisrCyqVymgZYz1T7u7uuH//PmxsbIqt/3mhVqsRERGBzp07Q6lUPu3mPBMYE+MYF0OMiXGMiyHGxLjSxiU1NRU1a9ZESkqKpO/vp9oz5ejoWGJyAwCBgYFITk5GTEwMWrZsCQDYvXs3NBoNAgICSnz+qlWr0L1791K9VmxsLOzt7YtMpABApVIZXa9UKrkzF8KYGGJMjGNcDDEmxjEuhhgT40qKS3nFrFKcM9WoUSOEhoZi2LBhWLFiBdRqNcLCwtCvXz/xSr5bt26hU6dOWLt2LVq1aiU+9+LFi9i/fz+2b99uUO/ff/+NxMREtG7dGhYWFoiIiMCcOXPw8ccfP7FtIyIiosqtUiRTALBu3TqEhYWhU6dOkMvl6N27N5YsWSKuV6vViI+PNxj//PHHH1G7dm0EBwcb1KlUKrFs2TKMHTsWgiDAx8cHX3/9NYYNG1bh20NERERVQ6VJphwcHIqcoBMAPDw8jE5pMGfOHMyZM8foc0JDQ/Um6yQiIiIyVaWYZ4qIiIjoWcVkioiIiEgCJlNEREREEjCZIiIiIpKAyRQRERGRBEymiIiIiCRgMkVEREQkAZMpIiIiIgmYTBERERFJwGSKiIiISAImU0REREQSMJkiIiIikoDJFBEREZEETKaIiIiIJGAyRURERCQBkykiIiIiCZhMEREREUnAZIqIiIhIAiZTRERERBIwmSIiIiKSgMkUERERkQRMpoiIiIgkYDJFREREJAGTKSIiIiIJmEwRERERScBkioiIiEgCJlNEREREEjCZIiIiIpKAyRQRERGRBEymiIiIiCRgMkVEREQkAZMpIiIiIgmYTBERERFJwGSKiIiISAImU0REREQSMJkiIiIikqDSJFOzZ89GmzZtYGVlBTs7u1I9RxAETJ06Fa6urrC0tERQUBAuXLigVyYpKQkDBgyAjY0N7OzsMHToUKSnp1fAFhAREVFVVGmSqZycHPTp0wcjR44s9XO+/PJLLFmyBCtWrEB0dDSsra0REhKCrKwsscyAAQMQFxeHiIgIbN26Ffv378fw4cMrYhOIiIioCjJ72g0orenTpwMAVq9eXarygiBg0aJF+Pzzz9GjRw8AwNq1a+Hs7IwtW7agX79+OHv2LMLDw3HkyBH4+/sDAJYuXYquXbti4cKFcHNzq5BtISIioqqj0iRTprpy5QoSEhIQFBQkLrO1tUVAQACioqLQr18/REVFwc7OTkykACAoKAhyuRzR0dHo1auX0bqzs7ORnZ0tPk5JSQGgHTJUq9UVtEWVi1qtRmZmJh48eAClUvm0m/NMYEyMY1wMMSbGMS6GGBPjShuXtLQ0ANoOGCmqbDKVkJAAAHB2dtZb7uzsLK5LSEiAk5OT3nozMzM4ODiIZYyZO3eu2FOmy9PTU2qziYiI6AlLS0uDra1tmZ//VJOpSZMmYf78+cWWOXv2LBo2bPiEWlQ6kydPxrhx48THGo0GSUlJqFGjBmQy2VNs2bMjNTUV7u7uuHHjBmxsbJ52c54JjIlxjIshxsQ4xsUQY2JcaeMiCALS0tIkn9bzVJOp8ePHY/DgwcWW8fLyKlPdLi4uAIDExES4urqKyxMTE9G8eXOxzN27d/Wel5ubi6SkJPH5xqhUKqhUKr1lpb3C8HljY2PDD3ghjIlxjIshxsQ4xsUQY2JcaeIipUcq31NNphwdHeHo6FghdXt6esLFxQWRkZFi8pSamoro6GjxisDAwEAkJycjJiYGLVu2BADs3r0bGo0GAQEBFdIuIiIiqloqzdQI169fR2xsLK5fv468vDzExsYiNjZWb06ohg0b4o8//gAAyGQyfPTRR5g1axb++usvnDp1CgMHDoSbmxt69uwJAGjUqBFCQ0MxbNgwHD58GAcPHkRYWBj69evHK/mIiIioVCrNCehTp07FmjVrxMctWrQAAOzZswft27cHAMTHx4tX1gHAxIkTkZGRgeHDhyM5ORnt2rVDeHg4LCwsxDLr1q1DWFgYOnXqBLlcjt69e2PJkiVPZqOqMJVKhWnTphkMhz7PGBPjGBdDjIlxjIshxsS4Jx0XmSD1ekAiIiKi51ilGeYjIiIiehYxmSIiIiKSgMkUERERkQRMpoiIiIgkYDJFpTZ37ly8+OKLqF69OpycnNCzZ0/Ex8frlcnKysKHH36IGjVqoFq1aujduzcSExP1yly/fh3dunWDlZUVnJycMGHCBOTm5j7JTakw8+bNE6flyPe8xuTWrVt4++23UaNGDVhaWsLPzw9Hjx4V1wuCgKlTp8LV1RWWlpYICgrChQsX9OpISkrCgAEDYGNjAzs7OwwdOlRvOpTKJC8vD1OmTIGnpycsLS3h7e2NmTNn6t0T7HmIyf79+/Haa6/Bzc0NMpkMW7Zs0VtfXjE4efIkXnrpJVhYWMDd3R1ffvllRW9amRUXE7VajU8++QR+fn6wtraGm5sbBg4ciNu3b+vVUdViApS8r+gaMWIEZDIZFi1apLf8icVFICqlkJAQ4aeffhJOnz4txMbGCl27dhXq1KkjpKeni2VGjBghuLu7C5GRkcLRo0eF1q1bC23atBHX5+bmCk2aNBGCgoKE48ePC9u3bxdq1qwpTJ48+WlsUrk6fPiw4OHhITRt2lQYM2aMuPx5jElSUpJQt25dYfDgwUJ0dLRw+fJlYceOHcLFixfFMvPmzRNsbW2FLVu2CCdOnBC6d+8ueHp6Co8ePRLLhIaGCs2aNRMOHTokHDhwQPDx8RH69+//NDZJstmzZws1atQQtm7dKly5ckXYvHmzUK1aNWHx4sVimechJtu3bxc+++wz4ffffxcACH/88Yfe+vKIQUpKiuDs7CwMGDBAOH36tLBhwwbB0tJS+L//+78ntZkmKS4mycnJQlBQkLBp0ybh3LlzQlRUlNCqVSuhZcuWenVUtZgIQsn7Sr7ff/9daNasmeDm5iZ88803euueVFyYTFGZ3b17VwAg7Nu3TxAE7YdeqVQKmzdvFsucPXtWACBERUUJgqD9cMjlciEhIUEss3z5csHGxkbIzs5+shtQjtLS0oR69eoJERERwiuvvCImU89rTD755BOhXbt2Ra7XaDSCi4uLsGDBAnFZcnKyoFKphA0bNgiCIAhnzpwRAAhHjhwRy/zzzz+CTCYTbt26VXGNryDdunUT3n33Xb1lr7/+ujBgwABBEJ7PmBT+giyvGHz33XeCvb293ufnk08+ERo0aFDBWyRdcUlDvsOHDwsAhGvXrgmCUPVjIghFx+XmzZtCrVq1hNOnTwt169bVS6aeZFw4zEdllj9BqoODAwAgJiYGarUaQUFBYpmGDRuiTp06iIqKAgBERUXBz88Pzs7OYpmQkBCkpqYiLi7uCba+fH344Yfo1q2b3rYDz29M/vrrL/j7+6NPnz5wcnJCixYtsHLlSnH9lStXkJCQoBcXW1tbBAQE6MXFzs4O/v7+YpmgoCDI5XJER0c/uY0pJ23atEFkZCTOnz8PADhx4gT+/fdfdOnSBcDzGZPCyisGUVFRePnll2Fubi6WCQkJQXx8PB4+fPiEtqbipKSkQCaTifeEfV5jotFo8M4772DChAlo3LixwfonGZdKMwM6PVs0Gg0++ugjtG3bFk2aNAEAJCQkwNzc3OCmz87OzkhISBDL6CYN+evz11VGGzduxLFjx3DkyBGDdc9rTC5fvozly5dj3Lhx+PTTT3HkyBGMHj0a5ubmGDRokLhdxrZbNy5OTk56683MzODg4FAp4zJp0iSkpqaiYcOGUCgUyMvLw+zZszFgwAAAeC5jUlh5xSAhIQGenp4GdeSvs7e3r5D2PwlZWVn45JNP0L9/f/EGvs9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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "from statsmodels.stats.diagnostic import acorr_ljungbox" + ], + "metadata": { + "id": "d62YE9V6val5" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# LJUNG BOX TEST to identify white noise\n", + "acorr_ljungbox(train['Num_1'].values, lags=None)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 363 + }, + "id": "RnJVkuOIvagz", + "outputId": "69b4d705-dbd0-4c9c-e62c-13e3ab6b6552" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " lb_stat lb_pvalue\n", + "1 0.058245 0.809292\n", + "2 0.284382 0.867456\n", + "3 1.199309 0.753170\n", + "4 1.199353 0.878205\n", + "5 1.394414 0.924923\n", + "6 1.395658 0.966122\n", + "7 2.130009 0.952295\n", + "8 2.151597 0.976008\n", + "9 2.253978 0.986785\n", + "10 2.953594 0.982495" + ], + "text/html": [ + "\n", + "
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lb_statlb_pvalue
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 64 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n", + "fig, (ax1, ax2) = plt.subplots(1, 2,figsize=(30,6), dpi=80)\n", + "plot_acf(df1.Num_1.tolist(), ax=ax1, lags=100)\n", + "plot_pacf(df1.Num_1.tolist(), ax=ax2, lags=20)\n", + "\n", + "ax1.spines['top'].set_alpha(.3); ax2.spines['top'].set_alpha(.3)\n", + "ax1.spines['bottom'].set_alpha(.3); ax2.spines['bottom'].set_alpha(.3)\n", + "ax1.spines['right'].set_alpha(.3); ax2.spines['right'].set_alpha(.3)\n", + "ax1.spines['left'].set_alpha(.3); ax2.spines['left'].set_alpha(.3)\n", + "\n", + "ax1.tick_params(axis='both', labelsize=12)\n", + "ax2.tick_params(axis='both', labelsize=12)\n", + "plt.show()\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 272 + }, + "id": "65Z51SeT5dol", + "outputId": "991f3304-f7d2-4af4-bbea-31be42ec7e63" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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PlSritFe0Kqfvd9S3O5MslNO/25u3M7FtdZt0EHe5r7atVHGpPeUWDSr50Ey5KnnR0tWCb0cqeU5qb3tXMyktpyjWHTceutpPyinadqScYl01k/n2PqvuOId39cGWcvpJR22Xc4zsjnPlVrdVmddylXrYoqvb84f3uxlFzyK3p6hq8YZzUpsFllpVi4Wfaj/k2Z5avBFeizEllcuRi6YW+3utHtvpvFo8D9bi+YZto6j/FxUpCM+cOTNTp07NIYcckvr6+lx88cVZu3Zt5syZs9m0Tz31VG699dZ85StfyeDBgzN48OB85StfyY9//OMsXbo0SXLFFVdkwoQJmThxYvr27ZuJEyfmpJNOyqxZsyoRftV19YKomt/O6OhGX3s7XSV3yA5vUFbwJNPutzcruNxyL34qefFUrSJOOX2/3G9QltO/O/xmfpkFpPbi7ujVtu19VpUsLrW7PmUWDSr50Ew5eupFSyXPSe1t73IfUCpHuUWxcm48lNNPKvkNy3KKddVM5tv7rKp9Dq/UW1PKOUZW8m0D5V7LVepbHl3dnk/4hjA9jNy+56nVAkutqcUbzkltFlhqVS0Wfmr126W1mFPWYkxsm1rs77V6bKfzavE8WIvnG7aNov5f1JVKpdf257KsXLkyTU1Nueeee3L00Ue3Dn/HO96Rgw8+ODNmzGgz/c0335y///u/z5o1a9oM33HHHfPDH/4wf/M3f5MxY8bk7/7u73LhhRe2jr/00ktzww035Je//GWHMR12zlcyaL8jylyz7vWXQupfTkhr1m3ImnUb83zLy5tN/4b+O6Zv7/br9+s2bMxzq9qfd92Gja2/4bZTn15prO/bYbtJ8kLLy1mzfuNmw3fq06v19w+S5NnmVz7H3Rp36vT8Scpqu6Nx7a1zZ7ZZe22vXb8xq9asy7oNpfTtXdfptpN0uNz22m5PJT+rV8/fnq603Vjft+xt0tV+UM46dTS+nO1Z7mdZqbg7+qw6irtSfayj/bmj5XbmeLA1f1q5Jhu2cDrtXVeXIQP+EmNHn8eWdEc/6EhX+0lXj4GdOSe113ZH27ujdjs6z7a37I6OQ5051pSzz25NOftVZ7ZnV/eNzsS1tW3WmXm7eq7srK4ca8ppuzv2961tk3KPzeVeM3Vm/NaUey3X0bK7EneXt2ffXtlzYG3ekPrUIWtzwgknVDsMakit5fa1mNcnW87ty/HS2g1dnrcz1zm8orvO55VQbu66veiOvLJSysnNKqEWt1UtxvRqtfYZJrUZU1JbcdXysT2prW2VVD6f7qpaOw/W+vGKjnX2vu222HmH3uWGVTHt5fZ9unthzc3NSZKmpqY2wwcOHNg67rXTDxgwYLPhTU1NrdM3Nzd3ur0kmTFjRpvkdKfjPpxB27ISr4OtJYur1qzb4vDm1es6vBHYt3evvKH/jmlevfUDed/evTK0qX6rca1dvzHLWjY/4DbW982aLZxQG+v7tvn/1k5o6zZs+bmDrQ3f0rj2TpbtjWtvnTuzzbbW9muT7Q3rS1mz6uXWi4yO2m5vXEdtb7KlflDuZ9WZ+Tu6gOlKP+hoe3Vmm3S1H3RmvTq6WCun729tuZ3db7q6b7Q3vr1+0NFn1VHclepjHcXV0XI70we3dHx8Zd66bFi/+Xr37d322dT2Po9K9oOu7rPtjS/3GJhsfb/suO32t3d7+3tH59n2ll0qpcPjUGeONV3dZ9vrg+UcazqzPTv6LLfWdmf2961ts47mLedc2ZlxWxveme3R3mfVXtvlnsPb2yYdtV3uMbK9uDo7fut9tLxruY6W3ZW4u7w9d+q72TCoVdXO7XtCXp/U1reOOns/oVpq6UZ4Z88f1Yqto+vJ11tnrm1eb529bqqGWujjr9aVe3KVVosxvVqtfYZJbcaU1FZctXxsT2prW3U2n66GWjsP1vL5Jqmt66tNai2mzt633R50e0G4sbExSbJixYo2w5cvX5499thji9OvXLlys+ErVqxobauxsXGL7W0a/1pTpkzJlClTWv8/f/78nHDCW7ZlNapi8dMrcva1C7d6gJn+nkNb/z/1hw8kSZth5dr0upZNu8bL6zdm+UtrW1/38dQLf37l90NfeCkjBu3c+puHnTHjtoez8KnlbV6v0KsuOWxEU1LKVsdNOWG/blq77jfjtodbE6JNNr2GpNy4O9v21vpBOZ9VZ+bvav9rrx90tM0qub03qcR+1Zl13tpyy9le3aGr/agzcVeqj1VqnTpzfPzczUuyYWMpG0t/eaXNRX9zUKf3vUr1gydf+HO+8OOHsm5DKUMH7JSJh2/b8WBrqnkMLGd7n/+9Re2eZ9tbdkqp+HFoazrqg+UcayrZfze139VzUnvzlnuu7GhcV3X0WXWk3Outjvad9tou9/qhHJU6VlVSV7bnPm9oyBEjd6li1Fs3f/78aodAjal2bt9T8/py3fvYC12et6PrnGqr1DU+lVXutU0lVfPapSep9r2FnhITbE9ej/usRVKr55tazaNr7ZqvO+57vdbRo2rxUdVXtJfbd3tBeMCAARk5cmQWLFjQ+lqp9evXZ/HixXn/+9+/2fSjR4/Oyy+/nAcffDBvetObkiQPPvhg1q5dm9GjR7dOs2DBgjbzLVy4MGPGjOnu8KtuxC47t74SYZPX/tbBky/8OS+0vJx1G0qZcdvD3bajb3qX+iavfpf6pt966+oJYeLhw7L4mRWb7XSb3v/f3rhaVcnfDyi37XI+q47mL6f/ddQP2tNTf6+hnHUuZ97u0NV+1Jm4K9XHOtLVderM8fHidx9ckYvDcvrBpps3m56yXvjU8ix+ZsXr8vuZlWy7nO3d0Xm2o2VX6zjUUR8sp59Usv9uar+r56T25u1MH6zk8WRrOvqsOlLO9urMvtNe2+VeP3RVJY9VlVSr2xO6i9y+5+nM/YRqqcY5me5R7rVNJTnXdk617y30lJhge9JT77NWSy2eb3pqHl0Nlb7v1ZN0e0E4SSZPnpzp06fnbW97W0aNGpVLLrkkffv2zSmnnLLZtCNGjMjJJ5+cqVOn5jvf+U6SZOrUqXnXu96V4cOHJ0nOOeecHH/88ZkzZ07e+c535pZbbsncuXNz1113VSL8qurogqin3tzvaKfriTtkJZPtWk3ky+1/lSzilKtSNyjKWuceerIqJ+5avZjpzPGxUheH5WzPSt68qfYxsFIPLLS77FKqdmwut0je0TGuFpObjnTUT6p1PKlmYl2r1w8dqeUbzbC9k9v3LLVaYKnVa3w6R9Gg56vFewu1GBNsT3pq7shfyKO3TU+871UJFSkIT506NatWrcr48ePT3NycI444Ij/96U/T0NCQpUuX5sADD8zcuXNz7LHHJklmz56dj370oxk1alSS5J3vfGe+9rWvtbZ31FFHZfbs2bnwwgtz+umnZ+TIkbnuuusyduzYSoRfVR1dEPXUm/tJ+ztdT9whK5lsd6btnvitp6Sy3zrtqkrfoCjn27A9cd9IKvdN3Gqp9gMJXd2elbx5U+1jYFd1dJ6t1TdalFMkr/Qxrlrf+Onos6rW8aSaiXWtFgI64kYz1C65fc9SqwWWWr3Gp3MUDYqhFu8t1GJMsL3oqbkjf1GrebS3wtS2ulKp9Np+Uziv/NbQCdUOo0OLn16R1Ws3tDvN+d9blOe28JtAb+i/Y7763vJes7W1d6l7anfrKvn7Ae21/dqb+3VJ+vSu/GdVyf7XGZXa3lv77ZrDRwysaHJSrc+xllW7j21NJY+PlewHle7b1ToGVlp7y65WXOX0wUr2g2ofx9r7PDo6nrz6t3YOG97UbUlKta+navW3jdpTrfNwNfTtXVfTvyHcE3Imtl/bSx8t5zeEa1WtXuPTOdW+tgGgMnpi7shf1GIeXe17RK+nWv8N4a3lTRX5hjCVU9FXdNbo08S1rJJPM7bX9vb4raekctu7Wk9UeVJ+c9XuY1tTyeNjJftBpZ/4rNYxsNJq8Y0W5fTBSh7jqn0ca/ezaud4UslvTVf7eqonftPC0+kAxVar1/h0TrWvbQCojJ6YO/IXtZhHV/seER1TEO5hevLNfbpPtQqYtXii6Q7VukFRq6/2qKZa7mM98YEEN2+Kpat9sJLHuFo+jrV3PPlRhZMU11PbxrEKoNhq+RqfznFtAwC1pRbz6Fq+R8QrFIR7mFrc0Xn9VauAWdT+V60bFJ6U31xR+1h7qvn77WwfKvqbzDV8HGvveCJJqT2OVQDFtT1e4wMAVFqt5dG1fI+IVygI90C1tqPz+qvmE9ZF7H/VukHhSfktK2Ifa49+QKVV8hhX6/13a8cTSQoAvL62t2t8AIDtTa3fI0JBuKaM3rOpW9srlV773ZfXx+u52NcuatM6l14VRymlbo9pS+2VNoumcg7dc0D2HdKQmT97LL/906rsP6R/Jr91VPbbrbHLbXYl+m3tY693j9yW8A4c2pgJh+zepSC7+tkfsHv/7DW4X75+1+N5+E+rst+Q/jnnuL2z7279u9Re25i2Ydoyd5DqHGletfwuBvB67rNbCSBJMmrXfhk2cGyuvPuJPPLcquz7hv758LF7bbUflPNxlbPOW1vu67EVq3U+ez1VehWHDazPuH0GV6Tdb7z/iHz7f57Io8+15I1vaMiZx+yVfd7QUHbbldxHzz1+VM697v7NkpRzjhuV3QfstE1tdXeUPf2Y3JHy+3rl1vC1sW1pSeXG37tXefMDxXf0qEHVDgEAALbZ0aMG5U3DmvLV/3okv/5Dcw4c2pjz375vDhza9ZoF3UtBuMDq6uqqtNyqLHbT0qu58NfVYcN3yZUf2KXaYVCmv9p7UP5qbzd9tndvaNwpb37jrtUOA7pkz112zlv3f0O1w9gmIwb1y83nvVmSAgAAANBNDhzamK+//4hqh8FWKAgDALDdkaQAAAAAsL3w0jIAAAAAAACAglIQBgAAAAAAACgoBWEAAAAAAACAglIQBgAAAAAAACgoBWEAAAAAAACAglIQBgAAAAAAACgoBWEAAAAAAAC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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "\n", + "* From the autocorrelation plot, it is clearly visible that the plot is close to zero.\n", + "* In the ljung box test, the lb_pvalues for the train data are greater than o.o5\n", + "* In the ACF plot, most of the spikes are within the shaded blue region\n", + "\n", + "From all these results, we can conclude that Num_1 column is a case of white noise. Hence, no correlation can be found between the number and the date.\n", + "\n" + ], + "metadata": { + "id": "XB9hrejH33fA" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "Dz94vqxr5l34" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "For Num_2," + ], + "metadata": { + "id": "9-W_uQWf5ice" + } + }, + { + "cell_type": "code", + "source": [ + "df1['Num_2'].plot(figsize=(20,5))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 338 + }, + "id": "IrR4vdp79FlF", + "outputId": "f9eab071-5529-4862-9f7c-9716e080fc3a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 66 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "autocorrelation_plot(df1['Num_2'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "SRvauMl39FiI", + "outputId": "7df9882e-ebc3-4e0f-dfc2-55bd8bdedd13" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 67 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Using ljungbox for train data of Num_2\n", + "acorr_ljungbox(train['Num_2'].values, lags=None)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 363 + }, + "id": "uSHDE9PC9FfW", + "outputId": "e8af6cbc-2e2f-4b3d-8519-d06711107eeb" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " lb_stat lb_pvalue\n", + "1 0.002182 0.962743\n", + "2 1.140786 0.565303\n", + "3 1.165638 0.761257\n", + "4 2.536755 0.638066\n", + "5 2.626569 0.757324\n", + "6 7.841324 0.249960\n", + "7 10.616754 0.156232\n", + "8 10.882741 0.208432\n", + "9 10.951415 0.279054\n", + "10 12.787055 0.235823" + ], + "text/html": [ + "\n", + "
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lb_statlb_pvalue
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 68 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n", + "fig, (ax1, ax2) = plt.subplots(1, 2,figsize=(30,6), dpi=80)\n", + "plot_acf(df1.Num_2.tolist(), ax=ax1, lags=100)\n", + "plot_pacf(df1.Num_2.tolist(), ax=ax2, lags=20)\n", + "\n", + "ax1.spines['top'].set_alpha(.3); ax2.spines['top'].set_alpha(.3)\n", + "ax1.spines['bottom'].set_alpha(.3); ax2.spines['bottom'].set_alpha(.3)\n", + "ax1.spines['right'].set_alpha(.3); ax2.spines['right'].set_alpha(.3)\n", + "ax1.spines['left'].set_alpha(.3); ax2.spines['left'].set_alpha(.3)\n", + "\n", + "ax1.tick_params(axis='both', labelsize=12)\n", + "ax2.tick_params(axis='both', labelsize=12)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 272 + }, + "id": "9QANHPXJ9Fcr", + "outputId": "491ffb0a-e6d4-4742-e502-324dcaf449e8" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "* From the autocorrelation plot, it is clearly visible that the plot is close to zero.\n", + "* In the ljung box test, the lb_pvalues for the train data are greater than o.o5\n", + "* In the ACF plot, most of the spikes are within the shaded blue region\n", + "\n", + "From all these results, we can conclude that Num_2 column is a case of white noise. Hence, no correlation can be found between the number and the date." + ], + "metadata": { + "id": "jImql5fF-akr" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "umWgLtOz_Ew8" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "For Num_3," + ], + "metadata": { + "id": "DIgz2ZgX_FTZ" + } + }, + { + "cell_type": "code", + "source": [ + "df1['Num_3'].plot(figsize=(20,5))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 338 + }, + "id": "LB6lNHMm_d_S", + "outputId": "eeac890d-8207-44ec-dd51-223d222ee742" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 70 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "autocorrelation_plot(df1['Num_3'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "XwCKC8a8_d7H", + "outputId": "587223ca-9048-4e5b-9aaf-356d7136c9f8" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 71 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 72 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n", + "fig, (ax1, ax2) = plt.subplots(1, 2,figsize=(30,6), dpi=80)\n", + "plot_acf(df1.Num_3.tolist(), ax=ax1, lags=100)\n", + "plot_pacf(df1.Num_3.tolist(), ax=ax2, lags=20)\n", + "\n", + "ax1.spines['top'].set_alpha(.3); ax2.spines['top'].set_alpha(.3)\n", + "ax1.spines['bottom'].set_alpha(.3); ax2.spines['bottom'].set_alpha(.3)\n", + "ax1.spines['right'].set_alpha(.3); ax2.spines['right'].set_alpha(.3)\n", + "ax1.spines['left'].set_alpha(.3); ax2.spines['left'].set_alpha(.3)\n", + "\n", + "ax1.tick_params(axis='both', labelsize=12)\n", + "ax2.tick_params(axis='both', labelsize=12)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 272 + }, + "id": "dP66oWO2_d3B", + "outputId": "437ee2ca-5ea0-49b0-a98c-2f4f0250d19e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "* From the autocorrelation plot, it is clearly visible that the plot is close to zero.\n", + "* In the ljung box test, most of the lb_pvalues for the train data are greater than o.o5\n", + "* In the ACF plot, most of the spikes are within the shaded blue region\n", + "\n", + "From all these results, we can conclude that Num_3 column is a case of white noise. Hence, no correlation can be found between the number and the date." + ], + "metadata": { + "id": "v-gQdfWbAjJ9" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "HNVIbRR6_d0H" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "For Num_4," + ], + "metadata": { + "id": "_hRGVP29_uJc" + } + }, + { + "cell_type": "code", + "source": [ + "df1['Num_4'].plot(figsize=(20,5))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 338 + }, + "id": "kejbDGKq_tqQ", + "outputId": "c99d9743-895a-4337-c1d8-5d1a4b272dd7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 74 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "autocorrelation_plot(df1['Num_4'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "SAEYa-jO_tnt", + "outputId": "43a219a8-ddce-41bc-97d8-3a398af44c05" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 75 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "acorr_ljungbox(test['Num_4'].values, lags=None)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 363 + }, + "id": "snt9d5JM_tj8", + "outputId": "8ea9c92d-bcbe-4cec-d56b-df568093eeb7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " lb_stat lb_pvalue\n", + "1 0.032502 0.856930\n", + "2 3.713345 0.156191\n", + "3 4.959503 0.174787\n", + "4 5.486052 0.240958\n", + "5 6.833630 0.233310\n", + "6 6.849673 0.334973\n", + "7 7.762031 0.354045\n", + "8 8.022689 0.431257\n", + "9 8.302824 0.503940\n", + "10 8.794604 0.551701" + ], + "text/html": [ + "\n", + "
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lb_statlb_pvalue
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 76 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n", + "fig, (ax1, ax2) = plt.subplots(1, 2,figsize=(30,6), dpi=80)\n", + "plot_acf(df1.Num_4.tolist(), ax=ax1, lags=100)\n", + "plot_pacf(df1.Num_4.tolist(), ax=ax2, lags=20)\n", + "\n", + "ax1.spines['top'].set_alpha(.3); ax2.spines['top'].set_alpha(.3)\n", + "ax1.spines['bottom'].set_alpha(.3); ax2.spines['bottom'].set_alpha(.3)\n", + "ax1.spines['right'].set_alpha(.3); ax2.spines['right'].set_alpha(.3)\n", + "ax1.spines['left'].set_alpha(.3); ax2.spines['left'].set_alpha(.3)\n", + "\n", + "ax1.tick_params(axis='both', labelsize=12)\n", + "ax2.tick_params(axis='both', labelsize=12)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 272 + }, + "id": "vD7m3Xqg_tiA", + "outputId": "5adac0a1-3941-47b2-c56d-97eecc499d87" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "* From the autocorrelation plot, it is clearly visible that the plot is close to zero towards the end.\n", + "* In the ljung box test, the lb_pvalues for the test data are greater than o.o5\n", + "* In the ACF plot, most of the spikes are within the shaded blue region\n", + "\n", + "From all these results, we can conclude that the test part of Num_4 column is a case of white noise. Hence, the prediction can be affected." + ], + "metadata": { + "id": "NUwy0QJYBETm" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "T_OPQrks_te8" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "For Num_5," + ], + "metadata": { + "id": "YtrDawQN_4Ne" + } + }, + { + "cell_type": "code", + "source": [ + "df1['Num_5'].plot(figsize=(20,5))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 338 + }, + "id": "hrjkc4Q-_3tG", + "outputId": "5b1c9501-3ec0-4ae8-f5c1-a4174a45b295" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 78 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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pKjP78u+NiHRE0z3UhHE20bnNFFxk+g6Y/hi+C+h4LJpun6jzy5MF3unh4eHh4eHh4eHh0SXo+i16jAxFNLpx15CbMeLQGb3p79U7u9cT4eip6in5NoMkX4C7gho6Zk4xG2IVmhN0KIQTtX53UCHltKIYG/ozp8cTLdNDral59GU3CCbJbTTSyRKY2lNhbdn987UZD2yGfBf0VEI8/fDMuWiKrKboq2VjQuLtrkyWRdsRdKzZnB420OyOIiMdz65wudtuh6fp2U9/AhhJJbjy7E/WeKOGwMdDS2YiqFgcExOZLwB9HjfhiWqUpN8kYwanx57h4syI3fsf/+wJIP+Npf6mUfNTanmaoMcaNHK/TP+j4045/SnK9jMeaMK/z1z6tgmmOUJyEupOIJPT47EzTZuCTh5Lp8dYM3tPFq0dnmhBMk82eKeHh4eHh4eHh4eHR5egi9vHwlAURTHGm9kCyDUCky68u6WHkZBbVFsW0b217pYe1BDvEsU5UQPUZJmZqYGhFUVapscTzemhFt3Dk+D0KMJUgbtawmjH6DO9t4pqmPWdiYwzm/GgrIOBU1L01kL0ESfg8m1DhWVQR6DUJybLAeeKAULFIkXsKthqNUKMq2Wf1YHM9DBF/T6Whq4y2DfqRoszWX4x6nSbaLbcYw06P3DQDJ9uqPFcouFtGWSuOBAjnT5G0ztnrwMd1BMl04PPJ+pxDpCx8kTIUqJVKONzo/cnUQOWnU9zmbhsmJTN9NAzNuQbk5rflOnRInOylOlxoEC/Eamjf4blnTfZ0DI9Co59ojpVnyzwTg8PDw8PDw8PDw+PLrBow96U1x/IFnYb9ozg1kd3FZ4/Um/huqXbUw78KIpxw8M7rBzk3LjimulBDT/UGBvHMW5esdM5qpijtwy9FTnWZnzasm8UN6/YmR5DtVL2jTZx/bLt2mIZSAx21y3djsHRJpoGw8Bdq/dgdQFnM4DSVsRbV+4SdSx4pgfl3jdF3XaLpVsG8ICF1x4ANvWP4pZHd4r7lDFFURPRfnH7qt1Yu3sY96zrxyPbdUO+xP1Pm2/bwBhuXL5De97c6RHHMeYt35HjFTdnenRv1LIZDyx2Uyf0VELNuLPCwelBh8F4I183bpQaGm/iuqXbu+4/pjGwcsd+3L12j1N2ShEoLYvpWR1EskgoHZZL1kK3jiA6B24fTPplFMWi02O82cb1y5L5pAw2703mronglkd34sd3rRf33buuP6dL49Ia+x36zXirnLNq895RzH9Ev9fxZht/WLpN03XhuH3VblyyYL1RO2nt7mHcsSovPrx3pIHrl20XHZe2iHXaB6PY/h7YMTiOGx7eoc1rlTDASL2Fa5dsM9L/PVGNknQ+kjLJXLFnv/07g38LuaDeSt7ZRbpGFLxbKsczdXqUTeyZ/8hOow5Vt6DzeplMj1Zhpkeyf2i8iT8s3Vb4HuhlWS88m7Fspof2vmpG+OOy7dhN+satj+7Cxv58W9J+SOeWhub0KPcCbrUj3PDwduzaP455y3fgmge3OAf00O/o4YaecXHd0u3GsVLmy2Pljv245sEt+NnCDbnvrtFGC79etCUrt5De6vF35D2Z8cQMa/Dw8PDw8PDw8PB4AmNgtIG/vnihtk0t7M79+m0AgCvefwbOPPEQYxn/ftUSXL9sB8444WD88vwzMW/FDnzg5w+gGgZY88XXiufwxZirkZIuLqlA8S2P7sL7frYIALDhy69zKouCZ29Y6a00/YIYPVX52LO/cisA4AfvfD5e9azDtYjnL//xUQDA995+Gl57yhHp9i9d/wguXbgRpx47G88/9qBcmat37sc7fnwvgOL7LGMHuHddP/7hp/eL5dI1fKsdY93ujFZsIgYojlY7wtt/eC9aUYwH/+uV6DPQe5zztaRdf/7eF+Hsp87RyyBOj3YU41bSLzjofTYFgw5tvhd/+RYAwHf/7tR02xTm9Lh+2Q586PIHcmUr4/m03qpm/DdpM7jAFO0PdJ9BoFCrhJpRzkWwnd6JFIldYZ6Yf778Qdyxajfe8vyj8bW3PLdU/dbsGjaOgVd/8w4AwBf/6pR0m50KzHydEQdNj6k91XRcU+O3y9ibDHqrl3zlVrSiGF9/y3M1TY96q43eagVfvWElfrJgPZ53zGz89kNnOV/jFRfejkYrSueuslizaz/ec4k+7pSDaOvAGP7mB/cA0J+fS7f9p188gDtX78FfP/9ofN3Qb2gGoYvT4yVfTeaTS/7hdJz79LkAgAtvWoUf3LEOZ510CH7xvjNy52zeO4p3/+Q+AMAfH96BX/3jmbljXnHB7cn+f3kJnnHEzHT73/zvQqzeNYyPvPwkfPxVT9fOsUWsUwf58m2D1vfAOV+7FY1WhK/99XO0sj9/3Qpccd9mvPaUw/G9tz8/d96TwenBDeRBUGxsVdhtcXrsHBpPv4XKfEN87YaV+NFd6/H8pxyE33zwxU7ncBqgLNMjc5yUyfS4d10/3ntp998/JtB6lqE9pQ4SWdMj2f+Byxbj7rX9ePuLjsUXyJzNwbMn+CiplnQ00Hnhx3etw8/v2YS5M3px3/89D/es68c/XHK/eJ6J3qretDs9bE7wy+7ZiP+5dkVuu8tzpI7TgZHs+/KSuzfgkrs34O9ffBz++y+flTuvTKaYeqcqzPvYOXhaR1vvi9c/gt8v2UYKtpf1RJ1fnizwmR4eHh4eHh4eHh4eJSEZAfi65L71ewGYF0rXL9sBALhnXXLcw1uTyPBWFIsR9EDeMGozRlBQQzE1uC/eaM8OKAKPFLRRBNGskHEHMXXVflIkKI8SvvqBrQCABzcNiAvERxwM0AplOPIf2jxgLUlhcKyJDTTTYxKdHvVWhP31FsaabaNYLcWDQkYI7W8jjRbuXtvvdG3XCMR7O30cAKbW9Li7e9bJ11I0SdN6qgjDIDXuToSj30ZvRaNgXYwb/JDeqp7psddBIJiWITs99L9VBPyvF2/JHVuE9Q7RzHQ+6Da6dJTRW0ltSZ8hNXy56KpMBr2VcvLdtXq3pgGgMhSuWrwZQNH4Fq7R6V/XLt3eVR237EuynWZNqeFZRyYGfzU0H9qU1aUsTdOdq/cAAK6y9BtqFC8zxu5dn43tqx9Iyl+wRh7T/YRKacmWgVzGHr2vTSz7cPWuxGksta0tSpy+D4rmNfX8biOZJtVKiCvuS/qDemfnr/HEjMTW6a30tp4zPdP54s+Bw+YsXkqzXUtk4V1+3yYA5b5BjE6PMZrp4V6HxeRdWOa8ItCSyjjp6bEjAr2V2q/6sfrucaoI8nPnROit5i1Pshd2db5BbXOlyfFD+1XZef0WQza1y9xIMz1oJrHCtdQhMUmg71/+3DhVJodt/HkUwzs9PDw8PDw8PDw8PCYB3FCkDPvjTbcFywmHTkt/c4OPQtdOD1K3BllY91YnJvrJjci2dSt1kIw7GOdVWQMCxQzfRpeMDcHIUGTQoNGHk6cdnZW5dMuAtmcyMz2oUa/IeAXIor80OnZ4vOVs9BSvJzQgXdTzTA9Te492Il2n9ibHKwPNgdL0oPafbi7RUw01J8a+kXLUSKpP0L460ewTCkorRtuQGomoILDN0GJzDHJjndSW9Ppl6cq6bRPJGRoGgdb31bwyUfvnJoHixQXK6fKMI2bge28/DUDWVtTRS43skyVkTjUEutUhOHRGn/VYOl+MNyOsY444Oq8fMq1HLkOonI2mh7YVfV/a5mDqAKoEAWYWaElNhlFyEod6Ci3Tg93v7CkZxVy/Rdej6N1J6YzKZDW4OOg5cpoenfcKnbfKvB8o5eY2C61oWcQGOqci6JoexULmRTpp/Mp8nJR2epDLc0ejrazYMDzo+7isI9fk6HR5n9DrStpJkhj7REHnnmMOmqrtK6a38k6PicA7PTw8PDw8PDw8PDxKQlqj8IWLMpwMjZcXpDWJIKsy1QJz72jDaUHUaGWVo8dzIfKy4IYUm/GpiMqHQ0V9S5kenDOeLpglQ3yRMaapRRwWVi27rmUfXXsv2axzTU9mpgc1uJn0TCikbBxqbNk/3rJGLlMjmHSc1Hw0mp/3OZMRm2Z6AFnfOlD0VrRdXJw+vBY9LNPDpmuQlZE3SlLKsLKc6zZQpwc1cNM2oaLGTZs4syO9FSC3JTVMlXY4dtkkUr8JgkCbL5TRfSKONQDY2KVG0tB40nazptSy/t5pP5UFAkzu/KEwXO8u04POnXNnZNkDklOBjz/Owb+LGAZNfV+qmpXeipywYyijgxyyjE/N6REGOJg4YCQngHWsPI6gxuYx5oykY80WPEGzKCTnDw3QmMRkCRH8Na7+HuxSyJw6ezbs6W7MStDonErRW5FMD5HeSi+rryBohX/38Pm1rD4SLa+Xvcdt7yrT91edZPyWcZjZruf0PdzOrit9X5bVF+GQHDh0bjvm4CnavqJ7n8g3j4d3enh4eHh4eHh4eHiUhrRG4YYylUJvM67o52e/TYKMypB05OwpqIQB4hjoHy4WAtUyPYiBhi9cy4JnsdiisG1RpzYMCO3HDcq06aVFb5ERUzO8TlLkNO0juUyPSRQyp8/TxfgmGQvo/Q/Xm2hbjJ4tzekhaHoIzTdO6sWdUkanRy7TI8zVtSxc6a26uQYXMt/nINCrC5m3c3WcTKcHNeTQKOK6FvXqlulhAxfgldqyTYw4ZZ0ek5vpoV9f3f9EnR5SdpoL1LtiZl/m9FB12TqQOT2oQ2GyMgSoI6zb6HT6PtksOH648W75Vt25TzWqTDWQ6uaa6bF+d5aVYHNKjjZ1p8d0YuyXMgLoWCkbsX4gYXvn0mratMHoPkkDYmM/dXoc2Hvnz15dTxcyd6/DrqHMEL2+y+wsEaQKZTLZ2prTI/+NwMdPYabHJNNbUQdOmUwPs9MjIseUqkpOr0TB9o6XjpHmAZPTw7WK0jOnjkWeEVdUrss9eZjhnR4eHh4eHh4eHh4ek4B2rPPX1ztGBpeIb0BfrJsyPZSTYWpPBXOmJ9Gn2wfHsEHg64/jRDw7imLN4Ed/00Wzi7FmChPJHmu0sHb3cHquLXKQ3h8XVZXQasfY2D8iGhBVm8ZxjLW7h7XFuJR9wA08g6xMakyYiBFx897R1CBJo/iXdJwexx2S0BqUjdSO4xjr94yIBj96vy4R2lnGRJTyTPNMD1tkoUZNJGZ65Buw3qRR5Em/VOWYuowywk7nmR4TcXpYhcyz307XYIckmR7Z36ONthbJSrFraByDY01R04M+z8mit9qyb1QzlNMoYmpQ2UscqPVmhDW7hsV5QarV+j0jaLQizXgOyEZqY6aHxeG4qX8UjVaEbplHJNq7MAi09lbzAh9H2wbGxMjrfHnZ7240AlKnh5bpkae3cpk/gaRtXbRctg2MYSfJgtgz3MCeYVfqRNmwLl2XO55+fu9G7V6oYdD0Pmq2I+2dA9jpaOg11+4eTn/bMjBpVkQUx5oBWsoIoNeYiL+s0Yo0uiiF9XtGnKgLOeh7kdMlUUM0b/c1u/an47LomWzeO/lOj60DY2Ifz2l6dP7f16WQOXXoSN9Qu4bGnTN1KTQh8xIdgs47ah7dT67Px09Rpgcfg/xdKzkL1+waxjoyTijo8+cOl0poNi2bnklDc3qU6ztVw/Ua7QhRFGtjXbqueidKNJQmhwqFmlujKM69JyUH+5Z9o+lY4eOo6Na9psfE4J0eHh4eHh4eHh4eHpOAxLmQNwC5LprpwnDFdgO9VafMvloFczvRYm/+/t049+u34fdMfPHSuzfg5Rfcjk9evVSrl+b0IIvmukM0Gddj2NA/ildccDt+cMc6ALAaJHVR1WKj3U8WrMdLv3ZbKo5LoYyDX5+3Eq+44HY926GA3uqFX5iP5352nr5InYA4tsLDWwfxkq/eitd+687kmqRI1f6nPeUgAOWdHr+6fzNe9vXb8LFfPZTbR++X0piZoCIyP3T5A3jZ12/D7x7aqrXP/vGW1eiv68OYMz00ByB5Pku3DOLlF9yO//jNUgBmR5kyNE7tTZweyhBx4DQ9SKZHF3QSiaaHfh53rgHJfPDCL87Hc/9nnkxvNckGjpU79uPsr9yKv754YbqNGnFpm+wnhv0blu/AeRfejp8u2FB4jdtW7sLLvn4bPnzFA26ZHpqmBxUyl8tfsGYPzvnarfjbH94zuZkeoX59ZTylVd7YP4IXf/kWnP2VWwqvccSsjLZk+5A5et4E9a6YNaWWGvXiOHm3UBqhMS3Tw9weH/3VQ3jZ12+zXnPn0Dhe/OVbcGNHmBhI3ikv+PzNTtpDdKwMk/5DMwAU1DyonOfjzQjv/9midD+lgDEN8/6RBl5xwe344Z3r0m02gyvt33QeGhozO7Gog6AdxVq25gbBKdEk8+5E5qd3/PhevPRrt+EOIqR+zYNb8LKv34aP/PLB0uXReX20bsn0IBkPP12wAeddeAe+PX81AOb0YOXHcTxheqtp7Jti7e5hnPXlW3DO127NHcvLl4TMy7Q/vTfubNo30sALvzgfz/nvec7lpfUiv7vNmlLaSKd97qZ0W47eypLp8buHtuL//X65ti2f6aGfv3jjXpx34e14+QW34+Gt+WxjenmqhxLHMWyMUCajftE3p22qNzk6m+0YX70x+S40YemWQZz9lVtx3oW3i0LmLvRWH78ymVtf+MX5OO/C2/G929ZqdeC4c/UevOSrt2LRhr2551gkZO41PSYG7/Tw8PDw8PDw8PDwKAlpkRLFOkexMhjZjCsUdMG7Z7guRggqY9eUWiVd8KrDfnzXeu3Yb9ycGC2uXLRFixKlRiCqr+ASPcwzPRS+euNKAO70VnVHcXcg47mnUEaOi25dm9sn0lsJq25qsKdt32206rVLE6eTEueV+ogSsBxrlFvEfueWNQCQc2wB+vM0ZXpQY7wyECoj5w/vXKctwofrLauhxmSw5qAGDcl4etXixJllFDLvGH2UUYxrHHQDV+NBN9kkCb2Vvk2iZltHKHY0eqvOmLBFv3Zj77/h4R25bVRsvMjw9Nk/rMht4/X4VsdAeuPynTkhc6kt6TPUMz1kXHHfJgDA4o37rEZ+G6RI+YBlekjZHLd3DNCS4G2+vOy3S2YIx2BKb1XVorDrrUijEqRGeVuG3rXCfMGxYM0e4z6b1oMCdRhTw7rk2FXj75SjZ+GkudMB6NHoelaB/bpfn7cq/V2zZBia+rctA3OMOT3osUVaJRNxety3fi8A4FeLNqfbvtd5x12/LD+Oi0DbkI/LyOCUVuNdjWm6jz+TkUZbG9/dvDun9eo6Ibc+uguA3Pfy5Sd/65k23Tk99rPvjJU79zuXw0HrUKY/0LZUY8kUsALoQSscF9++LreNz50802M9yWKSnJb0XqhjoN6KrI5H0zMpyvSwzfQ1w/WarQgX357/LqRQ32hb9o2JgRAuTo/fPZTMrSoj7mudb2BAftcoXP3g1nyfKOgiNo01j2J4p4eHh4eHh4eHh4dHSZg0PegCaqwkvRU1XsWxnCGieP+n9FTyxr9cyjxdLMu/6ZrXJftgao+8yFZUWzaDJK3PRIV4bW0qLRAluwM10DU1o1V3dTKJrFLM6HDDjxtoj7qBTl1mooQhVDCCgZA62IbHW1bngKbpIWSWqNKpY8tmWDc5ylTUuDKKTYamh1WgvQtDFTVu1JiQOSBrO1DqDNqW40KmB6/HRAVWFTQh8y74wjkN1TaiN8EjynM8/FGsC/1GdD6S+wLd3q3MifTsw0B/hiOC47eMwYk+/m7EZ5WDfNbUmmaQ5AbrcUYXNxHYxrqL0LEUnc63KyhnV281xHf+9lQA+tygZ3rY76uPOOxtmh4mijkrvRVp3+F6y0jHpkDbsFunLB1TfSUzME3QMj1Y344Nx1Exer6PO9h2sWymuIuqTmfi6FZB7JymR3676/u72Y6w16JhRANCyr5zaDM1y2R6sKwp3t5lND0kwztvWp4tUdSPaV+g54422tZMD1MTaE6Pkn3HnOlRriBpnjHRW7n602xzciDsLyp2ohpTf+7wTg8PDw8PDw8PDw+PSUAUx5qBQhlt3YXMiw2mNNOjyBylLbwNmh70ki5UJqZF9qEdQ4nNUKXRW01QyHtorGnkyhbprYRjKRULbfsynOD0UH4NqRhlwJ9MIXNbJKi0nRsyAwRM06NpXbTTYyVaMGWfpo4drvNAYdb0SM6f1sszPQ6MAYAW65IxE0Mf771CpockZk5pQajWiRoT9HnyOaF3kpwew8QxYTIKl8FOQo9TlOnBx5d2j4a+QH0hYZeC8xIVWxgEWv2k7IwyWgq0f3Rj/FaG+Jl9Nc05yR1JnH5pIpAEkxVc/EtadHpBBorq27VKmBqVG6T/7SYaC4VOD5J1aHMGmrIKJeo5BXoffAxLza29UyeBiYbSFk1kfNK68r6t6U6Q446YlYks7xmua/v4rfNsDNcsC2rsnsEyPWyC2HzuUH/SOrpqaPQPN7R3NHf+9hKnR1nHsDYPlJg/+Fjic1Yrioz0pBzSvMC3cAdTUcYM7duxpW/lz5OfiZZF5CwTnsDUT8rqX0jtZNILcUVRf2mzSWKytHA8ZHinh4eHh4eHh4eHh8ckgGd6qGwEd00P/W+JGmecaHrwqGjbskmP4IvTRehkZV8cOr03dx2OaJKulZQFDBsM6UWaHgrUsEUNzd0IEKs62a4ZBlmmTDdC5iZoz9YQXU77pWQsoMak/fUiTQ+a6SFTBgG6E01y4CmYovuVIWVqj8r0mLimhw20jU3X4FH/dUYV56LpUSUG2nEhM8xG+UGjjyeCUYOQuQncIWpjmMoZV7nTg/3t4sSil6P2qDJRvdKxAfRnKmV6lHGy0UO7oSQZFITMAWC0qbcpnT+6ySih2G0RLHcZayZND5tzoBoGqfOPGilppkeRDZQ6OmzZAeOG/u36XuZCx9K7xIVisAzKam2ZQMdejt6KFEvvifbb5duGrO+eXczp4RowQNteze8KtuyifDZlskHL0nOsAxUxB+xOj7KOJ1qDMuOTZ02NM4ddsx1rDlBbpocUkMC1qvi3AG0DaWrV+4lOt2e7T9MjabSzeyn7Wq8aHJ1lHVTSfdYM71nXKha9M3hbeZ/HgYV3enh4eHh4eHh4eHiUhLRIieJYM+AoqpIieitlQOTGQSlKPBMyDwv5/bWFNytb1ZMuYl0yPUz2nDkdp4dt4UsX9OPNdkJzQ7bFcVwqKtIUqSsZGyXjHTUCUUOVi5FzrNHOGc24MYyXUg3DNDpZPccy92sC7XOSoaPV1qNDpX5D22d4vGWtV7udPKc4jq1tRQ2zkgMvq0++Qq12lEagT+9EAivDZrMVde2YssHFYM0NmtwYptpRGZOkMaydTzM9lNPDkIkFTJ7Tgxr3XYxEm/fm+d0VaNbW9N5qznHA+wh3PrjQWwUavVWeHkz1RxukuSkIAq2vj9bzfZ/Tjek0hHG6rdWOtDmg1Y4Kxzffr7ICZ02poULuk2djjBnmrm5ARaw51LOhczOfp1tRnM4xmtFUeB7qGdSqYWpUpufsdhAyV6COjmoYGNu6bnivuWpt7R1hmR5Cxahx2sVRpPoNBe36WqZHCf0rDruQuezoHyBz1vJtg/r9kp/tKM45PVwj1mn2a8Ao5iqWDxveZrGw3dT+fDvPUuEZAnTOKet40umtymR6EKq9ekvMkKTfLTYNNe7gSMrXt3Fnoa5NIzhNDE6PkUbL+uzVebTPBQF795R2esj3XjagRLpPm0aQDWpuLJr3Tf2YYjK+DT0SeKeHh4eHh4eHh4eHR0lIC7xWO9YMFPvHEwqmIuOKEmTkRiLJqE/prXKZHpZMA27wUwtWut5zEdc2rUtnTakl17Es8Gn9Rhtt/NX3FuD/fPeu1KjykV8+hBd/+ZbCOiiYnEnOmR51OVq6yKB++6rdeO7/zMNz/nsevnLDo+l2bnTlf1fCIBWCH2u0cfHta/Gc/5mHh7cOWq8H2O0B1HDAMy8+94cVeP7nb8YmYrSWjG06vZU902N/vYmXfu02nH/ZYpFKIqW3ImPBZljn9oWxRhvnfv027OjwxU9lQuZ/96N78dpv3znpjg8XTY9cpge5xzjOyjhoWqJxI4lfmwSEx1N6q8nV9JBoQ2imh4tBj4pNA3rmxca92b6pPRWtbCBvVLJlephMTVqmB3V6tCMMjjbxoi/Ox7/9eqn5BuBGbzX/0V149n/fqNePPPNXXHAb3vWT+9K/3/nj+/DKC2/HP162GGd/5VYt0+Fff70EL/ri/JzRXOEPS7fhGf91Qyo0H8cxhjpiyjP7agjDIB1LPHuGOpomSvfGI94pVNn/ftVSnPGlWzAw2sA/X/6gNk/f/MhOnPrZm7B825B2rjTnqr5dC4PUgRfFyXMcb7Y1MekiAzqdN256ZCee9f9uxB+Xbc8d142QOYULvRU1tLpkGrzrJ/fhFRfcpmeIkH5Gqbsmjd6KGdBpLWmdqYN6+bYhkd4qimL85Xfvwuc6oufpfseuOESe8/JtQ3j2f9+Ii25dA0A3xPN3KO8TUWpMNx8DAHev2YNn/b8b8Mv7NqXblMNGBWzwdxQtxiUgxFTPMpke9NhVO4fxsq/fljuGOkJs70BJS4TPxZzGiWp0STZ3k07cSEF2qGqPOss4rVuyGotgcvjsGDTPZxKkx2N6zxY51t/+o3txxpfmW4M8AEHTI6cF1sDpX7jZWoaHO7zTw8PDw8PDw8PDw2MS0IqiXLr+cKOFgTF7tLeKWOPGQClKXBcyt9dH46vORS93jAVkm0uEXNGiT4qQlygotg+OY8mWQSzfNpQaH65dsi0XOWpDOadH/jhqoNSEagvuceHaftGAmqe30v+uVgJM6Rjw660IX/7joxhttPHpa5ZZrwfYjUmcuozix3etx+BYE9+/ba2xXsk2kukhRLtT3LV6D7YOjOGmFTutBh1XQxE3XjywaR+27MuEsVMhcxLZ+eiO/VZanm6gGaoMzjvaLnGs65bEyAS6lRNQitSlz1JzerTyTg9u1DIJrJYFpYZzcXpwejIaBb19IDMy1VtRYaYH/5veo3FOI9vpMc12jN88sAX9Iw385oEttlsQ54UwyG/PUcqQvrChfxR3rt6D4XoLURTjrjV7sG7PCOat2IkdQ+MaZd6WfWPoH2ngykWbxfr88+UPotmO8YGfLwaQZN+od4DqPypjiPejUWpkn6DTg0e8U6iyr1q8BXuG67hq8RZct2x7bp7eX2/hP3/7sLZNmrMkTQ8geT9xx07RXVEapP3jLdRbET74iwdyx3UjZE6Rd3rka1aWbuzO1XuwoX8US7YMpNsohRmlVprI49UzOfUIdF2gPPm/3mrreiYjDVHIfN9oI+fk4mXaQN/dg2NNjDcjfO3GlQD0eT43V+T4rfLbpfb/zO8exngzwievzt61+zvPX+mR5R3zsnPaBbQGZSj4+FjmcxHfZgsykeYF3p42IXMx0yOSjx2pt60OGNVvNG2xIDBSOarjpSzQ9HjD9aRAAxukckz0VkW4e20/9gw3cN3SvPNVgQeZAPm58qrFW0rfh4cZ3unh4eHh4eHh4eHhURKmBSWnohgaa1r1DIDMsJWP9jJnevTVKrkFIY/o5lQrFGmmR0mdDXX4z9/7InbtBFK7RLH+P6AL1g7Xu1vcmZ0eUoSjEO1ODIl0gV9kRBw0OLHyBh9mYGCZHgo0urkbmETqKWhXkRb51FBUpOlBI3ElAdMAeU0PG3imBz8vy/TQl65FTr+yoI/P1Ac0PRM23uM4G8PTevLPOTuOGtMkIXMzRVAP4fovckDSenGMlhQytx1DjeZ0TM7oS5xVvC3tmR7yQzWJl7eiyJneSWoHyQDFIRlRN+wZ0RwPNki6NxIU5U+tEqT0RmqscXqr8UY5I7sNNqcHb1vbvMAzWqR2TTU9KmGq6QEkBmd+fJEB3UaDRGEyWE+WpgfX8irqTyZaKfqMbbRFZcDnCNpnI2G+49mlyZxG/u78b2pTVwfckCUSnt47f5/xoZ5+d2ii7Pk6zOyr5bapzNZZU5J5ypbpUZZiLNLmKPfx6XKsLRNQK0v4FuDHc02PorLNmh5FmR5ymbqQeQaXV5vp3stm5UjlTDS4oOidVOQI47Rj8z52zoTq8+cO7/Tw8PDw8PDw8PDwKAlpYd2OYtTZYmbQxenRMf7wddCAlOnRWXwn9Fbu9eWOALXAp0aRccFAy6EcK/zaqhhpMacWlbTNdhIe+X2jza6ilU1OD2mxLxn6RwxC5kV14Uaw9BoFmR4VQdMDyCJObZAoihQoJYVZPDl7YLzvBmzb/vGmsyG1X6DukeitbODOO26E5ULmCmUNg7SvS8LHtI1NBhxdND5i9BzZM1d1lhyJtGjaRpmQuWwUBYAeYoyZiMAxpbpxEzI3HyPRIwVBpsVSJFxODUSmR0o3a06Ptl1XRgLtB2EQFAqOS/PJhv6RHI2XCa6R3qmIeV8tHROKfoY7WMY1I3v3/aDZjrDXojtT5LCi6B8p1ndQbVmrBKhWwvQ90mhFhZQvHDbxcgpT33Wlt+JZffy+cro+BfWmbUiPpA5kVzHuIvDHRZ2dseAo4LQ8URyLGSGmAAl3eitz29PnSt9tQL5dJHorqY8eMasv/a36oMqsU1lV/NuNljIRirEy2gwuY1nLSrWMR5dMD/4OpX1dmlfp+0ijtyJZahLUc6JlxjFy7890X+d/2wg3zfsmDR8TpLFWCycoZF7wTily8PK5bbKcoH+u8E4PDw8PDw8PDw8Pj5KQ1lutdpwzIA6NFdNbqagyvviSeIFTTY+eSm5BaGB+AJA3vGWZHtm2cYeFfWRYjSqDsbQQpWK4CjuHMkPpwGhTpAEqgslo1RAWnNLzokamVgmnh+l5cgM1fx7VMIvgpkajIYdMD5sxqcEM8UWQFvlcyNzWBtRQ0W+hmOqG3iqO8+K4ygDgauQ0gRppegTObmpvMmZ6kDJa7VgzhiX0Vsn+ab2Jc0tqA13TgwqZR5162jI9snq7tq9kL6F9X6Jq43DN9FCY1lNNqVP4nMAFdl2cLvQeNCqhKBYFe23QhNPDoDgqV+gLG/tHczReJkjzkQQqYq6g+jx3sIw2ZGq+sugfbljnlpyDykpnZ46UV2gQeisg6891IdOjyIBuo76hMNJbOQqZc/Dm5tlchZlDZL8mNE7KmShlmVQ+oDs7JR2MfcyJHcfcGJ38IWWwSdczweZwotlefG7K62blryu935TGEpBQawLZ/KmyQBqtSCvfREPoAj0jwv1Zuoxl7R1UWtND30bpreI41qkVhXakp+v0VvZvBjXFaoLzsf69LDnhbDAdU1bIXKa3kucW1+zKQkd6wVzHnRwT/PT5s4d3enh4eHh4eHh4eHiUhDHTgy2Od+0fL4x4V9G8avGlIqSlDJHxlN4qLIz+ogs0vshqpE6PbLvJkCGVaRJRFykVOjvpLmrYHhht5OhbXFBG00MyhIxqmh7ugpqmzJ2iSGUqZE4X+y5GX1uNTPRWtFyN3ipmdQsCTcxzuN7SdAw4qMG1f1jI9Oj83w29VRSbhZU55URZ4VNq/JToK1zEZ2k/abYjnfaEGAhtmR4m2hSVadUwRL8CukHQNZNGpLciY92FuoXPa7T1JB2eab2VdF7LZ3roZdGyTXMa3a6JeLcj0bhnAx2nYVAclSvNaev3jIjUbq7nS1DOzxmC0yMvZO5Op2SDTcQc6GTSaNHf3esTJOUpeqvkvpTzsdHOZ3oU3ZZBazgH3r8P6RjAh8abVh0CE/g5fIwX9icppB26Q2KynB68HNqP6HynHqtrpofJkeRabZvDiV4vn2WjH6v+pPcpPVNKMbd+zwiAbP6cScYbNVbTzL+ylEl0zp3omOGgbVKW3oqPMUoZ2WxzmrZ8mSZnzmi9Zc1OkjI9ku/ldu4Y/tsE072XdXpI9eYC7wquGbBF2X05By/bzwM8Jhrw8ecO7/Tw8PDw8PDw8PDwKAlRFyHKZ3ps3jtaWJZaAKnF18Edo4xEb6UMflNqeSHzXKYH+VtdQwmkKtoIehtjzURU+19++aAxok1tNi3BbHoapoXswGhTM/i4wuh80MSmY+1/ihEDL34rinHX6j14w0UL8Mj2vFir2elhN9BQIXMT5i3fgTdetCA1zGT3oR83ONbEWy6+G5fds5E5PWQnFn1eURTnnhOl1RhttK2GcOqgstNblc/0aEexUWOAa3qUZYChxvUeQai0vKZHlOMkTzU90kwPgWpNy/TI01vZhMx1YeLk+MUb9+ENFy3A4o37xDpLuHP1HvzX7xLhabdMD/MxpkwPZadRbfkfVy3FJ65akud1J/3E5Mc1aQ8123GOEiaOY3zsVw/hU1cvFcvSnR5BoYFKMnRdtXgL/vnyB6znZXUsR28lZXrwrJKx5sQzPUYbLfzldxdYj2lFUSHljQnSfK/aoifN9MicwPw5Fhk+XSlfeN89ZHryfo1j4N+uWuJUBpAFI/B68XmO9+/P/FZ/p9LMJM3/oRnK8/cu3e7gWBNvvXghfn7PRrHOvAnp3E0vob49uKZHFMfaHKR+UacbAMwgbfPTBevxN/+70OoUtGV6aIZ19uzy2UDq/U6PyZdJ+8CG/uTdWmeZHoA+F05WpsdFt67Fey+538mh4TK+aLAGLXPxxr14w0UL8OCmfbjo1jWiA+qOVbvxhosWYN3uYQA6ZWSbfRe0owj1Vhvv/PG9uOjWNck2LZCGZHo02taMu09fswwfueLBnCOGfqPEhrFAsXt/HW/+/t141Tduxy/u3SQew/tmEaTnIn0fmI7t5rjCAJlcpod3ekwE3unh4eHh4eHh4eHhURLSmqYdRTmnx9YBeyQtkC2AlHHhoKnJIlyiPbIJmefrmK/ktI5xQi3u6WJrYLSJy+/dhN89tA1b9o2JZaqjgyDAG593ZLY9jeQza3qYHCkDYw2Na9wVJjFULVoz1utAYaKIiaIY7/jxvViyeQDvveT+3Hn7DBz4uYUsi9+rhAH6qnanx/mXLcZDmwfwH1fJBluF79+2Fvdv2If//O3D2v1qlBPk/jhtBTd08/aRHG4K1FDBefwBImTuaCjSs1B0eqtXnDw3/c01PcpnesgGLak8U3Qup7cab+qRqqqMNNNDFDKndcr2jwtOj5ymgmD8f8vFd2PJ5gG89X8XinU2tdLPFm5EJDhqJeR40smjkDI9+mp6psfAaAO/WrQZVy7aknOSjBsykihMzrxWFOWcEntHGrjmwa244r7NOXHtiNFhBbAbGithYNy/ob/YoQ2401spI/H03myOUH2e0/+NTQIV0tItg+nvFx53sHhMO4o1B6irKDsgvyNVVo7qG8oJ32hFOUds0fB2d3rofXdqTxVzZ/QCAK5+YKszZY1yZObprdhcqmWMRfj5Pck7dWOnv9AsOlN0vBRU0SsYYhdv3Iv7NuzFr+7fLJfDHTQFkfXDnT6oaBijmN1v5zd1PD7n6Flp5k4Uxfifa1fg3vV7cZnBEQPYHeImsWzpfqT3u9SmtA+o+SfT9Kim+xqGd0RZTQ9eg/mP7sI96/oLz3MZyyOGsf/m7y9M3wNfu3Gl8fwlmwfwsSsTZ5+mn8IcnO0IuHbJdty5ek9aHh0rdC4YbbStmR5Ltwzi90u2YeuA/l1JMw7prafPmQ3xb81fhcUb92HVzmHjtVxoWimk7wiTkLmr07c408OsHwMktIsU3ucxMXinh4eHh4eHh4eHh0dJiCKtLF0fAPYKRmEOtQBSZc7oRB5KkZLKWDClltf0cIGiV0o1Pcgibo9Fn0Eho7cCLnzr8/C3Lzw22d7ZL0VFZ5kecpn7usz0MGt66NH3gGwIGa7rxlMFakjYMaQ7rcabbWPUJ49ilDQ9wjAQjVcceaFXbtjNnhU11NBFOe0/3FDCjdjcxm/TK6CiyiK9VadjutClAbrxskUyPX74rhfg4nc+P93HKR7K2nqpoU06VYt8NhTOs2q4I0W147QeV02PfKYHNZLnhXuz36psta0b43ejHTkZ9HjGCn0SUqZHby1Mn1crinUDIhsnWqaHYVajY5pnetgMUVxzJqFRsjv8KCqC5ofL+KVwzfSgDm16fUA3DvK/u830UPUKAuCX55+BRZ85D2eddIh2TCuKNSNimXnaRjOkOPPtmh5F0dJu7crn61olwLUfPpuU49Z+qq68npxOp21waqjfuuPU8C4RnR55h7lyFJnuIUcHpYXT0+2q7skPlYkTQ/7WUfd88uEzcOU/npnO4fR6tmxBm8OaNkmRiLwKLNCpuvJl0/lLlaneT1N7qqlzUXN6kAZyoQDU6iU5/BzmAdU33vL8o43HaFpk0hhzcLLu6nzX0IyCVjvWHBntKMIYG+/0Fuh16i27kLkCH7KjmsYMdcLJ50tZHH/53CO1v0sLmQsX45kWCq5zTtGcUqTpwan7fKbHxOCdHh4eHh4eHh4eHh4lYdL04FHTyihsM5SpBZBaUM7sRB5yQxeQLd6n9FSKNT2EbVN7mNODHEQN2CbDvjo+CJJotEM7EbOqOaSFvWork6FjcLTpzI+vnWehyFBQC2nJEDJqEjK3LL5NWR6ARL2h71f0TBLFFT+XG/h5WfT5NDRDvE45ocBpJLj4uS1Kk4O2m1XIvMCYrgxN9FbbUZbpcfLhM1LBY3q8Qlk+fmq4kkVaaYSxXLZGb8UcBtRAOMWm6UF+U6eIlOmRo7cif7tqetjQaOez0yTYHCPqHunz6amEafR3O4q0SFWeLeDCUd8UnENAp+/ybBjy927WP7lxneqBSOL2lSDI9YXDZvZhRl81d6wJrk6PcYvTg2sejbM26AaqLz/7yFkIwwBzpvfmDOvttp7p4TLnKpgCAwCg1pkLU02PVnlND5d+K2UyVcNQozRyfT5qLuLOGO7YpO8SaiNVQ4DrAon1FtpO+oZIqTENxlheDr2cJv4d6c4T5eCJ41gX9+7MXkp/6MjZU7SsU1pm1RAtn5Rr3KXNcXzs8dtU5UhUXRR0/lLUnmr+7K2F6f2aMz3KOj3ydTDpRFCovjG1p5Jm23BQx2PZbEcF6vBMr92O9CzDonckeRiS01ICfx/qdGux+JtiSk++TY6Y1We9RhGkoWO6k8nQ9AgQFDp480Lm3ukxEXinh4eHh4eHh4eHh0dJSOu7JNNDX+woepU503uNZXHNixm9nUyPRiu3GNLprex1lNaNU3JOj+wgSgVjop9QRg9l5FBVkIQqFVKnjoXeypZZYIKLAU5VR6rXiIHeyrZ4N+l5SNfg9FbKKCxRXO1nmR3cwM9hopyhi23qnBhlhhIupF4mWpw642zPrSg6VhkRKZXDwGgjrZtyqCnkMz1KOj1auuOHIxaMgBxN5iyi4z2Ks4wGRYUjGWBMmR7NdoxmO9KjbXOZHsTpUZLGQ0KjFTkZ9HJC5mzymd5b1bQoeqok04MZirghkzpvXNp9nGU5cAMTbbPd++tav+F9nY6DmVPyjoxqGOScCpUwwLQed6eHq6FMtQOdH0xC5pOR6aHqRduHG9f4O80mQM0hVUs5uBR9TGpsbrcFyhf7fbn0W0mvploJNPoaZQQvgnLU5OiteKaHkN1BQfuDifpMHUPHQ69gBG8xZwUHd5pqgt9kl5pX1DNQc3NC2Zcdp25HzT3KMK+6EJ2fbOLLthanbWYb27Q+RZkedeEdmd1DReuHEkoLmQvbHHwe6XOshKEx641SgbrOLfxRqPagzdnMaXrk70PTd6FOoWZ3Tg+aNaolIRmGtvTtVGPO6rLBAGUCPlyzKYueC9/Pj+Zjx6XveJjhm8/Dw8PDw8PDw8OjJJwzPTqOBCVOrkCjNrNMj47ToxNFHMf5RSIVMucGqqLlWK0SkMjaOL1GVtcsKtoU2a3sUurKqg6qGGmxpxbKprXlvpGmZqB3hU13QkEZzqTF6khdjpa2LWzLZHrwYlTkq5TpsY85U6psIc9rpEWuaob47MhhzelB6K3iOJcpUiZrYtTRAFRkKFILe9qLtw8mtBsz+6paxDsgaXo4VSMFd1Bw0PJcND2aTO8AcVauXdODOD2YgWa82Wb6K/q5tI+VpfGQ0Gi5ZnrYj5k7o1cTf+2tVlKKEOoMAvJtS/uyyQClaXo09b5vzfTYX9fau8GOp/cu0QeFgqZHEABTe+3aPHrdy2V60Ghmo6YHaYNuNT0yA3c2rvgYazPKRhdHs0nwG8jm2WoqZE4yPXhUf8FtuWnR5I+pVRKHnHp9So4RCYqSi/dRm5C59Gy0bDFjRmWcK1vqn+oZmvqAjd5KiqxX4yx1ekT6ceqXmtfUHK3mcjq0bY57m8PaJmTOg0CkLFKpLbQgAeX0UFmztUr6XWTSfZqIkLmCiTKJQtW9VglyjgqFYYOQuQ3cMSDNSa021/SQsnbl8l3prfhYGTNkrZj6h+T4yzs9Jk5vZeqerg5mGw1WFMeFWcF87PhMj4nBOz08PDw8PDw8PDw8SkIyEv/yvk347q1rtG3KSMSdHlOJ4VsZgpQxZTqhTqGG+TiOdd73kuugWiVMF4gNIdNjD6G3+vk9m/D1G1emRobbV+3Gf/724dQAlmZ6dOqwbWAMn/zNUtGAlGayGBaMg2PNrjI99js4SlrtGP/9++W4ftn23D5N6DsqXnADCRUXIBt0uCGBG2jSTI9a3njFHTiFmR6a04JGxma/tYyMOuXORi7To4zh1NVBVWR8UIYBeuUdHacHz/IAMnowhYkImUseQm44+/WizdoYoHUGVKYHpbfKhMyVpke9FRGnX4wvXf8IfvvgNlInZgRqtjXNC3Xu0i0D+NTVSzXdnSIaj7FGG5/57TIsWLPHeIy706ONnUPj+NTVS7F822Auy2xOzumha3rQtuXXo5G56n7VfPLojqHkHIOmR6utRydHUZxzeug6A21jpocUmV4Ng9y4rgTlMj1MTo989HVnbtcyPZI25VSHGr1V15oeKqo8q0iFURL98v5N+MJ1j6R/57WG8lBOe9npkWxTRmZqbC6r6dEtLVs1DBAEQe5dWAQTvRV3bNLnId0DnUNM11bH0L7OjbsA0fQwRJbn6K0EBwaQOSuo0V2dr2d6xFq9lEZYKNFb2d5hlkdLvxO4/g9vLnUkPaeI3kq1eZ18S4n0VlTTo6yQufh+yW9rRzE+e+0K3PBw8n1Cs694Np0CdYCu3Lkfl9+7qbA+nLpP9Rt6j9+7da12/+0ofx8mp3S96ZYtyh31+vdttl395C0gZXpwGrXS9FbCPZmyzFy/k2y6Kves689pxcWI03feqp37Pb3VJMP9be3h4eHh4eHh4eHhAUBewA6Nm43BB02taX+/9QXH4H/vWJeWFUVxunCvhgGm9VQw0mh3FriJAZgupHqqYT7To8BIVA0D1DqLexVBaVrDXfPgVgDAq551GJ5z9Gy8+yf3afuVPUPV4LaVu43XVYth07WGxrrT9HCxef/mgS245O4N4j5KE9F2zPRQjpZZU2ppFo/pvLymR9JaEjf7ftZ3+EKeP9uGQNfBf1OnDo8MrzOnBzXWFzmgJK0Zva7J/0XRsZIzTBn1uZMQmLimBzUUF2d6xPjEVUsBAOc98zA875jZAPQxGMV6W8Rxdu9Te7Nldr0VYUpPBTet2JmOebpP+7sZaXQ7qo3+8rsLcvUtog/7/u1r8fN77AaxRtuR3qoZ4aO/fAgL1/Xjivs25+azg6f2YB8ZDz1VqukRa8YybuilBkU1V3zwFw9gyeYBXLd0O5b9z6t1eity360o0iKSW8zpsWt/Xsic9iNVlzCQnR5hGOQMypUwSOnLXGAygFXCABHNYGHR88kxyf98zFFDu0nPoQjt9H2TzUc8Gv3O1brDbMgh02PWlBq2D45b6a2qnN5KoNgrmt+7oWUDMudBTyVEoxUZsy1y54VZ9gMFny81A7yU6aE5qeVrq81Spph+XMfp4azpITtkUpH11OmhHDz6ceoXd3qobkOfYUVw0pjqZaojfzY5IfNYbSfHCG2uCZm3VKZHRtFVqOlRkjJJ1rPJl3H9su34yYL1+MmC9djw5delY7kamsit8vo+n75mGf7uRcda61OrhgCZClUb02r+atFmHHfIVHJMvr6mb8x6q+0UhMCpp0zvZPWbO36kgBHu0BkvGUDjShEGTE6mx9rdI7ltcQz88+UP4IFNA7j6ga34/jtO0/YXxMB4FMBnenh4eHh4eHh4eHiURNkoc75Y+7sXHYuL/i5b2LTjLBo6DIPUaEqpDDhfdtl1UK0SpgtESdNDgimaVl3dFID23b87Nc1mKRIyr7cizUA/mdiwZ9S4z6TpYVvYpo4pQaS1WNMj7PyfP5e3Dc9q4DWSOMqTOmS/qVNHN9brlDXU4Eh1GUwoelY2fReKZjsRyaVHqXOkyEYehT4ReivpVJOmx/C4LHgP5MdnRm+VjXdlINzYn++LPPI1inWNChvfeBFt0ua9ct+fRupWpOmhHsN4q51mXUioVgIh0yP5u9XW6a34nFIXND2WbB4AkDkZTffaimKtn9FnAAA7WURtmx2v6lKthKJBrxIEWhYYkPTNMpkepmh+btBLNT0IhYtqQz7meLZLN2gyBwRQnGHmQm91/JxpAGTjc4vRJ2VaCvlMj27fTRRStpm6X5XN4CxkbqC3GmRZepo+lOAwMGUaUSiDM62/nDUSd46X24qfQv+WMji4pgfNXqPnK8OyompU8zV9r9j6ku3R0u6cEzLPnZj/tpAzPfLvS5o12yNk/cSG810g3Z80TvuHdaespulhaL6y9E2ATmFHwWs0wmgwOUz9rO6oC8azMEzvOtPYD4U+xe9tfBKoyEz909XBXHZOjmPgke37ASR9kF9fum8Pd3inh4eHh4eHh4eHh0dJlI0y59H9tUqIc59+aPp3O4rT6M7EqJYYE3gkuUKA8tFftUqInqpu6CnKDpnaUxUXumpBbqJgeMXJh2Fax3GTRRXK12q0o64yPVxgEiYFEsonVSfNcGp5tmpPVVCWzHHSs/WxiiSXFrB84V1MbyVrejRIlsCwoU0jpj1TJ5oes6bmMyw4CjM9yHWKEMV6v1Z9RepWeU2PcmOwXpjpIRsjaQYAj+DktGHqlith5gRQhh4uVg/kjWntSHd62NrQJIKsYDKanTh3Oo4+aEp6fRu9z4zOGOaRznzc0/sFOkLmnUOoQxcQnB4FWivSOQqttp7ZwZ0a3OnRasfaOFXXrhnGW4xYFDKnmTxFMNWdZ1UoYeVe4iBXfV71M+UQiYQxUxZZpgehtyqYd1wudcKhHaeH8CxV384JmQtGU34tXjVTv9U0c4S2V3N3t/RW/L64HpMmFk6KVmOZ9idTFlCa6VEwZ6kMRaOQuSXTQ9LByDI9FF2V/MwzB51yeiTb6TxhFzK3vGOppgd7Nnw+VH/q95IvU39fJsdSTY9eMdMjK7O0kLlwe5JzrYfRNaVjsmKmtypL3wTI3ytAvp7jWkaopKEil09pHG3g7agJp5Pfple7dI0a+7Yuyo7iKDN/umZ6uDpSFaI41pzPfNx6equJwTs9PDw8PDw8PDw8PEqiaO3DF/y9XJS5EjBjamYYrARB6jDQjKrEUBAEZoeDCdUK5TFXjoji83g0orq+DZUwSI16alFpi1ofGC2OIKaQKKIk2GgpojgzimlC5pY2ybJx8vtymh5svzIuSoKmUaQv6Hn/4U2n01NlO7VMD0NGRhTnNT2yTI9iY25RhLVqI9vzVmi2I22Br9pQymPibTIRTY8iznUaWU8jSbmRclgbn6R/BEFK/aKMMBL9HW/LKNaNsLa+WGRYMeWCBdCNzTZB9Bl9SeZPUaRzGAQazQjN9GhHui4AL8tFn8JkHG62o1xkvUZvNZSPpNbE4DvG0GolFOfTdpR3ZoZhgOkl6K1MBlPen8dJ5Dk/Rt3/dMHZ0q2mhzpPo7eahIjiw2clDjXR6cGu2VvJ+iGPouYGV1fDH+1fJk0PIBsDNv59/byM8oliYMzs9NCj15G7npneqpON0KBOj/xxaaaH0XnCnB5C1gYtO9P0yBw8eUoppi2GzJFPDfI24W5bl6V15g4pfpspvRU5TIrG55kecRwTJ6OB3spwvgskp440TqmjmDpsE00PuexunB49hu8lXk896y5/zybHBtdKMoHTW9HvFZdMD+mbIidkXlJ/RSrTdCeuDpJu5mTqfOZn+0SPicE7PTw8PDw8PDw8PDxKosjgynmG+d/VMNQWOW0SsRyGGX2KOdMjvygusgFTIfOM3sp+ThTHOV58dX3A7PyoEadOqt1guVZZp4ek+SChKIp3JKXPoZGikfG+VBtLkZNFQryqPSTDYkI5ldWVUzbwsqhxgt4jNdCatDna7FpAZhycPcWtXW1QVXUxEHDjgC3Tgxs3ykoZFDs9so2UGoxm5vCo/2GW6aGKCIOM7348zfTIOz24QTyhtyo2/gB5vnsOo82ROCga7YJMj44odb3V1gwxvOgwyGd6qPmtFcWascya6WHoM8ZMD+bESLSRsv37WbaTkd7KlOkRx2iyjlYJkgw4V5iMlPz50MhzBV4vyenRbaaH6suUNm4ynB7VdN7P71N9VkVnl9H0cHGiAszpITi9Uz0R9i4sgsqS5O09MGrWdpL0PTTNCpPTo3PIuCHzgJdpMrLm6a1i7f+0nizjUT0XOqfRMk1C5hodl1gjuV4U9DnnAgm4A0ait2JNGsdxzslPKYQ0IfO2/I4oK2QuPQ450yObM0cbLS37yuTkK5vJoMoTweqpOdyj/DM0vY/GXTM9WpZMDy0LST5fmuv4t3XJWIhSWduutFWux6nnEsf63Nutw9dDhhcy9/Dw8PDw8PDw8CiJIqcHN3TxzIRKyDM9onSxXwmAqZ1I4uF6CwvW7MFwvYWzTpqTHh8E5khuE2ok0yMTMrffRzuKsZcJdgNZpoMpIj8Isvsba7Zx2cIN2LAnL+CoIF3DhtlTe7B9cLzwuCIDwUi9jUOms+jcKEatI3LLoRajkg2BGp6ueXALVu0c1vYrY5tMb6UbjPaNNHHJgvX4q9OOFnU2dE0O8rsdYf4jO1GthEbKsIgZgYCsnWZPLdb0KELGD1+88L9kwXrsIBRELYvTo0ymx96RBn7/0Fa84XlH4aCOg4y2mRSJS4sz6ZZw46JObxXrmR49utNjuF5MbxXFsebMsBlkJCNaFMX41aLNOPXY2cbZIUCWeZZkepiNvsrIzuvJn08l1Oe4nkolNaa3GUe5TcicG7Z7q3bDdKsd6bzwUWwVkW1FEeI4L2QuafSo+ohC5j3umR6mOcic6WHOvJje557pUURdmFIZkWsU0eq5QEX4yxoUOp0YNTbn6AG1rITY2ZiZ9CdzhpJ6B/J3YRFo9kOjFeHyezfiZSfPzTnsW4KjQ50HQHOimRyOUqaHqBNh0PS4d10/9gw3tL6UHKfqopeTZud1nkGPJdMDyPrqlJ7kONVtaCS/3Zhs3qfNFa0Iv7h3I7buG8OZJx6Sq4tEb0V/7x1p4NeLNmvnNNuRVs++aqbpofeXrBxTpkccx/j14i145hEzcfisPvzyvk3oq1XwrCNn5Y59aPMARupttOMYL33qoTj2kKnad8RIva1neohXLJ91AuQDBtL6W84RMz0MJzhneli+x+j5e/bXMW/5Dk1D6LKFG7BJ0MUyzd2ukDK9THON7d2il+l2XLUSoBXFiBEzp4d+nPd5TAze6eHh4eHh4eHh4eFREkXOgoOm1jSub04vUCWOgXYnWjkiC15FbzVab+HtP7oXAHDzx89Jzw+CvOHdxpOdXDNET2eBqIwtRYaxKI6xu2SmR0rj1Pn/olvX4M7Ve9L9px07Gw9sGkiPbUVxLlq2CAdPczPOc+oRDmXcpoaodpQY5aQaqXW5qOlByvjYr5bk9iu6H2mNTuk2AGDhuv703/++8wVWIXNqwNk70sB7L10EADjnaYdCQhTlMz1UGbMdND2KUCbT4+vzVml/q+hzyeRTRtPjw1c8gAVr+nHj8p244vwzAOjtJGZ6kPpSZwbdzjM9Rup6ZDPNVFHUL2MlMj3aUcyibc33WBcMK9cu3YZPXb0MAPDWFxwtnhcGWf9VUc8mvOiEg7Fo4z6MN9sa7VK+TCZkXssyPdqx/qw4nRbti5ymR82DJiNSs6078Lh+CEc7irU0lSzTI8TZJ83BeuaYbUd5TY+Q0A+6wJTpkdP0sNBbKYj0Voa2KRp+VDRZYaKCuWefNCd9J8iaHh1Hi8r0qFgyPcjvMsks1Ilno7dSwuTSOJJA6a2+efMqfO+2tfjxgvXp/tlTaxgYberZHYIxnvZxs5B5csx4kaZHmumhl/M3P7gHAPCZ1z1D267KyDkPOqenlGeppodAb4XMGWPL9LBl5rjSW921eg/mP7oLAHDJ3Rvwzy8/Sa9LHHeczfL5//LLB7VvDyDpg2oOqoQBapVAprciZZoo6has6ccnrloKAPinc0/E925bCwB415lPyR370wUb0t9hAKz70utYZmYrHctVC71VN0LmEr3VWKNt/f5rx+7ZVvVW5JSJZaOeos/t369akgsa+c/fLRfPM+mVuMLVkQFMPr1VLQwxjiQogN4HP91GFedRDE9v5eHh4eHh4eHh4VEStnXSp197Mt56+jHaNinTg/5PNT1CEklMKYp2En76AGb6AxNqmqZHGXqrfEaFso1JNVDXUMfcs65f23/eMw/D597wLFz1gTPTxTgXgy3CYTP6nI7bV5BBoowObUYpVDVFRqpsHME4aOJVV6ixZ66dG8c5vmsAuHH5zs6F9e0NzelBM0Sy+x00OJISTQ/d+KD6w1MOmWq5AzdI0beuKJfpYS5nwZqkzy0kfY+2mVQ3uoWOO2rA4MYMLXuEGN/CIEijrJWBUHJ65DI9It3Ab6e3yu97ZPv+9LdR04M4KBrttpiJ8LsPnYX/ev0z8c4zjkvrqVdFLzsMdU2PnkpINH103ZYctVpTd1pQTO3MgybdhVakO22iSKZVyo6X6a1qlQCffM3J+NRrTtai4+M4LxhfVsjclEnDNURScejq5NBbFRnzMv2Gycn0+I+/OBnf/ttT0/eS9MiaxKgLZMbYuqDpIQltu4COSem0apeZHpTe6spO9sDmvWMYGEneXYd0Mspo/4qFe6DPxazpkRyrC5nnj1PXiuLMOUuvyQMWVJuajNnqGai2ieP8damDvo87PWjWluWZWY3t5LwHNw+kv0cbbZE2yGaY5w4PIGnzVJOkGnbmwyzzLS2XnGPKrtiyL8s82Efet/3D9u8OdYt07hrVMj1CyF9XshO1KHhFyuDcuHfEGiYjZeqYrtOK8tmjEmyZt/R63OFhw0Sz08Q+ZWiZyRYyV87fGIzeil3f01tNDN7p4eHh4eHh4eHh4VESJmNkGADnn3OiZrgCkC6qFdRCLeM/j1NjXRgEKWc8NZTShVQiZF6uzrVKJtipDKbF9FZ5w4m6Pv2fQkWJmoRfK0GAd555HF5w3MFpfcqKcx42y9HpUZBBojI8uGGbGgLpQl8dJjkuihbE6hxpAcvprYpArzVqMNBzPYPsWrExuv/EQ6c718EEzg9fBjYu7DKZHhJ0eqs8aHk000Pn4NfP1B0plP6MCJmnmR55xx5vI049ZjMcpqLvpFko7ZJpfgjAhMyF6NtnHzUL7zn7+JSiK47thpyKoOmhO3SzY/OaHrqhlN6zMvKb+msSta07TWzGfqqdlFxb0VuFmNZbxT++9ERtDLSjOOcgDINy9FYJdVO+TtyvmhmSLfRWJYTMiwKY1fOk16h0GTU9d0YvPnjuiTh4Wk9anmQgVddURnWN3io3Fuhv97GuUSwJ56m5PdO3cozKJpRPe4hRW82zc6b3AtBpgehjV/ejCZkLjsvkvI7TQxMylzI98g5DaqDn1D+ZvhbL3uCaHsTpkdfRyOqVCZkn+8YL6kvLMIHTU0n1z+otZa3Yn2ejldFbqfr3sGAQVbaCyXF5SOeZAwklpYLru5xneqSaHpXAKF4tOQ6KhodEkblhz4h43ptOOyqpWxTlnpPtfeSiNWL7zuvmewGYuA6Rq4MCKA5sUSir6RHFsS5kzk73Po+JwTs9PDw8PDw8PDw8PErCtKBXUaR8IVaU6dFsZ9HQlSDAtI6mBzWU0gVngHykcNHCt0o1PRwzPdqRLGSuohBlGqJOpodhMUqN/lyE0hWHz3RzehRphagoXy26vqPpoVAXoj+7cXooA5R0bhzHVoMALTmnx0HOo8bVoTGD0yOKjUacOdMngd6KXKcsskwPSSuGC5mXK99EXZKWR7ZRIXPNIcYMJNSAGSObF1yFzDnacaxrVFhuUR1Hx9MUYow3GaiCQKcVkoxVqovSeYsa8vjjCQOdQqW3Gqb9vd2ONcMppxPi1DR0zpvaU0nExI2aHjHL9Iitxn6e6cEzDwD9PiQHYRgGVqovCeNCFHRX9FaCpsfEMz2ok8V6ihNs9FbKGJhzerSi/H10nemhOyI51PuprJC5Os90/MFCpoek6UG3mZx5qgw6t4uaHu0495uOU079oy6dy45QWSjs+URxfjzFceZYytFbOeoR2R5nIT0dO5Znh9FjagKXZKMd5caaTG9FnaPyu3kqmW83k6wP1yAOOkZH6q2MXsxCbyVlnRSNjkoYaHUFgPV78voYQDYupK5pe24mHSwKKZtVgT63Yw6eUliWwkSdHuJ3m+E+XR0zrpRZNKOKOij5GJC+hzzc4Z0eHh4eHh4eHh4eHiVhWvv0GJwenFNZLWL0TI+OwZRoegzXaaZHdtEwMC+KTdAyPSao6ZHSWwl1qKXGfbnM0GBgLIPDHJ0errz2kpC5Qr2ZN4SITo8C41ma6SEKmcfO0aGjzLhAjdaUimdIyCxIrmU2tk3UgAAQIfMu6K1U5LJUi3ymR7myubMoF8FMMz0asqZHk11UjwzOMhqCIEBfx8hko7fiiKJYG+c2w6G6Nm0VajAfNOjZBAg0WiHJQKfmp17NAWCud0JvlV27TKYHRTuONWddGHSEXo1GqCiXGWPrd8k8mx2f0Vtl90l/88wbINHkKTtMJMcSNWTFhN5Od3ro8+P03nzEtsnAVuQoUP1sMjI96HsgpbcSrt9IMz069FZU0yMnZJ79LjOXcMo5jmqa6RFodSqC0gBZvStPvTOjr5qOKcnRQbdTp4lpLKjz6gWaHnqGYlKWzeCu5hOTIHgqbl+1aXpkDnrlZFV9Wdf0MFajgN7KfB7vB0kmin4Mre8UwTnZJE6P3k5WVa/k9CDnmIXMs99b9o2lv13f5U0t06Odzk2JkLn7JFP0HRcgyx5W2Ngv01tl/Th/z7b3EQ0UMMHWLrQvHzHrMXR6OGZlAO7OV9fssczREXsKqwMI7/Tw8PDw8PDw8PDwKAlzpodMYWQy7isj0z3r96YOjkoITOssUIct9FZ8rTfeauO+9XuNxvdaJcwZeopoQ3btH8eijfty222RZ1lGg3zPtN7dOj0Od6S3KoJqU7pIbcexZsQbb+WjbUVdjqJMj1TIXDrXTKGRXFc3jlBQJwg1+BlFcgVDrkIZA4Lp2KGxJhZv3FfKmKBgO4dfr8jQo3Dvun6MN9t5/QyLscxEGcbHlhR5DLBMj851XYyrUVxC06OtrpW1C62PyekBkpUxXG/l2oE2M9X/YEWwc4LUgAgkRkTVz7nhVD0HaQqJY2BgLMvOakXmLA+1X6PHimPRWJcdr9MopULmJMqWZp8123GufSphUJhVxyEZ++g17yDaA5TeKq/pkTfimuadovlItRO9xkT58YFsnCq6t0Ub9qYOWJ5J0GvJ9IjiGDsGx/HI9qFSWV26kzq/P3W4sACAIqh+QY3bCgdNzWi92lGMhzYPYN9IozDTw5RBoNqpKNODO+sB3cHG21Q5DfJOD1U33QkYxZKmR17IXHVlTXidnTjebGPh2n602lwfSEeZTI/+kTqWEN0PfswUgYZutNFOtbKm8EwPA72VKUOBai/Q+XbM8i6noH1vtN5Kn3s1DEs5VotGRxggzR5WWL9nRHyHqmffjvV37Mod+zUNEw6XTA+T84ijzCw0UWdBU3hf1FsR7l3Xn/tOKiN67oLU5VGQ6eExMbgrcHl4eHh4eHh4eHh4ADBHvKWGbWYnNBn3lQHmP3/7cLot0fRQ9FaytkAQ5CMBN+8dw1v/dyH+5RVPxcde+TShbkTIvOVGb/WxXy0Rt2eZHvkFZy017stlPpb0VkVIhcw1HvZYM75LvOoSbQbPAuDglGYURZketORRptVBL2tznKRlxbHR+FAJAzz3mNk5Q5KEg6b2YM9wPgvo0oUbcenCjYXnS7AJmXN+elc76N/84B68+lmH5cZLYtChhoZsn67pkbWVjd4iirOMBEnI3AXtSKdTshmuldYEbStqpDFnemTzkUSBxo1IvdUwZ/zhz6fChMx7q5XU6ZlkelBHQ1Lvnkoo9sN9ozqln0n3AEicUA1GqWONFGftqa5fIw7aEw6dhrvW5AWQFcIgwOyp5WjgpLFNnZ/v/sl96W8rvVUJTQ/XTA86rrqNmqZjSxURxzGuXbodH7niQTzziJm4/l9eUlrT44wvzQcA/O5DZznXRRcyFzI9wu6EzDlVFMXsqbX0eS5Y248v/fFRTO+t4mfvfWFWl85lmprTw57pMVaY6ZGfmzS6Q4NTlpfEdZgyTY9YNIybhMzHmL4OxX/97mFcuWgLPvWak41C0UC+3x4xqw/bB8fFfV+8/tH8+eQQmunRUwnRaEfYP97CTxasB5AFl/Sw7yJAd2iYnFOmIeau6UHorRrt9P4qYVCK0qjIRh4E2b0qbNo7ijkzenPHqjHJv3Ff/c07rNcYddH0cHwXljH68++Cssje2dnzvOTuDbjk7g14xxnH4vNvPCWpU5R3gE8UatzE0IOEvM9jcuEzPTw8PDw8PDw8PDxKwrT4qZkyPQzGfcnIVAmD1LhFKYp4RKrJPvWzhRvkulXDVHPEJGjqiiDV9MjDpl0B6PXmWieumCFw23eDNNODRcxS48q4ZkRL/peiC4vorVQUtXRukaYHhS1jwCWbgBvWKSpBgO+//TS84XlHFrbxwdPyVDtF+Nh5T8Mbn3eksW8oQ5m0l59ThvLmxuU7c4YrW6aH7vTIjrFFhVNRXSpkPt5sOxvBYpaF45LpoTk92sVOjzDIHBTSMbx/uuhXhIKQearpweip1P2Zxv6+ET3Tw9anm20m/B7HVmN/q607NFXZ1HD2b69+Ol5+8lxjGZUwwBknHIz3nHU83nTqUcbjKGQKMblsSq/FMy+mCU4Pk7huEf98ZmA1C6d3A2WsbUcxfnFP4vxcsX0IcZzpqVRZtkWS6WGmn3t426Dz9TUNJlumhyBebYOifJJwwpxp6T3dsWo3gE4WFX2vKMcCuZ5pXlDtRCmDpMcpZXrQrATepqo+MbtldVibPR9JKHy82U7bVTl2U02PpjnL5MpFWwAA35q/ulSmx9MOm2EsUzxfy/TIxov0Pvvgy04EAI3uLwUNJihwTnEo435RUIeWYUqy0MpmXNmcSEDyfHimx3izLaaIqPmnbFZD3eEdN25wHnGU0fCZLFqoy977oty2n9+zKavTJHsi3nv28emHThTpQuaT7Vz5c4d3enh4eHh4eHh4eHiUhGmxWzNoepiMSdLiNgwCTLVoetiyLGzXqoVBej21uHZdx3GB6yDQ/+f1p/Xgl6D17pbearIWusrZ0WKUQtRgSI1IyrggPbeihWqW6ZHfF8V2kU/6nCbKsBDF5ujmMAxw5Owp+NbbTsVpxx5kLadstDsAPOeYWfjm207F0QfJnN3qOUh9O6/pUc4ywI2b3FBEixvR6K1INLWFfosaCANCbzXWbGPIRDXFkBMyj+RIa0AWMq+7ZHoEmcNBOoY3veSc4FkzYaAfp2l6tGV6q16DM2UvdXq0owJ6q0i751a7wOkRyfurZFDO7KvhG299nrGMsBOF/V//55l414uPMx5HIUU4S/M0N5Jy/R/JcFs200P1J9Wva5NNb5XSmgH7RnUHlkKa6dHRgWm08pkeUrevhgE+9ZqTrden2W5ipkeFZXpoWlnZcbzf2wzYzzpyViHloUxvZTCmd46hlEHSPKAJmadOD1umh14XXrdU04MKmbPL0oh+5RBVc4aJ3ore89SeqnHujuM4l2Hw9MPLOT00eitCFcfHzgfPPREve3ri3BSFzMmxjVYktr9pblbG/RMOnYb3v+R4Y13puyWKiSOyUk6zrTjTI6/p0Y5i0VnS03F4lf3OcHEeujr/yxj9J2POApJn9Y8vPcG4v4wjxgXvOfv4jN4K+vvAlbrTww3e6eHh4eHh4eHh4eFREqYFkIqQ5AsxiQ4JkA1fYRBgmkBvpRbIyiBsWhQbHSyVzBDJMz2KFtg1ZvBJnR7CsTbdC4DRW3Xp9JgszUdlZKfPkxtpxwVe9W4ioqup0yN/z8X0VtS4NTGvR2TRSSjD739wF04PVaKpbPUcxAwi1m5lDQN5IXN9v4myTusblraPkRkIw1AXMjeJykvX0vVlzMYkdT90PNF7NNGNBAGltyrO9HDJxqqEeqZHbzVMnzE3nKo6Uu0KCmoobxdoenBjeRQXCZnnjeuAbvgHgMByy5SWypWeT8r0kBy3/DinTI+STg+1XRnMK+Td1K0zWRMy7zRJHMcaVRl9jlxXo96WhMyzv5WTLQyCwjrWBQ0mCtWmKnODjhk6x0xlehC2+fBZR86UtZpIBdT8Qse3iY4wzfQQqBW18qljQemAUIcta1NThid3yOiaHvqxqo/WKkEuyKNuoLdav2dEK8M0RNtRfvzSTI+i7CV+XarpMZ05PTQnrZD1w+soOahM96He5UEQaA5VDtoXaLBFNSzu52UQBHlqPJ6Bp6DGZCuya69wuIh32wI7KMoENExGdhqQzOs28XhX7R9X1AiFWRzr84v3eUwuvNPDw8PDw8PDw8PDoyRMixLFDc8jdE2i3hJPeCUMUuPWfo3eSjcImxZokvEFSAwZPNNDLS6LDJt5p0eg/U+hjA5q0c6PoEV1q+kxWQYBZRTKGR8MFCTK0N7NQrti0HsBEoOYK/XDREUuozg2Gihov+V9mOOgaV04PQLlFJSfeylNj5I2CG60yjk9LIY4BZthJ4qz/kGFzMeabQwK2hkSYpaFE0XmZ9VMs2KybS6RtAHs9Fb5TA9HeivSsXuqYTpGW1Gka3p06m0a+zw7wGZsGmGOnXaUjxSnSDI98uXlMvMs8ws9tsdCeUQhPReXOYxeq1YJRKoxSYgXsGSAcAM3GYs2fnxXKsKU3iqOtawd2o/V+KcR9ry+Uv3DsNjhLWXmUah7zDI9suPptMQj42uW+3/mkTPFd7yWodf5Td8tJq0I9Wxopqf0OGkbKYdsN5oeqSMs0r8HqE6RgnKq0L6YaXrIdFzLCT3ZnuG6UfS6LWSWPJ04PVwE7TV6K1LHPjaPcTo+INMbAvJ9R3JQmTU9OnMz8g5ViiZzsqi+kWh6GE/LoeiTIAzyTry28GwBXcj8QKFoLinzjTNZ34JF3zuTnelRCQOS6RHrmR6F0vQeZeCdHh4eHh4eHh4eHh4lYVqUpXoWbCFmihKVNT0y0UkpQloVbVqjmRZvtUpAMj10IfMiwyY3hmUUW/ljVduoe+YtNRn0VjyyvFsoA2yLCZnTBe663VmUqtrcVaaHoW+ock1RkAm1Rva3jWLJBZEle4DWzWb4BbrT9EgzPQzG1ezepHGhbzNF9JtonXimhynamUPizRcRk/4RZAbq8WbkTm/FNCyiODZSkWV0d1m7DNeLnStapoeQgZLL9BAyMnjXyGl6EAcrp+hSxkPTnLNvRBcyb1iEzEfZ/XJqOg6eSaPAnbo2Q5q+y9XpUexokUDfG73VivgeiWPZGGzqq1xQm9bDVqeZU9zGe0pvFXGHoZDpUcmMzdwZJWkEFM1JABcyz+9PHS6C04OWP4UZiXkfoZg9tUec06S5g/ZPPifxY6mmh5TZJpU/pulqyHMen+vUn+p4da+SpocqnzoUiuitlm8b0srYsGc0dy8AMDja1DRqqmGA4w+dlt2PgzGcHiM5ZhS4kxZg9FbsUrv2j6d1VALvA8RBKyEMYc30oO/ymOgRVcPQcWbpnFtgJA8Q5LLEjPRWRMj8QBnfi+aSMkkVExUyV6gEdkeTS5ZRGVQrYXo9rk012df6c8fkKAB6eHh4eHh4eHh4/BnBtPhWxgLueDAtzKTtiaZH3iCYOj2UiLhhgVYNA9EIlmR6dKgLOottdRuzp9aMxmIgH5Wd1UE2wgGu9FbFUeRyGcBTDp6K1buGuzpfQUVWtjRKId1w+tk/rMD0vire+oJjyL2Vd7ikQuaiHoiZ3mqk3tIMMBMV1OS6ERRlog0P6obeqlO8yRCUUbjl93GDr2QE/MZNq/Ct+avFsnn/5meb6LJaBsMtR0JvpTJVApLp0XKntxI0PUzXzDQ9sm2jhghqjp4Smh48QhrIGwQroe7A7K1VUtqkhC4uO1YZpSVnCsA0PaLIyhU/UueZHvZo8FYUQ5qKc05dR3or1yBjiWqsKLKYH9NTDY2G91YUo4c7BQ3tkIyxCjFwuzk6Z/ZVsXt/Xdw3ixgx1fzOjeVqjq0SWpfU2NzOZ3pIdEIhOdcEep7kyKzlMj2yY2jZU2rc6WG/ruQo0+itmJYKr6t0nq7pkT9O0xvqtF/dkumhhhIvKxNZ72T/EE0P3o9GLZkeNFuR3vsj23Wnh8k5+8Ivztf+Pn7ONK3dy2p6aO8MnsFG6t9L+qECv9Irv3EHXnj8wbhv/V68+8ynYLTRxq8Xb7HWJUBgNcpzTY8WcUSWyWBwyfQ4hGVmGumtUiFzef9kYNaUmnEuAYozemqVQHT6TwSPdaYHpTB790/u0/aZnKEe3cFnenh4eHh4eHh4eHiUhJHeypjpIX92y5kechaDMhZmmR4Gp0IYiIbxqpbpoZweyf9/+dwjcfpxB+Gfzj0R5zztUOG+eCR08r9UA1W2sX5kc7f0VkEQ4KK3n4aTichpN1BGBh4xyxe4j27fDyCfxVIGqZC5IdPDlMHBqUAmuviO49i4qNbFNM1l1CoB5kzvLX1t5Swz2YFsmh7c0SQ1g8nhAQA7h8bZ+TzTQz6PHmfLsknorZLfVNi73oycBVzbke4giOK4UNODGmqH6w70ViQrQzTGO2R6cIdYGAbaHKFlejBxYlVvE8WJZjgtoLcaGNMjrSVNAL5fiqLl87PNkEbHyAlzpuGVzzzMeKyCpAUjTSH/+fpnsnrRTA+z00OaEwozPZSmB7l3W6bHLEN09smHz8C33nZq+rcqgj63vlqY/k3voZdE2PP6Ss4LSgljQt0SrQ/kqbX047MTOB0Qb/vXnnI4nnbYdPz070/vlCvM60xvBtAdEUanR+eYEY3eKn8zmrNezPSQs9mKhMyVoT7J9NCvqcYv/UZRt04zmui9K8q6sq/Nd535FI3Gs6zTgx4ex7HmQOll8xXAMz3y17pv/V4AwKULNxY6PIDkfmsWDyqn1cw0VQLXJLKkrgX7gyDA3591HJ57zGy89+zjO9eT33k00+NAwTSXKBQFdtDvxknT9CiYW7rNvvjym04Rt9ucYd7pMbnwTg8PDw8PDw8PDw+PkjAtCKupbgN3ehgyPQxC5pLRrc7orUwrtGoYiMaBWpgZIhW1iTJ2TOmp4NcfeDE+8Rcn42fveWHO8ZGLclVOD6EOqWPAsKibqJC5atunHTYDN3z0HMyeWp5mSUEZHeiClhpO33b6MQAIFzrTKymDTMhcNo6ZMitGG21t30SdHtSQPI0Z9qhDxnaZOdN7c8KoLlDFmwwIqW6NQ6ZHWW0Tfsm8pochMp4YpmxC5vS5hEGQOgukKHYTuIHfRMekyuX15nRPEsLA7mzk3VNyTvDb4XNWTzVMjencEZFqehiyvPT2NtN7AUD/sO70KKK3arVlTQ8+v9kyHmhEcBAE+OG7XoCXPHWO8Xh1XQ5+jU++5uTUIJkeE+oOAiMtnHBPpr7KNT1omTZDnGSoPP24g3DDR8/B04nzWbXPHvJsZvbV0r5Nr2HT9KA0VercIgoaQM90kAzXNk0PenSR0+O0Yw/CvI+9FC87eW5SN2FeF+mtSF8wOUNTp0fDTtUlZaGNNcw0Oeq7JTf3Rfp1e0imB29DlR1J52N17+MGhwvPIHHBZ173DLzzzOO0513e6aHPJRKlFf2tOT2ca2pBYM/0yGl6RETTo8RlpH5+MMnsCAJgRl8Nv/vQWfjwy09Kt0vvvCzT48AZ3mf22b8dCjM9yLPrJgBFQhF1XrsLWtGrPnAm3vbCY8V9tTA0Zq2ZnKEe3aH0KmPr1q14xzvegUMOOQRTpkzBKaecgkWLFqX74zjGf/3Xf+GII47AlClTcN5552H1anPEjYeHh4eHh4eHh8eTDaY1mVqMudJbSYaSMJAXvJzeypxJEYiGv1olTClnuKYHL4tXl9MRpfRWQk3VgtVUP7rZVRyXgjfZRBa9yujADTTKFpBxm3eMRRO4ZsVAfQbIgrEKnApkok6PRNMjKYPzfOt1M19n7oxeUVS5CKp0SRQWoJkecgaUdGy34IYiU3HuQua606OnkrRPoxU567DkdUfMlFpp3yVlO2l6wO5szGV6iPRW+v1wg1FvNUznEE6TotrQNPY1eq92lukiHd8/ks/0sBnM2pHsgMrTW1kyPYR5rcgJKvXV3DtCuCbd1lMNjc4qqfwijZqmYLy23YfEwy8dr7ZR6rQY2XPvMUTYc6MinSNSKjcHY7CWbSA0gZrTlaOLG54VuKZHjuKRvzMN8zr/TYXMjWLzHcd0o4Cqq0jTo8WdqIWZHsWaHpIWjGoLzenBHA5AuSAHVSZtVZc5n9aXa2FRY3mv4PTQjM2T4PUIA/O3QhzHVk2PUvRWwjbqyKWjhj4303ciYA96mCgKNT1KZHq40AS6IAztdIXdOIFMWShBYJ/LqMPXY+IotcrYt28fzjrrLNRqNfzxj3/EihUrcMEFF+Cggw5Kj/nqV7+Kb3/727j44otx7733Ytq0aXj1q1+N8fFxS8keHh4eHh4eHh4eTx4YNT0MFEYmeisp8tHE58yFzE0LpmolEKPSqpUgXYCrxXaqQSDUQa8nMwpaMz3kMqSyu8n0cDE2uaIlOD0onRA3AKj26mahXTX0DVW+yUg5Wm/rmh6iocK9PhGJnp9OIi55O9rsDofO6DVqMljRuYSJskkZYdw0Pcpf3na+SdNDN965ZXoEYUYLVW9FVoomijwHv5mKTBmRaf0kuiqOIAiszkY+vlwyPYJAb7+eSpg6+drtWOzbpjrQNmiRTJcZfcUZXW1Bg4CXLe2X5mfTEJfmmyL7pGRczL8j7I6+3mrFkumRL9/kaFP33xaM11Yhc6H9Zae9UL92ZM/0kDQ92tTp0alr4KLpUZDp0amgurae6ZEdP7UnmxuDIH+v/FHImR7ZbzV1uGR9taM4N5ZdNT1M2RZJHQyZHir7J83ICNLtvLpSpkdGaSY7HHgGiQtU+9Ln7dp2CjzTo2bK9Khk/VBhMkS8A5j1qzh1XxTrmh5lkklFbQ6BfkyVrcCdYvS8ROj8wKCQ3qoo04PSW02SpoepHOkb0RVGWlvl0DNU3RQU4tEdSuUkf+UrX8ExxxyDn/70p+m2448/Pv0dxzG++c1v4jOf+Qze8IY3AAB+9rOf4bDDDsNvf/tbvO1tb5ukant4eHh4eHh4eHg8fjAZSJVBh69zqaEnMCxAs23yYkgtyJVDxBQJWAlkTY+aqOkBsSz+N3fOSFGYCpR/XYJGg9OFpgdfnE5k0dtkBkBAj7avVTvtFevtNRFND1Omh8npMdJoacYHafE9pVZBs+0mYh0RsWxKUcWfl40+6tAZfV09OxXbaDLkKwOD9EjL1M8FpmhnDtdMD05vpUWxOxpM8pkeZk0P5biihsCRScn00P+WnFu8rfizCUPiYI3yhlNAziABdEMcNQzO7Ktiz7BZ/BZIjLpFTo+iqGiFShggEp63LbvBeF0Hp5dkHOUO4snQ9DCJVhdh5pS86Uh0egjbWuQ5SobnZjuv3UINfyoC38UYrGuB5PdX00wPNT5lQz2lt6oIlJMumTr0Pczb3YZ2FOfGsmumx7hFyJw777Nz9eNVRoT0XlL1r2hOD8nhQ+fNvA5IEVT5tGSXOZ/eMj2+HUXaO4vOPyK91SRY/IMgMH4rtCKdii+K49TpVA0DMdtRoRqybF6hrnScmb45bZkeky3cTSE5UCmK6K2ow3xyNT3yZY002pg1JexK06Oobqa5zPTO9+gOpb5Uf//73+MFL3gB3vKWt2Du3Lk49dRT8cMf/jDdv379euzYsQPnnXdeum3WrFl40YtehIULF4pl1ut1DA0Naf88PDw8PDw8PDw8nsgwLb6VQYUbAejCNzBsVzBrerS1822RyFJEeq2SGc029o/inK/eimse3JqUWRC1ahQyFzM9sqhcCbToyaC3Ksq6sGVBKGMkbS9q+OhJaT5UZkyyvZuFtjXTIzLTW41yIXPhQBqVXIR2nBmhppHzyjiPDp3RW4qfXUFdwkTfYKO34lHuE7XJnHfh7fjKDY+mf5vaX9OYsBgjdKcHpUxpd63pQbNyOBpCBKoTvVWAlHpLAp97+gTnBDdKyc5bGi0uZHoYMoWoY6kZZRkC0wt44IFiIfNE00OI/hf6simjQOr2RSOnFcX4xb0bcfZXbsG63cMA8pHkhfRWldAoiiz1L1M7qGdH9QPSfZZuOr23HL2VVr92ZuA1Rdv/fsk27RxJ0yMIittaEkCnqDlqekwh9H1hGOTeOy4ZhzQ4Qv12ylaI49y8L53Fs6IAu5A5d97zuuU1PfLHNiOV6WGnGNIy5BS1WTf0VqTo8pke+vaakGVEfzdaEUbqLfzFN+/A5697xLmuJoSB2alIHYFA8nxdMz1mT+3R/pZcuXSuoGOSvucLMz0OkN+jaC4vorei3wKT4fQIAvN8f9rnbsL1y7Z3l+lh+PZUlzI5y32mx+Si1JfqunXr8P3vfx9PfepTceONN+KDH/wgPvKRj+DSSy8FAOzYsQMAcNhhh2nnHXbYYek+ji996UuYNWtW+u+YY47p5j48PDw8PDw8PDw8HjOYbJ/KWJATMq8YFqAGY6G0jkuN8WqfYcFUDUOjYU9dr9GOsGnvqFgn6W/uOLBqehQ4Bujisht6q6K6chxz0FQcc/AUcV9KEVREb9XZpIxD3Sy01TmSDSSht5LPG663NeOZ9Gx7qqFoNO0jhmUVuRzHGWXSNEumh22JP3dGL5562HQcMavPclQe6gqmRX1q1BIzPfSGK4oGLcK+0Sa+f9varDxDcW2BQkY8jml69BKeeFdND55J0o7NQubNdqTxwKtrFSPIjTv66HOaOUKH5TapIAhw1klzMLOvijNOOBhAZlxLND2EPms0BurR1qqvTO8tdnpEBfRW7Uh+FjVpHjY5bbugt2pHMf7vNQ9jy74xfOrqZQDybViU6dFbC9PMs1z5wj3Z9CLofjq3m8bUiYdOwyHTe3Lbnemtoih13tHrTe+pYg4rl2ZIpee3iYOmoLFNGh0KylgvaXrQSe/Nzz86/R0G+eeeyzgsFDJP/nfRBmi3Y4zUE+dFD8m6sJevhMyppod+Tua8l50hqk/QdwkfT66ZHrQvpZoeZeitVKZHUNw/KWh96bzzhb86xehwU9tbUYwrF23Gozv2Y/2eEee6mhAgMH4rUMo3QJ+7EqeHuZ/Pnqo7IKV+rs0VhkwP8VuCtMWBQq0SWr/9ihIdTE6cbmGjm2pHMf7pFw9gaLyZ31lUblGmh2G7Kx2mhxtKrTKiKMJpp52GL37xizj11FNx/vnn4/3vfz8uvvjirivwqU99CoODg+m/zZs3d12Wh4eHh4eHh4eHx2MBI72VgcJIy/QI6HaJS96U6aGEzNVxct3CUKbQqIVmqgVb9oRItRCw/wlK0Vs5Oj00/nBWbtGat1YJceu/notTj52d25eKQRfQlal7Ukd14/RQhhWzkLlch9F6Mb1VrRKIEaWUwkM5ONpRTITMCYVLjj7KcCPIMj3u+MTL8M8vO8l8IIMy5JiM8ym9lbCP992J0ltxuGh6WIXMqaZHoEcPu4qgcmNHOzIbQKK4OxoMWjeFaZp+QfH4ytFbBQGm9Vax6DOvxOXvOwNANnbaUQTp9k2ZHnzuUhHv0xycHu3ITsuSaHrkKyM5HIzzq9AgtM1ko39Wp70d8fWc08Mh08PEES9FekuOEFqXzHidlSm13cXvOA03fvQcLfNBQbpXMdMjilMqQZ4hcNPHXqodq/rmOJkjNE0P8a4yaELWUgR8p19KzhV17u3/fi4Om5E5dAMI9FbcOVjk9ChDbxXHGOn0e+Xsi+P8HKVnoTlkekTK6aFfT81daj8V/ObvRkmbReoHbc3p0QW9ldiPiuc7XTw++f9zb3w2zjjhEO0d2atpXqi5Kk7HZzfoY3OapAWj0GxzIfPs/pJvLjMO4k4P4ZiaIdAmCLKgGul9ppwlURxPiq6JhKohsEfB9C5W0HSISuiZmeCi0bZ7v51aUYIpMy+F4eN1sr9t/txRyulxxBFH4JnPfKa27RnPeAY2bdoEADj88MMBADt37tSO2blzZ7qPo7e3FzNnztT+eXh4eHh4eHh4eDyRYVqUpNH8Vnore6ZHGMjUBqnTI9XTkBdMlTAwGMZDsyPCItIqUS2k9FZCWVwgly9g6aVcjSD6Al7fV7RcDYLEqCk5BZTRQTIQhkH2HFMu9JR+yWwUNcHUN4CkjcyaHjoVlImHW6JSoPesjGdU04PSYuWFzM0L77kzetPyu3EAFQuZCwbgSaC3oro2aV0648rU/hqFjOKml/oS1/QgmR42ZwlFjt7KoukBAOON8k6PMMjXf2ovpfLRj5eeLm97VVxPNUznEtXOLYOQuUSbBeTbYKyZGUyLIsWLhMzbjEdfQRo7JkOYNH7pFmlOo46W/eOJMTtHb1VQh0TTw2Qky28zRWqrZ6EMrDTLRXpOU3uqqFZCkYrQld4qydhJ5rEaK2fWlJoeCNC5xzox3qt3X+ig6UHt4jZND1nIPEFfraKNgxhxPjCgQOMjuX4+68DFcN+KskwPmuHEH0+RpkczyjtRaV2yeqrr5ue3XKaHkA0ianrQ7MSS+jGA3p6qeBffsdQmymFXEyitAELFF8UYHCsf0a/QxxyDQWDORG1FUeoIVNdWfxb181lTGL2VSONm/mZSjkcxI7izr9WODhi9VZLNbL7BInorzekxmZkelmO6cXoUOWRMew9gks2fJUo5Pc466yysXLlS27Zq1So85SlPAZCImh9++OGYP39+un9oaAj33nsvzjzzzEmoroeHh4eHh4eHh8fjD5MdUq2/eNSnyTAsRYcqagO+lksNP53ttkhkadFYrQTGSGFuZKYGh1olFKK/A/E8IHMMhMxhIJXtSndRq5gNLDYaCHq81F7KKCQaQsMwPVcZFdRRgSEbxwa1sJb6gsSdrjBSb2n7JENFr0HkmG7KnB5U04MYu0vcz9yZWRR0mfOKDk2dHsK+ycj06KmEubIHxhqd8uRzqENMogRKj2NOD5plQw2RNnAHBxXyVqD9Z9ygjWJDINBb0UwPF/o43vaik0rT9MjXw5jpwQ5Wkes9BsceRTuyi8YnmR7SWJfnYQmScVvLXitwiO3v0KTkMz3y59F69VYrRmFkaSyYxgent6oUOD2Us6NXyPSQhczFy6bPkVOJhWGAGcSwnwqMk36vxkCS6WHvA3qkv/lZZ9fJOyYC5O+NP3cnIfOI/nbP9IiiTNNjBtE/yImKC9R744Q60ERvxWugyk01Pcj8wMdjRjUmZxJk18p+N7vI9KDNqX6Wz/RQ3yLJ372GTA/1bm7HMYYm4vRgjtzQJmTe1vWaaDtXCr4vcvRWwjH0HcXHjOrb3CkG0HnbePkJoyiTpUg/Q6NWK8+QKtYHgPUDpRunh+nZK5guV+T08SiHUl3kYx/7GO655x588YtfxJo1a3D55ZfjBz/4AT70oQ8BSD52PvrRj+Lzn/88fv/732PZsmV417vehSOPPBJvfOMbD0T9PTw8PDw8PDw8PB5zmAxKyvhHDSI5fmbyU9b0SP7ni94Gz/QwLJiqhkyPHlumB9tMo+cqwgLVmukR5yNB9XP16GUX9BBjQs4BU3BupqWRP1LS9KDnqUupe1LP3RbBaYI6XOR+NxiGgbyQuUR3lIjUC32J1DF1ehBDuq7poZ9rW3dTHv4yiR5Fh9qEwrmmRxEFhoSeaph7boOjiZHLaCSmgrwW4x0XMqdGtREHgXEAaLZ4BHbe6UGN6mONLpwerG4Ay/RwoLfiTSVF26rnVVrTgxlqx6nTo6CztSO7wciY6WGgGZQgZnqQTUV9Q2Vu8f4mO17ykemS40e65SJND/U/pfaSnVNJ3xAzPaQ6G9pNPUfJOTuLGHFVv6C6P2oMuGR60LYQNT1chMzZ/O5Cb8XnJ0DP8FHt3XSwJpsyPfip9Bmr8im9Fe8D/D1Gz42JflBNy/TQ5x91jJ7pkb8Hjd6qc47Uh0yg78kgdUoUn6dreuhlVQ1C5urRtYVMj6k9brRuQFl6q4g5rbLflYq9n+forYR2sWXVqDqZvntM+yYL1Ur+PUxRpN1C5xhTIE8ZuNBb7eo4PSQdM1MGXreaHhPVK/PQUaqHnH766bjmmmtwxRVX4NnPfjY+97nP4Zvf/Cbe/va3p8d84hOfwIc//GGcf/75OP300zE8PIwbbrgBfX3lRO488tg30sD5P1uEm1fsNB7zpT8+gq/d+Khx/43Ld+AfL1uUftxPBJ//wwpceNOq0uct3zaI915yPx7ZPlT63AvmrcQXrlvhdOym/lG879JFuOHh7Xj/zxbhtpW7tP1RFOMTVy3Bj+5cV7oeHOv3jOB9l96PBzbtS7dt2TeK9116P+5Z1z/h8g8Urn5gCz70iwfw+yXbcP7PFmFgVOaw3Lw3uZd71/Wn9/oguVcbfnLXevz7r5d0PXkPjTfxgcsW44/LtgNIntu//XoJfrpgfXpMHMf41NXLcPHta/Gl6x/BV28wjwGOBzftw1svXog3f/9uLFizJ92+Z7iO9/9sEW5l/UbholvX4P9es6yrBbc0BprtCB+54kG84aIF6b1+4boVuGDeSlMxAIDL792Ef/nlg86CV9sHx/C+SxfhbnKvLrh2yTa84aIF+NivHnL+CNq8dxTvvaT7MTD/kZ04/2eLJsSt2i0e3LQP77v0fqzbPVx47OBoE+f/bBFueHiHU9nXL9uOD1y2OI30U1i+bRDvueR+/HHZdrzv0vuxeOPedN/WgeS5LVx74OaTR3cM4b2X3I/l2wYPSPmrdu7H+y69Hw9vLV/+t25ejf/63cO57X/stKVrKvr+znxy/bLtGBht4B8vW4SbOu/U/7l2Ob55c/l3GsVDmwfwvkvvx9pOv0nmzkW4d4LvgbvX7sH7Ll2ErQNjEyqH4tK7N+DjVz70hP6w3jk0jvf/bBHuWLX78a6Khi//8VF8+Y+PGud/tYihix1uzKJ/iZQmhsyERieqW202ZThUwlCMJq1ajIZ8AUrrXxMW4KmQuVBcxAwN+Wtlv12NID02/vCC9WqWGZM/UBnZZUNoZuhSu9VjD4PirAUOboChsGl6KOOXgsjDbeD7p/QKqaYHMW5RTQ9+vi2TgmYxuBgMFFwEn03H8b7bjVEmBnL9Zd+oHHmv8It7N+EjVyTfWmpcFRm2gyDQjPqjjs6JHL1VFGuaA0DSf1TZY44ZJBTFmh78eLm/8jpxVIgh0WZM5+DRx8qxU6vmM1QUqEPP9l5rRbHoWJOMVkanh1AFeqxIoyfUiW+R3gV6pkdSLjX4qd107li0YS/ee4n5G5ZnHNBriDRkHUMup+7hdVEwvZfUc5Tuc2ZfZsRN6a1Iv1djoBIWO04lSikKNc/1dLQLJOHzAPkI/SJ6K6lfNJhmA5B3IpgwXE/mJZrpwSnR6Hte3Qd1hPJrpZoerApxrDtU6Hjg3xLKOF+xZF8CmYMljmOSIVcm04M6ndCpd/GcT+fhLEhBfVOR8VTJO3rjGLk1xXRBS0jStwHyYyQMAuP7MZmLyPMjDu8i7ZrZUxm9lahdExr3U+pBjsfE6VHgvCxDb9UFu6axPFtRKtPjcMHpYXLgFznpTe+YA9n2f44oVgNjeP3rX4/Xv/71xv1BEOCzn/0sPvvZz06oYh55fOmPj2Deip2Yt2InNnz5dbn9/cN1/O/tiQH/H196ovbxoPCPly0GABwxaxX++y+f1XVdtg2M4Ud3JUbnf37ZSaVSFV//nbsQx8CmvaO46eMvdT5vuN7Cd25ZAyC5vznTe63Hf/iKB7BkyyBufiQxaN3E2u2+DXtx5aItAID3veQE53pI+ODPF+PRHftx8yO70mt89JcPYdHGfdq2Jxo+fuUSAMB1HSP7Cbevwydfc3LuuH/99RLct34vbn5kF5522HSs2jnsfF+f/UPipHrD847C2U+dU7qOF9+2Fjcs34Eblu/Ahi+/Dnet2YOrFm/BVYuBfzjreADA8m1DuOK+Tdp5H3rZSU6Ch1cu2oL7NiTG5csWbsRZJyV1/J9rV+CmFTtz/UbhazcmzojXP+dInHniIaXu6d0/uR97huu4b8NeLPvvV6f38Psl2wAAP7hzHV50wiH44Z3JGDv/nBMwQxjPAPDpa5YBAF729Ll446lHFV77U1cvw20rd+PmR+T7MuH7t63Fiu1DWLJ5AO9/yQl45pHF+kvnX7YYj2wfwvxHuxsD7710EQBgzoyV+OJfnVL6/Ingr753NwBgQ/8obi6Ypy68aaV1bub4p188AAA44dBp+MRfZOPtdd++CwBwy6OJo42OsX+7cgkWrusv/dzK4G9/cA/2jTaxaOM+LPl/r5r08v/hp/dj68AY5j+6C+u/5H4Pg2NNfKPjjPinc0/SPjY/2GnL4+ZME+cuju/csiadT95xxrG4cflO3Lh8J277t3Px0wUbAAAfeflTSxnwKN540QIAiSN8/r+eS+bOiT23v/vhvQCSD/sfvOsFXZdD8f9+vxwA8H+eeyRe9vS5k1LmZOML1z1inYcfD+wcGsfFt68FALz5tKPFY9QaJtQi0cyR07KxUDkUAlDTmKL7UOebFo2V0MDVLOgZKOR0MgoyPWx1+MjLE2Fr01jqJtODcnHzOysasTYqLmX8l4wpFdJeETHgAGaxeReYqEBMTgbuJBczPQx8/5UgQG81RL0V4eyTDsHNj+zUIqjptxL3mZjsDpxaoxySOr7v7OPTtQSFjd6qjNA6RTUM0nKHxpq5PqeCfkzt32hF+P2SbTj36YeKkdAK7bRvJH+HYYBaJUCznYkSFyEnZB7HmuFUlV+rBGi03WmzKAIEOSMN7QcuPsU8vVX+mDTTw6DpYXJ48kPVPVZDs5D3QdNqGK630I7lTA6FdhSJfChSlL6RPlDaQTaJBmDBuOhCbxUKTo+nHDINK7YPYXpvFZUwwOBYUxsLf33xQgDA/EflwK1UUFuJJpN548wT8msa5eCUnpesSSVeNs1wkcqhdouUdopQt2n0VkWOU0HImqLGMz1a+flUitAvyoCSNaNIpkenXq76Pv2doK+ZU7K2KavpocZCGOgUinw8RnGsZRpYNT2kTA9hWHJxdF5uEXTx7c61HSZ9egint6L3Ten1UkN/HGNoXJ+rD5/Vl0b5Kxw8vQcje/OBSCIFnKHDNtuR5uDV6K2EqIoptUrq5H7q3Ol6YZZ+LiF1eggOONoW3QR3uqASmp1BQPG7XcoCmghcln1qPCo9M4qeapjTXgOyer70aYfidiGAy1R17/OYXJR2eng8ftg+OG7dL6UQmrBrv72sItDyy/LpqsP3GbIKTKBZCC5T25Z99ojYBoseKeO4cbnWyh37uy7v8QKnT1DYSu5vY/9oV2XXu+AcBrLou6wct+iYeivCNLtfDIC+uBwm1AOb+kecrrN61/7STo89w8mH037yUUXF+gbHmtpHxuBY0+j0UDBl6XBs6vL50TnDNaukm2wuCXuHH/tMD4W1Dpkem/Z216YDJThjN+/r7hploMbaRAT8bFBZCmW/n1dsK+5Hrv1/C2nHnUPZAoZG4DbaEfpCOYLLFZs7c+bWgvdQWRyIZ+PCLf144fHI8irCzqHiuVC5B7RMD7bQpy4EG61KPtNDp7cyGd2rYShGytk48fnCkVaZaltkx3f+Z19lb3/Rsfinc0/qnGe6Fq2T23izRYgWOR/Us5Cq07JoeiS82slv9V5WhwWG8mxQVxAzPQzR8ED+fSFFqvdUArGNwjDAvZ9+BQZGm1i/J/m2oToQNMKfG2ek6NGvvvk5+ItTDtev0YWmx6de+wwcPqsPn7/uEW1/lulhj3oH3Ncg1Urm9IjifJ8dKKC3Uhiut9JjJONdOzUwEqdeJUSz3cZo3e07mGt6RFHeKBsqg1Gj3VWmBwIh06PXrOlhy+ZSkPq0runh7vTgUG0SBgFqVbmvHTS1B5v3jqFt0OxQaLVjBIGc1cVhchAXCZlL7dWKYgQBp17S61GU6aGe2eXvfxEe3DSAZxwxE6//ThIwU2Y9rozRmfE6ew4nHDodt/7budiybxTv/PF9AIimh/C8ZGeX3G5KK2FqT94ENWtK3umhZXp06hqGLpoe2W+Z3irUrqPKps8jgKBzZcmGBPS5VIF+J3DdjCLs7Nh+DiP6SXlNjzj3m84JlMKs0crr3SiHcDvWxw39ZuHfEsppo0fbC44+ph0D5EXsbaBTbPLMsywu6shOy+44mPVMD71+9FboHK72S/RWfdUKFn7q5Ript3Dloi34wR3rjJkePRU+dwZGzYlE04M+v6yvhOTbAwAu+YfTccYJh2Dz3lEM11t43jGztbKkHiU5crN92f1y0LZwXPKXRpGmRyG91WSkd2hQgTHmI5SdjM5VCiY7oppbf/iuF2Dt7mG85lt3sqvKF+xGr8zDjEmQffF4rFDY+cmYOdADhU4IrgZQjmMPnlrqePoCchH3KVp/0Q9LJWDYLaRrDTtGdD2RcBBLlVSwRQrYQD8ey6SzUvCPCvrBrcqfInBtui4C6UuVRuHxqDoTunEiSP2FLnKHxppaHzcZOg9U9AVHqx2l0Q1AeXGtiQZglPlAnmy43KprxBYHFXLk1BXZ9dVCrKtLPKHQbT+gdFumd5ur4YSKO9Lq0HJpBHS3UAaRIsHVspgjRBd1A/relriKnyiYOeWJF5vTT5ywJsOFGto657DZiCgZ28LUSK/vU0YgtdXUw8IwECk0qqEt04MZdGj9K0HuYiZ6q2cdOctYf+lazpoelKqBNX3R/GKjt1Ljwazp0THcdppTOQK6ETJPyzVQgZimek5LK32j1CphzrkGJM989tQeHDdnWtpOdJ6jcwCPvJS6+Ilzp+eyybvR9KiEAZ515Kzc/jKZHq7vRv4NyutbJGSenRcQI6LsuFLHKajIX/dMD70SbUHToxJkDq6uND0g0VuZNT1c+rl0TBZNHIvPqrfq9v5Jo/xDoEYMeQdPy9Ytiu7F5GBRMOmLSLdoprcS5myNciq/vxVFmlg3kDdUipla1OnReeazp/bgZSfPxeGz+ohTVqyqiBYzRvO+fPycaZg9JWtbq5C5cK+mdlPrGSkTn77vawK9lXL8hQ6ZHvT5OgmZd5zA9FDJ6cptyPw+pfuic3XmbHKlJO44Pci3H5+juGZIHMd6pgfLyuCaHqp/xbE+99C+mMv0UBlCBU4PdQ3qnCij6aGVGejXlsagep66poee6UHfslx3TSEXSBUAR8yagpPmzkgzo03viryjzJzp0Yp0TQ86z3OnwMmHz0RfrYKnHjYDpx57UO460vi3vZdVnUy0ngquVGxlUQnt309FtoZuv71McClO0YxKbDqmd5nqVz3VEM84QmDJMFzX01tNLrzT40mEos5P54aiyM2iCIki0BdDmShR+hJ+yiHTSl2TLvhc5t+iVDdqZJyoxomJpuDJBrp4oJAW0S6ghvxunR5cEIwu0tTHsNTWrotA+lKlUXg2Zx79mO4myr8oEmhorKWNd1P/pO3rnNrZxdDvH2lobVxWA6Csg5OjTCr04wEelekKOq5W7ZQzw/YM2yk3nkzodg5YTjI9TK1g4gXnoO8gOm/T8Vdvd5eVRiEZvbsFnW8OLaB1dAXNbJGcxk8UzOidCIXOgQF1ABszPVQWBs2U4NF/5HfFQEkECE6Ppk5vZc70CCyaHvJYzPGV00wVIbrWSP1CthsjpYXo5SLoDnD93oq+a7PMGLot+V8ZeiSaB13Tg2V6BN1oemTRyvl95rmeZ0fLmgQyvRXtI6rdVfZtGOgc5DkHnFCdIoNvEej3ivU0YR/vu65BGLVKyJ69XvhAqulhL68aBiTS2KzboGcyJcc5a3p0vm17iAGPzzVhODFNjzAIcpzqU22aHo5lcqSG1miCmR6tzJlE59I507N1i9I9MAmVK7SiWFxHiv3aUD3pXukmOaMs1rK24zjvCJIiszVNj1p+P5+fXMCN75LjnY4tm5C51G6mcZ06PYTvDoneikKnt7L3yCJND1W+uh/1DqBHik5XwaBNIQWRaPRWnZ+uwVLbu8j0aLQjzSDPHRQ8Y5E++6Zh3c6/JbJMD5opka+/ugZtgzLMGhqFEStT6rPcsUOPV33GNEwq2pqAf1/k62RaC+doQmH+Dmq2Y+1a9HcYBu7vSshZmfS6+bmm4/QQ+iL9PmkeION7tWIfx0XT2WRnegTp/+ZyVabHzFKZHnJ5adCQ4Vp/Cuv+JxKe2JYkDw1Fhn5qJO02+8IVWqZHCQ8wpUaSUsNsGCib6VGwnxq/ytDMSJj8FLvHB6bbKBJhMoFG6PQY0tGLwAXBNKdHUzk98v3BleOYjhtKb2UbQ/T935XTozf/Udwg6a2NdqSJlnKKLwV6jPPLsYt36G7GY+oSfUAdNcccNEGnx+OY6eGCbudbuqAwUTht6NCsPZbfPmWisMqg1uU8omV6GPqeq2OMzgv0PUYzQExZN2WQRrlPwruBZnqZHNNlQakMa5b098cbNPLziSK4rugJgWJuaV3InNFbWbJAgMzYxteEqaZHQSo+jUinsNFbWTM9wtAobswXrvRPF/0QnWJCPLxznHlnkUGgItRVzcGtdoQ4lqmlKpWMYiLT9FB1tXNSW+sj8Z9b+LN5xqf03umphqKxsCqIzao5L3GU5Ck+FERDSoHBtwiB4Xf+OMEZyPqA67dPJQy0dQev776U3qq4HLUGkRxMGX983qk3Ui+n6UHL5++lMMj2j3eRnZg47HRdD/pt6kJvxSE7DTqGtSgS27YsvVUQBNpcSt+JmoOlQNOjyECYbpvETI92O9YEqUcb7Vz/tWX9AfK3Ds/0cFn/ZJoeerS/dgxZ36vnJAmZl6G3UvPYVCEjQqe3yp+vxkUYFq/xqWlC6gmqfqmmRzu/npTuq4juSsr0mAi91Q7l9CBadjEb7rqmR4TxhixczrMgVF1oABbPNJCuAcjOMsmALdJblXhnypoeqh/ky5EyPficbGp526ew5NA0vXvywSEWIfN2zJxi+niUgjRMkKpjC7yyaXpojrBJWBPJ1w+t33tFeDwyPVTgwsy+/DiXvr2CoHgdaLqud3pMLp64K12PHGyG/ssWbsB1S7enfxcZ4Vbv2o8L563MCSPuG2ng6zeuxNrdw4jjGD+8Yx1uXbkLly3cgD8uy8ovox9CscGik1BvtfHNm1fhoc0D4n4a5eZi/CiavGhk1D7GGz7/kZ24ZMH6wmso0PnswnkrjVHbFL99cCuuWrzFuH/5tkF846ZVYsbCxv4RfP3GlaX4zn9y13rM74i6m2Ay4JgMJBfOW4nVnXttRzG+e8tq3LOuP91P6ROKXk47BsfxP9cuxxevf0Rb3FN6q0Yr0l7g6hlK1Xamt6KZHsQQaHvJ0/6/ueP0uH/DXnzyN0vxE0GUU2HDnhFcMG+ltnj9+o0rsbF/JDdmaX/n9Gv3rOvHRbeuwTDRBJEWvftGGrhg3sqUw7tbcA0g21y0f7yJC+atxI0rdqTbeLZOWdgWxTsGx/H1G1dixbYhXDBvJTZM8F5X7dyPC+atLHUOfZ5l0lFrlQCLNuzFd+avxtKtA+Ix6tmZSU8yXLZwA+Yt35HbftvKXfjRneuc6yUtaotw7ZJt+MRVS/Ctm1cb26BMxlgUxbjo1jW4beUurN2dPVPa9eiYKTKcDNdbuPCmVViyJXOg6E6PbL5QztqbV+zEJ65aYp2nTVCLiW4dxhTU6dhttgwHNb7Z+taKbUO4cN5Ko96TK+Y/krTl1Q+Y2/Lhrck7jz4LGhW7f/zxp4y8bOEG/Pyejenf5kyP5P8cPRQ9hvyWontTIz3bnmkGqGvJfUziu1b1cNHZSOql11+KYJTqyAXQ5WvljcKAne7G1v+LIn9VE9Pq9Cqnh0UDgGqZqEMoXcZkCplHsRyBTq+tIEUK1yqhrEsgGI5UpkdPJdTa30UoXI7sdm8HzYBkmSOlIvn9OdNbcacH2z845pZVWQkpvZVN0yPbpt5PrpkeysBPM5vG2TdpJQjS59ZNpoeqHn32NNODT0kuz1d6lKkjwiBkXqvmnakSGiQzibYLdXpU0nFarOkh7ZbGpJmeL78tMP7RuW4Ua98qQ+PNvJB5oaaH5HTI7hvIBypJ4PRW0txKX288M4JCmrMK6a2kTA9B04OiQXQkivoM7Wu2Ma2cK62Oo4z2C8npmsuGzDk98vdF52pVF9eAUTUX0EyPuKNrcdGta3Dvuv5cpgefD7hjK3uPJf/T/qXWM5wGk39LSLRopnfagjV78N1b1qTllgkUoMeq56GaTnrX0X6jbEWZpkfyvymwwPYup31B1cm0Fs7PnXZ6Kz3TI8tm4tctyma1OfckqPaT7Hj0vB9Z7BoTAc807Ob8AwGXOrlmergElZn63QFiFfuzxROPLNnDCNMH3LItg/jP3y3XthVFH67aOYxVO9dg93AdX3rTc9Lt37x5FS5duBHfvXUNLn7H8/GF63VxwTVfeA2qlbAUlRbFtoFM1JW/dC5buBHfvHk1vnnzamz48uty5w6QyHEXw2LRQpQaiXmmx3svXQQAeP5TDsYpR88qvBZdDHz7ljX4duflnuyTrt3GR3/1EADgvGfMTXloKV737USYrtGO8B9/cbK2720/uAfbB8exbOsgLn3PCwvrt3jjPnz2DysAQGxbBdOzNFFhfPuWNdjQP4pv/+2pmP/ITnx93irtGlS8vOiJ/eLejfjpgg0AgGMOnop3nvEUALrBfKzR1soZT50ek5PpMaKJGZtrTK830mij3mrjC9c9kjrsXvnMw3CMQOn0hosW5KI1v3vrGlzz4Fb866uepm2nDq0Blunxth/cA0Cn8JKMkp/57cO4btl2XHL3Biz771cnG7v4RuALKNuL+Cs3PIqf37NJP36CwQq2TI/3/ex+PLx1CN+9NRlzl969AUvVvXaBV33jjtLnUMPnWLON6UKkl4RqGOKvL15oPUYJYRe14Zpd+9P3AB/jf//T+wEAzz5qFs444ZDCepV1UkVRjH/99ZJ0sXTGCQfjRcJ1ymgD/W7JVnztxrzzSXNSkkynomygb9y0Cj9mH+50AUHnC3Ufn/jNUuwdaeDKRVvwipPn4qASWRYmaqJusIuMv8mK/NGzxMzHvfbbieBeK4rxCfYeKoN/vypry9eecoToWFNirO0oxr+9+ukAGMfyWAOzpj5+dFeb947mvrWKhMxNfNEAy4YQ+kka6VfgNDD1sCCQF+W1Suis6cGzUfiiW+22UeGYFvua5gEZv3210GjEpUbmnKaHeEb+erkI/Hoy5k3fzSGJ1MvorZL/u9H0OH5OQu0qCpnHshNySq2SaxMx06MSiHOh1g879VWGllo11KLHeb1efvJcLN64T9smR7nnNhmhG3Jsx+WRc8o4fmC8/rlHYmpPBd+8eTWecsjU3LfY0FjyDVVUHKUgMz1DwJDp4azpkWXhKPBv2iDIND3Gu9H06NRvzvTe1KE8m8yv3WR6SHNVhRgIJWNjJUycsEV0P1Q4mWZ8vfpZh+P6ZTvQWw0zY2RkXycq3QNTXYvuybidOvPEqPdIG91DY63caJfWW7ReNiFxVRYPVJIQddqAR5ZTHEGyC7L6yYZtU5043DU9zPRWLpoeutPDfBx1oOUcEcI1eDvxxyXRFzeESP4y2nFBoFObRjFwzYPZNzKtU7sd5+aKtprrO22aZSzmn32mnaNTD3Fdh6aQ6SHFJLSjGG//0b3kmHLvTMlhn2l62LMa23GMEAEJUkj2GemtHB3waRCE4RFK31GmslvtWOt3tP2Tk2m5+fMPmlpLsxSlOc3mYMqy8ITzJjmLQkLZvsDBHcSzptQwONbEWScdggVr+g1nmeFK/R8GeoCAQq8wAFyYYExNQL/f/0QIZR5XeKfHkwgmz/TDhPpDwZVuhS9k1pEo6dtX7c4dv3VgDE85ZJr2MVGG3kpP8dT3rd09bD23tJB5wX5qMM4JVnWwe3gcQLHTwzYZTS/4ABpttDHbwv6zXKC9URyf0jOSsGmvW/S7adFPjZV8clbZQpQaami8iZl9NY3eqognmRrh+gl9CP3oGmm0tL433jI7PZw1PUj3bbQiNNsRapXQOob4YmrPcEO7f1NEskmQfOvAWD7TQ3N6yP1zJckoou2nsGjjXmt9Wu3IKfp+1xCjt7I8y8UbB3LbuhHjoufYqIse3qqPj6HHIRqcOlBH6y13p4eDE2BcEFeUQPtWHMdiVOb2wbHcNgllMz2aUaRrJBn6ucl5KmHVTvl9QJuBGpCKPpwf3pp/T9KXxBhzerTakeZ4XLF9CGedNMdeaVp0pz6TQX3oYsAoC9p2RXMzIL+HyoC2ZaMdWfsY/aah88C+0SaeUuyzO2CQ3gmmQAEp04NHfNExKhm6Mw0Kex8ydbE4zowdFLVKYByLOXorTZPETG9lEz02Gg3J5h7N6VEBYJpDbAt44y6tTpIxujjTI/nNI2SDwH0xeuqxs/Hhl5+Epx42A4DsDOKRxgoHTa1hbJBF75bI9NDEZtn+nkqIGqEf5XPW+eecgKNmT8G1S7Zh/qO7Osfk61hO00P+bTtOgd9f0XpgWk8Fn3vjs/HaU45AJQxw7MFT8eIT5+A139IDHJQhrWg+bLYjQhfjZiRThmpXn7Uy8PdYnB6VkDg9JpDp8b23n4bbVu7Gc4+ZlWqIAcU0PhKkPq3mmrahb9fSTKpk57SeihaApKC+MTi91V8+90gAwHOPno3v37YWQCfTo0DI3D3TQy6jSLxbOo+LuQ+ONXP9TepT9H5Fp2YXmR5c90SKSD7m4Km45B9O17JppG9LMRvM0F+GUqdH/huAZmJJ3/2qD1QEB7ytTrZxR6/TbMdMmDt/vO1dB+jsBGm5Ld32EcdxSpN56Ixe8XmFQXYPB0/t0Z57FMdYQ2wmGvuGoGfDszIyeqtkP73nekt3ZgRB51siR2+lHCZmakReNyCvrVQE2i3VaepTrCjTox3FqFVokEKy3dQdrJkegvPBSG/FnR6WspvtSAwkds2m/OO/nIMzvjQfQDG9Vd7Bar7fA5VFwa8xEafHHKZxeONHz8E96/px6Ize7pweeT+TiGk9VXGelvSWXNrRNJepgI6DptZw7YfPLizHww5Pb/UkgukDbsu+vKaAFDEjfcjzD5WTD5+R/r5vfX7CUFQr3dJb0RcxX+QXGdqoEdiN3so+0VAjF4+kdy1DwcaZOFX4sCsTrOtikCoCNcra2k4SxgT0D25eHfWBRMXbHukYyOhCrMgPR6NIqNFUy6qot7T2GE81PfLldUNvBWTR43ZND/2cXUPj7KOzfE4izyzZO2rO9EivQ+oocUUXUeFIC0sJu4d5poe5D8nzTPk+TPvOZFH6FKFb4zJ1Sg0XcHbT9nHRoVCLvKJ5oKeSjb+6gZrNtVv2WehlJPD3DafhUHBx8qRlmu7BREdXcHOSoYDWZozRW3Hn2XIhuMAG9Wgnw+lBF8STpWtBs2RcSiyTpcNBM/6A4nugu+m8anL+PlaQ5jGTwKNqLfr8bZkeNgohUxdS55ucClEsi/lWLUaHHL0Vo6mSFv6ARG8lH0ehOR/IXGib7zVRTn7NgqVqRgeWbUudHm1zpgeNRuQCsAHcF+3PPnIWXn7yYVl9DBHT0lw/S8gGlr5RatVQDGSwaQ3UqoHW5vx7tlYJ8cZTj8IRs7OobynCtnvbhcXQJOzj3+XSY6OHHD6rD2867Wj01SqoVUK86bSjcfisvlw7qFdI0fcKFQm2OfI1HYaSOlnq2dLzxlhkeJLx0D29lWraZxwxEx8890S8+MQ52rM3UdnZII0F1bUSR4M500OBUhpSZFH++rdEEAR4w/OOwnFzppFMDzu9lUlU3cXInW6XjJIF5/HrDo3l6a1EXZGCvsRpe3Y5OD04BRjXylE49+lz8ZyjZ1vLkpz2pnZT31ZSpDQVMpe+F3Uhc2uVCoXMFejcx787JRsA35RzgoRBTsyca3oMjbfS7/TDZ+azaXi9Dp3Rq107oUGU70nq+1zInGcs0mevvufVe0TdX1GZSf3kdxpFQpPp/rLQNT1UXVg2BAH9Vk3vM9LLMs3x1kwPSm9laJNsf/4eTGWPs+9j9U0pz0X5bYfP6hMdbQq2e7I9h8nQIyyCFEhTBjOYrsbhs/rwxlOP6lqX0rUqU3srYrtKa3rTvKpd13CIsvu+4XlH4egJaqN6eKfHkwom54KiP9GPFSIShcmZT/z0g4PyqCsovnxaVBkRX/qS5tWxTdpAeSHzIrgImbu+mG0vB+kD9bEWZKX3yl+wFCYDjs1YqT7cqKH14Y7To97SP/RsaGsLgczgyOmnaDEqm0Mquht6q+QaybVtYsbcvrp7f10bB90IW/OPberoMAmZU2OzRJsgvYCbWpaRW1ZELtOjZP/tZrjSRXwZY/lE0E00ezuKNQN5EWc3zfJyuS/VD4vGD40wMfV918dQlt6KjxXT9cs4r0xjiC5eh4nhvsj5LlNCZO1PM8MarSiXrcIzioqgjEeTkukxROmtJlwcAJ7pUXz8RByPoywLrZg+hn4nZL9NGUSPFaRgElOggCRkzx1H9C+RaqXTh0zBF0VRaTHkubpWCTrR0vkzc4t1siE5XjZw2AxBZk582ZBnGzJa1CJrs6LPNSnTIxOx1Y1ItD7VSmZgU+2pjHxh4J7pYXMoKUSxPD4OEmjdpO+1WiWUF96W6GV+jul7VnOAicbA7ua6spkeHCKlh/CMi8pWRjz+fcejSfWADDeDkqTDYIN6p9Ly8/RWSDN0unF6FGU1dEdvld+mHGTttmyorVZ0gyA3ZCk0iMHb9EzV5iKnB8+4yM63Oxy07QWZHvr27Lq0WkPjzZzDQLq3YnorZcxN/nbV9DCJVpeG0JZF62eJBmpmQaZHJmReXFf6fG3fz4lTO/ndYFH30lVy9FbCfXLqLk3TI4rT5zOjr4opgrYJoN+/cnpQeiaTk74ZRbnAO67bonare6VZPg2W6UH7rnRPtncLkA/oqzLarCLQ8tUvGyUbdURzwfYieitbtwqEudFMb5o/1/QJzfU4U4F4dYLWH+3fghJC7ZtJ31e0Bi0zJ3QTGDVRTQ8TunXYpJSxBadP663KTg9hbp7IvJoG1zw2JpA/eXinx5MIpkl660De6dEQJmLJiMvLLHImbOgf7ZyXHVfGAKplelicHjwyFNCjPF2uWTRJuNBbuc5Vto+7ZkswlGgZL3ZMBoU7fanaaJ84Z6cCnbTzmR5JeZSfVEVF022FTg9yaY3KjLTVaL2lLRgmg94ql+nRMQbadHH4ONm1v67Vs4ibmKMSBrkxS+lgBomQOR17ugMjf7/S4okaICVKLAk808PWNtLHbDf0VvT5TUa2kwtWdOH04IZYKeOGgs7DLtRiaaZHwXF0DjIZQGxjkNbLJiQsgX/4m5weZT7+TJo6tCuNkrYu0rGyRUcCXMi8nXuuZTM9UnqrSfhapePvQGh6mHoXfa5lI5W1azHnatF8QPdr9FYjj2+mh+RYM9Jbdf7nmRImiFHHnSYvypQwGRCSTA8hG6BTsAt9gi7ErmeImF04bvRF1EBK+5fNIGLP9LAjZEYcIDMgNkmmRxDoBqcwyCJTMy70bJ+rAYcfJetByJkesyWnh2AY76kEoiHDlnHUUwm1bwWzyD0xbon0VuJphrLIb8fjTDBlDyiYnR564WoocyP0cYfoEZZjDWootmR6CP3MFZKmB8/gpMZ/6Z1b9L6V9oYWA2b39FbJtnYsU0rx/jjd5PRoZQZv072p6xdnekSGOdfdkSHPn/J5qa4J0xIZHGvm2kQ25FIHmjnLSjmVeKCSBN5GEzPOmd9fJhTRW0nzmBoDFYd5V8/0sNdFjaNGK9LGP79EEEiZHfnyuEg7/ZZqx3GaVT53Rq8xop9GiM+d0ZduB/JZOhTtdn6fun+qr5NszzsPKIUYQLMr9DKlTA+p7w6P69/SlC7SBaHwslB1EemtKA0Yc+6kGVGGayUaXcV1UvdpWuvn6K2EfqPA5271TSkdHxSMKamf2+6nkDq1xIOi70LXZY8LTV03mIx1lw3TetydHtbAt84u4zd8ZO4LHuXhnR5PIpjpraRMj/yxEuWJ+igYbbTwh6XbjNz/Cim9FakLX1Rv7B/BrR3eXw760hxvtnHd0u0Y7ESx00hlGumvQCPfXWhaiiYJF3or50wPy2FSJABth6KsDyltmKfOFmGIfHTQ++YLMaOQOVl4ceO8cmxQR9WKNNODiOWWoLei9aVtNVzXNT3qNiFzS6aGfl393L0jTfxh6bZS5+zeX9eMrmUzPWb0VXOZHtTAd/+Gfbhv/V6s2bUft5CxxdtmcCypu/qIojzd9DiFIgO9gvpApx/cJhwIeqsuEme6gs2wXW8l85VykMZxjHnLd+CR7bqjhDqflm0ZxE/uWq85U6hzoebwQanGW+E8QdrY5PDbvHcU8x/ZKe6jWT+9tRBxHOPG5Ttw2cINhVGDtkyPrQNjuHH5DkRRrM0j1y3dbjVimzM9st+Uns0Uca8gGb5o63NND+X0UBF26/aMOGdGAVSE2vkUI6gBQ+oFI/Xk/e06ngH9eauutWNwHDc8vCPta0PE8TORjBXuXC2aD+h++q3BMzLjOMZNK3aKFJ8UW/aN4qYVOxHHMTb1m8dAESQKNeNc32ku2m7cyalpekjGQCEzQbiEeYEZy22tjElypgc36JD65+itsj/yxqFA/G26lk6RIR6eq08ORQv4IH9dSdOjwgwflHdajRU13waB+xjPOZQkp4dBa2C2hd6KOql7qmGhEHKO3qoSao4TFyOvLGTuPkdIVCGmI4sgDUFNS8cQgcq3qnmPt/9xHeF5BZotbYuUNWUyuSAVmbdoeoTE6SG984uy56Vml6hkysAmZG6it6qGgbY+LaK3SjJcDJpEmoPF/J4xZnpI2RuGOUektzI4BlW78usOjbVy38yStkZRpkcawd7520nInNEfTuQdL7V0YaaHJGROnr1kUM4yPYpnBlchcyAbn1xfgRtk47iY3grIU3dp9FYk0+PQGb3G7CLaFzN6q+w9ZHJ6SJoeCuobJKO3yq7H6+qc6VGxzxncrlQJzVRPEqRAC/VdKI3BHiZkDlBND+X1MHcIU920sd35afr+40XYhMy5ba6ZUndJ5drfZbI2nPwbKHZ0lnEe0Heha2b4gcr0mGiGfdG7b2pPRfzOkrLTXLQsTdVVY9y7PCYHXsj8SQTJ6NVqR9g5lP+4kSZiW6bHf/xmGa5dYjf0AsDmjnGBrv35h8lLv3YbAODy978ILz5RF36lL81rHtyKax7cilOPnY1r/uksbd/QeDN9ySvQyFsXzYSiiZRmP+gOlawe7k4P83FS1g2tf1GEsvRunt5bLaTRoaCZLHThxF8Mxg8lywtE3R99ca/eNYx2FJejtyLNNGSgMhtttLUFkXqGUrVdMz34PX97/mrctWaPto0LQ/NFyq79dc3oWkbnBug4PXimB8s+eseP7s31JU5V9a9XPoSbH9mFv3vRsfjiX52S+/BotSPtmUiUWBL6O+KWh83sw/bB8dKZG905PfTIqMcCK3fsN+77+o0r8cM71+NZR87EdR95Ca5duh0fueLB3HHKqdSOYvz1xXej3opw8LQePPCfrwQgzwc2uGZ60P2mTI/v3LIGAHDpe16Ilz7tUG0f13dZsmUQ/3jZYgDAg5sGcOHfPM947XymR/b32V+5BXEMXPR3p2nGpw9d/gCed8xs/PZDZ4llmpwYJk2Poj4pfYzSMU3r3GhHaHTG34mHTkMcA3uG61iza7iQ21pBza2TQW+1h2R6SE7FT1+zDL97aBv+4lmH4+J3Pt+pTOqIUEW+9Gu3ot6K8NU3PwdvPf0YjVav3izXb7VrsXmm2OmR/aZC3Dw44YaHd+CDv3gAALDhy68zlnf2V24FAPzoXS/A+362CABw2XtfiJc89VDjORKked2kJXPcIYmhVDMUd/pbTzVEoxXh1GNmp/vsmh72Rbhpf2yos3ovyIZruQ5AZ4FKl1/yz9zf5kwVcjy5hznTerFOoFdVdVDg3ahopEmZMRm9VUYJwo0yyd/qmrqxKAjc+cn5YXKmhzw+Zk8x01v1VkOoKaJWCdEjBDvoWg3c6RFoRnkXnnIxyl08S4ZLJlDRPgWRGs7ibFTg7ZBSl7HyqNYh4K43RsvvLUkP2GKGRyAL8knLD7PnJr3z+3oq2G9xhEsRthXNUM+Od3gY0lhIMz0MDr0w0J0efQaHRmpkDQKjHprq55HF8Ask82JRhlBWP7kMmeKNnpf9cfIRM7Fk8wBabT3DJKG3YuWKQubU6ZF3ZvGApJ1OmR7Z+6Es5RCH6bnaIAXvUWpVSeezSaLgi6pLX82qXY6c1Ydtg3mbSZrp0Y605yFdgz936T6nM4cO7YtRnNGPzZ3Rh30C0wQ3kmf0VsnfcWzu3+0oNq5BVaBV5uDNnAFhkNQtzaap2L8vpDlKGivc6aHoNV2h0Vul4xu5a0vH5+mtku3PPHIWlmwZFK+XXENwHpDfytlicno87bAZuPmRLEAxQPlMD3F+EUvI2kXO9DB/MxVlcpSjt8rGbm8ltFKEu17fhiNm9eGYg2Wdi24zI1xPm16C3splDWg6IrI49zzKwzs9nkSQDH/7x1vix4YUISFNQOqFIDk8Tj12Nh7cNMDKzfPLm16uD2zcl3N6SI4bdQ1KAyVxd3MhsCIUTRF6JLkcWeo6z9gmJOmlSD/GTJRSCqLTo6/qJFSnQI1FmjGZp6s6GBo5skwPvdzRRktr4zLRvdTpQfvMSIMLmStNj3zZrpoevE9yhweQjCdqSOBjkWd6lDVsz+yr5eh8eBS8VCZd6I7W2+lH1uX3bhKdHqOsTTjXvgmqD6tFSlknRjc6BPTeHisNHJsI+TUPJnOk0v24zZDNpgzxe0ca6ZigVGUNzRFYXKdMyNx+XCSMCxPuX7835/SgVFFRHGP9nuH07z0FtEI5IfNm3qB+/4a9uQ/ohzYPGMs0jSF6n/R5FVHK2SghACZk3ozSLLXZU3owa0ode4brzo5UIHt3SIK/ZVHkPP7dQ0nfvGH5DucydU2PWLvO7at3462nH6PR6rk6SCXweabIQaXRZ1qySm9ftbtUPZZuzRa5D2wc6MLpIQQwsH7XUw3x/pccj7c8/2gA+sJV/bz+Iy/Br+7fhA+89MR0n/QOK+IXDtj/HCYKDPVeKBK8Tv7OflNtC76PGzFcND34Od/+21Oxc3AcG/eO4L4Ne8VzrMKbBd9rNnqrFqEEqTKnR5UYaVRzpsaigjrZ6i6dl9Bb5c+VKH9UdiiN/K5VHDI92O4ao7cyBRlodD1SRHyZTA/NYWY+z7Tn4nc8Hx/4eeKULxKkNmZ6sM08+vkVJ8/FuSfPzQkN029ou6ZH9ru3rE6W0q/o9MV2FOe438Mgc+bzfUB3mR6BZdy6rIdEqh7q9BDmI/5uNhmJVH8PAwu9FblWd0Lmdoehfq38toD9vvqfXox5y3fi+U85CO//2aKE3oocwzMLAEMGHtkmfssgM3rGcYxNe+3Zj0Cy9kwpikry8f/q/DNw+6rd+N5tawF0R2/FHQNA0v/Ue0BaV1MthyJaHKlObzz1KFTCAC88/mC9rsSYbqPTDQK3cTGVUXfR7/52rGd6SPaOCnN6TO+URzUpTOuiJNPDQFXdec4pvRW5h0oYIGrHJNNDFzKXrgPo37jSsdwhSzVUXCBllNIABel4NWfm6Cg7x3/qtSdjRl8Vb3jekbnzTeNdcmjyR/DMI2biJU+bgw+ee2I6NmidJHAbkfrOVE4nOmMUZ3pYdgoocmqUo7fKjq1VQ8DBRNUtDdVhM3vxq/PPxFEHTcGm/lGcccIherldOglcq3PUQVMmVdPDRlEL+EyPyYKnt3oSQfqAGxo3CRznX3iSTobp5f7es4/HN4XI3pgt+ABzpKNUtC3yhtZ5SPgI0Hm+jcWkKIokGDMY5Ol1XCd828Qtip9G1EFgL1tKV5xBPhZdDMLU6SHd99++8JikrqaPKItBMdX0YE61kXq7ZKYHjX6iEdzZMaP1tvaRMZbSW+XLcxV25At8aaHIx1Oe3mpca6OymR7Te7NMD7UQUIbypx023fjSpBE0klGSGkNa7ShnfHQ1ZKr7VYaRspkeXWl6UKfkY5TpYTJqS/OkRBcIZBH0nF5AjdNGiTEBEHqrIqchqY5kANGOFcqiDoRWO9YolYocs7ZMD4XpvVUnDROFhqCFBOjvFdqfi7L/ZHqrbFxRaqh6O6O3mjWlpokdu0ItTiYkDtpBS3P4T7g4APr98iJVjfeNZO8NVwepeC2e6VFIdUiiIi3vfZdsR3r+nOkZRVBZIw+QvR+fecTM1BDK+8TZJ83Bv7/65LSvSxQnJ82djv/7umfiECKQbBvfZqeBfX8c57+5gsCehWSj7ki4uIkBgoqaW8oxZ3roO/7yuUfi/eecYDWe26aQQn5qITNGje1WFGkGNT3TIyRGjryxyHWhzA+T2j+O5W8+SfRXzXm95JulpxIWa3qwCvdUdaeHaV1At7r0HRu0vmM5z7TvL559OD54buI0LNKJKDIUKfCo4L85/Ri884yn5OZwmnFhe6fRNYgpM8EEyquvntd4K288VE4X6Xu3G6eHLSPI5fEW6VFIa0DevqbnVSf0VsbsHeX0IPRW0lzUiiJDdoK0zTT/2h1/QRDgtGMPwidfc3L6Xc8pvhK6K70i0reKpukhZq0m/0dxjD3DDQzXW4k2kYVWTc/0KNc/X3TCIfjEX5yc/i3NGcWZHnLcrXoP2M6uuGR6aPRWmUP7X1/19FzAg2rSKI4LMz1sFJAKfL7m9Fa70kwPWdODv4NU1ovawqnJKNrkXcbBhczpGFH9OafpIZaUffsUaXpIdSjjIJeEzNXtmSg6qbZPcnzc2ZccM7Ovhk+/9hl41pGzrNejoFtNNp8XHHcQPvWaZ+SylILAvBbg9gL1nVmUSSZVTgyesYykoufVbaaHq6h5t8ll//n6Z+LYQ6aiEgb4t1c/HWc/VQ+wLvm6zerTaauieh13yDSxbSY/06PgAI9S8E6PJxEk47YUIQDIBiBZ00O+VuKJlxdk/DyTgVcq22b81JwegraIRnnhYPkpmrSogbMtfBwB7pketmtJEUf07yJjXVHUn4vhmqbPaved0iMkL+i24VnanFWqX3Gn2kijpTs9Shi6huut1NBHn81wvaUZBDJ6q3z9nIXMiaED0NOrFXiWFL/cbiZk7kK/RlGrhGn/V4Y5NQYqofkDUXN61Ns45uAp2n76Uh5ptHOZDK5C5urWXJweUoR+N0Lk9Pk9VpkeJh0Yae6UnMhAZkzmOhjKOUzLcrmrumOmBx0XRX1fak5qQI5IJBpQ7MTjz1wZZ+hzm95Xdf4QBsxjiLYDnfuKaAKlPkuHFR1LVNNj1tSaxvfsCsnA2m0/ps5oqR90IzLOnzeFWvxSDQ1bFlQRuNZIkRNTe9fH9N7181wc2/QeDiK6CN1Egql3Uq2SGSR4P7UZtu3fCeZ9pqqmRjfD/ijORzMXCVbzdw2nt9KvL//mdTYFoBgjKsWtqj5m43zRN5+qE7XvZULmMYlc1fnUKwGhj2EUSGXorbhxTKISSqLh8+dKVDAqO1TL9KjK1D+h1g+Z06MSipQgHLS9J6zpMQmLeE7pQ+FkaGCVyPjfVfmBWBZ1PtgCnrR+VuCA4KB9UZVj0/SQsjv7CrX/ioz27GiHhyZmSpD2k96h3IHBx4n6s0EyPUzfEhq9ldJFIQ9CvSvbUSx+gIn92vB6Laa3yn6r+iZC5tn2FqNT4udJ9ZKyhmgGwIb+hBrwyFlTrBQz7Vif8yaCIlodDk6pJ8FWpTAslj+m01hO0yF3rSA9jt6LdBXeH2RNDy5krtsYijQ9QmYkV2t0mmFgCpSwaXqoa2UZEMoZkL3zuKaH6TGm9Faapod8LEW1MpFMj2KHU0jmzMzpIZ8vX0/eHljmRl5XvjsMAmMQLV8/qXaVNYMMdev8Lz11W1sXjfsymR60LNc1SRh0J2PuGuBSFq6nHT9nmth2Eo2lS7Cf6bpeyHxy4Z0eTyJIhgJJ8BuQI1JtQuYc5shB3WsOmCmRpGg1mzGYTvySM4eeOxn0VmMCBQugL/hceSeLJqRc+qIWvVreEEYNFybHFwU9Rs/0SP5PjXqG52OrY+r0YNHdo/W2FhFXJtMDyIyQ1FA42tDp3MbTTI982c5C5p1zZ3QcSfsEUfvCTI/hutZ/XbgseXnqGjT6F+gYRgzdSxMlb7Rw1OzM6cENjaONVk6I2UWYmRo61Met7VlKEeHdZGqY6OcOFKIoNj43yaBgyqZQ2hicfk7dA+0nLs6gTNPDfiwtqsgYLD0/2l9aJBLNdLxUR4XxThtQPvFpvdVS0YQmB4Ou6eEuZM7LCwN9MbCfZE3WW20t00MZEU3ZPRLUYoF+75rm1yI0C/qMiQPdBs2JwYpUzUK1oMqIuHNwvZhSQuYaFaR+nguFIc24MglnuyLllCeLau4QtGVK2NBVpkfB/lioX43ct5QRYHV65OitbEaAQDxOO8LBuMBBxxNvsaLlszLqaBH4ZOyob5hKGGqLfT3To3Pt1DBeIjiG/a31RyIwK/UFSfRXzXk5eqsCTQBeXx5ZbnZ6ZL8nnunhdp7tmWaUNPn6ughy883coaXGOL9XFVSgKGGK6gdMUqaHQG9lFzIvb1S2OStd+rms6ZHVQ3qv87bh1+FGoyTDxT3TQxPYDVVml4HeSrhJ0zMucvxpdHDESR5r6+c8nZ3UX4uyhlQTJ9SkidPj+DnTxHortImOUZmAFAlFFHMcpiwP7XxLAS6ZHrSds/m6yOmhn+eU6SEcw+dr2u/bUfZdMndGn/i8k2+MbLsKxqMZPaZ5uh3FxgBGNRZTKr9OtZSmB6BT6wHm56DsGPq7pbgfVcKwpKZH9pufJQduIJfp0S5hPHbK9CiYDPn9BTA7yPP0Vp3vTGkeMLwPbZoetBi+jiyilyrzndyNkDnNMCqDompNWMi84FvyOIPTQ3JwuLWhfIyynXiXx+TAOz2eRJBsOiaDt6uQucmWGAbyi04dTj8KTJRIinPyoc0DWL0zEQh2zvTo3NeOwfHUOBNZjB8SiiZSk1GVXsc9gs++n3vy2yWcHu0oxuKN+7Bud8axT08xOb4odE2PfBR2T0EEvy3CORFNi3L3mMv0KHhk3DD+4OZ9iONY2z7SaOvaBS2l6ZEvzzXTQ1V7hsCZrZB7fp0Lqg9R7mQsijrP1SGOUzofSsECdD4QHcqIY72/bugf0eoxUm/nMjtG6m3sGBzXDL4Dow1NOJn2iSzTg9U/yhZaUuZRN7be8Umgt9rUP2rMyOCwGbQlB4fJ4KqMwzzTY/f+OvqH6zq9lUM/abQirN09rLXhxv6R3Jgs4/SoN9vY2J8JBUdRjLvX9mt/a5kehnoOjjWxcG1/zsGjxuUgmXcSA437p1vTQG9l0vQoGnN8jPLDeaaHmjNnavRW7h25IhjMyjpDFVosSpBjSmFEL7Bl36g2J1InRs543KkyfW9wx0UZjNY5vZW700Ojt+KZHg510mjaqANX+r6JY6zZNYxWO8LG/pHc88r4z8NcVKQC/+5wodlR1zbB7Bzo/G8pk7/Ta8RALjkhebPohrvQSGnFF4m0HNOaz2RMsX12WRfpBdNLJvyebaOL89W7ku/UnKZHGGjGJvp/mUwPXj8tMjJ1esjfM5LTo5k6PbLxz/U50msJBtj0HOY0dXnfSvd8QDQ9LEVyR9Roo4VtA2MA3IweOSFz4dlKZY03M6OgS/2A8tl4aQQ+6V/8m6MS2oXMu6G3CrX5yuEEhqJMCSkTmDvp+HORnCImo1pm7NT1HxRUX2+bhMxL9OuiKGh6mpprk+tm203OFw5tvVag6bGh8y3+lEMykd9DpvXkzmnHxMB6ADI9AotjQtLzkM43IWl7e531TA9Vpqm85H+eiSMd7qLNxL/JeLATzfQwZfbQbxQ1llWf29g/YvzOt2V60IwjQKd9UmWr7x51fVP/b6bOEarpIR6q1yEs8c5k1+enmRyP1PkJ0IyW4usZnR7aN41hTjBkegSWTI91u0e0v5tMr4T2R3MWivplDwDgKMz0KPGctIw6Z6dHd/POAcv0cDimEgY4+iA5i05qT7dvEXl7GWedRzG8kPmTCNKHkUnTQ6IjKUM7YxKaUnWgRZkzPYAf3LkOX/7jowCAy9/3IjstDplAhsab2Dk0jjO+NB891RCrPv8abSHmtiiz7zeJbHcjZF7kLW+2und6LNq4D2/+/t0AgD98+Gw8+6hZ2nMz9QGFsUZb+zhS903vs4eIeUooqmOjHeUyPUbq3OlRYOhi13jPJYvw2Tc8SxcyrzMh84Yl06OkkPmM3hqAMfGYnME0Uk6PCqbUKrnskDLGUVWeGp+5TI/APYKSOkE39o9qY2q00cplf2zoH8EZX5qP3mqIlZ9/DaIoxvM+exMAYMVnX42pPVVt4VBjIngKH/nlg7hu6XZc8Jbn5q4BuGVmcUxUyPyedf142w/uwXOOnoXf//PZpa4n79PrwPm1FZRjiTs9Xvq12wAAP3rXC9JtLne1YvsQXnHB7bmyzjjhYPzy/DPTbWWEzC9duBGXLtyIy977QrzkqYfi+7evxSV3b0j3J5keWYS8afz/1UULsG7PSG67MgoNECHsVjvOfeCWcTQq0KqMMh0SG6QxScsy0VvNnlJLDSWlnB6pgTW75zKaIBQaH7RQRBI1aVYNXL1zP175jTtw1OwpWPDJlwPQqe1Mw5M+P+64KIPS9FY0wMHgAAHcND10mras4IqwKLty0Wb8x2+W4YQ507BuzwhOP+4g/PoDL87q0rl+rZItYHNOD1amJGQuYdbUvFFKoWiBbQq6iOO8M5A6OuRofbPTpsZoKbRDLc4Sc/3leluj++lJrBsVvSbVqbQ+NEvi41cuASBoehA6M57pUSZS0WYsU4bfOI4Nmh55A7aa8yjdDdfnSK9lcb5xZ7QpSIHWaqKZHlomkMU+YiuS66yc89XbsGe4jtv+7Vy3GrDCU577SC+fO0jVuz8scHjRXb1dZOMBiqolKYgHZgQB0fSQMj0KnOEidY9l3LoZDPPbtEwPIZiB61UU9c8gCEQjPr1+RGiFJa75xNkgne/u9Ciit6LzQpbpESMMswsnmR9i8XodtHnY7KyO4hgbOyLmNNPj9OMOxg3Ld2jnRMQ4XlbTg8McQBmk7/AwyI5zCdSwdbdKWDzf0O/WIqO3epbJ/JtBdO460Fvx8U6/E+qtKF0zmumt9LlFaUSobe+5ZJF8I0gca6Zv9ipxrgPZnB6QsnOZHoY2awmaHq6ZFGUS3/Qy9fLlwA3yvmb0Vi71M7/Pi99Zqil4EUFgNn7TgDPA7og0Zi12/hedj3JVjdcos5+COmPd6a2ci2fnTV69KVT72oo/cnYfapVQbGvpPW/L9FDsHKbr0e9Mj4nDZ3o8iSA6PUpketQFQ1gUx2IkdMKzlx9lqgo6vZXhayeOsWrH/vTPjXtHC4TMiSF/rIkHN+0DkBigeMSiixG0KD3NZFTthkqnaNFrywQokxWgDIy0jkX0Vip6UWFMcBQUcdabsnkU6s1I0PQoR28ltcMF81Zp9zrWaGsvmkzTI9umImLKCplPtxhgebuo61WCQEzTLmvcbEVx6hjjEVBcPNaGQcbBT+s9XG/l2uSOVbsBZItpamjeMZgYvelzy0Tw9Pu7bul2AMA3568SFz8TdXp0k+lx5f2bAQBLtww6HW9zFEj7uJNPQRl4uZC5wrbBzLE2Edaue9bt1f6mbUwNILYI8h/csQ4A0iwdhTajt5Lm+DiORYcHkLUXdQY221GuLjP7asa6mR0MxAlK6a0K0omk/dQpSLNG6q2I0VvJBm4b0nRzsq2sM1ShpS3e8/upaKL0vOet2AkA2DqQ9T2a6ZHT9EiPydp3pNHuWpOEZ4kUvWPNmR76cW70Vlk/phlb0kLkk1cvA5C9Z+/fsE/bnwl3Zpke/Fb4VK1pKVjq+f6XHI+Xnzw3FUjXyiiY/03fOnGciJpSUAOiiRrC9DePbNc4rnmdTM4RrexyzpDkOtlO3otcF8I8Av/8c07QjqtWuKZHZoDKKF6za7qur/lhFcGQmdBb5c+VvjMaaaaHHmEpPVfNMMX286hM0/tao7d6zDI9LA6w1NCb/K8yVG9ducvpmyOX6SFEPwP59qKZHrZnT8uXMnVcUA0Do8OkEgRplLXqCycfPgMvPvEQnHLULLzlBcdYy5aaVtKZSY93iIOVxb2z33w+SrKosgN6a2Eh/VolDPDOM5+C854xF1960ylsXyejgmSJ076fZlxEeQHxpK7Fc2K6XXgsutMo2141anq4vVOPmj0F7zjjWPzjOSfkRJIBnd5GfYPOmlLD995+Gs4+aQ4+98Zn585px3H6PCRKvHKQ74POEzQj7WCD04rCGqEeuGh65L+bijQ9eL8Qs6G4M1DoB9zoS58zXdtM7akY6a3oM8mcHmL19WtFkfF7WNFbSpoequw006OiKLXki7ZYRoIqpwgTEjK3fF9ldSAZXzGf0x2cMibHAtlcNvsrsJTLYdPZMWd65NcbfJ+EyRQyf9HxB+MlT52DZx05E287/dh0+2Eze43nuGp68KCPIh9t104Ph2OUNuCzj5qJN516FD523tPw9y8+Du87+3jMnJJf00p1+fUHzsTZJ83BD9/1/M515Surb5JuM2I8dPhMjycRJEOBmd4qf6wUORvFchmmhZwqlX5MmHjKedmtyBx9EMexVr+hsZb2gcRPm2whcz0N1m5gklA0v9o0IcoYkpQTgdbR5PhSeHjrkPb3mHIUkCr1UnE/AXyhkqtXK8pFoY3mMj2sRYiL1KMPmqIZvMeabV3To6W3x7OPmol/f/XJePdP7istZM6dDZ953TPwozvXY8fQeC6Nkb6IpBeaq3HzIy8/Cd++ZQ2iONP04AuaMHTnc6R9IdEJyRprtN7OOT24ODE1rqqXLH0udMEoQdLzSMpwqb2OcfL8urQVl7teWaeHgapoxEBvpUDbvBuBdxNoSdS4a7vEvo5mg4qAP+8Zc3HzI7sw2mhrmQ/S2LTTgSXtRTUhpMhKW6aHWdMj+00N94Vi60KEKR3XlOKt0YrSsTSL0Fs1Cq5Bx0WWmp5t64beKmLvTelZUNHMkUY7N5dJc5SW6cH2qbHPn/FYs92V8Y7rgRR1e1PmJX9Xuji2d2tODyJALLRJUb0kIXMOe+S3ed+Mvhp+8ven48J5K/HtW9aw8+zlmfYnvN/6NmpAlKlomEGHFM6Nj3rWh/m88poe8vaJ7Ev259srDAJ8+rXPwN1r96TfSpWgmN4qFTKHu7HfppeSUozG8hif1mvJ9HCgt7LRFjlrepCZQjY2lXB60N9drudVHfi80GhFTt8c/LIZFUqnfEOmh/oOp84wsX5k1yzBGOKCMAyMUfHU6aL6wuGz+nDJP7wQQLFTWKq5LtYbsH3F9ZWzH7JtPICF973eaiVPvybMO321Cn707tPz19cyPfLnp1ntUV5APDlfNkBLkDn3aT2zv2imh6bp4UhvBQCff+Mpxn000yMVcK+EeO0pR+C1pxwhnkPXCN1oXFGYxhttop5qmL6zD51hNoQqWB2KzFkmgTZrRllnLi85Tv8ekp14bB4XjuGOZLoW09dZZgcy3d6XZvMVPyebraWao7ci12PZq6mQueE6Ut9x6UaJNph7f7MFjkj9luqh5O7TIdTbRdOjSGdN+h4qm0wlXaOrTA96Cts/mULms6bUcNl7XwQgodNVOPdpc/GcY2bh/17zcL5ujmV//q+ejUsWbMCSThBjUf/pmg4qKK6XspcFQYAL/+Z52r6rFm/JHS85lE8/7mD8/H0vyi5ruKDX9Jhc+EyPJxGkl5iJ2shd0yPWeLsVktRRySjQeYFo9FbmBRKtH02l5RhvRhoF1NB4U4tu4nXvJnJc1YFeU0GjzqJRtY7lFr04uMOJRmGUyfRQRija/kPjdtqR5dsGtb/HLPRWpoyOIoNivdXOGciG6y0t+6PIuSP176MPmsKeGdP0aCpNjyyKQ2V6mOiHctftnMuNeT3VELWq/hGY3kusIjHkj64iUWWF3k5d24TeivMwV0uIvtG+0GpHWr1HGq3cIpg/MzoG1W3pmh55RwiFpOcBdEdPNVF6q7IwCZOrffyWzZoespC5wojm9ChZSQvoQpq2ne0S+0aS+bmZ0qQkfU9l+ShIc5TNqagcq/Td0mpHuX5jd3rINad9YZgY7ovmUTHTw0AbVW+1MSA4PThNYb7OhD4p0BddfL8reFCB5Ciji2PJCS7NUXSs8jLV0TnKwi7FzLmWUHGmh3wsP8+F3opmXNFxYYrytkG9H21zsm2qdqOHEfjaSy6wFWIIkdUlMz00mqcwYMZqszGCbihDD8PLtRQrnGfZCZneSv3itF/cYBmy8ax6S6lMD3ac7lBKfseGTA+7podO3yNpJ9FnzdudG5W7/b4uY2ew9h3HMjm9lUKzHbllg7OyMyoU3UCa1/To0FsVGF7p8+URoK5tVSHftBxBkEWIpvz6gqHdBDHC3JCpIP0t1tdkMEy/J/Xt3CDUW83PrRK9lQnpODVkMVSJcVta10jVl8YpUOw0ptWsEiMs7ZqtKC9k3g2yIKXsu6ZITLhNjOMTp7eSb8KkazPXwelRNPaL+qOWMcocmfnysnOKnkcuA0pyeljorej60HQfYaj3pSklMj3aFluL+r6Q5jp1H8reImVGUqj70DI9HCpYLciQy9U5kMcUv3ZaB+IwUp8/1EZQBNNQoKeW/XYxObdsKOOIVEVL1Ji2XIrJzPTgwSTS9vw5gZNFP4D+rj1Q9FYuoEEm+etK24rnVmPgUuTebz2K4Z0eTyJIHxWDBhFryegqRebGMUSnh0mATKS3MmQtSJkepoUIp+IZHGumBji1n8LFdiRNEqquXHg7Njk9HL9Gi4zSOacN5SzvxulB6lVEb7V8WxK9eMSshDYj1fQg11WTuCmjo8igWG9FafSbMmSONtqa0awbeqtDZ/RqzhlufB5nWSsBdXo4C5knBU5nkZQ0YtLkdOMRoQpFEeEKVEA+y/RgUW2hW/onR7Mda/UeqbfTZy9HOceQtAPoY6mR+kowOQ4eD3qrsrA5yaR9JqeHcmoYMz1YBsVkfcvo48KNVm7vSJKJkfa9zjzAnbTS85baRI39eprpQemt8tFnMyz0VqasCC3Tg7wXihwKos6VMVunnRrUZ0+lmR7uTg/JyNONpgevtzT0GuzdySGN91FLpoeacHKUhYZMriKU1vTQjBXk3czOc8n0oM5HPbtTL2tDv0zVRqG+q6oVMye1fbZ2MAgIBmszpYF9fxznjR+1iWh6hPoCVXeA8DqbjafSMXod5OM58s46t4WwZKTRnAKMWqRaofRWyTbJWFQEfpSWTULorSSr2zSRRrPj9KhRp0eYlkWhGyH0mnADnelzr6wx0BVWo4hN3yU1VOrbGwaR6vx19bJNVCg5pwcxCtrumZY/kzn4iwzSCtUwEOmM+PUlSpSyRjbAnqHlRm9l2N75P0+3p7dDXy3Mza05eivLfan71w361GmRlSUFQhRlMFHngHQs3SJnekSaYbLVjkRDZVmoqsRxrL2nbKDrjonSW5mGG+2P1DnrkulRRMtT1L011gaoMS0fSx2o6lhjX2b2EalMm6YHfSdT0W2KShBo81ov0/SwodWOjYGKWeBa8ndG+5WNK57BYWqzNAiE9B2Xd2EZymZ+fT4HmXR10nkgN6cXX8/o0CDXDgo0PVQ9st/m7GATymRZqJlHGoe2YoreEV0LghvawXZcEeh9FNfbvVytPup/y/ncRqNfN3+ii+PING6KMtQ8ysE7PZ5EkOzRJmojZXSlzg/JwNOO4pTihIJHuimo+VTX9JAzJuI4oanK6m+OPhhttHKaHnSiyDk9Yv3+JCePNEmoeo8b6IroMYB7pkfRnMYNcvRju5zTo41WO9LaWfUBqQ3aUYxHdyROj+c/5SAA+ewIgGp6xGI5RZkLjVbmRFICgyONPL2VrRzJIRbFutFwrNkWI9qzqEtgSk+o7SuCui7nzK5VwtQpwY2V6pmFofwh45rp0VOlTo+kzHymR5C3ljigFemOvdFGC2MN/RlRNNux9rzU4pQ+lzQ1uqQTwnY859BV+j3UgXKgMj2oVpDNSbZ3OD9H8jlEYaTRwtB4MzWa88UPNUpHcT4NvlvQJrIZdynUGFHzci/7mFNzqGQckDI9lEZHSm9FhLA5lzVg/6A2OTGogWBUo0AzO9SH6y3RYWFyelCH1Yy+WjY/FmR60IVmJnycbesq04Odww0m/Bj6TdBsRxgab2pzVBzH2nzdKVSDWtz9f/beO86Sq7gXr+4bZnbC5iCtchbKAZRQAAEGDDIGTLSNAxhHeMY2/hljgtPzs3nOiefwsI2NMY48sA0yGDBgRM5ZAYQklLW72jAz997u3x99T3dVnao65/S9s9pBU5/P7vTtPqlPn1Cnwrc8T4+Wwcy5h0hoPuNxYkFBxsCF3YuVHob3mDMOsAjDhqiHLmOtbmspHQpkbsf0YEqPrizA0+qigjsqrKDW+lxACmI6qy6tLPIMPeKjKHQwrPuLCFEq0pQcAFS43MBbuTpTPD10gU0TL0tWOkgH7YEAb6UFMuceO5j6TOAZio+kUQpkiT5aeJl6GTzOiiMOb6UVwb9b7cVT0vK50MLtfbliHCaVz+GtYvf9PM9UIYskMMXjOCQ0CwVp9p63XL8AmrHheXqw9LO9jlcvV+JZhrN433VjAK9zPQNBAEAWptHYO6h/RYGrvD66NgxHvqfHNNhbjOnv1oXQGFsZFaJiqA1pfCbuIurp4ceu4mRDx8lxR2mbmut6vVbyNEoPqDcWq/SQR1W8p4c2DzPCb7o1IOYzLQ9H6hquKwOafWy5VuoGYnqMaDqAOEVrp5Pm6aF5T7myvPLzBkqKw1vF7FFqXI4IobvkRerypsZl6KA5HaLGyMpPbVUbUnamKGp0fjBTlaKxSpWMzZNQs9qZisZ9I8vTQ3qfmD7UUhQRa9E6xdO60mMNkbSJafBWw1EBv/z2L8AFv/QfNbaexOAtD0ewV4K3Ug5yBdsoq3YhS0zmJYHbZ+FMHlgeedaqJXnuC01+4x1fgvN+8Xp45T9/Fs557Tvh09/YQ9JIa5drK7fS1uA0YmW7oYXbiumRAm/1++++Ec77xevhsyg4875DA/jvm+6Fs17zTnjTh28l6W+5dz8sDQqY63fgEUdvBIDmwIbb4A69H7nlfjjvF6/3+jLs6dF4dWwZC9QPIs8CAICf/YdPwyN/9V1w337ZAl4SjA9HBbEMO7RCY3rwGCd5ltUbUmogcw4fUcFEyAHecX2SgEETbvI5VSs9SiOmR2bjRgMALIrQF9RzAwcy37bgW1kNCwqH5Q5OJJC5i+mRaLGuyVCWBiO4+jfeAz/wFx8FgGrNeM7/uQG+7bffR4S3KXMklsqyhGf+8X/DU37v/ZWSxfD0+Om//zTcd4AqPvh66pRVDy4N4ZrfeA8AVMHXOKwFVnqUU7Hxq4gEMsfwVhEVcE8PR0ePgypL31uaX+5dnUKIeHoUPryVxc6rSg+U5UAgpscbb/g6nPvad8J5r30nfOSW+73ny0odTlC+ONuFTp5FBzLHUFTSIcSKg6KWqXh6vOsLd8HZr3kn/Msnb6dKj7En0d5DA3j0//pPOO+118NvXv+V+vnKqPBibGgCC+7pEQMnJRHPF5rOxLujkO/HEvb0OEgC39OyvhCh9HDft5vL1pkANi8Qc76TBFVtPT2K0ue5OIxTqC7qjcDhreTrqpzwAVWzlrQtA/WHIev5pr98wWSXCW64xTyGj6n+NpajKQd3TFhg00cGBdI4l97bnQkovFUehLfi38ODt1KWqZDnc9tA5qa3REQZnHccCFCKctm0dA754trF4SkO1R6zYcGsI84HSN9IIgveSlK6WHFjOElNt2BJoqBhVEVmRfy78LE33+96ZXClXEyfD0dlPT+6wjwDkD0vZe831JauLeDVxrUa02PkQ6e2IayUjfXe+OP33lRj0EveYWn1h/dDvLdFeXoYzzp5IAFw5InqWhs6booXRcOTS2uuuxOKWcV5aT2mRyYr2rKMyHxc38UIZT9x6x549Vs/Lz5z882NQazgdTwNj+mhKRkbpWK8MBqg8hhNUQAQeCv2TIbozOr9nMusJlrDsrQ0FI4pWK1HKd5X2vrK28FptWCiNI8XKV1sDZa36rQoq//q5XOFJqape3ogA9t1mpzWlR5riCRBgROgcWviYVHCn3/gFti/PITXv+8mAPAFGK5MCQ4jy+RJX7v2E8gO2W2zEq5Qi2NNeHlghcJbLQ/pocWHtyrhj957ExxcGcHffPhWWBoU8PP//FmSRlp8nPCOWylLzFFFcdxoMKYHC6KrKYpCdGhQwa4MmSDtx//mE7Ay9PvACXx2b95QB7vlMT2yjB48Dq6M4FVvpQGngjE9BkU9vrbOjT09hEDmew4O4M0f/YZYhvsGP3LNKaReLPRaGoyImNiVj4OKuqCPFRRWuG9d+VxxMNPN683Nh/up/nYUTw8NxoandfO2KBooKq70wEFUNZpTgpzidgxGRa2E2jLnwwoNWHr3zfE46SR4emyb78NPPPZUANCFlR+66T64fc8heO+X7wEAgAcODuAjX7sfbrrnALG8Xg14q4MrI/jErXvgS3c+CHfsOWTG9IghZ4m15+AAHhgL+7/93KMrSBhEROlRTs+LBXfRoUh4qyqfDq22aTyXpf6X4L0cvJV7htfZoQBvZTVNjelB4O6wENv/fjfcfF/Vx0o9y4pi1K2bzjo3NpA5bvOICdCq5+ljjL+XW9Ne9Fcfg+VhAT/5d58i9brxdePd++v3wGNueVgQD8yqTFqnW2+4kqZtTA9p/7ZI87xMRQcry5LUbcG+aXB0mNya2DU8PaylOubA/axHHgvHb52D77v8hKbMQF1WTA/Oc2HBk3So5nwfXr74XkRhJ1g5EQKCEL66RPgRH7eveupZsCAYADhy3ywX3gH3Bd/XO3nueW5hWJBYsgLgYmGU+2QvufZU2L7Qh9973oVieY2nBw3ULHrwEGtZ2o6eB2/Vbk9KOZYTqJCWisLmm9D7K8M4QTIve1iv2bRd2lzHyjCJ8DjbOMuVHnHH707HCmTujykuYLEsr6UnNrxVmEJz3fM8G8+7X/yOs2HH4gz86tPP8crwA5nrLSGeHuPtCwv0cVmS96cINaTAY0nC4Ey5xkou//w3OQ/o5lNRYqF1eIz9++fuBID2ws1XPfUs2Lk4A6++7izxOYG3QmebmJgepkdPFrblJqgNSLivlefyNF4hPjUKkeaeVORjz9wJp+1cEOtyfESthBfjAGSEr3PrzIShV0hsGQCqDHJ9U8f06Lj90u5pqvTAc0XO1+0kwlsZe5empHS3fe+9cH0x8FZ63A9ZQdPG86CNEUHI04M/5fvFzz7pDNi+MAO/8V3nAUCqpwf+IV76eSL7JQZSDtPGDV149KnbkpVNMV3O5a2YpG09RmGhpTgc0N4PJ1pXeqxxcsKL7cxym8arGN9TrEw1DHDJCq8OZE4sVajVSl0u8yCphF4KJMzykLSvgjVGSo+lMCa4J7gR6nECJN/TQ7YsjaVUTw8s6Jx0URsVpVq/69OZbt7EunDeEU5wn2WelQ8XvEfF9BhST48K3soXKmpd5eq47OSt8OqnVgz0oKBWj4cG1NPD9WuBGFpsFRdjWe3K9z09GotJ3dND1uJrwk1f6VG1dVg0gcy54JkHj5VIwnweFgVxjy7LRgjNoRZcm6kCs6jzAVR92wSHs8fDNafvgI/9wuPhSeccVaVXxjj3c7jl3gZX/859TQBiq762BhBYITvTy9UYHT901UlR5UnM4euedb7nfo2DzRdFHPZ4DOH1kgp37Xx7Dg7qNZyPIzcWJUbaQaVh2oiUHiWzWJYsGq2mxcT00Kzn6udCGX/1g5cgOD+5Dicor5UegfR1G3BMnMK1d0KlB/f0YEUsznZJXzkPKWntBagU1Bh2DECACXJpx+W6od0W3urgsr7fShQLbxUivv7jecHHdCheC0DzfXsd3dPD9lIIVgGLsz1438sfA7/4tHPqe+oaNy5QK1eCt+LC/VAbOcwTEVYbJ1tyQI3AvyZ5rR2PHODpu520fR4+/POPU7O6byZZs2MBYTenSq0uguNwY7PBiJfbKnns8JS4X9x3KRDve8lJW+Gjr3w8fMf5u9V3AqDCRC2QuQXHwoXKmlIyNPtSBHKZPnRYOkupQBVRjlaGRZQxES/btwqu7ksQKgDVeDIVdNjKnQlKopUemR7TQwqC7MHTGdVIXYubxcuOWb9UIZkilHNnj++74kT4yM8/Dk7btegJjrhy1lR6IOWKq6uvrHkSDK0k8MzZWiCVJaWVYnoAUL5kMJoOvJX7zjiOU78b8cHG1Bbe6oVXngQf/vnHwSk7ZAG/pGAGiFR6WHM/wlsA92vI0yND4yYU0wOAxYWSPD16Hbj+ZVfDI8ew0pjc2crlE+GtskzkgdvC9jhy840rA3DMCc/TI6BooDE9mvvaGtfN9ZhoEllDU/OSqZWfnvdeuP9UITUZy8qegPe1BCG9RO4dYow3sdJTeyYRf9fzjtkMH33l4+DZjzyOtCGVqFGDMe/yOK+NjLUl1K4sy+CvX3gp/N0PXx7VXj+//kzbj1293r0J6quh1FfJs+XhRutKjzVODj5qK8Pox8ycWwM1KA8JIkuN6TEujAhyCiwo9S1OHY0EqAVHB1dGRCBUAmUEYzDBvTuSp8e43RyahWKs+gqjEGnJNOEatfSZzMJ8VJbqpuGEPv1uXluLHeKQUHnmMbzcnT6E8bw8HNV1ubF4cGUkKh20DdiNjU7eHNqHI3p4dcJURxyCKcvohiTFHdDqnTcCmWtKK83TQ/OM4ZZXfeTpocFbdSKYe8nyYDAqiSCvKJvg04uzvjXskKUfMmYRM5IhRd38TGeMde4OEnI6Pqy+hpQeIzJH9PraurmSsVHqQdgtBgeTj4Vf/e2xb07hrcJKiVjCxSwReCu7gnv2L6ueHk5wJykUJHgrF5i8KCshMt0nfAWP1rZRUapCaJcHCzUAZM8QScmA4zGEBN2b56inRxDeCrWhQO202hMi3sYSSvJ9T9mxQMrdWys95LqWhyMCOwYgBIQej13nCbN1vhJQcOVFLLn9242vkNJD9fRIVIDwvrNiwGheP5jqwJ15bgjsdYoOeO2tJfYBW3sueddiAwcNGgITt3LWDvV+TA986NXaHxYccAoJfWKgbyjsRHXNA5nzAza3VHd7V5ZlIv8nxWHgAgYxpgeyNM4DngSOiKdHJxzTg/cvhw9SjRQCU67tXmwqCo18jSKKNozDW2nl836IjenhSDsnaeXTgNpxfdXJDXgrpoR090h+y9NDEtAYnh5x0DBKXeO/Ptyev06EPT2M+mseteFbSPDxrDnvSDyDVDaxXg/EL6AeAM0P3AbuERoj1AxRE98GeSQmaCEngbeyPbWaZw8ig58tc35cwRSK8fQAkGGcxPKQ11iDo68LMDWFFkmbycYRblxa+3fl6SF4Ik0o+3Se51yWkyPBdO3pMU7Lq+TjvqNAZmrr5qjQZRYSdcgaQZ9J3qoYEprHLolT3Mr3cdaYmB4kb4u9sY2nh7R3W2OGf6NKQYHGdkobQP5OptIlmidOh7fKItcIkicih+npEVCa6/XK1MajeJ10Wld6rGFaGozqzWnbAmUgMFPlJg0PSupICoauLRauVKIkECA9AADuZRj4o0K3vjqwPGQCI4bdzoQtMRj/Uvtd/U7gWVsyo8qwIDaWFdWYVufSbsb0SMXsEOrWNmk3PvqdvPYqcMLdEWK8+MY3x9zpQzEclodFXZdjZvcvD9UxJxEWrndrIWNJv01Jx7Hk6dHJs1qZEBPXo1Z6WIHMGTzZqGYUM5HpGgSCyDkiMT3GdfADLg6iqpEUWGvIPDfKsqzHPYdaABh7eiBBaQ1vVTTMYq30CHxWFxQ+ZKnCGbSv33cgKh2mtrwAhr0pSnmsZFn8wZF/W8fo8Pt7VylWiRbTI1TF3fuW67WXK3jq8SnMf8kzZiNSpi0NCrbOFZ6yTGua5nUD0OwL/prqD0pJqNHvNgLN0PrkPD2iY3qg5/VhC2XhMIcx5Hl6lABfuevB+veWuR6L6TFWeih9uDws4IGDdG/mY6QOZF4rsqt+aANvVZZlrWxwSrGQFbbmSYrHz0H0flqgX24peWhKnh7djqzsBrAPOG3XqhBOvlUunxdYwC3DIPHfTLijCEV9i3MQ09E0moTUEqI119K2YB0OGyETSj/+yy24cya84UKF2hpYqUuDJMIkWS5WQjdZQKPxAX5Mj5DSwxYq654e9rxtG9Mj1rPHL8PxI/5cbgNv5bxsSsTfAehCTS32oSPeH5ivju0rU+mRSTE97DZgkp4Q/HyWN6bJIQ84zgNI+Oi8DD4+LYGXS4q9aElwd8THxsNbyW2R0mo4/sTTA63Jg6KYSly3JuZQYzAS600EMHkgc43weMLGFjGQL2FPj3D9bmng3lt+XU26+rxirj3yNSdJCNqcqfT1Jc8z8XwwqcV37ekhKINqeCvm6eGtMdwTS9lbtNgHg1GRBm9F1iT6TO47fFZ1Sg+/LI1UeCujHfV9cj3ht0qYky5laiBzPg950qS4IhE8n5cntmxIg7eS2jSt9JbSQ4Q8jNk3lUSjwLq1Tmm0rvRYo1SWZa2syDOAzQyuhgpnqkmjHer3LfmCjE6meXpQrTkA9SrBmzQPWD0qdCEfh7eCktbhBTIX4a1ka1VMToDihB8O/xnnxUx5rAGOJpTduKEqn1vd4n6YFN4mCt6q12k8PVaop0dHENzzA7smxHdUwVs5q+BqLB5cHonBobUNoLZ+QZ4nw6LwLHqx4M29X31IHa9o7pCYpPRg8Fb9bhOknHtJYZdDHuQSQI9HwJkYt3mOCjA9PUKsgbQJV3Fxmt9FWdb9wYNqAlT9T+GCKLwVtn4NjVk3r/BBQiJ+95b7DorpbE8Psykq4WDOo7KxnscC1J5h0c0pVumB17lJvbww4S7CXiwhK8K7H1xSA5k7ZZrk2SPNrQ39bt1fy4MRicEwFGActKZZSg83lvh+JimPJXiALsLnDykxeEyPEFzekCnuAWjftfH0kKD1cLybpUHB4K2GZluXBiMB0lL+EEu1p0cTpymVlhHUjPMwC60feJxQgwSk9EBtkaCEXN2YCLyVAIkTokFtQWtYeCcIQWNJ1w1UD/RAo6WnoCYBuxUrSUzUG0E/xvsCUl0hErof20vSKLKVHhn5W6WvrrmnBxfkNFBKQP5q33Su73tT+sIjX1iEhbW8tzXhNzZ66HVyUVBhKT24cEpVegRY1ZTRHSNAqso0BJ/smzhaGcYFMpe+HbH0Hj9WY3oEvHB9pQcaEwl8hQ5vFYaeMYXLwiNLkRljXRuygOb8vOxtRn9zrxgL2gR7ZLlxzOdy19j/k+CthLRE6Il+4DZw+MZpxHVzpRclhWGMpdVSeuBi9zJYzXBevU0calEj7r2lLTYYKq9RBMS1LSbGDCbHJ7pHUvY8k+FZrSloCWMdaTE98qwZz42nRz5+pvMEVTp5LdeUboOiTBLikv2afXPRcCPzz6pckW3Wpylu8bWi8CZ5WygBMKXF05DXV143Pw96857zKCmGDHoxKuVZnGooy+LnnN6qeLL2uplVgLfSEtUK0gkVaOtU0brSY41SWTYWwxs39LxDC2bmnFwtLaaHvLnyAx9AA/nwm9d/GV7w5x+u79+3P8HTQ4S3atI+mBgIFUA70FT5nLeDO4QMRiV8759/GH7/3V8lZUsCw7/44C3w7P/zIWoprshLFmtPD2atiy2gJ2R4i1LfAJaRpweP6VEL7vPMYxw+deseuPZ/vxeu+/0PwB17DgX7e3nQQFk5T48v3/UgfF0QYruW/utnvglP/6MPwm0PVGkKdEBxzJIU/BhDlDjBJ8frdILrKHircV4eALXXyWss/1f9y+fgbz789foZVgRIhwUJKxjAZ6ZqS/qiqN+l36WC9o5gzcdpRrB09iDhyubbbxTgrbyYHszTg7gMB8aDs2jMczs9n14Y3gqT5WikMQNalte89XPw4r/6GFlTiqKsLePxOOAWv027/dI5g+q+mWVt1yZ+kEa4TTfdcwB+9h8+DQBhT497Hlyu1yA+jtwhSlqjJMVEv5vXApqlAVVYDgQYhzv3LsF3/MEH4LH/+73w/q/eA0uDEXz3n90Av/Our6rtdUXyA6HURknR3+s0So+QoNspBxuYQrszsXLYvXsI3mpUlPCiv/wo/Po7vuQ9+63rvwwv+L8fIffKEuDzd+ytfy8NR6Rdtz1wEJ79+g/Bn77/ZrGNy8MCHjjA4a1oGjd23Zq+bQxvdSBiPa3KK+F/vPmT8Av/8lmiKFkcz63QuC8VRYdbq7+59xBc+5vva9ILZfzU330KfvotnyL38H7w5o98A57xRx+Ee8fGGTHxn2ohGhpDnKzDSVsFbdjTQ1kDS1+x2iWeHmGBIw/oTazt0HJhWZynenpM4i0Tg18ttY3DfhFBJ/pdj00mGOckCaot4RERutX3wmUC0HVbjekheJU0eXggc7GacEyPlgISM52R0DVbgreKiZUnFT3CSqdxAq2sELwVfzSHIFS1XHxO5hkNZI6/bQZhxUSMgoDcM+Z0zDcLrVUW3J5WRp8ZY1iyQAzBitfruh0Z9kAW2q9Y3UvtTYnpoXkmDEch/6k4wgZGjh9I8vRIUJCkEB6PIf7Jz6s/Y06HKj3r9f8Nb7zh6xGeHv5ZJXYvtyCAZHircEyPTpaJxobWehOl9OjQsU/edlw09/TwYO7YO+mBzOW5Mkz09LDgrbR4KBxauTFSCNenQ1SF0+FbmXI/llw/p8ya1Bix3GiTj/nWMT0is0Wngziesm35TfpwhtWBt7LTtD07rBOldaXHGiHO1I+Q1fZcr+Mxjtji1LFUDwqxOwBkpUemCFpdWURoP95Vfv8/b4Sb7mmEltwSeFToUE4HV4YMiofDW4WVHp7gRqjHMdzOKwFbzr3/q/fCb/7HV4iyRWrta9/2BfjILffDnyGhkurpMeuUKlZMj0mVHqVq6bkyfk8cyLyJ6VGlkSCabr73ANx87wH47O174QM33htkVvcvj+r+P+OoRdUiEdOPv+kT8Mlb98Av/MvnAAC58eU0oBrvW2yhX8NbIXxtgMZrY3+EZbIby3JMj6ZfXvnPn6uvMTSYxBRoFt38QOsslEdFE9Oj18k8a9zQfifBW3GFT1mC6ekxGBVE8MdjelTvCnV7LXLCGYwzLBFf1+5l3mGOTEu4BGZgz8EV+MsPfR2u/8Jd8PGvPdCUX5awNH537PFTBbD1K5CE6ZzZCUFjAPgCye+57PiIt2gI9x/v47d87DZ4cGkQtHjdtzSoxx4fR40nkl+GpFDsdxpouZXRyIe3YuV8+a4H4TO37YVb7j0Ab/v0HfD5O/bBB2+8D954w9fV9rp35muSpGiUY3o035QLuueZhxv39JAs72gbkLBe8IqU2vPhW+6Dd33xbvjj997kPfu9/7wR7mcwkWVZwjf3LNW/D62MyHj88C33w0e+dj987vZ9IFFUIPOs6k+3BmypvffiPD2+ft9BeOun7oC/vuHWWknd7+Y1nxKM6aF4Xrp14PrP30XWdl7cvfuX4Z8+eTvccPP95D7mSW69/yB84tY98D//9YsAEOfp4YQVvTwzIBD0/G09PfRA4JlZZ1n6QsZ+QGhnQdr02HpIg5rzcuRrLU3M/dCz0PPGstYXonBPD6xI6HSawKtasGtOGwRDBJ6UKiJc+QhyhBWuKT12LM7Atvk+nL5rAbIsk+GtiDCWPnPpf/iakwEA4NVPPUusJyRPSZGPUOWZIVw0y6ieep4eDN7qxVefbObHVJQl4Y0Bmn2AU65Y++LnmDCEaii2gKMu8/TA11LMAI0PkUh6YlnTxixf2lqlQZFJXnoe/JriRSuRe38Cb0WEppkZv0JWZOD2UkUGJzKuM/9bchoWBdmAn3re0WrbLKrrKlEg6gRFBjf6mhbh/vzJx58GAAA/8OgTo/KG5lbM2336tr3wqn/5XNAzDyvCanQrlPSHx2vIq6/z10Z7PPr3Gk8P/YyQ55kSc0avKyb+IIe3oue75txdpZX5C8u7jMYAa64xbz0clUlCXMV5YlyfnL6Bt6KGkZN4q/G7msKlTk/WgmC1Qjvi09YK+kRINP6uPGmatwm+bn5Yat0U5QhVIkfmi0vmpbfyPemco9RnYl9HNCLM17Y7O6wTpdXZ5dZp6sQProQxzzOPcVxhCgSAyqJXIimmhw5v1dRfty3SemNU6C7nB5aptWr1fiV6HgFvxRZWaY1wG4L7K2FOUk8Psblem7T3WlSUHljYOanSw4S3qoWZOWzo0zgXNbyV4OlByogQBu1DCrVdG2fhgz93LVz0y/8hpuVNdUo31yWdrLFU5MGKAainBw9k7vZnB/fGA/ZK5Jg/H94qVzX6WEEjHWQ0JRH/Tk1g3yZPv5NXG/r4NbW5KJWDiSsdi7KsPZwWhZgew1HJPD2YFw0S9BHFoDD23bxy6TXrE3y3LEtVWWTCW6lPaP5OnsEXECzQl1FchKJshPhYMNHNM5GpXloJY0E7ZtGCGMDr+vte/hi478AK/PUNtwbehuZ35Utr0L6lYRDioECHZC+QOVJ6lCUNPijBW1VeSs3hkUI7NXvWVadth/d/9V7vXZYFODypvVV59BsMhDGiBTJv4PNontN2LcJX7nqwXmM2b6i81urYPikxPZjSEEBeS1NjOhWsX2MUu5iWhyPYy9ZFf+xkhIfYOvbei/X0wP1QH6DzRkAYgvPAzyVPj1vGHmHHbd0A37j/kNd+DapD8k762jiOUBK8VSdXBbXWGbHtsSUEpaUdiDBUh6Owp4cuRK0gRVD1mXzN26RbTsYJF+gz9FQYRiYOvGBZ67qA9EsnI5CxVUwPKmBvxlwm7oFSTA/PYpb1LUC1D2oKFS1OyFy/C+95+WPqIMtyrBYq+M2yhr/td6tnP/ekM+GFV54EOxdnxXpCZEM9UeWEpTCLpVzgRwAaT24AgOtfdjWcvmtRzK+dETgUSq+Tw+d+8Ylw3/5luOZ1763TBgOZs8+Av5+WTYKnwkZEG3odEhA65NlhGftLbeiwcULaMonAUBHKaYGIMXmBzC3vFcHTg0K72YI8qf34HjFIEtJq66Nrh2+s0cz3f/zRy+HC47aobbMIx/Rwe64G+yjRCdvmW9UbItzVTzn3aHj+JcfDjsWZqLx27JYsceEYC73Vuqq/laedn/bnnnwmvPAqeW3MjG6W5oz7Pu6ROA+zLDk+Q4zSwykQpVgXrq2OF9I8PXzFLIpzgx7hebs426uh1AeGzEIiaqTA2yLvdfXZs3Bxmvz2aRRS3JJ0jKUk8x/0dseQ9G4a4fGrPZOIr7886TQCmfNnmPIsLjYPAFXwx3t6TFdZ8L+ecS4cu2VOfS7G9IhYqEIp1lUe06F1T481QlwwUpYU0ocfXqmnR0V3a0oPwQMkz+VFpVF6NPckYZNEo7K0Y3oQeCtaBxfsxMDCSAsNV3pIAkEsZLE01Hhv0brAMZ1coDJ1Tw9lYXeBeisBvgJvlcnBuOsyIoRB2ItoppvD1vk+PFnRhvPv4n45K1qshBkUpQdtdBAFtXdKkRIxbgAAm8dCuhCGLGaGOnlGlBx9JSCoywdQMQQpnh5cONLvVN9kBVnB9zq5L2gK7HiSp8dBz9MDBzL39d3DgsFbMaa4g6wKiQW/MH7duLcYsapN9FpTFlkuuzHMjxtbOBYCVoCMiiamxwLx9MjF8qVYNZrFjO3p0bzXro2zSQwmAFvnhS7ad2gQtM4tirIuRwtkDuCvcU7pga1ge50Gmq0omcC6KOrxf/Qm/+A4KsoowbMrg3vbSOuoNJ6sINSzvRwecfTG+nft6TEWCoaCXRNYydLtNc3zlUTLPYmKkiqCHxRiclkkBTKX4K1wkPctiTE9cHHuG2ABYcgFHz+mnh7V36+PFRXXnbe7uh/p0s/XRACoPWliFG4YK12b1m2DMlsUUg5obSlBEjJiTw/Jypr+xnOly+GtSLt0AWnqGI8JcquRlbNTC3FQ+nHbqOAmq2E63W8ek6Csn8l1Sd6ulhUlhlfBChVMknEDQLX3bJzt1UJ1ia+VYJMc9er9OgsoPOx5ZgpXOIxGJl+nlOleiY9xPJd3GgJWqeiRonRamOnWSvC6/gBv5nt6hAOZe3j5WVYbLAH4ezQvxRtjRgOltcqyTo6ZlSF4K289EtYgznbz84m1PGBPDzeNiKcHyIZK9XPhEV5/eVB0Tly5iEl612HRnDJ3LMy2XvtcVYOiMS6xPFo4nbR9tZQeqL/yDHZunI0WRIbW8hSc+1hPD3ye5MJ2bW1MhbfCZ28tvwqfadQVB2/VpKnOv86orWlrw7PRc5wjTwnSkcc8Pj9jJIXBsGgPm8R+y54eWS18HjHDjyjFrdb37LcEa655erSRvSdM33ouSEcUXDVnlX1vPv3bppBVJ08XpRTI6HobrfSISkXrwX85bVuwFbay9098vXq54TLWKUzrSo81QhzbkVojQR17wNEQpa/cNUvV0wNbRTnSXEcleKtQMF7Lat/RgRUayBwrdQBiA5nT35oVF/4rCbWJQMZYrPEjTehSw6IwYVdIaJxCRaEviNTTg2LtN54edhA7K6iwIyd463fzetM8bquuDZfIbdadvFHCDEd2IHMACoFVe3rMxXl64O9QHS5pQFBN6eHaqnl6aNbbXNjnGAo89nvdnAmaYuCtBE+PFe7pgWJ6CHANK0Pm6TGe13UgrUz29BCt6cftcUy0tkTgcrgwl6SzPD0imAH3PXAshNv3HKqvSwJv1YwBLWCxBO2kBTK3cJXx3MeCNUchmLgVQciOaW+E0mNUlHU5XKCCx9WQfUQnFN+20AiCep1m/hdlScb7sJAtL/HzGKWH6ukhjEOpvNqTSqCZbgfO3i0oPSI9PaRA5iSuiZAftyVGAc73Rg22UqOlwQj2MO9OXmsGjbK7m1cCVYB4Tw9pfai8phpewCICb4W6zJX7tXGsqJN3LIzv8/rlciXvJBd7LMrTY1wwfhdOKULQWFIVLO6Apsb0KL09B1v/xnh65Hwvwod6oS3Ss2ke2HA9klFKjABdEkx02Xs6HsL9bpS51BggzzKRTYyxupUO8VYgXW0/CMXoABA8ERXhlEVheCu98y2LUhM733imxWbAZxrTK0Bob4GExlwA5JTfdf2ZLYTkz+YiIIQ8vPyO7+lB0gtKEqs82j7/XkeYG1Z6TmoQYEXhLSnovH7nnh5GQxxPjZVXWLmb5wFPD+EZhezBZdkdYimQHQ0RFNskRsmuaAzBmRLI/MTV8vRA75xq1BPy2kspjsfp0eoqy4Yfii0+BT4IoOEjXNeEYkPQuvR2SLEd+R6PfxMFDzR7XNjTQ6+DKtOba2xMNiyK9jwBy6cJmetA5gVFDYnhwUKetY4kIyii6CBZ01/Yij2k1SvCWxmdzcdHitJca0N1HZcvRXkheehOq/y6nkDyUL0yZGy43lA71+GtpkPrSo81QlyIWgkIq+s8yzzM0xXi6VHCvqVhlMW+I826XIK3CsV7cBZzo6L0BGeO9h3yLUixVfyBZSqsEGN6sN9S+52Q0f0NwluJrXXta641IUuvKwvLcB0Tw1sZnh6OeemjmB4AlUCrQOPHsgiKGTcOIg0LSY/aKFvF+Aep5rAPUI09K5A5FzivjArvkOos8h4IKT0wM5RnMNvFSg8ZGxvnq5grP41mEc4/tcRQ9JgleocJmiSSlB4HvUDmTRyg+X7X9w4rCrJuSNBhkqfHYOiPX4d7LClJMFHFoT9PanilSEtuUjYTuANQTw9Mo7Lx9PBjevjpJeGpr/SQ75N6UX9X/Uufa3AmjnAcC6mH9h0Kx/QoSkCeHrQB2INIm4fbkeVLn3h6lJ7AH3snchqNyqAnBUAj6OTjTlI0SkqGbidX4fz63Tyg9LD7cigFMsd7pbCW4jUgpFQBqN4ff4vU7WN5WNTKYHcoleB53HyY7XVqRWBsTA+8zbtv2kGKgqD3EfHuoHvlcFTAN+6vlB7OOpW3X3ofrd4Hx+8UM/bcfNM8wAACQtBgDWn53EFa9fQokVfiOBGPXeGVaRx6PcG1csCv2oSFp9M7eOJH0ve0IZYyr3x3j3vAbEaeHh30vevhGBCiSQoKy6rSfYrqm8npNUWKBzcS4emBi56e0kN//+gTGQABAABJREFUZu2DMYoq+ZnMX2BDHTOmhfAIe9rwJvN+6uShmB70d4ynh+SRM4NjevS50oPVyZVbVr8L9+z+ai940YRyYvwZ1mZ+TosRMo8KfKZA7QCdr8f5tfaQa1HgKguAAWQlxBCNt8mUHlVmvI+lBDI/YVuakVostbHOrtMbzedQiyGSvDdIXUgpV/MPkRVYr6UpunCdcmwYu50SSXBmfAzgvaEoqTKow8aQ5BkJ4I97ylPIdS8gSOXBqGy9lvBcWjwU6jmJ8kdMCd3TI9xm7fu0UfIkQYCN/4rwVlYdgYa19cjB2Sy2IfYVM2YUGOsRlzrM3DfWsoW+iej9F9GISZUt6xRH60qPNUJcGMI3Kz+QOUpfNvE8FgVYG4kqKwpf8eEWL7yJSAFkMTmlx7AoVYtvDrcBQC08fXgrQenBFnsL3sr1ncQU0ngFcnt5Os0SPQXe6l8/8034lbd/IYh3LrVD25iWkdIDH5gPDUZIcO8rzUgZEZ4eDqsTC993b5aVHh+88V74hX/5rHefwG05N9ui8ATenqfHUPf0CMFb4fGIhXIAlcKqr1hKuW9UKWikg4yi9GDfVvpuvTxXD1kaScIQydPDCetn+74Xy3BUEqFsPVeQB05jqd3kWx7548OV7ZrOv2FRlPDLb/8C/Ntnvona58PfORgu09NDfdLQcFTAoZUR3HTPfvF5UYAMb8W+hSNJ6cGZsFqYZpzc8Pvy8QcQxmQeEHgrv4/2LQ0jlB6NMnq2q8Nb8W/j+mA79vToNoxp5ZHQpB+OZLiJpvwiytr+nz9xO/yvf/8SrIzHnesjaU+QBNmaIgvAKT021b+d0gOv4//v03fAr/3bF6EsS/j8HXvhFf/0Gbh739K4PqyMcPOHKn6WBiN49Vs/B+/98t0AQOd3jNKjKHTPqRiqlB7Vuuj25nd98W547f/7fJ0my5q9Y6abw9w4zk0rT49hc4DGwWzf/9V74Bf+5bOiJyH+lDyo+W0PHIJhUcJMN6/3mFhPD4uWBY9XTk6xxhXTmNoKcC1SD9JueirlYu85t09hr+ComB7EA4IqeyysbapYkNunkXlIRM+0z6xld8Ia8g7jv56nhxfTo7oWPT2EhqRa/NVekQReiWaIVXqEApnzsmNgUWLIEmR5bcrES79M4xn3vnGEDXWssSe1F8Oh8P6XFBIpVt5zKF6YOkY9pQUwTw9bARDy/MAkvT/O73nPqyWFSYu/Isf0oL/9ftfroRbe7l7TZ1lm89Th4OTxaT0Fssj3NP5qkyiVXP/ifcz3kNHz85iG0yIqqEzLa3p5ZWFjMEyaItMRXkvq7xFZdup44kZ6UnZd6Kq3Q+KBucIQz6V3fP5O+MW3fWFcbrOWOXmRS+vHsuDrIp5fzTNc9wKGtxoVrb1ePfglZQ2rz6rl9Dw9YppM538m3o8lC4HDr7fhrbVnMXXwlCntpl7AcRlToO4kY5VpU6jYsHIije9DqSareJ2iaF3psUbIU3oU9GDEmRuOLX73g5VQxsK3xVRbxLH7NU65YEWt0aaxANry9Lhrnw+9hRdvrvSIwfCWGCxXJhZe+GmaayumR0x7XPmWp4frvx9/0yfgzz5wC1z/hbui6qzrNvq/EVx1oJNnNRNycGVIoGYspi0G3qrx9GgYmwuP3yKmfc+X7xGDNbv2dPPG8yTG02Mw8gNPbhmPuQcOxHt68PgcVkwPPPdo4MdxmwTvB5yvrtMTVlRxM7jSI3RYkIQWXEC5PBzVh9gNvY439ldGLKYHD2Se4eBwOFCx/6610gNZdmOh/L9/7k748w/cAu/4/J31PSygc+/zHecfU7XFGOMa84ObNSpKuH3PQVUYWpRlPVewdwWHc3G0JMFbsWQNVrw+t3A/cksWgLDCi67z/vNYeKtBREyPEfvOTumxdZ7CW2HhBvEIKhqoHekgWAUyDwue3/2lu+H177sJ3vvlewCg+V4cAhJA9qzod2RFFkA17k7btVD/dtBdGN7qpX/7Sfg//3UzvOfLd8NTfu8D8Lcf+Qb89N9/unoHHMhc2CtXRiX89Q1fh7/60Nfh+9/wUQCgTH/IkwTAhw1LpeXBqIYjdDB3b/v0HfAX//21Ok0GWY2LP9PNa4FIdEwP1Lw6+Hee13NkVJbwvX/+EfjrG26F//O+m8d5ZAUeD2r+zb0VL3PM5g0k+DOpP3LfxrQcoXBq4K1yVZgo3XXGJteeuSu5XQD6wbDx9JCfl9Csg87zchfiASW8Zt8bobnudqghDE5pHZaTIQZaPgulcc2QrI8JVn+ewZb5RukheSnVe7lSmfTKURbqpW75/dTzjpbzRig9+JzQIHsseuyZOwEAYFERkFqf2ReuYL7JyGg8a+Ks0DUg2tNDuFcUoCqdsiwje2LI04O/1xPOqub/bE/3FPOVHrkJb8WLCXl+WHmr9GryyTw9xn+5R2ZPjCtkj+cYyDLMD3D4nRRhIgAVrOK2iYpNoS1NO2RkATd2JxJrjTM7YxBJuaN9v2O3bJikZpNC/WVRSEmcMhw1RWZdXr2WyDE9LLLXdSufSyMLSp9+YXX+ec4jj0P39QKPEmLl8bmDf7/0bz9J2sKH564xz+B5evA1qiPPDzzP5vtdOOeYyov66Rce45X5uPHeEiL+9tJakGc0tg9VeoTrCMUlis1rrQUxVJ+fI9K60rVA5u6bXXX6DrEOnJaW225VSlOWxKVpA2/Vdstq42mlPw83IqxMCRaxThG0Oqr9dZo6SfBWeBPnAkye3mnudyzOwE33HAjW17g1ZqLnAz5ghKxTnUu3FdPj3v220oMLW6LgrYSFhscpEGN6FP77SkQEM0o6Vz63OB4yQQ4mF1g1lopSX4gxvBVA9S1WhpXVO4a9sOCtpJgvnPYt+fBWuzbOwttfciX8+ju+BO//6r3BMrASxo3nIQnwncFgVHrBaAejAgUVrfJtGlsw7wl4epCYHjk9DPU6uRcrR2orzrOh14GDKyNRAMvrA/CZXTdevEDmbCw//hG74F1fbJRjMxGeHjgA/Gyv41kADUc8poezaHWC6oZBwsuLJFhuPD2adhdlcwCQ5ju28v/Xl14Fd+9bgmFRwv/94C02BJzCDBDFTNF4kWxf6EO/k8MdY+Gpe8dG4dL0paYQlDw9+IHWZZMsGR25Nrm0Pp6+mhUA6NrrlqOjNs7CjsUZ+Ozte6PgrXC/c3grvD5yQbsTLG2bnyHp3Stgb0SAcXwet+YI61VsIHNHd48V5XP9Tq3cKYqSMPFiIPM8EyHpAKr1a6bbgf942dWwMipqYb+bK3gdv/fBZm354jf3jd8Rr+vjv2yvvMcb+7SPQlSUk0EiLg8b7zlL2FkrzDG81UokvBVR9FTjBGOp4z3v1jFUFR5eBP6ReXq4Md/vCpBDY0rVCR1aGUWNvQbeKjOw6/177/mZx8BX7noQLj95W1rDxqQdeFxd2gqDlc0/fM0psHvzBrjs5K31c9nTg/624ktJsTHq3yhlMqyJJahGjzQYM8638nJpsOHqL54L3TyDTShodQcppF25mP+WWiEdmk0hHhHgy+m/4/zdsH1hBl711s/BzYiP93DbI7D8cdmx2P9PPHsXvOmHLoUzdi2Kz82YHoZwxdR5GO2R4qAAUGv3UFwATpbSCaDaI1YE7zW5fPr70aduhze/+DI4efs8vOivPhbVpk5GDTG4YULIUMJUygi9Szw9vGd6WSFq+ALGA0coXvn4jPH0wLwRN0xKFb5rsCoheCv+VKvX8SmTWC/X8FbjsSnt7bj0N77wEjjvmM3wuTv2whlHyfN5GoRZrWnuA508TUnklL5akTVvgvbM2OZawylGQSd6DAHArz3jXPjOC4+BS09q9myrTdsXZuDtL7kSnv+nN4joCwB6cHtudPX4R+yCp190DGknb3ddJlEqynUtzHbhTT90GXz6G3vgilO2w3995R5SxuuedT589va9cPEJW+DjX38AfvYfPi0aw/pKXr9DsAFjtZ7b6b38ClscMx7Ip8zEy2hKioEzTip6ekAGN7zicXDTPfvhMsaD+jxg+zWIvDrh0yZ3VODrduxakqq0CaUO7R0i3FpEE0JJ2iqf1onSuqfHGiHuIYEFSnnue3pg4UwJjdJj56IMOcRJE8IBVAwBFlpoQZsdOZfuUeHD11iEhR1S8Gq/YfSntCa6bqxjeoTgrYz24Wfa4dsJyyRPHUe8TxJgWAGg6lcd3opCwLhvsX+58fTIMtsa3ZVhEQ5kjumcYzbBKTsWpCweYStwJ0AeICsN13au9FhBwc7dN98SGcgcfwcu4O7kmQovRD09mjTOCk9TBPJhwg98tdID3a/cuGk+HHcgy2ShBVe0uTnUHa8XHrwVgxdy85p6elTPQsGZHaONmTZibSOMN1z37s2zcMWp29FBRJ+J2sjFAu/RqIHWy7IMzkIQRlX5DbOIx3APxajAJCkCuRy9gbfS5xYP7O1ZUAUYO6I8HffRidvn4KrTtgNApYwMLbl4fmOlRfW7UeqpMT0WZ0h6zdNjiL6BJOgYjtKUHk6xiAVCWNlYln6MEMc4a2usm++n7VokMFeax54j95q4/gbeqkm3MixgoU9tTXCRg6j9UTceiKGlQePxpY3NLGsEhzPdHOYdvNVyOrzVytjrrZvjIPd+WgIXqShAiqLhhbBXEQA3Qkjrn9v3HFKfSbyOti4AyDzT9oUZuOKU7a0tpYPWZUpjSjQH5/oduOb0HVSpKwrm9TWoy9YHcs1WYrwepr62LQQPFxYSbEmwXHzv34ICmeMyR2y86uNAapchAENeSxg6i+d/9KnbYfv8jJjXkcS3eLxHC0+PLMvgilO2w7YF2WPcFEabgcytOvVnrj4MSQNAeR/bE8O/h2GRpHmF508I3kp6dtnJ22Dnxll1LHCFVSengcy5EDMkBIxVIOL6UtLHk8xHSNWFPJdCwnAAei6d1NMjZ/mb+35a3LQQPJqVN5Vc0bXSQxKko1tXnbYDNs31qvVEmc/TIGqdnSiANOd+IrwV4v+tukZFOryV1Q6Lh7fkLFmWwWyv2rOxojOkWD7nmE1w5tHN+ZCfDS2eDxf9siecJhqv5ZmtzCOePeh6YaYLG2d7cNVpO8SYsbO9HK45fQcszHThmtN31DxniKT3yZDSo00g80lielCIJ/IgmNczOIk0RsB1iYHMs8rgmSs8APzxyZuZpHcx+MFJKQPmZRxZfPKammX4T3J50vOYNoTSrHt6TIfWlR5rhFYYXE5BDkY+o0wsTkuAu5GnRwzVTJ4w0cqSWXoj91yJNmBPjwj4DkdY2MCFjBIMSkzJTmBixfSgnh56qXgj1YRQNSwKD7qLLVkLLphLW92KslQXxJXaWrdqh4tXcHClienRyTLTMjDG08MpIiSPgxCTwTfrTiZ7eri2SwowLiRwgcxDSg8SyDwTDluqp0dTH+47x5xqikBuLR/l6dHJPAsKbn2rWa5jct/IHaB9SLySBjKv50rT1iamB7bk1j09cNA4PF+kgwCe09jTjNfHSZsv2Gp+UFAvA6w0cuVzaC3XDqn8mEDmjSIjHNNDw/YNBWvDSgLXQ3mW1bBFlQeEvTLifu91ck9A4NrAlbNLY2XJdgRvNRw1a1HJYJj4N+A0KuICmeO6ACphLr8ntReggtLIMsPTQ8HMl9ZxLGZzY0eKiUMgvpD3CIB/IJO8pjhN6umBlcb64a7x5KlielT9cmgwiqqbePgUKJC5m8+CgkKFnitoP9dwWSw2C86f6ulx2wMH1Wd4HA3wuxh9N23SlhANhtRRCU3/iu0V5qG1BnVzKuS1MKspfJHSwFUi7cDdCJn8ezymxyYU0+PgyrB+bw7VmEEmDjhRkGW02W3H2NI4Flvc8/QQvjVvIS6bG6u0JVsgx4X18jjiZAlPsKeXpuhM9vQoMFyqn4fzB7aVt/5My8b3xk5O4/GFFAApEJnSE5ydd+lkMSeqv5wHlr4Bb3KK0qOGt0K8wKSeHhTeSr7flI/Ssu8fqneSZbL29BjzUNLZ5aGwFs6Uvouh0HdOGY4hJTU2sEqFt7LIViLKfL92z7pf1VV98xlmuIVJU3rkWQZ37Gm830/bibx/MprOq1dRbOF3X2CQiEHlrCZ09owrpPWjObeMihLKAj+TyzXb4upOFF6njn2+R6Z4ejQGRf4+aBXjQeDxvNEtiK+zLbWBykttRyh5SJ4lQx5O3hmHm4f+VqV1pccaId/TIz6mR1mWyNMjTunRMTbjEuihbzgqTCHDHFZ6BKQR2ELNEq5IFsFeIHPlQFO1eSwI6PiMU7Snh2Ctysm9jx/Tg8IIYQFtkkvjuG6NOXMMcO3pMYYpObA8JAGqrWDLzhJ8vi8LBDFJsSViGV0CGSXE9GggVhi81bD0GFoXyDwEb+UEanlWjReu/FEDmdeCJLrJ1fEFVItwduBj3eXq4y703FqKW6XGWK65fpvtO6UHzTNgMT2cghJ7BDXwVliQKwiXx2UTTw8SNN5vHxZ4O5xn7HKukTZdhkxYiscIV3pgi2h6YMjE+SgGMlcsZizoEDfvNYuvFE8P7JLvBHb7Dg0jPD2w0oOOtS4aW15Mj/F42jzXKD1WUIDCovSt5C0B7LAoomJ6OHLfC1vBDpmCgZN7Ne2TaJ5dmseeI/de1PNm3E4C9VTU6xgAwP6VIfP6i1F6lOJ+MxexPgPQ9VMbm1mWMXir5sAaA3GFlU81FAyzvnPkLrU9lMNb1d4WyHOE50/19LjtAcPTo6RjGMCfJ5imISiJLdPd1p4XZeNdFWtla61BfH+0SqSKhbQ+iYa3ikhD7zu+FglBx3+7fE9Fa8G+pSHJU5ZhIZpsvas0GBAGeenzM6GyUwTdUp5YT49JyBKuWK21+iyvFUXymhjKLz0bFrqnDUBjQOSe22PVEtrK96VA5hx2si4f/HfgnzLVc8MMfK4+CZMr1vf0kOYJvccF+LanR/VMhbcC+7wjEa6OQ896aUm+xHk5QQe7rM5DM/UdV42wsVOi1iMkrI3dfwDQOUZViFf3y7IxaJmGdbWp0FX4/vHT5PLc/mwpSTUDxzwDuOXeBjIRK8K9vTyj+agnFHqGlR6zVOmROhYceeudtIblgAxsGMpABC+iGrRo5wbFaIAoQCImd6qSlNQ1/isdUUxPJL4vK+fYlDYA8H62+fEonjlrx1Mmw1s5nlp53iamR8xnDNn7rcNbTYeOkF1xnULEBYvUGkwWYDoqAepA5tGeHsLhsC6PHTCwMEui2tOjDMNbkcC5RpkxwjHJwtnV75QO3dwXahIrfXT5qW/sgX/+5G3175vvOQBvvOHrVUwJpanuu/zTJ2+HryGGgsf0wALfbicLWmdjMuGtBjymR+MtoQXj5uQ8PTZEuJuKSo8Il24OM+UEENg63AneuMJrZTTyLHOc0mNpUJiB2GtvF2eVzw9bAXgrKaYHgB6QmA9/r75x/3EBDMcGxdm6uR6YGdOhsbDStbHfpULSIVN6OKgd/K44OFydTvL06EoxPWzG031XzES77ucH5b2HBvAXH7wF7nlwWWUF8Dz+24/cCp+9fW9Vfp7B2cdsImmxp4cXqFQYAmIgc/YN3Dta36aJ6ZHVbbPK9PKPCnjn5++ED954L5nPG2fHSo+lGE+PUV1XlmXe2MPYuJjcuoCF7YNRUY/Ngim5h8gjS3qv1JgebtzhAx7x7hn67+3uWIHMJZJiMxGlt/P0QGPugYMr8Jf//bXa4MA9x14m+w4NqFJEaDMnzdNjLhIO4BBSWljjCwcyn+k2awxXOkvEvVtcXW58EwUFW2cc/dWHvgYHV4bkMFAUZa0Y8j09sAIw2ERCv/i2z0e9i5uvsWvutEhVsNTP5XyVVy5dY6T85J4nRG1udHPq+UatGvVypglrQo7SynfW8jcehKht4x9YycG/7YNLQ2+s1XUrdUltiBGQY6gmLTnfk/x4GT40J+8rnCU2pkeITGG0IUyJ/d5afTymBy7XFjr6z7ACRcpKY37ZDWyjEJH4CLzH8aVfgkCbpA1tlTghckIbvneJihfWB9z4yJLnu/ZjXoDHHEhdu/HYovGAbAEXfxqKtTNJTA/XlmXn6SHV9RDLzUJnQU5Y0Md5sxC8Ff/GK8zAyGtbLSTHa8nkHWbpk82YHmo79fLcOCeGW2K/+XljPOpcu3BKL5YhMdhr7nNPD96GtmNf7jsd3iqmGr0t8n38bnitwKnbeHqk9EmtVJY8PYx8IU+PFFKhvaZAGfjjMK5NbSuUM4a+o/Q8Zt/ksX0jm7NOibQeyHyNEA9wWhQUo97H56eC+/v2Vxbv2xdm4NxjNtUCQI3c2ivNs8qVvPldCab1spyQVQtkftL2+drCYNOGHuwfBy23FgEpzkSMnMOViYXd1UJKrUmbMpvr7/zDD5KyPnTzffChm++rvCaEjeasozcShuMZf/zf8IlXPYG0A6D6VjjwYpZlQetsTGWpL8SO0XMHtfna02MEm+fGwpCA6rOJCxJedWVPj3A+3OcYbgt7enCmydHK0D+kLsx0oZNnMCpK2Hto4AV/rOsNCJ01pUfj/UAVRhtqeCvFIpx9WA27mLtxUuYp86xvYzw9DjhPj7HVIP+eAxbI3CkGsaWw5OkhCaqdwAWPLfKNhfa6crDwSYO3+um3fAre9cW74W2f+abKUOA8b/jg10iZuzfR2EYFEg5iYRGPG+BIUqTxb+B+Wla0HO7Jh7awv+s3HjgIL/u7TwMAwG89+/z6/sYN1VypApmbRdRrT0/yMsKeHswLwXm74Ll17JY55unRpB8WTSwoyZp0WJRR8YNweoBqbcszXxmwPBLKMpQuALrFlusbTSnjxs6B5UahMCpKeM3/o8L0wbAga8DeQwMmVNeVPv1xAF0OG+ZofqYD9+5Xs9eElRaaNWiWoUDm3Q5kWQZz/Q48uDQk76gR9bgZKwqQkoLE6VDgrV791s/DzfccIOOuQJ4eXS+mB4jXMaQpqfm7kEDm6qFo+qcTbRlwa5+2BmKPhHg4AF043clzPZA58HxU0JhCVvLTdi3CqTsX4Ma798Njz9ih5LcPrNLhHAsJ+Vp+yo55si5iOKU8kwOZp8JbnbJjvimbwR6GypYEPxs3dOHe/Y2na8la2SamR4hMOCfWRAJ/ZvSMNZ3qvaaQ53zIU1J6WsFb0fIxYa+L5vygtU+vO9aLp9uh5zvPWzjAM6R6etCxxOtSiwqSy8t54BjL2BRhYO3pQQypKE8ZUj5wwnMnOKbIuse/hT3PJtk5XJ/FBjJ/KCjd46+5nu11PAjckDB3IHic6mtq9ZfCWyU1V25HxPogzavY9QFTo/RoeHJPYTg+Pw4F1IFjt2yA2x44BM+/9Hi1Tg7568cyxGU2P3hsT80zPkQxSl3sgYcDmYeU4FaZVhvnZzpw/9imVeMkY96Pr9U1HxLB0LrZIBm5xayXdTnGPh1sQyZfAwCcuG0+uhwAqM90TXkZkQFpMh2vTUm1htOHxk9b/j+EgrMaHuQPR1pXeqwR2rVxFl545Unw5x+4BQB8F3jOFFJPj7IONL0424U///5Hwj9/4nbYe2gAf/Tem8T6TE8PEALUGhPWeRdgATamp12wG7p5Bg8cHMC1Z+6E7/6zD1fpE+GteBukNrkyh0j4lucAgORjmCmPEZ588MZ7vQXrFU8+E55+4THw3q/cU9+7/0BzAOXQO0tI2MctEwCgFuBLNCpLJvxp4K7qmB7M0+MgglUJMfHOojsmqNZM19+IQgelDOi75XkznjHUgAbfIsX0yLIMZro5HFwZEYUSJx5Imgs7dE+P6m8nowoHB32ge3pwK7eMbO51TA/DurZy86TPYwRaB5epp4ccyJzOa9zmPJODWlsxPci4JPBWfnvdmoUDMGqBzN/1xbsBAODjX38AtqGYEqQ8RYDsmPY3v/gyeO6f3FCXr3p6KAJ6ThrkiOnpMaLKOi0YukYYgxcr8Bp4q0EQ6me5Dnwpexl10FzEdAjFiPn7H7kcbrx7PzzqxK11mzFkmMtfeydOwdNjWH+vCopmZVgQQYebg/1OXo9RJ7xIVXpIMIW4N9xQ+9KdD5ptHowK0o8V/FhJnms003FKD9kgINrTYxCO6QEAsOxieqB4UJXSo52nB1bWSlBU0jj9r6/cQ8oaIU+PHpubFJYyfv8METdQAKjWt1QIhElIV7DQvwAAp+5cgBO3zcG7vnj3GN6q9NLYddHffC8ilszGIRf/5Ae2i0/YAj/7xDP0NiiN/aWnnQ1PPHsXXHj8ZviXT94Oz37kcWI67RuI8Fb1Oo3X/er6X196JXz45vvhGRcdS+YNEYyxOn7hKY+Aq0/fAX//sW/47yU07O9/5HL46l374ZKTtnhlx0KoSUYPv/OcC+GufUvw03//abEMXLYG65dKSV4CeOyYyhJLaNisJ9L6EYai8O/hdULKPdOlAnRbsWH0hyJe4QJ5Xoav9KD5PcOJFm2YVnqSd9wOzkfIAl/Gh7eAtyKQwSh7rOATE/X0sNPion3ljV3vZDFT6JlPUuw8FHIz/LVToZvxPsAN6jq5/T68LscDanmwZ4DjH6zWxr6J5d1inRG0uWa+s4vpgRSz/JzX7zpjEf8s+sYXXgrv/Pyd8P1XnKjWmWe0ZbyfiYIky+BvXnQp3LHnEJzDvOs9pQd7F+01KV8hrwUV7HR1TWM0xX01bTvUcpOg68SrxOcz7HpZXyZomV3xEp9rjxn+HdjvlmsGf9/LT9kGv/aMc+HUnQvwrNd/KJi/381JPNkMAF501ckw08vhzKM21mgG4Xboz47fOgcvuPwEuPHu/fDmj36DtFvLFvb08BPEjLuQp8ckBgfr1NC60mON0Inb5+FVTz0L3vLRb8CDy0PibZFnGfS7dEZgoWtZNjjcCzNd2Lk4Cz98zSnwpg/fqtbnFkJprpZlWkyPUJyDuX4HXnz1KQBALagtYV0cvJV/rw4ui2J68AWJeHpEyEmWBwVw+eoPX1O9j3aY5IIcLJivhPi04q6l9Cio0mNYlLXVIoYoAWhieuxfbgLShjZWV0YvAiO2tacHerdunkOv41vozCueHri/8Kv0x0qPFcnim9XbUZhPbP2Jr2uFUU6DItfwVkVBlE8ADhbOb0Mnz6BwAloB3ipngqY8E6zxIxRSjaeHHsgcz9EaCq4WVMtKCCn4shTTgwaN99ub4umBKcbTg6av/l528jY486hF+NKdD6pKD02hJJWtWcxY34bPQV9xomYFgEYwDdCs+XkGNUO4N0rpMSLtpELOvD4ADMmeUjaeHv0cHnXiVnjUiVsBoHlvbA1dta+J9yEd/gejIk3pUcM45NDLM1gBYPBWDbQfV8xpa5KktHVlABjBtsfv+fk79pptXhkVxHNh39KAtMXyOOh3c4DlsYIOWe/XMY8UpXCvQy0esaeGJoTJAMX0cHvHuPwDMTE9BKVHN8fBJZu07roUPn2W0T4vSuo5gj8jT4dpQ69Te5Byuu783fC2T9+hvsuoVN5FmZurcTbRt1B3QGsSnHvMJviui4+tFcPN+h0nBPOsk7GCvcPhrfC1Xg6v+jmPOg4uPXmb9EJVWcK903YuwAsuPxEAKiMgx2NJpM3vZp9HdY2TEk+P8fXZuzfB2bs3ee+AIajyPCN84ouuOllvg3DLrZ0331O5aWGjF93al72XkPDK07YDANRKDw/eatwHeF5OSilCQmbH0YqIdbZUZ6BgiXfAPJD0DSm8VSimh1W3fD/kuRGCh/LmYYL3DSc+ZqYhNA95qkj3uLV6DGQQ7ibMoztDoxTCLQ6dZyxBJxcQd/OM7JWTTENXdOOZL3l6PLSSs9QwI7i1MyyuTSV819+Hzxt3xg4pkosSojw9Yk0oTKVjRuuWnnEyPT3G88QKZN7v5p6hZ1VuhbrxI8K+6sFbZfIz/ruTZ/DoU7cr76HXYRHfNzQehsJbyXVqlGrQgmUTeFzg5DHvx1O0gVBNVnpw5VNilVkGqgGII/f8eZccLz6X8vU7TOmRARy1aRZe/sQz0xporBGn7VyAF111MrzmrZ+LSF1R6DuKCsyIPg17eoTLWKcwrcf0WGPUCA2o9toKWlaWjcBzDi3OOKCqV894hkmHobKkDOVA8EzA5ATBkkU4AGXE8MS2BJ2S0oM3QWrTiAlypZgexNNDbUFDhwYjFTdfsxzmnh74fYaFj09sWQiVJWUmpSCyPKbHweUhUZpZVHt6RGzAnDGtyg9kyphAPKeCb9c3GrxVFVPFt+RwTP+S4elRMIEQn0d4COKAya69WUa/jVPwlaU/frUpQtvsz7tuTpn7ymIa0PM8KWihayO3nuOBzJ0A2fUtDqhOLbn9F3PjjQolm3TSWJKwiB0Tb60v2vDVBMh4vuP3qZUeHaz0yGVrUKE9WkwPa+5ijzO/beH1B68bK+PDbpZlsHHs6XFgZURjFBllSF5GHeR1hb8BrncDczPWrG+Ho5IoCzmNilLdIyQaIk+O2rpTELbjNdg1R/smOryVfx8PgVFZwv0HVuCbe5e8dJgGo4LMHQ5vRTxJ2Bib6TbfwelNsPfbhn5HHKuLzCIKw1tpws4sa9bNBhqx8RIMEVE+jZpvLnl6uPeU5niWZZ6BQAMxReGtpDIdWa7wRzOoO07cqxVgDHun9N20BMikTFVQQ/+6a/dzGoHMuYJdE1ZbFoIhq06PWlrLhcp322Qu7AF4TQoJYim8ldKGxHfAwlo34kJBdx3F8GZ8drkyphnEPCZob/27ZT6pPq5gd9TG04MKof0EM8wTFCfReACJtEd8b+K/fUWEPRZMeCv1iVZXIINBLq+vtPEL9WFe6BhNieVQ3aPtmASCMDTX6Li28/K5Nw1PmiPN0wNTar/j7zzLDFL43OPU9Yy67JgeUvzAaSiJrPFS7z0pe1vE2Mf8Dudp+51crC8WYpArmzi/Q/ZWa+1pKWznbZGqyNBZdVhg+Ot2PFBdrtJHWOmB5Ue0reF6vfWixbhI3QdDCB6hJpD9aYoLDB+3beeizT+4v5lwT84TVnpLecwsAGDLO2PqXac4Wld6rDFykwdbjWeZfXBZQRa02BoUu+TNelYU47KF8ji81Sig9HCCGQ1mSDscpyo9vHYK2WulRy18y71FCtfrhCdWW5YGI9UCWBOucdgXjGUvenoY35d7emBYH0/pMeMCmY+8eAIaNZbg4eVCsi6KEQKNkGCWQ0a5+jVPj5URngtNPvfOliDVPaoDnLK2YiHkDFZ6IGG1FNMDwHfj1zT5+F1rwTMTynBBkxZ3IYbqQOaM2RmOKLzQoJ4r43qJ9UyTT/LgcuMgQ20viDDBb1d9WMMwI4KSBRNft+j7yN+dWyIBUCUV/s6SJxiA7IqqCRsshRSODQNAv2sMg47XQerp0cyVvYcGdhkDpvQg/SMrFLBHHhcou9fF3jNV/mZdkw6Cw0R4K7fO9bp53Xai8DUCerYNZK5RWTZeHhZUzMqQw1vRQPND5qGJya1neKziPbzXycV2Ls7SddN9u0r4I7czg2bddXPM7eP7I+Ct8DtiIUw9NjD/YCk9gK6bo7JsIKaYtwX2FOHTU4NGBKi8BiySYq50O76xBG7ztCnkVeIJJbJmXYvd5+syjWSdLFOFejyfpFjQfnOSBRlmFpZYKzcbl4XbVv3F67S0n3IFfjMsMw9ODZcb0SzStlAgbansqG+rWNhPK4h5Vab1zBCAGWXGWHMXZSl6ioWVQf5zzM9IsFuEP8gof+BDveg1q5B1AcVJyFMiZa6Fhg0f15MIgTWv3Zi5ngRvJXwD7nWWrJfGkDWBpNa65wVo5/zGBFPRFb0yovzcQ014uCbDW6Hk3KAuVBb/xiF4KwzLGuPpEfsmMfBWUpIQpKVEUiBzzo/OdOU4hbFrVZ7ZwnyiBDaV/DxfJH/CDAClNamT0b0hZKDg5U/09FhABsR8xcRtDZGmwI4xvnU5E+zGqjqC7bKf476aJu/Lx21bmb+dzfGD+E4gR6AdsqdHuPEhRIZ1mg4dGbviOkWTWzg/eeseuP/Acn3POrhgWAeM+z2HFmpurVsLgYXJyuGtcEwFiRyzEmPFi2uzFgFJOMaTS9nlmB70HbFhtLu0hHFLw5HaVixwxIvhiAl9uPCS96cl1OYxPbACAQejBWiEPwdXhghaRy0aABqL35jYETOCRW1QMw5+kOteiqfHUIe3ArC/HQ9kzvtZy1t7P+R07mEBMB7v+5eH8NFb7hfLwuNPjOkhYDzjPo2N6cHbyA9FX7pzH9x0TxMJeeTF9EAHV/S9rJgeAICsu5vn0nSRLNRc3xxYHsFHv3a/d2BemOmqLEoI3gqgGS8FEqZiZov3tSPJi8R3E5bHFKZhQcctMZqBMLweVpY236GKceEU3A8cXBFy+mXUkGQsoK8Ux8VBW3XZXK3ewR0efY8g7GHHKTWmB/bMaRQzvhIIt8+1RluTQoHMMXGB0Ofv2AcAAOceu0lt84DFtdq3NFTnEv/0Tulcls38w3t4r5OJCheOfes8PTrKgdER3zvc+rvn4Ap8+Ob7zPgjWkwPaf14cGkIHxPmtsuDFSRFUSJ4K93Tg/ce528whTw9PnHrA/DAOB5XXXeux/RYDa1HyNNDE0pgxaO0z0vfn9eFuzXLqMTDgrCyFCKhM+CkFra6wMgXMrm6eCwjq8yyCHt6SG2IsToskEGT7omFBA1ZnGEJn10ui7bmtSHbk4X+tqDRaDqrvurv7Q8cgi/duS8pr9QmAKp4jvH04NAvtHy9AdojLyYHP5/gdTLz3yGkNCFtSJxnkzixuWb4Sg9BaMk9IrhBiTXO2HCWlEDJMT2Ua4ksgXDI02OS/nXvWQcyFxb8VdiakijVC5IYsfG+Cnh68G8cDmTe8CYxMT1iRZQx8FZivyTsK3VdtdKD8oWYKngraW+KW7tDStVOYB+VnklVa+3x+AohWZ5TVALHw7T1dq3rU9Jv6CFPD8Ivydd6vfR3yrke8w9+uXo5/CyWqlyIUWSGzrFSEb6nRzuK8SIVebVIL9uY5zFtX/f0ODy0rvRYY+Q2q5/9x8/Aq976+fE92wrfYXj3OzlZSKinR4fGERhPMGnBwIcygOqQoME74ZgHmkBLw0C1dCRY2OeIt0GEt3JWpYUTnATgrcaXptJjQD0zzjxqsb7GTC2G0CFKj1FJLKeHgqeHtfnx947y9FgemlbXmDDmf8ijQI7pYWYBACDBVp1Hgfss7h00a90VIZB51ZYOyS/WW/dB9fuEbXPk+cYNCKsTWxw7yJCcxfRAbcSH5+f/6Q3w/D/7sNgG3P89Ia4CP6Rlmc9YdonixT5Iuef8u7/ri3fD1+47WP9244jGL2kYSUdS/2LLPGzB6kjyellhMEsADUO1MirgWa//ELzhg7eQPPMzXfXwYQUyr9uG3se1jzNbsleCX7YvbKj+SmvzcVs3jOul0HH8IHDS9nnxHRwdWqEeYrheB3EV9PRgsVSIl1HeKIXxeD7E4sNgwm7WnI9zZUiHriGD+QtRo9RoFC9YGVXDW2GlR9ms+xJpAsAsYFgAAPClb46VHixgI6alwYiM/X0M3gr3Md8DXDocnBorNGZ7HbH93NPDfbvq2+rv48WDGvMLr37r5+E5f3ID/MY7vqTm1WJ6YJxlRx//+gPwXa//UB1IEFOWCZ4eqDy8ddPg6LSc2Qk8PX7iTZ+Eq1/3nuq9kPdQKgTCJBQS1FBBW9OCErBwPvbAT3/zuFZcMav+yvx1tnmW1obqXroAQCtDElR3BVhFrX4SyDzLxEN96js0lqnNOqUrVFC+yH7ZMtcX2zJdeCvrmT5a2kNXVPmWhwU8509u8J63gaLAe7vU/5i/4vHWtLheYt3KO/Oxx8s8ZssG8tsXQtLyTHirQLeHoLRSyOXkvF/MPOGeHlYzJIgxMt+Br1Rhwk0OCvBY3VbbuLf1RP07zlrDlXb9sk5HZ9O1QMTTg8FbaVb+Ul6A5nwRUohXUHnVvUm+R11ulKdHvKA01dNDiukRUup7bWEyGitujeXppKVL6WWyb2RyXoxKMCKeHrE8kMLbKfdPRHIDLCegbQ3Xzcfz4Qhk7vFmBkypRCHlVQxJ+byzZcuyrS7M2N+YekJGwrKxS7jxIZvwdZ3HdGhd6bHGSGMQLYGMU3rMsRgeGC5ohm2E0mHaUQmUca1gS/T2uo1YE2hRK4LmeqQILQFsQTZuJ6fReGUZIkEuX5AoU15dLxvBsJdWGnirs3dvhD/53kfWz7793KPh6RceU/92eOj4YDUsaCDzYeG76lsHUw4vNhQ8PXylx8hjBH73uReI5TfWrS2VHhEb90hQwHBLJU0gSWN6+OljPD2c4OCnnnA6PPOiY+GvfvASAAB4zOk74bKTtwIAFaSNUH24T/qdJgYEtoT+zG171TaI8FbY04PFleCBGHkwdc4s8MOCg/EIbcSNkLWp1w1DHqCaU494a9DycJmYVpAw0xFnzt/yMSoYne93VYXrSIllITHlRdkINPEYzkBeA6V35mkl76HF2S4875Lj4LsvPQEAsKeHfPh5zXVnwTPQ+sEJQw1hi3qAZvxrsIKOaqWHoHjRPD1qiCEJN3r8tyh9BpzHMMGU6ukxQDAOzgth/1Lj1Sgp0UKeHhq8lZSHD7t791feAMcyoRSm2/ccIuvzPhZonsb0oHndnoEDmX//FSfCY8/YAdecvgO+74oTo+CtDg7Cnh5F2Ywb56m5dZ4KTf/0/bd4+RyNBI+bTp6T+cbpnz5xm1gWFzjVSpRxUO3Gwk3OAwCwwYDB27VxRn3m6MHxuHKQf92O7ukxibWuRtpSLVmqZRnyXkUCnFirQT7ON8/14We+7XR4+RPPgMXZngcvobVR4+sAwkJu6X1TDn0hgRHfTwHoOhGC/6iUHrZiIiU4La6TwKtEWBuGvuvvPOcC+J7LjodvP/doct/lm6bSI8WzIcv0ZySdWV+oPaHneCxXfwdBTw8Kb4W/sx+oWu9b7Z01mMw3vvASeOZFx8LLnnC6WY4P72R9k7TFahLBS20MUcj3MXlKD8HKXyNP6ZHzsWYHnw+RBGVH6iOV2W3zlDmtW+V7ekhj7w+efxE8/cJj4O0vuXKCmtIo1F8W4b7kxlwzXR+aWssL0PCeob2hKHQjTkyx38pag9wnkpZgbYxaTXPnQAwFxsdYv5OLfK7dl/J16Le1tfA5GU3s/CZ6imVyIPPYamK3xD99wSPhWRcfCz909cn1PeoZ21xr4+DiE7aI6QGaM1kM8pHjFUSlhzFaQ54eoS7DRn3TMPh5xkXHwHXn74bHPWIna0e7smNi1RBYafaMU2jv2LSh592LGXcheKvVMKZ6OFISt/va17621vK6f2eeeWb9fGlpCX78x38ctm3bBgsLC/DMZz4T7rrrrqk3+uFMmhbROrg4eCvs2QFAA5nPdDuiW6K0UGOcaAAfsoO3zbVZ8s4A0LXhtqeHAG/FfkuLiGN8aEwGlkYQPFmCQwxv9bvPvRCOR1r/fjeH33r2+XV/OmgRKgAuWUDiNE8PHsTRCdXKsgkM7JiceQJvVaV33+dpFxwDP/HYU9V6TEiPMXEBOy7fotoCHKXlFm/aGMf9hcfPTCcipocTXIzfa3G2B7/57PPh6tN31Pd/+WnnAAC14MDBvbmQuLE6jxPgSgIMHkyaM0+8n0gwda70YIcFlzXE2A8ZvBXGrx4KFvWYsMIKwx05kmJiuMOa5InhaLbXIfUtzHRVhetAeYDLrA86yCuBKD0yefyuDP2yOQPuysbv8/QLj4Ffe8Z59RhpYno0ZdR1QwbbFmbgt55zAZy+a0F8FxxUunHfH9c7vtA8XhzVMFFdX+FGvHuIp5OvpHSE+1SLYyN6z4yKOph9DGGlhvPI2rfUeLXU2NbI4tE1JzWmh5XH0Z5DldKDKwcwHVwZwZ37mmDnVSDz5jke23wPGIzHXAlN/5937CZ4ww9cAn/5g5fARcdvEa07eSBz8u2UVyrKEpYYvNVOphzQ4AYBWEyPkZvXzfiWxoXUv9IevjyiQh0sLNbySfuSIwv6ilPt6ZHLATQBVsciS63LYRKztO43xbOWeEehTOHeT1x7Gvz4mDcgz3X5nqoc0erQ8mplWKQpY9zaL8X04Pu41yakYBthCKpM8/SQy9DbPC67CGOQpyg9vvPCY+BXvvNcwQuh+j1NeKsUIST+xqbSw3gWevdg0Gn0WIoLJdVtBTLn/IrtZSE/8+Ctxr+vOm0H/Oazz/fgCj1La68NahOCYhQ+rCdR6Lpmci/ZkIIRwDeusNohKX24oUvIWpdTkuCe8Oryt3SkQYO2IZdVMvZwdMzmDfDbz7kAzjG8UY8kwt3B9/DZXidpvQndJ/GBhPo5xY4IO65FRv5i0rLxWJGY3L6Fg75TuN5KSC3xPKZyhs2fTHlWtRvvTXFGRFLdWnN43VI/5VnzPUcEijJufumwkvT3E87aBa971vnE0FBbK7S6f/Xp56hp0gKZV39leCs9X8gLN9SEacMu/dazL4Dff96FsHWenjfaVmPyFgL/HH5f+7nET8U0PQxvFVHIOgUpmds9++yz4Zvf/Gb97wMf+ED97GUvexm87W1vg7//+7+H973vfXDHHXfAM57xjKk2+OFOGoMYpfRgnh44vkeW+YJWrT5sieZIgntxbXPC6xh4K0yawEwriy/2UnaXBgt+NIsQABTTwxDGDUYlgWfilGUZCgI7JPW7+rBCCAf8daTBsQBUAmSCoT7+FrjNfQZRsn95SGCLHFkLa7djK9cAfAF7qEyAauy598XCBi540LyZcAwU/C1rS3dF2QaAYM4iDqfE06PGSafQUh0FasciCm/lQwx18pwJCDI2V6kyyvf0UGIuBNrlBLA1w5jTg0GTTmCycPsEQafEmGHLfZ7X0Wy3A/sQXNPcTEdlFvRA5vi6eR+3hvWZp4ckuBA9PTJZgYvHLVcmD0d0DpK6jMOzowMoXtOAKQ4lWCqLGk8PKtRpPD2ad+axcDBhIbSk3HLlckr19HDzut/Na0EQHhsD4/CvCaP6HV0AHmLuHzhQ1a0pPTbPVW288e4mbs6+pQHpI2vNaOYjiGs3gPyumnLC0HkAAMDygAYy37FADyHcgwQT2Y+Q5WntKSaMC8kyVdrDnQGCm1eNkq1JkxIUMNYDAlsMdjsyLjbA6lhkqWNvfJsK8VEgc8BzVc1O7wXGeaZde8JG/CyxDpGPMrOoaSXPPumetE5zwgr8sMW30C6zzQ2fEYJXwbdTcL8xubl42Dw9+G+y1Vn59Gdh+Kr4527fp/BWfn4sfPWgk1hyywNfVWglKE6kckKQSpjSBUnt1zaXky/9UvN8GCgGOWo0XIa3Qu3I0j1cUuCtLGEujpeWZZPj6Uv1NkqPtS8lw3Ofny039Dr22qAsa7qxQrP+psaAsMjySsqE/ah+puSxeBt3FiWeHmgcuDVOgqWNhaLKM9uDQZIjhcqUvqPK8nhzWS67iSUZ9srkpK0vMbwd8fQA2m8S4TWAV5sEbzX+mwpv5a1BiWu81X5HIV5J/P6B39Mgt0ZkwljU6msDeRezjgQ9Pdb+cn5EkH5q1TJ0u3DUUUd59/fu3Qt//ud/Dm9605vg2muvBQCAN7zhDfCIRzwCbrjhBrjssssmb+06iRt5ntmwQy4Q9Rz39EA416OiZIuXPvHL0hdaaMIqfCjQ4K28hT6jgh2JJEE2F+5Jluzc06MrYHPjTSMmpgcAiEJ3TAszXXhwaQgHx3A0WLEyKgrSN8MWgcyxzsn1Ay7THRqcAOzgig9vBQDmyoqtvjWSAumGFvyypEoER/wwrlmNVPBWri7UlpRA5sZ7Ycv1Op/i6dHL85rJdEL3kEcF8dpwQvEET49eTuc/V3KoVs6BwxuOIeDaWSswAjE9MEkWKNLUbmJLIEaRffLZfgf2IQgjXi4mzSKKxKxA7+PmEB532LoXk6z0cGsJZbCJEoGtq1x5oOg81Hl3YEUIZD5O6saEpvzhVMf0QH3eyeWYHvX6KXp6NIfHJE+PooQVQ0HJqYbu6+S1SzGOX+IUCNKapB1qJKWtI95k/mau7m3zMlzSKTsW4ONffwBuvgcpPQ4NyfjFAjfedQO0noyktRvk4KXaO0kKf0fY+7Dx9KCxL0xPD8ETDI8lac7GenrUMHgdDNNHIR55NutAEXuwxB5TndyPBeZoNQ4nIatVvj/gNVdTkE2jLVRwwYi0iR+sbZKhoVLaj/bPLIMRW5MlhQxepzUjkzwDGAELNp5l4lYqB4vVWyx9nml4euj1Vfl4XIFJyH4/S/jXrszQkAga3KDrvmCsIio90Hpaea+Bmt6ydNaaxvdUU2kB/hrOt7sURRQnP6ZHIINBalwig4dwxOOimR5TkiKBCW1Thdmlci0RLtmy3M6zzDRmSyVX0rJh7LHWCE8ffq6Z7eWwZPCLIUMBTq67Kt62+srm2qM/YuWGz5aW8RAny4hJDmTe9Jtb4zYIMc7M/TWj6TL2m7YbtcdUpOAy9KqNplSQwpJXKOI1R4VsFGmR9s1isuOvI/VTltF11VKaJ01hd5YVeF3bw1RYLxOIxPRIy2oS/wRt4+vYw9rnn0PURhEakyWs9FiFg8XDkJJ3xa9+9auwe/duOPnkk+G7v/u74dZbbwUAgI9//OMwGAzg8Y9/fJ32zDPPhOOPPx4+9KEPTa/FD3PSPD1iXNS5pwdmJEdFKQvnhPpK8BdWS+kRigPhBTg0Fm+rPi6IlGSeDxxYgaJorLolV2d86HEa6lCA3VBQcOfpcWDF9/QYFTSQ+UAIDG9hA2MIiyp/1da79jYwKnUw2vEYOLA8JHEpHJmeHnkejukhenrYeYqyBAkux4O3UuomMT1QGsfgrQyr5zyg896DA6K80Ki2msWWxNjTgygosnpeOeHcwRVbkCsFUKVl5tQSIcuYUoQqXuI9PexNdmk4gv3LFAatZiQDMT0wubbtObhSfydJoVl7egjrkKPZbk6+46jwvc4caYcDSWBUlo3AucuYOGlsSO/MLaBc2dwTCAB5YTB4Kx6wXmozJuLpwQI1ur8azBenfq30QMK/XI7pwWHhMGGBq/ZtVE+PBHgrbPHvgrY7eKu9BwdNIHNhb9Q9PdrDWzkvvq0LsqfHKTuqoPQu9gfAGN5KgIp8cGngMcE0kHlcmwAamD9OGjQAQDUfeCBz7umxMPb0eODACnz9vgNkzyKeHsibqVEy+nVKlqnS8Km/u1MQo/GG28/fR6NYCAH8Tr2ObgCwGoeTkPwmZ/uD+1WWYYOM9MbI7fKNVzLxWkprVGHe04jwNDm+pmtj1RZ/z9X6SrIGVr+NcN/6BtJ40gPYN9chnkyjxsPlCIjpsQr1xTzH/dvAW9mBzDE/led+kGycx/b0UL5toqeHNe9C+VPXqknWEN3CPnxvEnirat/BeXVoQo2SPD3QdOLVeLxlLvPmbciNm8YoYO0LySTPfUczvU4g3o+2dtr3R0VZG1ZNowfj4K2Eh0o2Sy7i5ARaIPP+WBnC46MAxCus85x5MBhK1hgvl1DdVr48N+CtkBzpgQMrXl6LyLgjMSvChPlQnL42UGHppVi6zbOq7hh4PZdzz4GB+kwivk7wtCHPj2kEMpfIlwtOpxz6sPojKeC0bG3YrbhA5iFvmHWaBiVxu5deein8xV/8BbzjHe+AP/7jP4ZbbrkFrrrqKnjwwQfhzjvvhH6/D5s3byZ5du3aBXfeeada5vLyMuzbt4/8WyedpA00i1AsAPgxPTANikI89EmydkmYZXlxBJl25bckGG3gdfxy+KIhbRR/+v5b4JX/8lliqcz7dCRY24Y9PWzLkPnaw8IFMqcCItx/g5EfGN6Gt+KB5Uv4yl0PwhN++78AoNq03aLrxsCBlZFoARoKeMUtrjjJMT3MLDAsSlH5wBU9Wt0ro0Ls/wbeqoD/7x8/A+f/4vXw4ZvvAwCAP3v/zXD+L10Pf/PhSmkbY41DMePdMxpEvNfJamGcE7o/cLARckokvTOHh8Kt4wfrKqZH0waO18oPC837mM2CD954H1z4S9fXkEFYuYLnZmhuuLXkmX/8IfjZf/hMlV+y4BY8Pfh32dCn8FYY/5yTxkSQQ2mGy5HrlBj3FUGhkmWyZY8E2VYrdguqqCDlkYOFPD4pvJUri75HvKdHlR4vNdX4bg4PjixYOHx41Ejax4ZFGQy6jskJ5XvdHDaOBfD7Dg3hzz9wC5z/S9fD33+8CnqfAm9le3qwPKJFFcBmIZAdQOXpwWnvIQ5vVcDT/+iDcO5rr4e7UOwPgEaZiRV0/D2kuaAZROS5vtoXZVl7iLr8PKbH4mwPbrpnPzzqV98F17zuvfC77/5q/UyO6UEhBzhJ30Sa2tzTA0MO1fnY3m8ZhXTyDBYNrxVH2Biii4Kyc1qNw4kuhPfrxN61JfK2ksqQLD5DJB3kq/v64dmz2gv0ksR3pglGcN0+XysJ3PE6oRmZ1Aq2AkNmxAvXrFeQAzrLaS2FUiy5sqep9IgVnAHQMWAJBaxnYein0PPm2sVDwkYCUt3YqKSTcatnmqcNtFSKpweA/46Wd0FsG9T0aclZXjn3rHBmCME2Wn0iwVuRurNJ1+iQcEof1zSeXOYZck0iNOR5LQOOw0kJSJMe4Vfia/Jszw5krgst7fX6jTd8HX7gDR8dlzH5bh6DIpACY2QhYDSeHljR0Vy7++kxPfB1pu6vAMzwy1T4oDwivFGYv6raIp9B3PB/04dvhef8yQ1enRZpyraY4UDgrQTFjrVe8+LbxPT4u499w3tmGlsElAuhJsTIHtusAT7P2I5Mnqv+638nbfzF8Fvc0DSm7YHQm9MzWnqYU9Ku+OQnPxme9axnwXnnnQdPfOIT4d/+7d9gz5498Ja3vKV1A37t134NNm3aVP877rjjWpf1cCBNq92L8vQwMLhHJdU4O6w7YbpW1oPM00PFzw9DImmWSpLQzGLkuEWztoj87Ue+Ycb0oJ4eFU0Kb9XE9BiN20aVFFjYJ8b0yDP46xdeKpY9Ytj5w1EBH77l/vr3cy9p5pSz8MCKFimws0TdjuyOjRkoKRBwiKEbFXGeHpripwpkPq4L9b9ry8qogLd87DYAAPiD99wIAAC/8q9fBACAf/3MN718XvtrQR1tc9Ve3yujx7Ch9xz0LS/OPGoRXv89F1flM68NAF6mz2TymB+4byTsW0wuawwjMhiV8Klv7BnXi+Zm6Qs1NcLv9/cfv83LX5czpMJMnhegehccrNpSemgBvCVPD+y5weNqSGNjIKwHWNhY/a7+4vfh8FZOOCwrs5trTed5UIC3ckmbd4vjOJ1goctgXtxvHocIQJ7bLrtVr7YmHAp4RWFyzakCmTfwVr/89i8AQKW0q577dbXx9Ig5mG7a0FPXqe0LPuzVyqig/Toq4DO37QUAgOu/cFd9/7SdC/CzTzoDAGx3fWleaQL/jnJgBKj2vTvHnoI7Fqt2b52jHiyLM1344jf31WPhc7c3BivYcMDNrW5OIQc4SYJmMZD52CvS9XOzPvtKaQCAi0/YAk+7YLf0mnX+N77oUjhj1yL85ONPU9Nh5aHt6aEW0ZpUK+n6OV13mjXehrd63iXHw4XHb4YTts1Ft0Wz0NT4OJ7HtdGsQ4KsSBEAECxtf02WlAYdYR/m5NZpzAPrigmhXZFCoFB6fH9iT48pBjJfDU8P61no1UMBq3H2OhbbkBoPcOKBzDUvK1ymWLfSV1vm+vCks4+CLXM9eOQJW+CMoxbNdwh5dpgKJbNkX3msFXXtmTvh3GM2wS897Wy9Lpb3wuM3w4XHbybnE0cc8iXlnXyhoi+0TYe30r0IOVkCYY5/H7KyTiEfEmztC8moJxZ9n4pXix8HTZnx6afRg9ZnsGJ6qPBWiLk5k60NdSDznhzIfDoxPexA5rGeHrGxRDnR+SV/IwxvpbXNIrxs43E3iRLMNcfaB/21PL58cw81Hvq8TtqaFGs0a5HYvoAyZqKy62eZlyb0DjHt+Lsfvjw5j+XBFVvGOoVpIm538+bNcPrpp8ONN94IRx11FKysrMCePXtImrvuukuMAeLoFa94Bezdu7f+941v+FrKdWpI2xwlLG9Oc4ZV36gsxUOftBmVUHpCCx3eKsbTg+8C1R8Jk99yF/c9PXQaYqUHax/FVa/SWcGwAZr31zbVOpbGsu/pUbBA5lVgbq70yOHK07bD9S+72isb40u7/F+79wAAALzoypPgl552Tv0MC8AcpBYWuFoLK4a6wYTHlezpYX//4UiGa+F1aYf7AfL0wEliYno4irHIo0K1RljNFTWunSvDKg1XevS7ObzjJ6+GJ51zlPdevdrans5FymRSZpJ/Fw5DNseUnbHwVo5cwGKswMT6hJB1vtS1krHSSg1vhd6djZ3ZXseDt9K8vmKglSQIKM7ESe2X4a3kwwBXiuFnbs2Spgi+pY1PYlE/pJbHkkLHojowNNpKunnzzTFcWGEoa1z9WEjMlaHaXD44iFd6OOojpQdWiDmSBE/ammR5BPAmS8Nr84aeWrZkVT8qSsC6IexBhNebf/sfV8Exm+fqPI74uJDGvKbI4esKpoPLQ7hz7Gly0rYKlovvk91OVseoAgBvD2uuG+X6NDw9aszy8UB1ufA64Pbt47ZugH/80Su8eGa83guO2wzvfNnVcM3pO9R0mGeo4vc0z3Afr4ZFVghuiRyckSC2BFs4Pz/ThX/+sUfDS67VlT1enbHpmHBCexbKm1ovrw9fu/EnKUIwb6mtT1jp74ZbkhDNeAmZt9fSouu2So9xvqnG9LCeyWy++MzKR5/ZbU+Bt2pieshedI7MQOasTjseh9YmgNd/78XwyVd/G/zDj16hx2RD6THxKi3B2bTgrbYv9OFtL7kSXnD5idFlvfTa0+Cff+zR4trMhax8PsZapQOMFVFEqNVCeEn2FjtpJqwt9W+u9JgivBXP+S0R0wO9lBTXxV5P0+6L3TWFpTEGRUCqW8uF+b93/OTVcOWp25u6QoHMXUwPQelheWZ7xg2GzCDGeADANoqwiOMeaPumfDaJq0OLLRqTHSNC0H4b82qslJwvTtqzANneknq+sFGy/ZwbCbYhKZvfrHaFW0oM90Q05Eng6zhdcNxm+JXvbORuMXlC8Fbrnh7ToYl2xf3798NNN90ERx99NFx88cXQ6/Xg3e9+d/38y1/+Mtx6661w+eWXq2XMzMzAxo0byb910klaoPIsM5UBjkxPDxbIvMGalAURfH5aMT3C7tn0dyPEiLdaBXCCTmyRoy8i1NODPpNiAcQIzgF0y7I5BCuF6wcYe3qQQOaFx1jX0DOKYGhIyitqpceJ2+dJWiyccfAlZM8yFtZuJxcDM2KrkTYxPUYsxoojzrRrkBODYSPgltxScd+qrs2m0mMsQBI8PTi0XDfPGmxo5+lxiMJbeQch1KYasoUxjpxB5AdrEkydeeTMcQY3ce/EwbalQOYhhaDU55KLdgy81Uw3h32HGkgn7uXkyBL000NpdY09NzhGqTTntPIlC2IyPmrr9Or3EPWtRTEMT92m+iBVXViBDzG5+YXnGV6/pZgeFg49ViRxpYe2J4QYP4l6nRw2zjaeHkexgNuS0F8TaloCphhX801zfT1IurJ3YeUQviZu8tCMGaL0YHVJe15feac819f7r913EAAqz5Ut83KMkuGorGNUAdB1lsT0GCvjumivlfZ2yTJ1iCDbXFPdeuPSy0rp6q878Fjyn9j9D3usANA1Gu97q3E00S3+6V9+jeNlxcBsxBCJkWEIP6R1Fj0169AgK2KJ437z+7nQX0RYo/DTeKwViAeQ5l3qO6TF9KA8RxtqlD2HydODW5BGCr2st5t038TfrceUHlpe39OD1Yd+W99mWkIMi58EaAexVVPkdhzzLhYMjp+WXvN3iBWmuvx8LWo5ZQAgbCyEi+bvyM/YnqfHBO3i732kKD0mgrfC50FF9kF/68+kMkP3pzFD7bUtU9No2bgxKE7nxhcJZC5AXUkGOFbc0hRPD/wzFlpPSqVmZWuDlI4bIzZlxn1RVQ4RkR1/nkwYjz6fJNcLkOatZaVMgYhMXYNiApm3WQLaeo145RjF1PxzQnmx+3ZofHMKBTJflYPFw5DCQMaIfuZnfgauu+46OOGEE+COO+6A17zmNdDpdOB5z3sebNq0CV74whfCT/3UT8HWrVth48aN8JKXvAQuv/xyuOyyy1ar/Q870jbHmICmZkwPDm9lrAZl6QtXNCFgloWFRfyxBW8VYuQGoxL6Y2xebQ3ZOt9HMT18bG7MVNQxPSKtpbUFcR4FEOd1SIHM+QIowR5hwnAiw6KEW+6rlB4nMaVHt5NDnlUb86Fxndz6SKNKoO8nwJ4ekoAxNDQxnJcU1NsRr7vXyWAwKmEwKmCmpFa/ALKnh2rlE3EAw4cdHP+Benrk3uGZe3pIgRbr/MJ35vBW1XwHkgcLqjt55fm1BFX9nMGtrYAjOZEGBq1pK3bFtJhlXB8mO6aHbTWNPT0KBd7Kmq80ZkX1V4O3ypQ2SDE98sz/TgB0HHPGV4J1a/IL67FBXFjjxpkG88WpJyjcunkufvOh0e5aoYP6tBK8NwLymP2KUyfPZMjDbl570u07NIDjt87VXgruuVSWRGbgWZZHmj9b5nqqcFlT2OOxh6+xMi9DwjT8PblwVtIZ2fBW4iO4RVGauzUXoFq3cUyZZbSHaTE9LHgr6Zu4PaqTZ5Vyv2wMBLiCmPIk1LtBVXZntmUuJqc8dPMEr+Mbeh140AU/XYXDidYudzDkQgm8xscEMk+ZjxL+cXWtH55TBJ5VHbE3w9QRvq8kcMe8pcaz4rFWe3oo9Updagsm4sqo2uG3KZXcN7cMiVIpCd5KeC6tqabAJvFswQkvQ27td3u7qvToUV6LW4niXJbSQ2tbirAny/z+seBmJqnLKitmDGrnPIm4t22KRwR/xGPi5Vm6wonsLAG+2bJgD3mwTAM+x1FbZeiRRPgVJIM7fw1pFhFV6aHUNYmQ3CIO45RlGTJEGKcR6tHaz428JM8KEtNDgLeSPD0s4zU+f8D8jd43UjmZ0s20LfIKxg0DHcXyOXiOk5geEeslNVaSeA+aXvI6lZ6FyBTuG/k8pUd0jRVNZZ0Rx38wSVzREc9Er1wlTwSojldmTNvXA5kfHkpSetx2223wvOc9D+677z7YsWMHXHnllXDDDTfAjh0VJMBv//ZvQ57n8MxnPhOWl5fhiU98IvzRH/3RqjT84UrS+sIZb42c4F2iUVF61uNVfX65KfBWmaJxJ2k8C7Dqb6qnBwBdODTN6Tak9Ojk/jtKgX9jA+yqSo/a02M4bie1ig0FMq/x9hWlD7bmXh4U8I37K0tdCau7381haVA0AqVI4WpXwTEn8FaSp0fg+1cxPcBrSyiQ+Wy3A4PRkAUyb/LPdHylhzZPYizH8DfBOOm4XVgx5ISDew5yTw92EMr9d+bwVRyj3PP0QMLPXofG+PCVHtXfWOsLDN0mBTJfCkASSUyCtMEvS/BW7LuMihIODhpB61CBt5JibtTtEdY5ovRgzIo0J2R4K1lRQWJkjOtrApnr0DP4Vgyzrgcyj/vSbtwShRuCa+OQfFq7GnirdE8PizSlR6+TwcYNY6XH0tDDQBfhrZT6U7DCJXJBzJ1iGZMGM7VCoKB8xaorT+pXflieViBzp1g8ie0fvU4Og1HjrXhgBcNb4T3NV+Rg6ztJJyl58jXeiBmUGQCg+Fc9xqOQ9dl5ejgFoPK9/QOf/o2d517trYXy4jV2GoISTrrVKv0LQJVZRUmhGFPLt+rk+XgJ1qGvjYV+Sq9qSgEJttVdSp7OWruKEkTvUiktJuu1ZZiO8Do1cUyPaQYyNz2qQucAmScxhTmBVw8pRXB9bp0cJsJbZWwskbloxYgKzOlYCnl2TOLpwb+Hlj7GCzJlDeCKpBRrZAd7VKI9gELIZNGCK0cWaoBff3PtWW4zgxq85026bfB950jx9JiEqBd8eD3NMwDHkWjf2DKA8MqPaWSAfKjiDEa1UQblYUjdSuVDZsQknZkxz4f7zfGgM5LSw5BxeJ4exhi3eAI1XWv+QzcWsAyyQoT5aBrTI5xX8wSrDd4UeRdO48i9Q8zyY/GuKQYvyZCHebvvGCJeVOuSA3sFr2tSyEyp2ph+WYe3OjyUpPR485vfbD6fnZ2FP/zDP4Q//MM/nKhR66STJWQKkYVrPSwKbzPBfzEVpS/Q0QOZRwi4lMWtjafH//3gLfC3H7kV/vqFl6pKj1FZIkvl3GOOiKfHeANbjvb0kO+7uAoPLg3h2a//EHzlrv1Nezi8lWC9HvL0wP1/6/0Hxh4vOezetMFL2+9USo+lscAqlknp5rkYO2bDpDE9ChmCg1td83fvd3OAZaokwnVJnh5aS2Isx0ZFCU/4rffBY8/cWVu9ZxmDL0JKEM3Tw8PGx/mFmB4cMoEL4nlMD66I4fBWjjlK9vTIstrD5L4DK3Dtb74X/vFHrgh6ekgHYqlu2dODpinKyprfkcYoWJ4ekmICC575eiUdniSlR/Vdmt9aUHpcr9Sm5iZuQ3iNd/3XQPpkalsl4oGhAZigeoSF2mFPD+yR4Ck9WjBwvTyDFeF+n8FbcccWac9oIyiMUdRsHgf77uQZFEzZlOzpQbCBG8EN3p/42JSg3iRYCADb08PRCduop8dMN4eD431jWJR1jCoA8PYwR7XSo9PA40lCJGlrXxo2nh6uPxp4Kxcfp0r7bb/9X/BDV50Er3zKWUjg1byrRCkeCE4h5QQL3NMjpoy2pHt6uOcZSdv8LD2rUonaKCFx/QD2IdXr51C5oiAjQTAiWFhW5Y7XOEHBocFn0jZUf4uygVLVmiV1qfUOKYIvXHbbw/BqKD3s96O/vfGCJdX4vlVfYNyG+oYKtzi8lZxnlnh6+MI7Ao1itS8wp2Mp1K+2p4dNfJ1WlR4xnh4elr2elkOM8v06xD/kWVbz6BWMI683rZdxN4TYZrru0WcedCoWqCa1SKiXFRADeX04aAJ0K0KS8FmOj2B7ekxLSR1LXCjcybJaM9PsR1JOuXLO4uGzgxtf+JwueS3Inh6G0gMjPGWZKdCNjRFK92U9HSfqaSob/EqxWqs64yqSYA+rumPyorYK75jizZF0TrK2GmutDfBmoSZwRe60yPccbsujGvuf8E2y+lna+qGVza81CsFbres8pkNr3xTgYUYW9uMjT9gCG2e7cMqOeS8NgOzp8cvjYDt/+PyLyH23YUgLRlmWHjOsbZiyCy9rv5AHQLYGDR3QXvfOL8NtDxyCX377F1RmC0PidPPMW/SxILWGt4qO6SGvTPNjxcDHv/YAfORr95Nnw6Ik0CCDUeH1bx3gWlEKYOvfb+6toF12Ls6I7XEY706gJAkAJOrmGbzyKY/w7mNlmoRbHzoPDUeNYMb29KAFzSClhusvXJdTwGABeBtPDzwHvnr3fviT/7o5KpC5e6dDzBPCOwgxBQZvT7fjY6hSl+acps8zctj2A5lXf3/6204HAICnnHd0PT4lwoE98fi4+Z4D8IYP3tIK3mokbPC10sOwHCnKkkDqaMoNa77iJcSNfSzoIFaG4K8PALInSc4YcO5xga95iaJrPSlbfBVCNSyHc5mv3y3W08PF9KDtrT1GGCQfgMyUuz7AaxJft9t6emj3N81VSo+VYUGCoWcZwAXHb4Zff+a5ANDsc3hMnr5rARZnu3DZyVvN+vmrSoL7LWOlh7TOqEoPEs8JK9xpve71h4pXEoB/IH7p404z17wQA79jcYb8/v3nNXyC5+mB+p3E9Bg1e22tQBb6TtJfumSdrJmHbs5zrykAgD99/y3jssYC6fF9bV9OsSBu4K38NRrHtZoWFjFtl7+GAGDrQZoWw1uFPBIAAK46bTvM9zvBOcDL4Wulli4kmOUkPU46/6O0UjuI0mA8LWPws2tPj4LChonn1YAi2y9bSi5nwPdTcL+l+g5HIPNunsEzLz6Wpo1VhCUoUhKyVoQFgrXSQ1foA0iBzGl9OFdK7InoNgPA8y89HgAAfuSaUw6rp0eqIJmm4XXHfdc8qwSY2pyOyk/WAP+bhej7rjgRAACeceEx8KOPOQUAAJ53yfFiWjEo7pjI2s349EmtpHmffEt4epBzTfM+7t0sBV8oDpZXl8TLTmEvx5+Bnxeb/civR5u2nqcHKt/xJouzXThp+zwct3UD4eEapYc/Nkx4K9S+fjcXzzl12sgQGCH43l96WiWb+snHn8by0WupjjyTz22xUwzv50TpYeS/7vzdkGUAz73kuCY9qdvnV11bpWuAVNhRnWy5Dh0LPOkPPvokAAB4xkXHiPlj2tgmXAW/13YmWt9MiqkTGiOxn4Qo5yJaH/L0+FZYz48ESvL0WKeHnizrsbf88OUwLEp41uv/W8wrxfT43stOgGddfCzM9jrwv6//Sn2/Uy/Qfjll6QstNAgVx7Bi6uU5EVZ6C7ITjAhY9LH4ww8uD72F9s0vvgye+yc3VJ4e6GDDNyEsJHRlhII1O1LhrcaC5/1IYOtIgrfibXd4pj4EQ5UQM0IOW3xOEWQ7ZcGhFWdF2zwzLQI6GZx/3Gb40i8/Cf6/f/wMvPVTdwAAtXyTlB6hTXFYlGJgZH6Y55uzc9EdjMrauhuPNdHTQ2mKfTj17+GDMYlDgmLEuG/I9zLLk8BZL3PBFvfGIdaEnYwpCqi3hDcOxnkfcfRG+NIvPwlmex1YGozgj95zI/zef97ovWvtQZD5bV8eFeFA5kIH2jE99G8xKkqiRNLWHcu7QRKCDWqFi88ASocnKaYHZLJVMf4WtacHmyaiwAsLOiO49eadx3U45UNiTA9cVTe3A5nL1lQwrleeI1WfRjUJ8qyZPxq0X7eTwUK/C1lWzTkHJ/fyJ54B333p8bX3xdMuOKYWTuNx/KgTt8Jrrjs7aBnpBQ0X0uzcOCOmBdADma8onh4lE9y7IoeGVxKeV25u/8cX7hLrdTAgFnGDhStP2w6v+67z4OX/8JkqkHmEp4eb11g5y4NxAthMf55ndYc7GIbGM8lPzwX92r7sW7npHTKw4K1W3dMDrQV5A/PmbnMBgvtVlPLeymlxtgeffPW3RVkHc6GDdM1/p3jUVM+ldSW+YzVBQq10FpQ1uH9CEBVF2RjO6EI0u12cOCyPVga/L2Hdx1BtFbzKnh6vve4seN6lx8Onbt1j5tW6pq0wJ+a55OmxEoS3onCVXkwPwpvpfTvJMvE/n34uvOa6s2Cm24HP3b6XPLNixvltSGuFljpqCHnCPj2pNH/xuTFu/WgMM8g6JZQvKeExHbd1Dr78K0+CfqcS+H75V54kerXztllCzAzo3J102+D9qfFLa4nwO/UEmCZOtO/lMlPW62ns5Xz/kYwW5HgicnkjdvaQjKryPIN3/dQ1UJYlfPRrD9TP2wcyb643begRD18T3ipSsSnRJSdtFecZn196nFupzrgPillR6smg5/+9514A//tZ55H2SsohXoKlgE1SehhJrVJ4XED+jnjt+6dP3O7nZ7KHaVEqzxhbjkR8f8B//bRxDYlZizCFFEMLM+vi+mnQ2t8VH2YkB7wa/80z6Hdz1apxTonp4QRB3DoG/8WEg2M6sgKZc8EJF2oqOg+Q5IqxVmmjwvdGcYKJoqDwLH7cACR4Gv+N9vRQmue8bKT4B5XSgwpyef9KHgCYcPseXKrgf2YFF1aAhvGRYnpYC7prw2yvQzYEvMlLSqnQJjEqCjFGQMg6vI8OqZIAwrUFM3O6EMFizvxn9zy4VD/j8FYuuWuTDxGgH4RETw9m5ZZlXOjhj2E8x7jSAyd1Y2S211EVim5sdjLBMrwMx7uR+lyC4RmMZMUDplFZ1jj/OA+nlWFAgFq3LSPlSFVL7ZcUCZqnBx8fuF5Hlgcfb7NGHJbD1RUNbyUpMHLkuYTGsVs/xTxO2YJiORDFT5ZB7BEfj0lt7XOK9cUxU3j/gUrpsXNxplZ4AND1EJd19u5NnvWaVg8mSUa/c2xVJzW135HXYwJvJcSkqq353VgtGsGP7wnVXMv7enNdfZLAOwsv4hT43NMD720jEqfEj+khxc2SFCFNW5u8y0xBKfModD/Q5D/8/awhUHt61PU2z0hMD72I1kSEP8Ihk+8PblyUgOMG2S2LmQMA3IINxGupTfSZXY/0OOXQi5OS+B4CX+suMb+hDUXX9QUOZJ5lopJEthy2yRIgkXKwIK3lgKsDuE8xkLn83TKY6XaC1pSpltkA4TEdEhphpYfjmQYIzlMiHsicn5twrlRjGoB4oYrju0O8hCkMC1TFBTGqwDiCP+EpooMcj/82CstwH3FBIuHLvG9mFlUTHsOawsNru8Hr51lGBPltYeq0uqbpwfVQEfVow54ezVig6RuKhbSs04uKh8n7kHt2yJ4e8eVxPonGd6JrU7eTk7JdnEtJNhAb02PThp4p0I19lxiBvjTPOHSlVIrmxRwNb4X2c4lXkMjtc7Stft3+mNXXALdGThrTw3rkGf4Iafn+TfJPMS4RJn4Wb+t1FZMrpezY8Z3iPQIge79j0oyY1ymN1pUea4xiFnLV28CI6QHAhWz+PUcl+DEnNMGa5OkRgrty6UV88kjrFSnAcWNlWhDrR76IkZgeNY74ZIHMHQSU88Lg9RFBrhDTwxWLmRpcF26z8yZRlR7jPnR1Wq6qmDRhNLZ8k2N66GUCVG137ecBvPE1L8cdPtWYHh2n9GiEcSkMr5Xnzr1O6UE3fcxsuTbxb8mrwvm7AnRKJ/dd+7lShH4bqojh40DrA21urYwaIQDvpxLCc0OqTxIquXosa+OiKIlwVVt34j09snHdTojve3pIY0NSgnIG3JWNFVC64N6/F3OAw8SFNemBzOXYF258YkG2HdPDrbMN3BYW1FbKoagmEYs+LQ6Ha4ODuHIxdKw5TZUeG6PawvcxSXDvoARkWEFlfiEFHYa6aoJxj+sfX1jQYhLkFlkTsRIp4jtIdeB9NCWmR7fTKAWlMSl5duI6XVvcet6rPT309cUScgP4Y8o6FPMAx1pMj0mFVxLhIum4Ft4PpcfeMymCldi2kHf1hB+4z31ra7OO9s3zCvDiYwEXivp7rlos2tslSE1M4poeqILnUYXMiqArhVy/rLanR7N+oXtCXq1r7ACtofbYzzEfwmNgxcBbVXXIcw/A5mVUJY/VYIH45/cg+0xM87TaVMFXRDkpwlEaQ6D62xXWXb0uOuctJcg0g+8CcB6QPuMGZp3QpEipl+U/Ujw9UoLAc8Ldg/fqxitZ379TodhEw6PolurEA5lTy/hMrVtrpxfvk5XvlYPuOf5PVHoYHvu4LRtnu15cDS2tNcdxvpQxQviILFMM1TIRMSB2quN9IYVv8SvEbRr/5etz7qdxlBJ70Ho3iydtG8/NUYwnjOY5W+eTeCVWVttlOiafxA/G8F5mvYl5QvBW8+ueHlOhI2NXXKdoEhcHdlNjCkOTRtI4a54efJPScOPzTAlArdRb/a5IWgRi4a1GReEttA1MC7VU5u8o4arHenpoa5tTOEkxCIqSwVsNC0FQbh/McZudYkUKVgbQ9KETHnOXa420DdiVl2XyIS+04I8KHNMD1YetoITv5JQtOAYKbuK04K2kTrlz31KdjwYibyxr3Df0lG/efG2unRUxZ2Qpk8ksPfPcY/BwndxCQHtTVenhhOm5r/QAkL2XMMlCSQveyvD08KDg5HXHCmSOu8q9jh68VLYYEgOZg48dDeBbX+Fn/L7a5gjGlEM/OObasqDHJM1dPL6lmB6WkGtAPD3Y+I1qURN/CECHPXN944KZO6Wv1Wf3PLhcX59x1GJUW/iwlMbAzsVZte7UQOZ1MO5asO3S6NBi0rzScLG5xatE0nvgmEXY02NYlLViACswMBSgW9cGwpi0mP5O1hhPLLN1QlrT3d4vCbSJgiJggIHJjf86gLqiWF4FnQdZ7/E67ZrAq5R4qEkPt7zOql24TpmPa/LpghK/jnQ+QktLPPty4bk0fhQhjMtfBTKvrtW4Gy3eIcYDsErntymVXD4Ndq8NWecTLqyKyRuiUH+Gxhn+zPXaNNL3NgDaX4NRKSj3KG+mtw3VPYHw2zd6i8+b2uVa+hSFofablCesFR1Dyc2J82EcXz1WMNuGiMKGPeswPig1SLJZL+uXbwUMeG3fq5UeLD0NGq6VKd9PgZhKIdwmzAMBNGNPjD+hlMf5eU0xJD23ApkvBTz2HW3c0BOF+c1vhUEw2tVWLVadJeTvNhEPgTaG2PcR20faJK9fVvkpPI+V1ColJa5dTP5p0bT46BgvjhTFVrTSI7H9kpE3pnWlx3Ro7e+KDzOSLWvZb+WrSoHMMREmvF6g/XRFWXoCCsnqtcrvCw1DgZPc5iC5e2lYnpyGKM6DI9d3RVnW8DSSMJ1A14ybEKv00BVOet/ff2AFvvjNfaR+/uruO2CmpoSyETAKMT1CSo9DgtLDcjnHwmjMjLpD4IwCjxHaJIYksDy27Latkp3F3WBYelAwAEjpERPIPJI5c+QYRK4IwEq0slZ6xMNbYUxWfA9n8Tw9Ohk7JFJhlwdvFVBecaqVHgIjWTKFnUTSmiVt8K6enjEGi5IqWbR1Rwo07gi/A7fu5AqXLJP7S1K25BkX7MC4TOH7RjC3HJIhRCvM0yMV3sodJIkgCI3v3333V+Htn6ni+DTzVZ/vQyScxwdWKY6SRhQ/XR6ftafHhp7YDom+dGez3moecZx4eVJcl20LfbXuGKUHnkscookz79KaJfHNREDK9vjQgUAadzguxwEWo8qttVipsULgrap7IryV4ZGEhQVufPaUuVQgL0/3BKchMGdcEKe2oOEL6kDmKO+G/uqy0sSynwnO+HN84McCkulZNGOhjd8W6Vn1WypBqUFIkNJ8nFRSRPP9NJbw3l4gQwtJRzIpvJVtCY95jnZjr4a3WuVA5pl5hdPJ7bA+T1iJZD4myi3XpykxPYZF4e35+LcVnwy/L+HfEsXf/vlPn3deG0L946WXM8TMIZ7CymPBhMZMVzK/cx/Oigq5pjf+eXn8W3CBtxTfoS3x7zzNef1QkTaXsKEdJvqdtbEq1yXdNwXJkd+L7z/SNw/x/5i47IWfFa1ynPxEjukR5+mxaUPPtGKP3efbjncvALr03UA20IvdKqfl6UFjh8llWP3l3iFGKWR6RBqbAH+Uyidy2UMbEvkBzpu3Xc4i8kl8rFZfbDtSjHwAwvBWmjxvndJoXemxxmgSeKu5ELwVLiPXZ34JQkwPD2ey+vvCq06KiOnBfo//ivBW0Z4efkwPDA/idAQ4UK8jAm8FDt5qskDmEpOhURXTQ2473rzKEjxBEEAT00Or0zE+LpA5d8/XiLoxNuSUDxrObejgiT09aFBvyszxcUI8PVy7BGUM8fRQ2pAKb1Xny7inR9NON4z8oPSZ+rsrCNT4u2dZ5j33oHeQEkyLJcDpylO3i/ebQMQCvFXZzI3nX3o8AAB818XHkjSy4tS/xy24JSpKGshc8/Qwg/LltC+rcqjC4OTt8wAAcN15u6MtAbNM8/RA3zeXD2sh1/pnXnRMsH7eF3n9bnF2VFK/4zgMAAA/8aZPAgCIcHRNvTBO0/Qp7oPK8jKOZiJieri5wPc3a04/91HVWH3cmTsjW+KvA5Lg3il3RKVHwJMKgO4zfrBqmk96v5947KkAAPD0C5vx8oijG/guavWeHsi8upfX7Tu4QpUeDhdajOmBFMKS95HlkZTn/vvWHhesiYMCef6NuxznnTXGlHU4wR4rPO9qw1tRa05sHewGB03vmrAanh7k9dC176XA88Ufjif19KBKDb+MEM9zFpozmNxaMyow/FwGP3jlSQAAcM3pO8R6m3bZ7xAjtKvKQelaftfjtsyRv9MgC+6QKwc4qUIGo76QECs05vGK474th7HjhPdJz9MDmIIyUtjU1lsHwB9ToXkY8+zMsffjMy6kfIcuMA6PQUtAzUkSDEvrrkZceciVnJohwFSIjHOd1+cQPJNuG9+Knh7aXKoVYB4EDuZv5DJTFHcWpxoLyYQ/Q6+Ty0oPoa3aeOByEXwWlJSskiGgJED9gUefJFcIdI5snOUxPfT1xxrTOF0KAhouUjLEcyTHv42bZIXi6THJHHXl/OhjTlHbxPeLFJ7NXOfNfJm5T2F6+oX+OXSSvcsiTxnTUjmd/s1CPFpcgRoPqtGLrz5Ffbah11k1j5qHG637y6wxkuYbnwva5JgPCN5lK30/nQxvVR0Ujto4C3/5g5fASdvn4aZ79tfMMybOjPEqatxvCd4qIaYHz117ehSNpwe3ogdg8FaJnh7aeqi1+00vuhSe/2cfJvcGReEJhaVyy9ItwDTxvqVATA8Gb0UsDYwFnVgqo2TY00OiJHgr1JgehmLJ/LHoYnosD3FMD7+9KySQucLwtlR6cMsdHCOmUDw9rPkqCcU7TEicsedejBygQkfPElB5nxO3z8N7fuYxsHWuD/uWBvA/3vxJ+MSte2hMD5a3hEbB8JOPOw2++9Lj4YxddM5LfStZNazU3hZ6f494TA8lDoAFuUWs3cdDzMVVcH359pdeCbc/cAhO27UId4+hzEKUscO1+64kiHcNr0LzSq+My3rMGTvh+pddDd/+u+9XhcNccWNZ1UskQtPlMkPsDl7WwQILiamXWDwj2ieeHvbc5UusxSM+9byj4ZQdC3Dyjvm4hgjl2XFj/Hua5eWK4ulhxaXQ6njRVSfBo0/dDqftWqjvbV+Ygff/7GNhfqYLT/it99X3+boiv4efws3PytODzjPXfhoXq8nXeAH5fReCt4KcPu8qcCeDkQ89RDw9+hjeitZjjUvXvjqQuaL0WAWdB2k/xQR3zwHda/qZKD2m1DC+F0nXrh2YYgX6YmHyLZUk5TNug4SrDgDwyVc9AfYvD2Hnxlm5WeOkuF+zDOC5jzoOLjhuM5yyo5l3svVuu3Zb6WJ5Yk4//W2nw3ecvxsecXQcvF8MZVkGH3nl42D/0hCu/c33je+Nn+F0EiSJWqZeX2gchZRMheDp4fatmOkyHJVMuEHfzPLC4TyedD+GeHLfe00vUHv2Lz/+aLj1/oNwOuPltPQxQzCknKHPcL7qr+vLGKETX2u4wjV2nrUhy1uLQwlrhmTToJR4AEcqaWfTJqYHfs7zyu+v9Uqb9TqGcLlz/Y63d6h1Ky314a1k3qB53lxLMT2e+6jj4AWXn2juA5jX2bihy57paS3Cr9w6poexukntiPViwK3h9aUQTu366YVXngSfuW0v/L9P3+GV3+9WSjErZmIbCr12r5PDsBh5beb0uu86D37oqpPh+9/wEbh7DBEc1act8MumFtPDetZi/rX5JDFZfvDRJ8LlJ2+DV7/1c/Cxrz9AnoVQetYpnta+KcDDjELuiwDyBJ7p5sHAZrJCxb9ZGvBWc/0OnHHUIvS7OTzi6I3gMG5xs7nwh1fhfkv45LEHvAeXhmrAr1FJhey2p0dFVowA3G5tA9Csbk7aMQ/fecFucg/DNTVl++UWZSlq2Z2Qf7Yn19koPXyLNmtj0d7BKR80+JaoeAQMmgfA9/TgY9GNhSqQuQ9v5ZQwy0TpIddveYKbh+6cBxFv2tAEMvfzSOkBZIF/p8PgrZjVs9S/A8JY68InTidtn4dNcz04busc7BoLfpbRt+HjbWXYQLHN9jtw9u5N3jojrSFWTI+eISiolB5+3ANOS4ZnlmRpxYOXzvW7cNr4wJ/ixi4dwrrkW7nDWowAgN47fdeiB1WGqfa+yGhdqfBWnKTxVa+fYrDA6t4QKWF6gbkc0yZNGVYHODXmldTGs3ZvjIa2ksrnHjQhr5Qsy8Q1ksBbDbDSYyx8G/8OBax1dZy1e6P3LY/bOgdb5/tk3MXAjFkxPVaGBfG6AmiUjVJQcqwglryPbE8Pf8z0FK+plWETz6uZC83z2W47eKsBU8rirsGKlNUQNRElN7YOrp+Ha52WbM+Dl4gsP9ajVHvetv0ynIhc7pb5Phy3Vfd8aPZ2agmaZRk84uiNZH7H8tOYyGOL7yCCknYd0+vkcNbujdH7WyztXJyF3Zs31L9dW0k9CX1jBzK32x5iPSmUY/UXw/GFaFgU3hzQ5ionDQYp9Wt4yvAERa72bLbX8RQeVvoYQSdPEavM4nGZYoar5+lB6vWVINMkOoVp4UTJkdGzw+TwVmx/nGKsnoeKcP/hvqvhrVBa38NJ7k/VM0Dip6y2RX4vXO78TJd627KxTcuXy7PgrSQlq+jpgfiVDf1OcB/Ajyp4K5kH8PJFrt0pMnE6l+V+yjLNICuuDry/T7JW0PNgVv89EymY+P6BjZNTDFXs72eX04v0OOuOeQZMqTBOse3zPD1aLo9mvwhlu2t1r0uQB8S0Aac5a/dGcS1Yj+cxPVr7u+LDjOLgrfx8bSeNNFVFeKuAdZRkze7IY1bGfyXLz17kAW/f0sCPi5E35dZBSQVhChbYuDKWI4J8WRuUqhDIMjhxO7U2HiJ4DkdSyUVZmnWGYnqsjHxFg7Wgk40RtcgpHzRPj5g9YtkJlLCnhxcHgOapY3pogczHsE4HUbBdlRE2uCGr/Z3cF/y6cabF9OB9TLxbJKVH5sMm8TgivL147rRlHpzyAsf04BsyFnrqnj7+PSumhyUo4EJWjaygfJLQjis9MMVa22QgzyWq9GjSam1q7vl1RAkXMlpXbCBzzTJQev+h6elR/R3UimVofbjvE0WC7UlmQUlMg3i7uSJ881xPTetoRlAsYQWApKzTAiC2eT9cvXZg1NLzeh2MIkBzUJM8PRx18wxZU0ueHvqc7WS+l5nu6VE08byEvsPGABY0AycP3gqlpZ4e0x13vF1ccFY9Z+knWMfCbWmuqRzbLj9Tf0h1SOthOwGAZAmrPQ+R5EGj5W5jOUwVNOF2AByZMDZUweWPUfHVtPc1+iHUn6Fvi3mzJpC5DW+FaWVUsPfKABRBrdc29NliDY/EcgJrmFVc6lqlnu+ihDr0t+npISiBNOMGuS40j9gZr+LT5LqmQZanB4WXZONjwmbwuizjocNJKdBFnDL0Crjv6nMS/o7s/bVjhKpclW4bYzQa3gqVMT/TYVCv9C+pWimP81YdZR2py0G33FmdQHxGzF3cZyF4K61uTqStKfBWbO+W+I6ytKEWg4TaM8kUjVEO8btYVlfH9JhkEgl1cCLGGhFviVszxSWMEO+u1vBWiWlC6WOHEJ0jcXk0CoUmWKd4OjJ2xXWKJlnpQX9Li71lIWyXLW8oXJDLoVU4WYJdnkM6WDZ544bsyrCoY1bwNhTE0yP3+o/AW42X9xhPD1thoFtRn7CNWhYORqXvHSB9h0CdmtKDC964y7VGmhXjTC8U0yO84i8LQdX9OAC0HOdhMkBB60nQtnF7Me681hI7kLn9jLqoo5ge44/IGRZeF/XaEOIq5D68FR6zUh4MH2N5lljk3qv29BAUhFgJoXlhyZ4efroG3kqf4zxwskbLhnKkw5hmAFvQEcuw5Ow7uXwh66uqXr88qdo4aIexcGD81woQjSnF0yMukHljMYsVWdwjxqKZCHgrSQgNsLrCDAAfomnzhj6qWy6jlaeHf74X2xNDXqygFvi1bjzvPTSoy3FB5F1MEmnvxsHIpecmvFXuxy3qKUqPytPDtb/J78iKr2V16YAp5jV4qykPO69MEtOjHhs2TwUwRXgrTeARKF4ShMfUEVk8q0u+duVagsmYdlGjArkAGTLBplgDFAnq5UiiTOhz/M1Tvq/VZyEBeIqirw5kLngda1TBW9H30uaqT2gtTpgbXimh8581jpJq0pUkUYoIVpuVR+LRXPqY74KnBOc38ix+nrUhSyDMzwoE9nPCerX9cS0TUVgLax5ZU9gI07gJ7XO3Wa9jCH+XuX5XHHttFOS8DACbHwdo+GnMA8UYReFSN23oiet7KJ/frmC1wTLzXC/HijcYIuLpgetObLMm+C6JUiUj9+cI/Gp8hXZf2+VgHmISpbuWt43KZlqBzGPy0TifofLiGkJWown3mFBognWKp3X10RojaQ2MEWouRHh6SNNSmqtF6cMvOcGaqvTAGzOP6aHw6JPAWwEAPMgEpFjgMkKWyp6lqOTpERHTw1rXNE+Pbp7D0Zs2kHuVpaodB8K1zdoU1UDmrC1UQKCX11cY9DqmhwKnFXOo+LV//5KXtss8PfirziCPFQneqlF6NALwW+47AL95/Ze9+tsGMudKD5z+q3fvh9+6/su1cNCRd0jFzLzQji7zcuEBs30lYmZ6esSS9F6ep8e4b2e6eZI7uSX0tKwjD65EenpYgcxR8Q2khY6hmoJRK3p6oO/j1hMPBzfy0BPVknGiacFbSd/DFSkeLJBHnUvDrdtiBTv9AGQUvu9b+k330B+Ct8KeHlrd0j6AYw5hTw8ObzUNTxYCbxWhfLI8n9wUnut3apiwX/3XL8IJ2+bgv2+6T8znipMO2pbSI88yz3JTin8EQOEO3SM8vzRjAJ6OU6MYzcd/UZl4r53yuANQrFyhmUdcCCGuHVNqFhU0xZevCQBCdTR5EgQAuC5mPMHrT+kX0SBHE7qI38CuLNYDBZd9JCo9JGiHtsIEq89CYyIlpkcbT48h9/Rga6rltTotbwP//EefWyWnC7i0++GCfJ4nrh6uuI7pKq7UJL85Px0uLomsNZG3i/BFE2rLee4QnPVaIPxOEgqAJXzX2AltqKZATFXP4r4XLndhpsuC17sxLdUdVz49M9v7Zh3TAxkoWnyXI5xkYwK8lUX4/ZLgrcjczcQJnGUyDx7bp4WilJjEi1c78/AisawuJS6PPVbtvL1E5SsWzU2Dr5SK4PfaVhNz1iRr9pR2hLZ7jDQX1uGtpkdrf1d8mFGMcExKE+PpEXtQLksAjkThFAUxDIVvgZKJv6TNWFMexFCOhDU1PEvHV3pQT4+KLMvxunxj9desbjqdDE7buUDuDQVPjzYWVqFA5o4Is22szpo1wPaFGQAA2DY/I+aL8bKuBd4deZzkgnLKCa9WhoUXzwBAhlv65K174Pf/80bvviU4sDYsHhNm+0K/bsPffPhW+L3/vBE+eON9Xh7tty5kxIwXs4BieUooiVAxJYAkJj82h89IOogbKzaC9E6Wu66t9Ijz9LACmYvwVkMdxzu2vyovH78e/P48wLJVhxjsNUa4UNdb/daUHk88exf5rQloJE8iB0VkHSy0QOYpnh54XqprqGB5j+9PiyThOqZvP/fo+lobM6LSQ/H0wEqjqkyar5WnBxOyhEqQvi8fJ/P9bv1eH77lfnjLx25T67bgraQ4H1Je3g4f3qoJZM6thAEaz8RUquH3BItj7OU4bSEaAFNWCVZpIYibPJvswE4bI1+HSqfWdHZqWWEQblrTFlkoI1mLp/SLyz9EDLC2zMRCFmKKZMVE690jiZQhgu7F943dD3Y7Qs/xOYbHG4oRQl90whbmwUTfzeJl8PtOEsg8tC+YwrBUrxIlfRtPD+vLSmtFI+iO54Hq9GxeZS3nfwxZZXOPVyk+0zTqBThyPD3KVnbeFXFllYOmfMwZOwDAVjBJELq8THo/Pi1APOQQLmOu3/EUXwDy/Lno+C1ieU85r+IzLz95m1e+7FXeXDs+Dc+voQEr6gh72C/OdqMNGGKnVhp8E+0/Dd5KkjvEHgkuPqHp+4kUHcK3ttIAUAMa920f/4jqrLZroyxjAYjnFyQi55Ko15U9XVtDUEXMvbafISafFLdl0n0h1piYk1vbMFmGWuuURuvqozVGMTiFbQPhxFrXleB7egxCnh6ClUZdL8viFhtJBjKJVRs+WGCoCiuQuZOexFiYW4y/hq/azTNYWJiBv/2hy+D+Ayvw42/6BAykmB5K0dYmrio9OLyVIASWSAuM9+hTt8PvPvcClUlLWfA1Bk4KfrxxQ2NZ7bwpJKuWGNq20FefWc2vBLgZ/NOPXQGHVkawbWEmwvqQ/iaQXuNvQy0puHu+HdMDgI5h/jSW8ePlSoLHB5cqZtgSvEjdMTKYXD7H3/3T18D//Ncvwru/dHe8p4cR06MjHKinAm+VyUwu7kf31p6iOtLKLM7KsfrrlBXcqv7yk7fBsx55LFxw3GZ45+fvqu9rXnTSbSezlgKZN9b8jWIEezBJ8Xk0momI6eHWr5Dgd1LyPT2aMfbbzzkfvuP8Y5q6lQ8l9TEuB3t61HGyXJmGACWWiII18+czp5jYEHMznShFQjfPPWtqTE7Jc8auRXjx1SfDq9/6OTgwnu95nkGHCU/c/sCHBY7xJCkFsJUjX4WsIVMHOBYCmeOD6pSHnVcXjY/j1ymBlk1zLmjQMGFFhn+wVEl4nvIKuL8kgTLtr/Ryh1HwVtI9u7bY2A7U02MVBtyERJX/+j2SJ6Is/1n8mJMIC2Rd36/UBhB6vve9/DHw6dv2wnXnHQ3fuP9QU19O22tZ22uGK6lfM3T+w6vBG37gUfCWj34D/v1zd1bPEitTzyExSg+D7/XKEyrSYCxDdXFPj8pTmj6fJlkCYQ4HKMVnakurzf88FEQUg3kG7/7px8DHvnY/PPW83ePn+jtKSBG8TEyrBm+FCpmf6bJv7rfppdeeCqcftegZJTn69WeeB9eesbMWhFMoNz897iMJgtoyNnGE47fx85kJw7gKJiB0H9HPEpMYsD35nKPg9593IZx7zCb41X/7olh3DOHkxLPFOP9iAbdb817yuFPhlJ3z8OhTtut1TTDfqadHuBwKz4XboKVPV3z6Za3eerY6S2UCv4voh646GXZv2gD/fdO9tQHZJMbe60RpvSfXGMUIwqQ0MZ4e0poiKj2EmB4O31yz6scCq9Cm6X5KgU0nUXpgxhxbgvJXxFjt7i1jYgmYh9Tch0Fy9QMAXH7KNrjilG112wYevJV2sNYrDQUyl8qw1mYtkHknz+BpFxwDx22dk7IlMd9UAcAOhayYmV6ndgW9/8CKa1hNKRvFzsVZ9ZnFWLnmXnT8Fnj0qdt5E0Ti8r5QIHNcj7vGY5kLg314Kz6/4r4HF6pK+WqlhwJtVrXPz2d5VPN6T9mxAE89v7Ju2j+ehyG4PufpMSu0iwjEmDfEJMHvcnaYrg/pZN2RlcPiYUWpI0RubmqeHlsX+vCMi471gqO5fueWeaKnR2kFMs/G9TYWsx0Wh6ANvJVmNat5Qkzb04O/q3u/bfN9ePqFx3oKBYnEmB5D5FmIur7eU8dleUKjFpw6FyKESpD6kH+HhZlulLV5J2/Kk7w4nSB504YePPPiY2HLfKOI7mT++2qeHiujAikXx2lQ8zb04wSRnNx3cu+PeSAa02P6JygNwkKDx/C8+6Y4F7KIa4livRiq54IAKqVfFQVLLvRXGmyWP36nKUTjls2hdgAcmfBWkuVkiM/U4a3atyPo6YGWocbTIwxvdcK2efiO83d7vGEG1DjH9PTA7cSfMPGFeWrLQvaxZ+yEc4/dpOYN1qVkiFNEhHkeqTzHM3WVfV4irlDK2LO28z+GrLKpwpp7wE5ar96OtUqcXzlm8wZ42gXH1HOTvyFOryk9Us7SkyhcHeF1ZK7fEeEWcZqTdyzAU8/brZa/MNOFZ158LGwaw6m68ioYZIkfb64lo5sYeKv9TP4R7SkVOQTb+Xn4Cs2mTZOd5bIsg+vO3w0nbp9nfEv7OYXL0XQAZUkNaNw6ONPtwNMvPBZ2bjTkFEbdodfuE57STsspVn6USofT00MyyJn0XSzlt0W9Tg7feeExBPa+jYHbOsl05HHL62SStGhPy9NDthLw71VKD3ov7OnRXPODgMa4SKgsmiD75O3z4n3aBlmAY3l6uM3pQISFeWhDlQ6nBKcUvRuH09JKtg5mmnDHgreyoKj6CrxViFLO5DRYHWYOBeUeQB1A1yk9iKdHQsU7FnW3UV4uaa9ooW93DlfmWVBVdZnYagCocD2E+xkjYJfI8/QQ3mvf2AJIC2Iv1Q+gu55X9eqBv52nR0iJ6wIqc8E+AIiHjoEV0yOaUZYPvDEwJzLjbh9gNKo9Pdi71aTEFdGCrsoxPcJKokZo78M6xK4fMxExPVz7fNi4uDpiiX8PSzimvV8I3oqUX+jeCgDtBNnEq09QJHOyLG4dzfU7kUqPvH4XybrQjSk3DPH6LQYyr2N60PsrQz+mB35va62yxiX/3vgd8Hq0GscTSZmK68J1Ztl0FGQaSUoEfl/OF582Vgms1kXqba4lr7A0T9Tqb1Qgc2FKhPsI16Unxs+ORKUHJklpm7K3TSZosvNiC9R63yrss4xXh+GdY/HnPL5SfT+qVrkc3h6pvLbQblVZyliPKMZqh5cWDWn3hWpBd0SbczaP+Dp1uDw9/PFA66XjY7KGpIy9w0ktjLxrypU5Ij3nNJWYHsY3aQNvteB5evj7UVuhs/a9Q+gHMYHM9y0xpQcpX88X+yopY4TvI5qMKtZ7PkSTfBuyn0fOR+yJLHnSx9TFKbSXdYmnR5jw55o2PGBSQ6KKsfZgv6qpxfSYsEzcrRpSzDql03pPrjGKEbJKzMG8IPzzyom0rsPwVt1aAFCo6at0uqeHJgCUBKN9ZRM4+5hN4n3aBkGAI8T0GBGlh4O3Cnt6hPY0yYofb4S4fVwQpm2Y1mYWG9MDN8uEt2p5uG6DmV1dYyvvXBDeZ3Xw4AbeqnmeovTYGVR6KPdFoa9dF2cyLeg3R/wghee4B2fA6ve6P/J7SDE9OMXAW4lKDxPeSpinzEI87OlRzR9JOSIJvCwBduzhkY/zFCY0dopEzaX6ECR/E+fJwdvQ78plS+9fw1sZBwssPOJxa2JXBDyHNeWeJgyZNjPOp2abMSPCWw1lpceoFqq792N1tHg/KkQIM+OyoQB9h/l+14zp0+RrxsHQgLdybeRB7HVPD1pOFcgcSFkhOEBHVn+sIEjM6h2aNQyvf6txBsRjmbTfHdoUHqr5PcW2KG772n2pDSkBvZv88S+h7teZP2ZSvpfLH2Md2+Yd6N5kpWuu1wr0ATXckFOIdycYu6H+Fj09htTDLlxHc50SyLyNQCxUv/Tb4weNZ6l11fcj2u+tUUYeqe9dX8bwY1yxQ5WJXAE73QWbK1wwEY9XyKj3/ITNSPGkWSsUNAjz9p/mhqaUiA0ozctvS9TTo0vjqgn7d+p4dHyR6gkdUnooRjeY9nOlhzHGabq4d0mJ+0LjdemfyELWSCHK47TPGzsfMWpCGo8ft9dIlAqzR40F4uvRKAZav+1UjDMUDPPU6fVOMHCA9sm6p8f0aG1wy+tUU+gwWaXxE83NtAtkLi0Y2NPDCWkb/Ha5bCwn4UJNjSmvIVRQI7QD3uJsjCeLJMAJBzJfHo6icC9DzHjocIoF3itMEKYtwJYCWIW34jE9InfjtkqPtvBWxNND+E55BrBlrs/u0TyxeNc7jQBhADqj3AY3lCvzMMOhenowJjOPyKO1J5b56rGE1iHVEnrybNd//k647YFDcmKQcbB5P4fWMwdvJSk9pBg204rpEbIg1mJ6xDK3MclqTw9lujp+1RMiJ3h6FMLa3NTv+hQFMmfWsLFLAoG3Ul6oFmxHKP8nIf4923gHcUE+AMBACSTp9lRX/DQ8PahXXxYc2zGBzOei4a0y3fsIfKVHj3t6qEoP/l2amB5uSMeul1Z/1Fj/40IxbNxqCtGqduEDUO7d9xR+PP8UJWDaITf02ikwCKJ8K+EVVKik3H8+qdIjBS4lRLGW39TT48g+EEueHtKrrYayMGQgiYU3dUyPCHgrTFyZg2Wt2p4KoFuxpysi7H3PF4bHz0NO2ryKgrdKyEPhrcb3XAyniEb7Sg78LEtat9JJ/5aYhckyOT5TW5oGf3CkEX6DEPxUdd1MPk0xrXWL7OlhtC1y4OBy52c6TOnh866pX819Z9XTA405EV41JqbH8kB9Zq2xse8ymaeHPC5ivJTj6mu/NlO5AVrT1LroWTrFwN9qW4gXweMiefyFNnZIgy9ryqW/2/LVVr76++Ax1aoWqd7melJl25HuzbuWaL0n1xiJC7lnTeLnW4jx9BDmpWal7QS37sAVgrfCzB0XXmkWuryO6loPZqsJ+QEAzjt2kyqc4reHSAhVlgAHl+OCJ4cW5ZDnAQ7wuzzUIZBi7gNQbEhMXEBFgy/zb9Fc443xlB0Lar2cUoSPmFGnQi9BOZZBjWuK72GyoEwwbZsPKD2UVxDh5gKrKvf0IO+sZOaMF1fuYDpp+zycdfTG+poXGbsBc08BK58l9OTz7sVv/Dj89033qem5sgXAn1shzzWn9NggwVuhopq4F3qMilhmK4OwZc/2hf44rS6IaOr188d8u9qaOaQMY881axKpnKGx3rvkQyQ88g96cX0aE9PDlc0fTxvegfeDqShT6sbzxO0HXMHdlE/hrSwBSixReI0wzJi0HPHvMN/vRK2z1f5W5R0Kih4O59VjkGi8LT1FCLYyLOtDdB3fBgsYrXFhPOKeHjjmiOB8MVXCZdLYWnJaf6xMsVVM6BBIUlMKrI70OOUNtLQNvFVCYbhct7YRpYecVrofWr9D+4eU7kg/ENfrF74npVPztx+7obyYFeMGELFC45x9M+zFanp6oGsKWZf2vj7PrvPw/Hc6vJVMqd4X1W+jHvTMWYE3MT3S6upkDN6KPc+zDI4aY+VfcNzmYNkhsoRdHaLkYMYgE+4cvsfPauxE6XRuBAqDRvgV+FkPwN4TNGe8lLO01YVurISMGXG5c/0uM7qy2xRDroyQURCALIM4bVf4LO/Ok473IGu50fZdRgwKTEkxPdh6K1W/Za4/kQEbzdN+jmr7uRXTAys9LKW5V1fLZ1U9ae+Fmz8N1vIRRy9693hft60mJp8496cIN9imJNyvR7phy1qisCR8nY4oEi3L2aojLfZzETE9RHgrIV0JDWPvDlyDke0Sbk1gnsMVMUJ1OLgajcHo5Bm8/aVXwps+fCvsPTSAf/j4bfWzJ59zFLz6urPExVmK6YGZpRIADkRAWwGEF/9ehDVsN89gMCo9l9PQIV6iWUUQ5cFbMStsTL1OXgvlMMP0fVecCPcfXIHHnL5DrV8r06IOYRBpQC//8JbBFsYI+5A9OcByuN4UxpXcF3G77RfmFkj4nbVg0rjEPMtEy6A3v/gy+K+v3APfc9kJ8G1nHwVv+MAt8H1XnFjHwZDKsogf2C3ZSiq8lV2v4OnBJlcI3sopDaV2UQzu6roWaE7AXHBvJHz9+u+5CG6+9wBcfMLW8TOe1y9PVnqE2+GSaIysY7j5Y00pa3l6SM8awXajGCHeTBHC9qZNaA3QLNncwZF7Jk350M/Layz/7cPVd16wG7738hMBgK4z/W4OhwYj9XDeeHrIwp7J4a2yVvBW/F6/m0Oex3lC1tCVQvKQp0dRUmGB+95SrBW3frpHIQ8sRya8FfveFxy3GX72SWfASdvmkwT6bQivDwQiRanKsu6elDSYopAwNe0QKM2p+Hegdfnfvm1/cJjFqq7pCNF4HquN1NPjyFZ6SJ4eKXNkkpEbWiPxMuS60X3aWFaAe3nhsRErTKLrR1y9dXr2+T24Uy48EnjHWNL54IgZ7fE8eh78Do2nRxZdlwdvxZ5xRdVbfvhy+KsPfQ1edNXJwbJT6vYMMdh3Jlj6Ey7RnqL7CFF6vOa6s2H74gw8/cJjkvNmWQa/+azzYf/yEI7ZvEF8Xl+j/wF0CF2tW1IFn6/7rvPg9e+7CZ7zqOPVNAC2p0cd0wOPd7M0ofxxGTExPfB56F9+/NHw75/7Jrzk2lODdfzq08+F47bMwXMvOZ60m5fv6E9f8Ej40jf3waNP3Rb3EgnE41vi2q89cydcfvI2OOOoRfjKXQ/6eVvMCY3HSc2L+8mC88LfKEWhgNu2Za4HDxwciM8k6iWuQ3hqTeIJ4+jlTzoTZnsdeOp5u+t7vqdHu7Jj8tFvPJ11c9J+IZC2RziPt5ZoXemxxihGOCZN2vlA4F+pHK0sEd6KWaVy6rL4DFYd7pcrEy/I2gGvm2dwyo4FeNVTz4LXvfNL5NkvPPUsOHpTxTBVlljNM2x9KlFZlp7QWKPQQTrmcNoZKz24y6nKqBm7oubp4cf00BmYPlJ69BDmf7+bw//3pDPVukkbE1Z8jn9al5FL8FYZbN6gw1sBpMX1sEh1iZaUkIHXtTw9tEOy5+nBLLYBAC47eRtcdnLFZB6zeQP8wlPPAgCArzLmL/Z78LbYnh7tggOL9YoxPejv2cB65jw9xDg6WPA7fseQ0jaGMmAW36isJ51zNG1DRN/G4JxK5MoOpeWHJMdY8bOiHNPDwQfpgr1hgT09KFMd288hTw+8fvtWldM99POh5OaxtAbgez//7Y+AnWOLN7wehRSt9Z46/p0iNNKIe4iFPoMIb8X2726eQydC6dEN1NcoParfBAosy2CkHAJ4kRW81fhZLVSg7XDEcb+tLnVrBF5TfuwxlcDg1vsOqu2ZBhEhd8A6OMuEsTJNpQcRGNpt0doQao/4HZIEANo+Gle/Ri5fjKeHVEXKe1tjET870mN6NOtXOyHAJEM3tERKgcwdxe4f3MuLeHoYlrpU4YLnURrx9D68FX1OeZQJK1PqjMkcq9Rz/dR4ekTUxOYRDzbP16Ljt83V/PKkhJvnxdvMab3dCb47J8tL/6GkTXM9+Plvf0Tr/M+8+Fj1mfWKutJDziWNK6sPty3MwCufEh4zeG7MezE94se0Rm5s6zE9mmu8V1xw3OZoz6btCzNkfuCapGqfcNYueMJZu6LKBoBEVw9Ud06/53ecvxu+c6xcs7zQU2iiY0QCz+MIe3qkGQc0aV993Vnwsr/7dHQ5ROkxgaehljMEX7Yw04VX8DUi4z/bfYiYPsTbtHbeSq4Xlz9hYRL6xTq1oyObW14nj2KCI0oMaJSnR+QmUSJ4q24Nb2ULDa1gzTxHDW9Ve3o0KTQhdqejby74Fw8ilmVZECZk/3Ksp0f8xqJRg3keC2+ll6UGMu/Q+7nBeHcjoMVClIJLSaximKeH5B6/2fP0oOVNSyCgYhmLVt72OOAxPXARmkafH6QsazIvr6cVtdNrbTGVHj29n1OFzzEB6Ga7HdOK0nmGSWNWCiTomLJUN19MGZM2WtOF1xJrFZzCO2n9rgUy195dEtxYAn9X7ghBhnGootjXoDE9/FwWbNG0jWOS4K2YcsERfp9QHIxhDffkDsbhfT5ENKB8eCmQFCv8fXudLAreSlJcW23EczfPqUdmL6fjCVPl6eGejctUvgcn64DUfG//uxEh2ypw1ZkyzsU1AuS9cmptIe1SroV8KcLWSQOZayld32Hr+DZ44sVh8PSwxiJZU45wK0D3GmTcHKa6Q2OmZAZQKXm1dK08PSaYoN55hw0H73yFrxOr1dLHDEGe19q/pO5oYCwjhFhM2MgFUNOwTo6pmxfNeU/M00xqYex59z0MBGV0/6FGFUqoNN2AzTDgmYQwP+DH9NDrji5/3EjNSx2Pi+mdh/36DxfxuazxFW3O5mJ9kXuymJeU01xbPIcF027WRd7dlrFxImMn4hX1QObTGwuHU4lLvIemVM/knh7N9ZHuzbuWaL0n1xjFWJZLi/1CRCBziaTJiuGt3IGrwcGVy9ECVEt1uKSjOqZHnKdHU55+eMHX3RoTXF+RUmJ6hIQd/Qh/eddP3Bsg5WDtSA1k3uXCbL0e/KvtwpsinKOuwNTTwzu8ZQCbWSBz3v4YJi9GaKC9QhvhDP+2JPClyrji8sOCL9qetPbVbfGEAHpaDUotpb6m3jC81YZ+bh7qlobVnJW+rcWwTyp8yI2yaRvCfSvljrJacYegwLuIUHACSdODK71pudXfQe0NwoXtCfBWxNNDgiprrv19ZLpcsidcN+Ct8MfD6x+Ht7LIQRxKQkOAdmM1Z+0KjSdpDPF73U4Gs4bSE+eL+SauTZhP6GQU0o8E82ZVrwyLmj9xOfj408jqUufxKEO6oetVEOlqinENRsoStk3cFsVIIlTDpEqLlDfQqpoU3op7eljFyN57ceWHysbf/cg/EFdtDQmPVB5rgvkUjunhBzLXfmvEvRJIkPvIMojMKfF1Q8pwb180zkqpdYXu0zT0N1fOkGe4T5lBSpy3a3PNvfmzbPUEda78uh382zAJbQofHyJPDnCYhdEPBWlQiwDpnh7imjSFvRyPgfkZ5ukhjGnufRoit/zHxH+YnoJ8euMWwIZ78mpm+4gEXwlgG2SlEOXt2lNM3SWUUby0RLj4FJSGKn0ivBUue5WUq4dz9ZK+8aT1T5qfyCqPeB5v7dB6T64xktaXGI3oXEQg85iyARy8FVVIDAvZetgR3ui5oMz3zKh+c8VKVZ9SPlFs8HeQ2xFjOXRwZSRiQ0o0LXgrAD+4bYp1iruv9VVKTA9iJdJy4U05VFAG0Y7pUcFbBTw9ItosBciz2oWpjXUQ9/TAv3QXZcrck006UGFbq19vnhoZLU+PVEZTGrecgZ3tdsxD3bLz9BAEyxac22SeHtyyRy/LW6PEcSQx7c31nALx5dJo34tjZDvSA4X7fejiLcku5NW9IfL+w2XnmX+YxMVgpn+GxXXghJl1Ph6mD29Fy1sZ6XFN8KSmVtkddG2vTTyQ+TQ8PVLhrcTvy/L1Onl0IPO4gLfV336XxnPB/cg9hzCtjMq6/90z4ilhKSOtmB7OcylgQbgasiZqrKELerQ2TBXeitSTKdd2m9qMu5RX0L5HvTa27A6Xz0FG2hA9/r3gXi3AVobKPtKDXLq2knEjpNNkfZMM3RD7h+tsawBBvYZKL2ZbDEk4/7GUOtdD3yE2L6aYdZ2vrfFrkjOwGBupRRxD+Pzn/HJG0kY2I5LIemPEW8mzdCx9s16vfycrby2Q1Wea0kPrF3m9btEoox1zDN5K4+1SyOXV5iDxPJuS8NRS7LWhJG9Ldq21JTZOYogm4e00nsd63RheWiLs2ZTqJYF5iOQ9Ab9jYl6L+P67Gny1K1PiYydXQutnlKi2oesjncdbS7Qe02ONkWwhFRaGhAL/AsgLljRZi7Ks42LU8FZDZ5WqCc7woT0Eb1X9dZs1wfbOK2tqfq4wA2uhnxIcirUg/fa7vqI+4zQdpYdTIlGlx8ZZWTCv1TnbzdVvwYVtsYtz24U3hfnGAh2sqHPWWlkGBK99y3xEIPMAnb5rIZhGVTq1sCbxPT18DGj+vekhTQ5krpGvyApkGFMv18cJJzuQeVx9jiTGnI/l2V4I3qry9JDmTS6sAfWzxMZ28wwpfPlc0vPFBBreuTjj3cPpjt2yAb5y136h7OpvSCjO2+cURNsWqPeU1M9ubZaWtDqQORIS05gevrC9h2IHzfY6NTwZVqbJsGf4uq1QJY74IaoONB4YM3iMpcFbBQKZt/L0QGM/axfIHKD6FgMUcwu/S7+Tw8rIx5bo5JkKOSG1kSg28gw6hcxDSIHMa08PofkkSC5/aHTHwPD0OJwQDxQSRU7jC3CnV792kA/1QMohUHqc5CmiJNWg4mLJ5funT95elWe2QeLV48qvruPSSYr9I4kcH9d2ikwys0Lf2fT0iGywB28VKcGzFC4pFJrrZiDzCRUsWhti8sb2bxtPD34e5PMK79nTXrspVAotu8vqleI7tKUYQ5pvaWKvq+ke0wzYJu9DPM/n+h3R6GqSTxXy7MavMC1PD3oenby8pJAehOenz/DrTQ3eSrlOzRtT97aFGdgy3w+mk4jGkko7CyXD7GFYyAilULoZgCQXXL31bDWWSo1PbpN/EmPMdaK0rvRYYyQv5Ow3u/GUc4+GM49aDJYtLozCLcnTY8CCkHKisEVMk63kkeCtnLVoYQT6trB5cd80Sg+5/lQKLWxY4DXby+HnhEDg7lVxIPPHP2IXPP/S48UyNcZWC2LO2wHALBlYWiKQbwtvZXTwmUctwtJgBF8bB4LF7zOPlB4FsiwfIeiSeabM4we+kGDxylO3w69/13nBdwgFRiVtCIwDfigm8FbjzM+/9Hj475vug2vP3DmuiLYl5bDUVhicgnFtWadMI6YHL2OmG4C3Gis9LjlpCywPR/BPn7i9fmYxzanMRbeTkdgLsYI9yxvtjS+8BP7kv26G//n0c718eBz+yDWnwNs+fQf0Ojlc/4W7vHr1mB5NWViJ6JRcL3/imXDHniV4zqOOq8ozlR4C5NQ4+aCQPT2kdvWR0mNDrwN7YFDfdyQHuJfXdq3dk5AGbxUaM1TR3twPwlsVzToHAB4cSJv3S4UZszwJB8jTBSuntsz34K59y16ebp5BDFCk62f87TsZQKGMId7EwbAgY9xrh6G89xSBneY965geQn66pqzuAaVN0MnpQp3IaxxVgNgCh0kPgcG0gX5p2x3eGmMU1EZxEyuQxk+O1JgeL3/iGfCVux6EK07ZBgBcGBxfziRDN0VQwudI7PKK05WgxxIw6xasv2PJ5yXoDcvoJbVrVXirKA8+u10aubW8jscTkZEaQ/jCx0kUPyGy+peftbBh0aStiDGk+VYjb2yja+5RH6I2cIQxdNzWOXj+pcfDpg096HVywn+4cUoMMRIlxC6vxqvt2jgL33vZCbCh3zHlAik0bX4nBdKLz+VcmcsxUPAxpJUfQ1T5ih6w9/3TFzwS3njD1+E1Tz0Lti/MwNMu2A2n7wrL7DARpUeigWo3cR0i8FartM5YUOvTq8OVTdfladTIx2l6/ibPkW7YspZoXemxxkhatC2h5nXn74bff96FUWXHHtJKKPWYHpoVBbrPBdWa2/NIwI2vPD0y4Lpj60CNf1KPE5tZ4LQw0zWDmocEC1hY8X+/71FwxanbvTRu83H9edVp2+HPvu+Rapla05eH+smLKwLwmXk1grBaC/6zH3kcPOmco+CK//WfVVtQ2jmkHHNCbL6R8LglKTE9zti1CH/9okuD7a/qku+3sSbh8AcYz9QdHmd7HfLducAgJUhWW56EM06WbMVSLqUyinLwcfq7383Nebs0Hv8z3Q781rMvgDzL4B8+ftu4LJ2JTRUOVvN17OVW/1dRrKUu/33VaTvgqtN2KPma64WZLrzhBy6B93zpbqL0cKQqPZiVzrCk6+zW+T785Q9eUqcZISmO+85OcSfx1g28Ffb0oMw/72Zs1Y/nNFF4C9/GEn5PG9Oa96cThmt7ZN0uYn0Wjk/laMjK57W0cbzjeO6hrU9by/C473VyIrzZMtcXlR6dPIeypPvS8Vvn4IVXngSv+X+fR+2Culzc7hyNWwveinh6JLxTVTd99tcvvBR+5K8/Dg8cHNTeK8GYHqssa7LGfFW/EMh8igpAXBQuNbTOh5QitA6pj+PfIZQUl58iZPK6MWGNDyQHgPjYDsTT4whVevz4Y08lv+n7SGumRu3HbmjYY0FRW6U5H8uxnh6YJoFiDPEwljB8WmtV1F7L9+fId3YC0fq8FpGNG7pxZQNXikyTLMOXLtu3JoE18+ulv9djemjwVnK/TAqpaBE2YJLGB4lhk2gX7767ZXzzy995TlKZKTQVb5iW9XGvcc3AVXoeS1bcwBBp/BF/3yectQuecNau+vfvPvfCtIqAejZ5aCqBdvcivIc1IvzgFJccS1k/bSJlT6sehU+Ozo4ycdSNdWpP6z25xkhatE0XvwknsLSPlmVjzcThrbR9FzN7HGqL53GvOGLeJFVaGRcc37EEitKmGLtpL87aOsLQhtrvZuhannpubRvWeO52mZixxVj4Dy7pyhnb02P6O0uoe2eRkJMs9Oi7Hxr4SrU8o3n5cwBbGN/rxr9rDGxbKK0jrvSIMUiyDmkpAh7pt0Y+46Tn498BU6pMRg6OTe+FlB41NN64ci2OR9vgpU1ZtI2UAYwvK1rAIpSvxUiKi5/QpNEOTSvDZoC6tWPkFBrCx3XF4DhP3H2a9w2e63gsUWhDSRmmCximzSfy8msheGCTJZ4e6DoIb+UgojK5/nbwVjh/xP5ieHo46iFvJwCAjRtkKMZOlnnj3MFVSmVzhRdORwKZs/wro7IWZEtrndVv/AkWmK3UgeulMb+6e6jkDQigr/38/jSt8aIU7sL9FGGr9DzlDVLjXMUS37ttxXZ6vbGegpRPWkVpwBQpRTE4rQDPoTWSGADw+AuRFeNkZemPkRiaZP3wPD3YDW9NI8KY1Lrk9DF7rd+OuLobT488Oh/nyzjftBqKH6k8i/fOssmEjX697Ls/DKQ7/Lvi33gaxii5xBgQkzVPJLp/T16Dm+/TjmFnEQ0eftiqHdeNrjM+35praf1u19+ZcBWZU2lbC714kCyoxjC8VZr3MPbMySL2rhRPHkeeZ+CqzEZXl1/PpFNzcs9mdDZfIzzeWqCHwbb4rUUxAW9jD06hcgDkRd6Ct9I2FdwOL14BX9zGP51ihcBc5FnwMGIJhfHBpvH0MIurSYurIdUjERbiaEqPLovpEbTExZAfkd+awyFoB8wsa4fFyCl0eMfKmqGABQ8AsOw8PVj7fKUHzWd5enChvkUqoxyhhAxRDD9gHaTSA5nHNdDz9DDyTTWQeUC4DTBWekSU674/hqSheM52PRa5ODNNuZQxs8ryv0lcnVzpB+CPY8llnpLvhdDr+IoIRzi+kCuz8fQI70ednMEqZT77qq2NWDEgwltZCqwpSzNSLASpMA23sbmfCm/Vdh5j0hQwMekxYWFNt5MTbyBNAdrp+Ht3dWiV3wsrpfm+bwkOVoZFfciSmo/L4WuvNC9d+QPD02M1hWicrHgmAM6SefXmAi4pZQwSi8lQWnFdia4qovzmOsWy9qZ7DrB64td4gDQDhVhPwSPV04MTFY7YlBKzjJPlBcaJCop0vtgi4jUUlcOllYVUqVM1xcMKgFnHJ9cl349ZX/x1Pq1ut//HrDkcVoYLH7lSZJpkCdi5wpp89ynWC/Bw8fTQCc9tzGupBmxTE5LbhNcZzag0qbxxG1POs5OSdR5tQ0nv7M1l5Wwn8mnpbSN5Et+VKodWdz7SgPU+n20RgUyNaKYKbzXFV+RFrW73TZ9/p8MmvVCcoy20/Dr5tN6Ta4xirMdCLn4aSSlD8FZusRyOAp4e6IEHb8Xy1PAohYPPoMIOWfGjt1nDeYwJZI5pUk+PGKWHezVnXR22DKT1L0YErDc9PZjCLBUXVaKQZe0sigexMpLrc/BWvK0c3srzCDA2ixQsbE240caak1OM0MU6qKYIeKT8GnELUountgOZp/VHlKdHx/b0qNM5pYciTJrEep5bn2eQkT4yhVY8PkNkH/H5CSAxuFndPomkAKrWgWmAFJFuPSiMQOZSn5IAnrk/BvFY6yvrpChsNoRF07Z8i9nbHOEZTfafHL+bja+MPWWqcli9Lax/+KEwKIRVhgWHicSeHlqzurnvpcmtcAGa98TjIGf7fs/w9BiMmpgeolLa2o+8R1k9xp1nT8jTdLUp5ruv5oGRlKWUG+IlUwW1PH+IqMedVH5zM0Xgcsu9VOlhLTFt+pzKD/QC8LwMeYwdKZQiO6KQIon8Qx4vwOFQj7QNcfW23Wa0QObTXkustSBZ6aHcj/MqpfXGflfXT/V5LWK4e54eQNceK9j45JSJlwC+ZyoVNk7WjmkYRaw1srwO8dm1b/ALUln1vcmaJxKBk57CN0rx7J4WcSXi4SSuSMDVW178/HksTbQ2G2fNaRPdT+izIArJBJ4Eq/X9fU+P1SPpHSatL8XIQ87fXE/yfdaJ0trglteppjh4K1nAFyLJYkxiBIqycR11wir3W3d/bu7P9TvscMfqRPXwduVMgCa107IowhbfqUoPDbaDl6cRUXooAvdUTw8eyPf4bXN2BhCUHsp46WTZVNwwwwfcJsFA8fRYEuDTqkMDx8Wl+UxPj4SNRPsOMmMVXSwApHt6JAcs9BiguHZxy0erHiuQ+aooPQLwVjgdgO9poJU7iadHlnFLXb0sLY5RiKjVUfWHr4chTw883FxfWBApeHy662FEIPPmd8as2zLv/bElC/7+Peblx6mrfFeANIV/DMVAPYXLaK5DsDRuLXSvpRkHpBBf30NlaO/WzWXFVJVHU+j7Cg5uqefSAdBv3+WeHqGYHrXnqd+OFDgg3L4VI3A9sfZeBegCzSpc+36rqQCchidx4pal3oupazXJev+QB5hEsRb/a9PTA10HvuYknh7W2sCJeEq3hLeahjCrQ5Q8ExfHymbCI9K3aZXFnO80wilSvBB4TI84eCt6HuTGKKsptKVl6/xlxRe1O6uH6pV+fyuS9YrYXi/K0yNgTDktCnl6pJKbe4cTAmd1lYaButn80uaybCQ1WX2TvCrOmxq3JYa0GDYA4T001ZOAKFgivNVaeTrwLKs4zCZVUMhlyuVH50fXh9OL61ud1ntyjZGs9JCFXgBph92fe/KZsGvjDPzck8+s70lztSzLWqjAF0uNIeWeHkR2F+DWehjXPctqi0uNfMt2WTDmFA/RSo+gp4edH2tr9ZgeVZpG4BU4tDHLht969gWwfaEPr73uLL0dXEilCDGyzN5IYwmXec4xG+GsozeiOnyBlUR1IHO2OXFvD36Is4TxKcKCGNg2lDi6XIA4vEtpU/6O83fDmUctwmUnbzPzpsJhOeoJVtkazfWnGNMjAt5qJlbp0fGVHpY1ULLSA/32YfosgRj/nS5gkYTD44rr9gXLy5UyED3pnKPq9rqR6taFaE8PJojir6t5wXHBt9Z+sd4pH8Y0wY7Uz9qczpW9SCIeyHwSBZ2UJ8/DIi9tXFJPjxyeefGxcNzWDfD9V5yozndJUZlnfkwP93vLfJ+mw54eTImGaWVU1AIPPAef88jj4JQd8/DEs4+q74UUSTlSDLnA9aJwBL3zahxoMYViemSZv/aslhWofsj17xFL71C5QgFJgczRtba9PvHsXXDesZvgnGM2RZf7uu86T6+It0HinQNjI1ppjpUea8bTwx63mCwPPk4/dNVJ5LflBcbpd55zAWxfmIHfeOZ5rdfXLGawhcpYRYnO0y86Fk7YNgcvuPwEAGDzMLFaLX0qvFWKoqiJ6SHvg2J7mDKLz6u2itsYssrmSk0S62zCMXC41vwjiagildIIw1tFHELk7pp+H1IFp8Q7ppV30fGbYefiDDz2jJ0TtiyBULMP9zjLvB/yfJPhJdPbSj090vLT82FzvRqGMTSWFGtnoNkxceIwYT7GEu7/f0+qZIo/+8QzwoUy8sSCE8zFp553NGyZk4yW3Z7i1zu55518HZ0fn7HWPT2mRmEsnHU6oigGJ9gSBFl03NY5uOEVj2PMqZ+uBBzTgwv65LJxO+ZnOpBnWV2GL3igv3uEgc3EIN2WdQ1ZfNAPF4cgVii7GIzpYfd1XEwPKmAJLZY5+1ZnHLUIH33l4822cAZQw9quvpFdfwzhA9EfPO8iOGHbHJz0in+r6mPNDCs9UPvG7Z7t5bB/2bWZ5rM8PZIsfiNgXuq0iftT25gev/e8C6EsyyTFGEA8G5+iEMACylD9mF7/PRfBf37pbnjLx25D6aW20N/9bh7Vzw76g8Ir6QxeiqBcshjk81GjtvjWkuDQD2Q+/qt5eqAB55JYSo+5fhfe+zOPhatf9556zR4x6CVMkiCZ9H/mj0EN3gq/m2SNRBS2EyiwYijF20sj3A8hRhbHUqnqZ+/XxnqIKfxCReieHvQ9Ns724L9e/ljIsgx+7G8+LuaZ6eawPOBj1Y8l497zpG3zpB0kHpcRAHYwKhG8VXP/17/rPG+95GuvNHbd2j8Y6oHrDyeUCDmgGumyrHm/aVpj0kNufL5J4a1S6op53//zvY+M2j8xPeuRx0Enz+Cn3vJpAAgoJoSvE9rrJf5GLruhtRLIPKT00uIghT7PK59yFuxcnIVf/bcvAoC+10t0zjGb4KOvrM487/7iXay9cf06jblFhbfT/Z4LM1147888pm7nJHAtKVbyXl50nWS4Oh4XtadHTF1M+ElyZPqZZxpEz1D0Ge+nFCi2ELU1pFnL5Bkaod7HfG6MYjiGl50Gdab4zQEATt6xAB/++cdNdY8PkTXGV71udhbWlLjTOJtbdaemJ97AkzVDJLx/hox5OBGYvQm8/3jOH33MKfAj15w8sbIJYLK58gfPvwju2HMIrvhf/yk+X539N56HsXOvHW/etUDrPbnGSFq0LWFIKuNjB0Wv/pZlWQvDPQG6Uh/2zpjvd00LDV8gJkOcaAuV5+mBnuG+cV4AsQvyxg2TeXoQhUtHtoznnh4p8CMubeh9rG/GFV6jKXt6cCEXb6mLZcJJgk9z5eDAufxAZCs9phHTY3IBWEwPa0xmzNhtexjyvbj0tLIVRUW2x4MPTyal9+CtOp0ol0/3/VUINy4oTxAgdTu5f7hWmFxOlqLaIikwHh/HLo3kGcHJvX9IAO/a65QeDt5K+gaStTxfp/g3xu/APfscSe9jwUNM+9CvKRkkOCdtTsdAEzmqA5nXwir6vA18Fw9kngIzQ+5jr4sO3Xc0eKuZbu7zF7kwXsZln8CgGim8le7pMcCBzFkbgsJ2L31T/nIdyFyAATVLnZyIQDgQdNLdol5F02tLTHBOaVylWL5Jj9OgtORrP12LORQpkJeehfb6WKtSXE5KbLKHlBL4lk5kPzjS4/2E89brq6c0D2b1qC23zD2sp00atNy0BKUp/Ryb3lHj6eE882PaQ9vG6z5cnh68aL6fUuX9ZO2wjP0eDsT7D++ZMWc9MVboxK3yKSSfabOGHH6IqdWbP8G6maxHQ/KIkZXF0ERK4gheaVo0GbxV2v5jxQ/x6m753tPurlg+0F1OWv3E+yzKs670mB6t9+QaI2ljtoLiTmrtiueqO+yXZRMkjE9GrTpnqQ8AsKHXYYsMzeQJxLqy0uP4rXMoj55f0/47K/DYzSjk6RHqa2x5EvL04NAmGrX51nmeEetA7RCfZ1kU9FKIMPRHqKs1T4+mTfi6+oHhrTxPD2OzSMGx1LpWku+lTrkYCLFJNlBrPljkBTI3Mm7aoHt6WN0sHUjlMuj9fjePEvr2BU8PS/Cc5unB4K1YeVbzJMVADEnCvJ4Xe6X6qwYyF+oNMVWur53y0Q5kTn93cioolgJoa54etBz/fTrKd9XST0KqlWtCNbnRXk5lreiV62/j6eHBWwWKiIH04mNH6o/+WOGRAm+1e/OG+t5d+5YYvJU+zwajAvVdWh9J1mUNvNVDGdMD14XaZxzN8JNpzgWyBiXlw8KDeL6mVV0JaVNpEoFpaK+PxfgfIS+wtXIgTrGgzBIHGe4rCqUYXeVUYkK1nvurKw+jVa2CgiXGc4Ocw1KUHgxVIGbOccUDH06r0QdSed6ejcZmWcZ77aXXe/gF4UcapcJbSWNyNbowtD5N48y92kTOPYdd4dJc8zMY9eK3+bRY0jxJYoi2tbleFXgrVChvZtDTA3sfRdQlnSEBpjtf2iJUaCTxH9NScEg0ibKM51mHt5oerQ1ueZ1qirEsT8HDDRERSI5HS1lieKs4T4/lYXNI41ji/gJNf/cVyy2i9DDaoB1SZ+ogx2KTPZqfsT09Qps/3ug0pYdjvFZYEFuNJCVADGl9yjewacBbaUxJXQmikNJD8hLZgOJJ8G9genokHGpVYbzIKKdNuih4qwlcJXn62HEiCSg12mx4elj5OjkVemqHYc/To5tHzVspbo+lZInxjnDUyf0DbqwXjiboDZHEYPa68neKEdo0So+QEHJ8MR6rjsEW9yNB+cCFeTwX8fRQrI4kxq9jHHKmbemoBzIXPD2UOa0p3yySFF0A7YRy/BBmjVGrfQR2jCvdhHz1XisYOGj7Na7/G/cfjA5kXsX0cLhO6isAgB9jQVorGw9X8Nol5VttkUXokOm+6SSK8vj6U/ZQ3B47rfxe0VWtqlXlJMGHQ3t97P7h4E8B1pDSI+H7U8VemGiMIX1tiC0jNe+kRM5Dq1wvPStNp8yomB74OqHeNjE9OE/Jzzhtz00xxIWymHA/FWU5VXgrDdHg4UoFOrxa50BH0/IMCNdjr09HvspDF+Yf7rqzw9AWWl9aBavFg0mEZTWpho6TeJylGLMklWvU06o8I7vEU0++HuO6JzurccPGdWpP6z25xkha1C1hz6TMj1RWgeCt/Jgecn3LyNOjKlff+PnCqR1ojt0ie3pYcnXq6dER61cpcGINbbg4ty5Aq+4P28BbJczmvuI9w4Vq0whkjjdj79uwtPgwL5F0WCHwVqy/ZixmN2FqaJ9Bxg1dDUa5ffltsTE9habRlZbgJQTzRNaCyNgp/U6uwuiQdJKnB1l7WFsTuOZunguweqgeoyxrjbOIYlFndTtY4eP7cpkSdnoIKszVxWN6SIoICSKRC6I0eKtKCSYz0SGFP4FEyaZ/yNA+UYrMUWtvbB7q2Rdfr1RnJ7ePKFb78NzjPICUr95rWZs7WZxS9hsPHGKB/bCwiKZfGRYopkf7A5zL7ylGH4KYHlIcHgB7jGuwD5NSjPBaup/SRzHGPRZNIqgIEW1Hatk2fxOKp+cIBy1dKzE9cCvDyp80IQxOnwpvpaVtM2dCgeo1OpzW0pONX6XMCP5lUoV9HdMjIis11mPW4BnjK6YsBbHmMObzKqWHzd+k0GoqctYCZUDHGD53xnh6SHNwNbqRBo1e+9/p8I812n8pe0UbL5qcMhNJpBkrtt0nLLLeLSXebNQrJsBbtSU/Xs/qEa1qOjVNqozD427d02N6tK70WGMUE5yJQ1hMQpkgxBsVJSwNKyXGXJ96P2jVLQ2oBb95cA68z2PP2AEAAD/w6BPFdpqeHqis2V4avNVZuzeaz6ex+bt3tQKZ/9LTzgYAgJdee2rQakQj/N1yZXHuZNlU3DAXkIfMtvkZAAA4eUcVpPbaM3cCAMCTzzkKAABeeOVJJK971596wukAIB8oLHgrU+mR8G4a0yC70MplPP3CYwCgeRdHz37kcQAAcOlJW6PqTx1lvhIwrgTN8vFpF+xOrF+vLxZfWfT0iHiNUEyPSTw98oCnh1UUf83YbyLBZ2kxetRA5kI7Yj09YgKZS/uRB6vE8rj6+52crDm7Ns3U105wzsuW6l0NS0cd6imejbrm9GrvOmHbnDC/5DxcYFPX2+Id/dgqcWk54XniwVsJ+bS9VlKA4Z8/8dhTAQDgVU99BMk7QwSbtK4B8vRoMwr4YcUThkoxPQ7jmUTbC9ye+rhH7PSeTVOwR8djwnqp8GGtKg4lXUUBQ6ynh/QIG+pIFKvQGiKJ3loRnKW0M1XORAyjDC+w2DIAJj87hUhVZK5qrWkeN7EUsxe1UfgDNAqyU3cujv8uRNTVXHPDGshWV0GQkWu+dzS/i7IaY+7WpM0gPO66ZAde/dSzAADgxVef7HlDSyR6cK7CbNTOIg654urTdky9zmmTxpMelrqNM1ZoXZk0Xkrqq2LeA68zz7zoWAAAuOC4zS1aJBM2hODtDK0tmne9Rtp7TXMp9c/IE5ZnPFsdT49MvI7P39BaMWxZC2Tj9azTEUfSwcHDom0pCJcIbyrOuvLe/ctQltWzHYszJL0mKHFKkph2edbXzDr1T17wSNh7aADbF5q6LUYe/8RrR+PpoTalpre/5EpbgA7hvo5RIDRKD93T4wWXnwhPOuco2LEwAy9986eavAnfetOGHty+55BQB178p7PQdvIMPv+LT4QSGiH0O/7H1XBgeQhb5qtYEH/4/IvgvgMr3njC71q11W+qE6j57xLn1hxDupW3JPSVE//go0+CV3z7mbBzcZbcP2v3RvjYLzwetszpcTFiyo9NH8uk+rEiqoy//ewL4BeechY86lffFVWOZWTVyangVYW3YmXMdHPS95eetBX+4PkXwYvf+DH45K176vtOIaBZV00i6OhkGRSMAedKEI14Pa1kgOPyuRWI+xWzHrj3D0GkuLrcEjaqY3qEx3+eZZ4gijfN1d/v5oShnul24LOv/Tbo5Bl88Mb71PYD8EP/9JlEPai3f09b6ndunIVPvfoJMNfvwu+86yvkWa+TExhIR777+Fjh1OId+dhn2zKhWKUHH38mvJWgSLX2+5/+ttPhey8/AXZtnIXXvfNL9f25Gd27bzAqW8f0AADUw1V/8SLCMT1WF6BCO2S+8yevhv1LzZ46TT4QU4xAWrqfIsiWmpvm6bF6h0Q832Or+cSrngC9Tka8UuWyZYEYp1EABvRIpPBy1V6QQqDvcl0hapbheaEdPkEDYWtXudrVULDEeKrG8kacHD9w+Snb4COvfFx9FrCIr31UUOor2qdJ1tjtCPtEN89hZVRM/C0e9p4eGR3Pz37UcfCYM3fAjoUZ+MG/+GgwvziEV6EbNe+ed/3UNeRMfCSTFZN11etG19LctqgNa9Z23eL14fF1+q5F+PgvPB42bbDjxKaQBUUeajWF2UuVL8TXk1YuP9dOf5xl7C+9N1l9kxoX4DxrBcJ0LdC60mONkbQxS5AMjiadKxL+/V37lgEAYNvCTAK8FfP0IHlYncDfp7nu5hn0OjlReHCy4HwIvFVPFsRItGW+T4Kxi/UGyomxOORKD23ddYJz3P0pQrAt881mqx20pyk35PFQ+t0c+t2GucvzzFN4OMJKAsmjB3t68LFkKT1S+B+NmUoJfpdl4Ck8HFnjmZeZasUVml8acWFmjalsfCu5fr0+boWnWtMLyiwexHrH4gw5UPQ7eV23FvA6RqCpUSfPCBxbrNcKgD+tYw+pkqeHBkOmrWtYKOv6NeQ+64oqyyq/rfSgvzs5h7fyx2AfKz3YxFyc7Ynl4vZXzzPx/rRI+0YhaDBOm8fKTd53utJDvm7n6UHzW3uGNRXweOHjT5pDGpQkn/9VG+mBetdGt9c19/F+wru/CmRe1uVbJB2C86yBdcwz/zvFjPnVJE241evkRGCi8T2TUtsgwCn5pLmW8gb0EDvdj9NGmTTX7wQVHgDxwqThNIKtHWZaDaGFI7yO4TNJCk/sr0Pp7Wir75zEmniiuqa0T8b1c7tzKe5TjX/22sN4AS4YXVVPD6Ns3E/uvbqdDFZG0/gWq8v/HPnkv7MbLzFCQ2kMr0Yvap4e/Ex8JBPul8OtYONn4RQFeRuvz0mE+njt4vN7W4TyNoUK4v1Jn4W+US/ROFR9rykOBa+o6S2P/qOWPK1ZnXJui86PGtxdV3pMjdZ7co1RnJAJP5tsBuPsTphx174lAADYuTjjW3kq1XFPD4sxtBZs7X2kgOviM3TtrE/jMIPDAu4Q35/i6TE04GNou2QGKkSbNyCFg3IIOhKthaTDCg5k7nl6dMKChhjS4a38e7EQTSk0CQ5zW08PLrxs23xL4NbxDqBxZVQxPfyxmgnzm+fHRU0SvJR7qUAWPx+tw7BFhAEfX3PFsys7xfoy1tMDoFrHXCBzeU3kwqOMQAJ1sswbwl0Mb6W0Qfo2sd91GqR9I3HMRCz2PJ/mwqwdMNu8I1cwWiWY8xZ9T75OSP2hGRhUMVxoWm0K4v6fR/CMXkyPUVF3/6QBBKVA65JS53BaO1pKW0yr5umBryP4saYNuAy7PVKxbRUs0yZp3wlRbHNi94/RGlR6pLAtUuwqi/D21TY49OGGt8IUM6dWpa4plRkHb4Wv42tuB0lD6+VCrbbnpuS6DbaqqD09HO86Wb0Sb7hOFcUFMj88+/q3REyPBLnH9KumK5glS+LUZtvU4nLEEIWBSq87hXD8Vb5nhtrdS2wc7sbVkhOF5IKpZPERYtlTrK8VvBXKkvp91kmndaXHGiP5MKkLHSaHt/KFLHc9WHl67FicMevGxL0kLM2qJRDUBDGaYEiyOnbkrE9jhEd5lonpphmIDqA5PAyGDt4q0K6W9W+ew54eqLyHkJmJIWncWIHMTU+PBLM8rStSrH4nwdml47t9XoB4RptbF+jwPnZ5pvA/z8Q1RkqHqd/NRQufjKWRyrXmTFJMj0xguCMZcF5NbLWSgjJT1qaYdS0W3goXVUJjVRQT1DnL/IMe7xpX/0zP9/TA5Xh1KXvDaqxdWpltg8zxsaZ9A20/ayOU87xAjTE6zZgeTgHpj3sfaiTGq26ur8dxqmJ6VNdttmTqTWjzEA8FxVqFazzRVOtPKDbFIlM6JKa8w2p+olgr6hRhTJMO5Te+7pr09Ej4JqmCJty/eD1O8bzwPD1azJmU+mhsrcO3pqRCh0WVGcHbtpkPbYnzSfxck0/RMJBTrLCrqD09xsZ3E9Yb4zH9rUzWZ4xReogGPJM0KKKeI9GwMIYIj3SYx5qn0CQeZHZb2njiTaJMpPBWq9tPhfFyobon8SRIMWZJId7k1ey9jFxPp6ZsgnEDQPmDdU+P6dF6T64xktZ0znBOV+nRXLsN5W7k6REbjJUHMrcWSt5kyiSE22x5K1ClhyyIkcsM49eHiokRsnfGB7ZBpKcH7psUYQxWetB38IWqRxLlgoLGCmQ+NXgrRTEkMcpJFuGRNMkG2tZiItbycS4A22EL/zNzvtZtEZRZksIR51eVHpHrg0S4zJVR4c3/aIGCIPyNIU3g2ROCt+rwVn69IWUPrrcoS9MTzRMSZzymh79W1jE9Ornqgi6tR7GxWqZBqkJOaFfM2sLnk6b0oHMfvWOL9cQLZG61L1IhkgJvxRVemTAWdKVx84DAW7F2rgyLegy1GQZcOMe/UwjObDVCemjY0OYiw4QD0yJclOp5K9xLER5I7U15hdguakNtAgbHNoEKLvV0w9EaVHokpKXngzBZ61EsxcDYhYgIKhLyTyogSaHVUD7E7EVUUJpQ+ISCymqfo3zCap5zYr9l6Xl6THpWn4w3+FYgrQ/7EWuClHU1unG1jXMOBx3O9cqrG137hmeh3OmLiR9TL56oYju56iTCdhCpdaUabmFZ1moo0aWyJl0frfmd5/47TPoqk8phMY+3Hsh8erSu9FhjFAsn0lxPVh8u2zFndyNPDx8CR56c33/FiQAA8ORzjvLShdaD47ZuCJb/qBO31tfW4RovPs5DIGZB0jw9Ug5GjzljJwBQIb1X3rgtLqZHaKFva7GEg2ZrcBl5DvC8S44HAIDrzt8dXfZqknRYmSUxPWgfWMHn21oBYq27iAOrfIdJGNxJYMesOWDRXL8Di7ONcJEHkLzm9B0AAPADjz7RLMfqZ25JHQsN1s0z8fCA5wNReigHQt+K214wF5Cw9f4DKz4DTsrS+zlV2eJIE1j0BEgP7eD77ece7ZURwnTFRRVlWXt6xAQy77BvVcGC0TRHbaqwl4/eNKueS0SFv/JdVwXeSulPSbiVAmXoSFPQantlGw8TbsQQq9jwnpH1kKZz6wKm2Z48F/PMb4Oq+IxUegxGZePpoRxdLj5hCwAAPOvi47xn/EDfdq5Ok845ZlN93QZCb5ptTjH0wJQkPBAPqPG1cTi+aRLhl4z32IHiD8R7esTt85edvFV9dqRSyvcj7x6RjfBnOf728R8/BqYvhVIsoDPlejVoNSyOY8rESVKE8u1w+OkZmCvRVlNoG7s+1p4e48ZNukRrxhEPF8oA4FmPPBYAAC46fjN5FqMIFWErp9EwRm3gEY804ueew1o3439Sxn3hh8yLqE++jqI14ulxwta5pLomVeY8ezxPLbmSZ6yZXk00hfbfR51YnRd2b4qLKQUw+R4zQoN1PZD59Gg9kPkaI9myljHrCpRLG6JC8OrH/QdWAKAKEhYrsHjFt58Jjz1zJ1wyVk5wd2OrjC3zffjXl14pBoL80CuuhdsfOATnHisLBfgmiBkbhzMeq/SQVISYebc2HQCAx5yxA/72hy6DU3cuqGlc+5yWN/T52ro0b9oge3pwIeJrv+MseNI5R8GlJx0Zh2xJQN7W0yOF8Djqd3JYEQIOa22QykivH5efVo6zrm5w7uPy9To5/MOPXAGfvm0PnLB1Dk7cPk+e/+F3XwQf//oDcMUp28xyrEMrF7zq8Fb0N8far4Oss+8klSt5rzW/1aZW9aLrPQcHRHkYq8CRnlmKUJoPtQVd97o5wDItm7/bjz7mFLjy1O1w+cnN96rhrQJrB24viekhKv38vNw6nuc679hN9dr4a//2xWAbmvbj57gNh0+w03aP9eGt5HK0AyaOaxFLHNrN6qbYdabHvu0Vp26Hv3vxZfChm++D33nXVwGg8fRoym32NysGFyYSyLyPFd003WDYBDLXPs1f/uAl8All7aLwVn7MkZCyqY2QLkSn7lyAf/6xK2D7wgx8/o699f1YnOJpQlBEHeaE+ymeHtJ7pUzp1RRqxlrqbtrQg3976VUVFGNk/8fivV968jb4uxdf5u3JRzKFuoCwz/j7RYg7iAEA2hRSFF6xXusWYSVLimCfJF1tIeIqzI2Y8d3W8rWN0pIHa+dGQ7GK4zYU+ynrmB41vNX0zuoPVxnZTzz2VLjo+C1w0diowVHMObDbyeE/XnY1vPqtn4cP3XwfAKwOHxkbk+tIJnoefSjbkTF+zU4/qQI1lXB9q/2tLflTqO5tCzPw9pdcSWBjY4kagcTRLz3tHHjKebtNuRJv86T9Z2Xn+wW/910XHws/+fjT4ayjN7aqr80cwRCmKV6j62TTutJjjZE08X2lAb6ebLJoFlQAladH7EFhptshFqCUmaCZJKHZ2bs3gURHb9oAR2/a4KWXS6bMufMCiIvpITOluLzQdpplGVweEBC78lZGLqaH3TZiQZ3wqYmwVvP0yDLvuz3UJH3bWTOQ+XTgrXCpIaFXCuRHfP2Tz+NRQBAo0RlHLcIZRy2KzxZmulFjw/b0yKKEYZIAAX8HiVGJienhe8mlnRYz9iP2MM0fSQpdiTTBQVcQxPF1betcHx596nZW3jh/SkyPsgmk28bToywFRX2WwWVjZYw2XKSxgZUpJL7HqhxW5fuip0fE6sL7IDWmB/Z2iCXuZWH1krUv4gNWr+unu/TkbXDLvQfq39jjLs8BYNTU4c3BCOXSXN+At4oIZL4w04WrlbWLr0eSl9lDQRceXwlyvvDNffW9WKXValkZppRLse5D5dr5U+qaNuHxGRKKnbU7/pAM0MCbAoT76NKTbV7ySKOUb5IKmYHXKhLTI7pGH7ZuUu+oFHz5tt5TbYjWNZ3aUvsqRQnbRoXMz8BcCbqaa2NsedzTY9JPcTjW+yOZsqziY6V9PdZS+rRdi3Dm0YuN0mOqLazoW8HTA9Ph9/Sg11TZF7/mxtK0jKlW3dMD2WF6CoOI/NibOETq3hX5jrO9sFzJ9/SYrP+stgWNcLLMOzun1Zfe9hFSejzUcQS/lehhag+wdilKyIR+T1P4w+sWY3rEwrTg68ACnTrfLaUP7o8GZzxcZpb52N68rmnAKDSeHpGBzFsyuiSQuVLGkciPcaUMAPf0oI224K1SCH+HkNBLezwJ0yO9dwqtthW8Rda0qJhWtF4pnSdCWQnCYJw9JqZHqqeHR/y7RPZze08PeX7SQ131gL+bqDB3nh6BF8cMZ1GWjdJDKFRSehDIEShNyDUNkiSkdF4tOJ+6fuV7tq2LK09TY3rMz6RbZfE+spYC670odr2irBG8KgF8obGvAJPrpAof5OnB0lWBzMtx+XJZFllWwQAPTUwPTLECUvxsmpDAUfxS4HloD5PmWso0W80tbjUtdSXl9bcKpfRVqrgAL514fiZ5erBJMql3VMq+cDhZshSPq1iKiulBeKX4slMgypry6Tziip5pGgZ6FFlcHdNjPO4mne8Pe6WH0fEpHv9thLgpRA2wpl78YaGHMvYn98TNlGcSFS14My2OYgw9VIHMeT+sZt1cCTW1co16pleHW3v9wlN5EC//hP2CPT0ejnCFq0VrdMl9+JI4OTP+e3UOZZyJlzw9YuuzDu58gqcu2Ja1tRzIPFx+nsmHGGLBnNRKpZ5xeUXAUrVpF2ag4vtpM/H0aO5PKlxfbZLG9oaeDnViBjJPOExRq/pQ/AO53yZSepBy2uRvz7hNSlY3e/BWSh9lQv9LiowYeCsNEql6Fo5tsXUeQ1rpAlLre2esmg39uK2YMFLoS/ZYoHCpfmlcuv4OBUrDWXEgc1kJz39TTw/p4EHLl9sgjXvcbPJdV4Gz0cZmW6VHrFeaJiyamxDeqpPbh8TY19LGDn4/Am/FBLveeIlQfBJPD5a+QJ5IbdZcfljhY4kLRw83dZT9mhMZN1OUoLeNL5VyCBQ9PRJeYTUVBqspXPxWswLWSOK98J1UwSNV5jb3Q5CzmLgxy6QGY2n7wuqc2eSapl9XzH7LhZWx1MrTg8U6tM6Y0+5v+tn1wosaInT68FZrVZi+WpRi/EaEnaswFzUjw7VEbRWYq1F3iqFmG3irSYTXeP9Z7X6aBN5qElqtMTxtQb9VWmjOt2kLldmk5x+10dCtU5DWt8Y1RqK1rmBZK11PSryenYuz3sEgdnJr1qtVGXraGKJCfFa2YH0aB2+ViRb+MRbKKZQaTJFaLMXXgz09aLCt+LofCpKs1HCQ3BSlR1q9SOgeEhBr9yfozkmtBo5UZVYsvBUmN19lpUeTDn97DSvd8gTTCCs9OLNEGR29DP6oFbwVGtrYS8C9n7+W6OWFFHm43rd87DZ4cGkIAFpMD74f0bYUpeTp0Vxrq6joaad819WBt1KE8UJdbQKZSzBRALoAcL4F/q4F+xFqHyb8frqSt7km8FaGorAqT64Tp1tA0F5S+uVxzKU2o4AfVlLhrVbb00PCHw6lm+aaH7NeS+3SFLZifjGmR/w7rCq8FV5zply2tI5/q1DK66TyO9NQFnn75YRnp1B2LIDLE+bGpLQadcXst23PFpPG9Mhze4+ZNj8cO2/dezmjgUmbgft3NfifI52sVw4Z9WjlrEYvPtRGE9Ogh/I8Sc9cNg/rUSt4K7zfp70rDfi9uv00suCtVrHu1YJm9N9hioX//+3deZgU1d0+/Lu7p2eGgZlhZ2STXTYRAYVBRBYVl7ii0aiPS9xDjEoWg8ZEjNEkGo3+gr5iFPOYEBNj0CyPGjdQAy5BcQ9REzUREKIiiDBrv38M3XNOdVV1nao6tfX9uS4uenqpc2o/dbavgdk+9pqelxFCQGdcX/IXGz1ixtkc6tafqRILnOJDQU1lBl0qM66D/9nPfW9cpto62PXiEcsb1bt7nzrJs1nlhw5Op/rIq63Omr4uRQxkbjY1DqC/x5kbZr0s7aa3sovpsc/A7s4TFha7Z68ax3mU3vfwEO21d2mY05bZ9a5Jp1KG3uelM5dvdKoTjvd8Jagx4LyYTiENu0aPkumnMHdMXwAdFbl2vY7s9pPb6a2sKg4rpHXd/b+DBtR8W4dVhbtZut//0xv2y0wZ/y6O6WHS97Lwap+B5nPLmu0a8Z4k7Vct01uZv++2Y4Hxd3bXqjx5iidvMT3M4mnIaVl/5qSBX1w/sVHPGF/HmIpVumLPp5oq62s+ADS1thWW74XZfb/kvNGeUizN3fRW/p0PbkcNSnu69GW2+C2FxMTvKt3nHfCzfF287GiXv7wQ97/ZOWKszDJ734pVnBVPMT1c7ADxsuh2eivt+91QZvGDk3WVykqaax6KOoOZlEnM8uUH+Ti2/l7nSI9UUZ5cpaupkTsJRvUzj0toRvezUhJGeohHeZgjPTo6mjnfXyoj/wrLVP5FJ90dYOS0zIOm6z7EdEyX2LFceWF+joSz+8zse25S9rpd2sQgLeQbBjKPGSeVTMZeLl6IFZZiwTZfUV7c6KGenvFiVtTCq7g8u0oBs5EeTvKcSukJkmWk2tvs1GmD0dbejqbWdpw4ZaDjdLKZNO48Ywp2trShhzRdj5B2BAtkZgV7u0DmVSaVyeP61+G4fQfgjOlDHKcrbpdx/etx7MQBGNC9i/l3LR7ovJyKVhUCToW5X+0Dmav3GsqfI+fNHIaaygzac8CpUwcDkLeTOCKnIlN83ADF+8rJw/ulB49Cr66VmDO6Hxb86kXhk5Q8rYLNsooaPRz22rdqLM6arJ+TkR759c0qjPQQmY16MpueUHyv1EiPM6YPQUfgODlQr+n0XBY9fAMd6WHyvqORHkIeq7NpdLNotLZqSHMV08PQSGS3lZzG9LAi7i+7kR7G/Wo1kmJXS1vhdY3U0F383XwvKa9Hgdn0W2EFMs+TH6acXWP8rGSUKy/N0y91+pXahKbTWynsTTH90xv3RI+ulUXXE7d0VoolOaZH6ZEPnZxWHBeWbdFYpDL62tgD201jtvS8pHBwBDn9qI7j10mZVPdITFHxaEIxH3rLw06XVxjpkZ/eymM2wuzYFAV2q3zQqD74wXHjMbrBQeOHeKxoOBsrLMqscSJXEge7DsY6gJTNzB5/umgGXnj3Yyz+Y0dHLVdT5Xk4r4Lsq2/VoKN773gN2G253KJ0vC7PegHmDR3erqdup3PMa+X0Vlp4ehT64Q9/iFQqhUsuuaTw3q5du7BgwQL06tUL3bp1w/z58/Hhhx96zSftZnbyFE0noqlwaRpM2PBg4PQGaBVHQlx253fV1kEq0Katt01VYaRH6eUbC855Oem194uUaoyU3t2qsPDQvbDoiDEY0dd5bxYAmDumH74wob8hPT0VJX4xexjuYlMBZtZ7enRDHc45cFjJ4M0iY8HnxCmDMH1E75LfdfK+Ix4faKL6QGSM6eFkG+XnQO7fvQu+ddhofPvw0RjUs6bo92LPTav1N14fS1VoplIdvdbPmzkcI/p2Kxrp4bQHlHE1qytcjPQQXkvH8u73i68lxRnKb5dS54LVupgHMjd8x/BGx0gPmZi3bCaNs2cMxeiGOvk7pvky3946AplbHZt+jPToU1tlGWxa2ufC+65iehg6RNidbvbTW5W+11lNb2WMqWNMxupY3Ck0elRYjOLKaysEMndTcdmpI+it98pQPzke6aGpYs/JI67p+woVJV4DmYuJVVhcT9ySR2P4eywkOaaHyraSy55OygTm9wGVjki+T2/lcqSHbvJxFVzCQVaUGssFxvR0xvRwujzjSA/P6Qqvw75HhaHUVI+nTt0Tk/fsWXI5up+VjDHN4kjMdpjTW6VT9lew8QPqcdYBQwt/u5sqzzztqBFHQnutcFeh6xguHunhv3wSZp0OPDeyePw9Y3ro4bpa84UXXsDtt9+OCRMmSO9feuml+OMf/4j77rsPq1atwoYNG3D88cd7zih1MLvA2FUy+XlBMnsgc9Kb2Ixtq2vR9FYOM2jIm/E1YB7I3FlMj9IFdT9GevgxcsYLqeIwgg/daUOFGWAMZC7n2WwuV4W2DiEt8aaoXmHT8b56up1pinnxtgDdc0Yb2VWQGhsTHU1vZTeCQti30kiPtFjpal1pVaqiwq6y3rgudueu8SM3Iz3k4O7F17ziqfLMKhJ3X8dLBjI3/9w0zkaJbdox0kP9Gm+Wf+NUSXbf9Uql0cPJrUD8Xd/aaute88JrsfePq+mtDFPz2G0nu3PRSXlcXHaVxRSExuntAOtjcVeL+XBvs2Mz/8Dg6jAQ45Wki4/fUvFv/IjtZUdqzLDJijTyyceCoNOYIkW/s3hd6rudaTlOquSyvLCfmtWbJPQCtqKyNqq9LK3uuyodkYzniO7prcTvBtkpxarjhG7iPtVdKW9s3C/qSOewnOaG00rS/D00f7/zmg+vU+BSB+k+pWEzWsUXjJPizl5BJi6+VKsYdzW9lZdrc4DzW1klpfsQ03bv8jvfNsuz64Rt9Z5S0i5+z5Eeerhq9Pjss89w6qmn4o477kCPHj0K73/66ae48847ceONN2LOnDmYPHkyli1bhtWrV+PZZ5/1LdPlzK63bud3hM+83pEsCvH5NJxUrJmxG41hXIRqwcCu0ClNb7W7d7WzhyrzL4k3Gjc3VCO3MVL8Ij9sRq9AZlbpW20z0iOVShUFM3c1BZtCIc/qcy8PIiqNLqV+H/QIHtvprYpGepRent0DszSFQtp8ne0qA1WnrjE+IDmtUCiahq3C2U6RpmkQ3heP8fz7zgKZd/zvJNCj2fqYbS/j94yVR2YjPZyOtjOy6hmt4xi3HO3ix0iPblWWlWzieomjHWpcBTIXj337Y9Su0s/JnU5q9LANZC7/zmqqNXF6Kzmd4vfyjR5e759m+YtWTA+n5S3/7uVuK01VKg/sGmhV+V2M0Rl3I5MuHrGXFOK2MisTiI2FVvc5K1ajn1SK5MbrnZtrh5ic2/tCsIHMgxNkRamxUaO4I51amVOF0/2Xf17Ml6H8rFhjo4d78qbzfzsmY6SHebk7+LTla26pvLib3kpOXUVY01vJZTTN9xNNRRazuhxdzOq9UhafO+W1E15rG2N66OCqamDBggU48sgjcfDBB0vvr127Fi0tLdL7o0ePxuDBg7FmzRpvOSVLRaMZfOzxIV60zXooGHtlOh7pYfGQ0rEM6wKqE1a9oQHD9FZZ5yM9nGQhCSM9Qu3B4YDZcSNWqLWZ7IQqw9AONw2BKkECdUxv5XW/yA+60dmxxhFUTvaN3agEeXor8bX19DpWv3fC+KDptLed8ROnBTqrhw3TkR4lGpMBIaaHoyDaJhWRDkZ6GBedQ3FMDydM82+oxDd73y+WMT1cpiVup751VZbLFxcvVvyrTM9nlmbJ65jNuag+vZVFIPOUyT3aIl3rRo/i7xdGeni81qVTxcsPO6aH00p3XZVgbh8GVX7nZwWg3/c7nVNQJXqkh1oLmdLvrEZvqhTJjSMCvHYYU4rpIZ8cmqltW/9T1X9sGyuWizvSifnyNy9OVy1XGOmxO6aHx3SldY7g1MRxoXvUVRKu8Skfr5Ne0k6lUlK9S8nN6WZ6K4u0nQgykLlY9xHk7UTXPaRoSkLPyzN5b/f/OjoCeDluAI700EV5foR7770XL774Il544YWizzZt2oTKykp0795der9fv37YtGmT6fKamprQ1NRU+Hvbtm2qWSorZpUNxhNKClbqY+HHrHeMsWDvuPIuZf664w1juk5zmP++daFFHO5e7TCmR8qkYiZveJ+u+O9nTbuX7Z3b7emXqPcWMntwEqcGMnuA6VKZwfam1sLfbiop03bHq813nbzvhHwDdZP/4nM3KHbnRUcvvE5O9o3t9FbCRxmLhg67BqxS0zwN79NN+tt4HXNaqez23LIahpuVYhx0vl+RThUKT2bHTX6EiDhayjLtFGCsdjbrlV+q0bq9vTgvTraHXaNNx+fiQ7//B7nVMs2OmSG9avDmRvuyjHgc9+lWhY3bdpl+T1yvljZvd5mMVDYoDiIufdfj9V/cp9VZ8+nljOc/YH0O9q2tskin+L1WDyM9jD0HjUGSSx1bPWoq1RNV4HSdjKN6/KIatNj8cz3p5kkVIT5XADqNqeKGrqlp4yBlUUZxshms7ruqlU4V6TSad/ew9Hr9G9q7q+PvBhvIXEw3OEFOv2SsGC16RpbKCj6nLby2K1flDCM9vG4T1XI0mdNdYRzmqHsdgp+NQkw7JZWjS3UEcjMbh1T+U/ytH7N/OE/L/H39MT3Mn8G8L1f+23NHGLvPzE56hTqfUst0sw/61VWrJ0olKTV6/Pvf/8bFF1+MRx99FNXV/uyQ6667DosXL/ZlWeXKrpLJ80gPach58XKNFQBO05OvMSnLz8w+L0Ue2ix/1ipUGuVHerjpud+/vhpTh/XCN+fthek/fKLjTT9GergcOeOXqM8LazYXb3U2g0WHj8bOljb0MakY+8a8vfDGhm24e/W7Rctwnq7zG7t1TA/329O2kdDR7/UUTJywK/gZp49xcszZzalvNfpBagCxqRy3Sv/BBQfg7tXv4luH7WX5fZVYRGIyTqe26vid+flpFsgcALrXZPHfz5qLvp931gFDUV2RwSFj+5VOGymIF7mFh4wyjUVSajogs+PBySFZaqSJNOpDwzGuMoLr6mPGo0s2g1OmDrZcnhTTo64Km7c3mX7PzzUpnvbDmn1Mj9I3Ozl+lsVIj3Tx9rN6cD3voOHY8OkuHDlhD+l9u5gefnTVtLqmGN1w4j549T9bMXd0X89p2nF6LRc/6uKgUdNx+m5/p3APM5/eymW67n5mSWc8ArHBL4rlL51yFj1VnbAa/aQS06OwnLbiZTqVy+Xwuwsasfy597HoiDH23xVeB1nOVxm17G+6na+DjOmRSRXHrjI2ivipIpPGFUeMwfamVvTv3sXye+3GkR4es6Gr8jEufFtlm06TfhCv8XHdT8aGh0DTNpQjulZV4FuH7YW2thx6drXvcOIukLn7/RXkSI+c5fRWetPV1YheVC+ocUV0LNtr55hzDxyGf3/8OQ4b3+Bfpkit0WPt2rXYvHkzJk2aVHivra0NTz31FH72s5/hkUceQXNzM7Zu3SqN9vjwww/R0GC+4xYtWoSFCxcW/t62bRsGDRqkuBrlw+waaqwD1DX8PmVycXMbyNyu57ldAdUJeQok+cdiT9nKTL7Rw355Zp+PH1CPm06aKL2n+oBlpnhe4WALFLqH9npllb/zDxpu+ZsvTum4nhQaPVw8cKnc2K0rR5WT7UzT44OqykgVv9nG9EipD8u3j+lh/j2rKf+M55tVpeY+g7oXne+AofBvqMC1O87E/anS6GG1yKxFZVmf2mqh0aP4d/sN6Yn9hvR0lLa4qcYPqMPX5o60+J6ckHF/5Qrf6zw23Mb0sJoqQMdID6uGFLNjpk9tFW40OV5EYh771FpPb+XnPUAeBWofyNzrNpQa9oSRHsZpMp1OH9WtqgI3nLhPcT5N1sHTSA9DRw959Jj1Ak+YPBAnTB6onqAip6P2xO/VuAh672S5Vsy+kZJe2y/DLAmVXamzUlM8BvyegUBnvJA4US2HWo6QUR7p4f0eMmVIT0xxeE/N8+t4ddZ5QO37fpHO/wAr4swa1nWPfD535rCS3zHG9PBaZej0PkX2VDthqfJz+vGweAru7TVtFJ+7X5k1wtFv3dTRpCxeO0svOG1SYcRbhbsKXXVGfh9Xth2EpNcp6X/X6Ulpq/++S2UG15s875A3Sk9Cc+fOxauvviq9d9ZZZ2H06NG47LLLMGjQIGSzWTz++OOYP38+AGD9+vV4//330djYaLrMqqoqVFWZT1tAxcwqEO0C8Hkt/IjpmfUkKZ6/3Vl6KZs7ifECoR7Tw/w1ALS2dwYHyj/UlMqz2cXS7GamJ6aH92WqSEnbLnoFMj9usO56gTsvqFpPb+XPw6ybYyLM/Wp3Whin2HFy/bCbgkosqMgjPcTKjM7vlxqVUJLhAcbNdq5S6IVtVbFfIfSOF1PtU1uFNzeq5cdJ2nYFwuJhyYZGj1y+QjpVmIfWyWY3+47VVAF6RnpYvO/yIi0en31rqx3F9PAqYzjX7JZtN9Obk3uduG/Ehj1jY6QxD6qxSsw2W3t75zGmytgDW9xmVkHWgyQ3wDt7kOvqIui9kwWrbF7Pgcxdnmd+XwnkRg9/qzXE4ytKsbeC5vReY/Z98bXq/hHLFm7uIW6PBrsYh0rLcfCd0Mr1iuU8L4zHgzG1KIxoL4z0KExv5W15VtPDlQu/dqPuqeaSNoVhuCM91NJ2c7uOekfQvLCmt9K1+GBHIdrvY1cdETwcp6SPUqNHbW0txo8fL73XtWtX9OrVq/D+2WefjYULF6Jnz56oq6vDRRddhMbGRkybNs2/XJPEbn50rzdV6ToqVujtfjYzFl6dntx2DzVFBVTFega7Yb6tJnOil8qz2TY0u3n6EtPD5fb0i1VP+cjwofLezXrZNaQVf9f8C54aPTwGn9Q5D7kXqZT69FZ2+09q8BUrMByOCFA9NlKG1yrHSZ7aSA/z/SiN9JAq0zs7FHi9lDhteCvapoaECzMPWSzbSfqFZVvsVx3XLsuYHj5UxtqN9Ci13ipKVQY5TcPJw6PV9FYVhod+1bg6RuYjPTo6N3g9CjoaMoXjSjFvOjh9CBc/6+rjSA+356qo1HXe7FO3W97vIpR4PfN7+oqkVYhZKdnjVqowKL08y0DmivtHnAYzyPZN1Xuhb+kGmJbuHvQi45Q0xR3pgsuLlUJMj933FD/LZ6xkc0/3dtQ1E0eQwuxEJ6ammrab27WXkXFmMXiDYNep2G+qHRSc8vuwMi1TFjpvF38vZfKeWnrRrHMpd/49Ce120003IZ1OY/78+WhqasK8efNw6623+p0MCex6K/s6vZWUZsdfbqe3smtZtRuK7IRdpUBLWzuM3FViF9/M/LjBFW/PoAsUzipUwuLHw4q76a2cbxerz71sT7kgrv77UHu22ZwXxil2nMX0sGv0SJl+zxjA2So91cpkuUCsvi6AWqOHnHbn8q0CmfeRGj287Xenc0YX34/kv/O9b9UfLou/Y7lfdUxvZTX9lMu0tu5sKbzu1bXS8ngx2zY1LmM0GKe3stvsdsevkx7U4s+tRnqkUqmiykW7mD2l0inkb/dt3o8pusRFuG3g8pPThzHxuKmp9LHRw4fflVqG6aHn9n7v8/1OPDz9rtIo65gewmvV0ywj3ZvMl+mEVGZws/0VEhQvoX5NF+PkPhpW7AezaWl0kTq/GBqugWg82+R3f/5+57XCMKodm4LiV4Wr7mMzCVMYBnkuFyfufvu5i+khvI7JmeWlYUiVrpEwfufbtoOQhnovY90ARYPnJ6GVK1dKf1dXV2PJkiVYsmSJ10WTqeKrtv18pT42epgUqvwJZG7zIdRvqna9EFpNxgCWqug0WyddIz2Kt6cPC1VJP+IXaj9usG4qDMWKjtIjgywqRz1sT/l8UV+O10YTL+ymb0obKhUdTW9lF8hcnOIobVXRKnzHYwNrUWWFi+1c7XJ6K3H58jbp/EAc6eF9+gTz18Xfs9+mnSM9UshfNZ1lzf7aLVd0OFqgEqvt53YqrabWtsLriky6qHEoz2zp1S6nK8oYpnazu5bZnYvdHIwcEPe7eIyLx2o6VRzTI+vjSA+v3DZk6mTVq91I/KRrlX/TWznbBibfUbg2mq1XBNqbABhHevjb7GE1DWPSlNpsqpUQVlNWVmfVNqJVI7pTKkdDF+GaGORlxWsPVj/SDbIizqxTYFjB3EX5jgP548zr+R6V62Pc6Y5XkbSRHoHPRiG8Vj3mu7goN6c8XDCDHOhRU5nB581tRe/r3j26rjth3ZvM0nezDaNYf0ZAgovV5aO4t7L42tuJJ8f0KE7TLp6IU8b8F1fquq8EcTbSw375pj1JTe5mfgS1DH2kR8R7C3lp9Pj24aOxz6DuOPOAIcrpqjyEWzd6KCdrukyv51jQ9+LTG/fEPoO6m35mnD7GybrZxvSwGumRMn+dMtwBVUddyAVw/SM9rIZaZyvMt2EfqdHD2443rquVUqNnChWFipUgZtdXywD1Oqa3ssij6nRMeYeN2wOTBnfHxbsDwls1npil28XtSA/D9rLLud0oiauOHoexe9Thxi86C7RnGdMjXXyfqfAhpkebl5gehuNM3A5uHpr95vRaLn4v6OmtTH+nOEXjyfsNwkThvuG2l6Xf9zvx+PW7UkMu/0WxBKaPdH8RO5m4iOnxnSPHYMLAepx34HClPFRYTBOpw0VzRmDvAfW46qixnju15DnJclhlwSCnlDLrvPWl/Qfj4DF9Mbqh1nN52g/5uFP5Rn7PgXNDLONHgY511tGzPxGNHsLroM8fN42nP54/AeP612HR4aPV07N47YSbwOlu/fKcqRjdUIvl50wNtB5HV+W+34u1jX+Xsv+eq46mFq8pXL5Pb0V6mT1kGS8OdnPWK6cnXLTNWj6Nc1y7uQAW59/+71LkXl/yj81iepS6cZqO9FDLkmNFDUABXy29zF8ZBC+9xS44aDguOEjtIdhNulbHq6eRHh4fGIPsZWdUW53FgwsOwGk/fw7PvP1f6TM3DQWOY3pYjO6wS09l1EXxct0NKxbjHZSStnhgkgLgCu/3ra2W8ueFnLbN94zX76JGj47/ze4ndszufVbbQ0dB3Gp/qgbezutSmcHvv3JA5/IVYnrUuKx8NzYMOR0pYDSoZw3+7+IDbdMSOxhUCT2ujVP4GPOgOoWU2XbLj+h0cxgYH1TFxfs5TZRbZvMPmxHXvauv01uVfqA27TmnuC9+OH8Ctmxvwn4/eAyA++uX3xVX4vHqdyBzKaZEBMtfOolbUnWkh3SvB3DOgcNwzoHDlPPgtUJSZeRPj66V+ONFMwAA1z/y98L7Xm5dzhqIxNfBHWQpw70nqLTySV13/N5F7wH6G7es5A+VQiO/x2yUqrhLOr/WWHejoNuRwVES5vOkm/iWX9xvEL643yBX6Xl5rvCjI6xTkwb3wMOXzAQAvPvfHYX3g21g9m+5QY6UMDvnvaYv/jycyC5khiM9Ysbs5LGbYsrP8pzZkGCv08MAxQU0u0YcJ5RHepQ4C8y2oemzjR8xPTLet6cXcSosB5lTlXPK6mbp1650s5wwR3rYpdsR06Pzbz9jeojT5FgV0o3XL9XpMOQeNcYGHGfLqFJIM2XxOvCYHjZnX9FID8PfZjE9nI30KL6+VlhUUul4sLSqqPGrAscqz2bvuh1xUNTo4fC7boj32sqM1VRzqaLzRLURyey47hzpobQoU9KIiQiM9DAG6XXyPbeNZObL9W1RSmmppCtdJzXm1/eYHgnoBewH1f3uV4O355geLgXb+CC8DixV6zzoUKojTRTKw/nyTP6Y85qNKKxTEug+P8TpPcMKdO2noKdhDPr6JY86jJ8gr7VRrj+y2w6ljik325DTW0UTGz0SwGzO0sJrjyeeHGyv+LWxwsdpJYOULcNvjBdOT40ehs9aTJreS12onY708KNVvzg+i/dlqkjF6AYf5IOi3LvWPl2rXq5eboJOK7qc5CmsyhTzh0/1aYnsR3qIyzIf/SDHZ5F/rzzSQ3ydcteD0I9A5lYBcMWYHrtaiud7VeG0ItH4mXF/FRo9FHvzlhzp4eO0jmYsR3r49NRndbz4Ob1VxjAK0i7rXi8Tza2dO0ycskqu2C1eP9Xpwuymt/LjIUw8lmp8nCbKLacNq2KFStDTW5k+OLpJy8VvAGNQbH33O60xPaJeAPOg1FYzdiYoxbeGZ3GkTYBPx/K91cO6ODk3Q2r1EJPVPdKjVJy4KIyKyD8v5ivBvV6nkny9cMKvSkbdsx2I15UgRwL4yevzqKe0hddBHPNeglyH1agl19Xp3Ui6r+VBSKeKT3qvt8kodC6gYmz0iBnTih/DRU3XBU+8+BdGevgQg6J4OhRDuoqLtOs53moy0qMUs21odjPzY/5GY5DmoIde+/bwpUlYAQhV5sst1bPMDfmYdvN79wU3v5g/fKbkBhkHK2cXyFxclli5arVUY57Ue5l3vk6nU9IbOqa3skq70iLfYmXnlu1NrtLpTM/ZuhU33Mp/F6a3UrxPmY30sIrpoeO6aXXY+VfhZrEck7f96LnfMdLD+X5UZRVM3DiFTFGjh+r0VmYjPUxGEzllPMzEZXTzMSC4W04rZcSgln4GMndSSWjV8K+clg83K523O50xPaJY/tLJKn6gk80gBZf3kAdppIeL67rrtIMsy0qvg0vXTbwzP9IyvxaF37iYf17MN/J73SRRKOMngZvpk1QkYaSH3PAQcB2F4vOin+mpXi+jsHd1byGzztBxkzJ57XVVYropEo+NHglg17PWz1ZYs0oq40gSfx5sDZVmHipBjIs2i+lRKs9O18mP8oux7jLoB1+7UTJRYwxCrTUthQpas8PV62lodlNWoTJSRRcnsU6cbCe7a5q4blYxPfzsBWyc395N45TqlFqF9ByM9BB9vKPZVTqdyxXTtvuesdFD/twspofb8yNjMbrDZWxx+7SsRnr4lJhKIHPVEUmW6dlk3eutx2wqSUAe9ZFOp4rS8TOQuR/3T3H7RyOmh3jNsV4/sdHDqlHUDbeb1HswSOe/l36n8Xbnd6WG1T2r3KiWd8QGaS8ViX6OklfhtXyn8tuwAl4HWVEqVYyadkIKLi9WOkd67G708HHZUZ5mRhe/1lh3D23xGhOFSnFXXDzn+JZ0wKNMPDUmhrSDzToo6xKXxla7vJU6jtysVzlPTxplbPSImZmjeqOmMmNbqJN7v3pLT3yAMKvQS6dTUqWdu5gehr9T9p+XYtej6PvHjgcALDxklMLyit8ze67yp9HDMNIj8AJFsOmpEo/HILPqNaaH96BYQvouDgq5EOQpK64Zt8H4AXUADFNS2WynMxr3BABcNGeE5XfEdRN7bfatrcaA7l0wuGcNugkVl16Hshuvw256MyqN9LDIr1hRbEz2xMkD0SWbwZf2H+w8HRNO181qusUFs4cDAL59xOjd+XRWeZs3ql8tenWtNCzbfL119ACzOodVK+mtWAYyF16fOX0IAODiuSN9SM/+Guq10D5ndD90rczgwJG9pfeN01sZk8kq7juz/ZLv3ODmMDDexsVKimjE9BD/sP7ezuZW4Tf+nQ9OGhT8qnTzI9s6K0b8DmQuNQhGvTDmM6tnGkcjPcSKRA+7RGzAdnMPcZu2XxVHTn7rVwOLKnn/lv7+9SdMAAD89KSJymmpxPQIujy8+OhxAID/96V9AQB7D6xHZSaNfQf38LTcuFQ+auPTOuuuVBevVX7fP4LiV6X6zSdPBAD8eP4El/nQz0sjWFh7N8jRF3GJ6WEmn3Wz7SVvNxd1LvHaFGUj/G5rpKS2Oot13z0UL73/CU5a+iwAs+mtvBXcrVjNbdintgr//njn7vQcLsvmomzMsepN1e7r+w/tib9//zCpp2yppZvH9DCb3sq7opEeAd9E4lRwDiumR6l0tYz0kM4XbzfgsKbNEBs0fjx/AuZPHgjAsG1tNtTiY8bj8iPH2DYSiL83jnhb9c1ZRd8Rt4Wb3tDGh2cnFYJGfsT0qLQZ6fHjEybg+8eO9zw6wGlB2nh85SvyvjlvNL42d2Rh/4nfcnJ+VFak8ezlc/H6hm04dslfARhGerhocFJhNcJIdTomy+VbLEZcl6uOHodvHz7an5Ee6ZTttcDrWtV3yeLF7x5SdF6VnN5KeaRHcU47Y3q4YDO9lZ+xMdySRgPYfG+nxxg+VtzeP1w1KkutvK6S1Urn9FYJmCpbiVX8QCc7XrwGeJlm1utID7dpyxVr7ne86m8DnSLWYhSulROnDMLRE/u7mv5TLlOa5CXE8vAZ04fg5P0HFdZr+vDeeHXxoa6nOc0rt+uFLm7K8CrE/RTTNg/fKtWPmTgAh41vUDr2S43i8psc70Htt1GYvkz3ForLdUfnVL6q6VF4ONIjhior0rYBD50+FKuyutn0ra02fd+pUnPAq15U04ZKFSNjhVGp25LZMsymK/fjBseRHvZCi+mhEMxMR0wPuVe8N2EVUsRDW7yGqcyvXKpwLI9+KK5MtatQddPoYex1XeraY6bK7fRWwmtxnmDjNkylUr5UkssNonYFSPlvsSJP3H9uKh6ymbShYtD8tY5D3OrYVA28bcWqIsi4afzYl0C+wcH6cz8ur1UVmeJGMEPZRUsg8933Yj86fYj5i0Kjh9MRV7qCpAZ5/whyCks3/O6pK09vFfHCmEaqUzDJvafdpyveR4MM0OpXRaujkR4+VViqcnO/d9sQUKocFnbnLuN6eW3wAMpvZJguXnr2O1u+eK0Kv1LcDXG7eD3uVI/9oGctkB/x1BKMwt7VXY4Ia7pEVWZ5y+9P8aPOU9LbeoV1nyV7EX+kICt2BUg/56IVL9pWwz77dKuyzIsbRSM/FJdZqpeP1/xY8WV6qxINQLrFqXU6yE0jHkelY3oUf+41q34WMsOqTLEagSaer14rGqSpshRP/kqXIy7M0jb724rrB3th+dkK6+mt/CI3elt/r2i6RcvKfHeFSqlhS2zs0fwEZLU//Qtkbn78+bk/5WDBegOZW8kY9plx82UVz1uzbPob06PztR8B5L0K+2Eq2JEe5q+jwveRHhl318S4KbXdVPe7NNLDwz6ROpMFOb2Vpo5qpQRZ3g8yeHipzlFJbCBI4CqFIsgGsShUirsR9GiLMNP2UqkfVptWkGVEOV5oPMkjRYu5WS9xu8e0bTOR2OgRW9YFSD97x1kNORfT7FtXZfq+U0WNHIbPlUd6SD1+S/+41DecTm/lB2MFWtAFWTn5aN/Cgu2l5vyh1Cxf3hsq7JfvdllBsoo15CYOhhWrmB5OeG30SMGwLg4X53Z6K3FTZQPoIez0YcP4mZNA3yr7XW7YEt93vAhXrBo3VCvprZdv/r6u/ZkxCSIup6sl2aKROsXToal2cij+fuvuIOp+rIJ43eoao0DmYTI/dtTzGvXRDn5PX2E1iq0cyPED1e5n0pQxHsrmXqcXC7tyQznLQZahhde6R9GUimspN6ol4zwLOsBz1Pi1xvJID73bMQrTH7kRZozIoKsovFTq66onUhFkIPMos82l+GEu32FKZ24oLGz0iCm7Cig/R3pIaVq8Fkd6OL0AStMFGS5HxgKbl5geftyQHQcy9+EGZ3wYCL4XRXC9XLyKbkyP4s89N1T4WMgMq5Bi2dCRNn/fXRpihXiwjR7G6YKcrovKdEVW06xlxUDmjpemxun0UcbVthrBID7wqeTZqpFMnhpGYYEu0hX5Nb2V1fL17c9S+1FfY4uYB7vp0Jwwy2d+pIeb64nxPi4uP2rTW4VNd6WQ26UHtYn8nkIsYzNNYTlR3X/SNcCnkR66nqPMBNkzV2WqVj+5KRv5kpbJiRSla6gOyV47vaR6Ds0bMqZtHqHGxAl3pIdaeuGN9AjuGh/2VIF+KJVvr8d4XLdLErHRI6bsekf72YtGrACwStP3kR6Gv1VvbGnFJ4j+3bs4Xt7+Q3sCAE6ZOrjw3uy9+gAAzpw+VCWbpooaPQI+Q+M0VDHI/Kk0OpjtM69T7/hZyAxrvxqDfueJ6+P12iUuS7XyNOsipodIdXqrLrsbO2aM7O0qPfGYrLAJZO4XxzE9DNvdyX5QG+nR+doYFLuQPw1HudW1uMK3kR7mefZzfxqnq9QZyNyK3UiPdEr9+ma22Vrb3ffWMj6oitu/pir86a1Ue7V7bcy1Y5W+2WZ3sy/CrFxxwu+enOK5kZQe6Obst5uX+Exe9ojX6a3ckve1+3RVz5FAy9A+jugtpdTo4ajHCiJ1ft0f/IyfWMr4AfWaU9Av+JEezp/F/SA/q6r9NrRGD4vXfjn3wI66rrMOGGLYJtEts9jHoez8LL/LvG5DcQaAPrVVNt+kIIXfbY1cseuN4Gd50np6K6HRQwhk7qbgYSyUFj3sKS5S9YGpa1UFVn97Dq76w+v4yxsfFn0uZu+es/fHv/67A3v1qy28d/v/TME7Wz7D6Ibaot+qitJIj6gLa6RHqWR1zCHsZ2NUaCM9LKZg8rOniJf4IG4CmUuKGmvtv/7s5XPx8Y5mDO3d1XkS0jW487WYd137V1yqfUwP+W+r/SA9Dyhk2aqRLKxh3EEHMveT3bK1xfQwNNB5jeljls98gFA/HorFy0IUprcSj38nD9VRiEMCuLtvRb3i3/+RHsFW6ESVl5EPXqaMkUYORrR8acfJT8NqSLQqu4SRVuJHeiR79Uz5tcrSttO0IV+68hBs39WKfnXVpb8cQfKzQNB1FMGm7aUBPgp0bKNFh4/BsfsOwOiGOmzatqvwfpSvO3ZZ05HtdDqF56+Yi7b2HGoi8NxAHbgnYsruwh/I9FbCH2IrppsLrPEXxkKqekwP5Sygf/culq2x4jpVVWQwuqFO+ryyIo0xe9QZf+aKsVd0mI0QUb6BAcHmT2WIq/lDlsf0pd4t3hYW1n61juPR+b7Xa5c0+iGAQOZyYOjinvR26rtkUd8lq5ym2fIrxOmtNO1fpxVRxuPTcqSHYds5ZT3Sw1n+3LI6NlVHFFkJYnorY32g7YOApuPIOG++15FetiM9fNh68vRW4TcgiNvISfVujcL0eaqstq/Ztc/zSA/1n2vneyDzAGIzxYHc21ptO3hqiBLLKEGO9PDrOFf8cZBHmJiW7pgepUZ6+BUDJqrK98rhXRCV3D26VqJH10pNSw9AgKO2HGZDYyLu0wsrZovccOf/8tPpFMb17xilFOfOGfntJI30yOU/SxV9T5XYIZyigYM8Y8puiJ/O6TA6X3e+31doLHB6kberQDP+rR7TQ61SoFQ6wY4oSBn+Dizp2AmyUkClIGxe4eO51aMzL14HJITW6CFWblq97y1zUiBzxR74fsT0sMqLDlbrqmv/Og04b/zIyT51Hcg8yCkzLEdi+JOuuJ2Cqvx0OuTbT1LcgrRhpIebThMmv+l8cFFeXFGZQdwOURjpIVXYOShvVUdkpEcy+VupobsyOCpKHbZhTSnitWLebSWXXyOaonz0BBlou1ScuOSP9Ej2+pnxa5Wl+uLy24yOhLmNgryOAMZrRTwOCD87SZYSl5EwdptB/MysEZzXgeRgo0dMiSdhcRwIPWeo1eiSnkKPha07W5wtS1qunF+vgczdrr5VMkFe8IwVtaH2ooj0LSxYKkNqS/Usc5W+9NpbxWDUprfyc7qFtEXFsRNVHhs9UinjyA+921ncVpXSSI9gr/9GxSM9LAKZWyy7FKnxxWIOdh2bQH8jVmcC4rGo8zAKo47V2KDjtDHNitWosfzyvRKXGY2YHmrrFJ3prdzctzRkxEd+T28lXivD6iUaFul+4Gk58Zveys8yUFTJz6x605LLCPbf5XMOieRRVzw2zNjVP2lPW3gd+Zge/mbFFd2bKM73rnxupUaPnPwZJQsbPRJA54VGiulh0XosTq3y0WfNntMsNfKjlLTZFUz1dw7e14EjPeyFtTmkqZlKXDV1zCHsZ9yLSGxDi4pOz2E1PBTG3QQyFytY0qmU9LeOhwGrJcqBzH1PdvdypadBZ9+DHMPB6W/siF/1a2opJ3Q/3InLF0cd6bz/2C1aV7rGY9WqEcspacST4eLsZpcZK5ubWtsLr6Mw0kPulVZaTTb8PAMup7eCu/teUJVVfjdMiOeG3w0qceKlvONppIdCOc80bdfpCuvrchnG5TgR5CEWZO/jUp18Ej/SI+wMhMC30VI+PmslVZDnclHaDjtf+ZYe3F+bQwtkHuA2is9ID+vclbp2sPEzOdjoEVNOA2A11HubU27q0J6F105avPdq6OYpPaD4AqM+0sPfC5TX6YRUMKaHvbDqAeQbu/2G0fGQ5WchJrSRHhY9sv3sXSk1xqrG9PDY4uK1sdaLbBCBzB32yDd+YtUw4bbC0Gp0h266zxvx8BMbPfxMdXjfroZ3bPajptUVj4dMKuW516Dd9Hhu1sF4VO5saSu87qIxPoZTcqcO6+/VVXc0dhwytp++zFhsX7Pt7uZwimIZRKQzkHl7mY30kHjoPeqlIUpMSaUsMrxPx3V13rgGz+m6OeZHN9QCAI6csEfJ79bXdMYR81rmURFsRZz5a7v3kiTq100d/FpncTFJP07cSpU4v7SmbfFal7SHe1EU7uG6rwVSPAy9Sflu0p49ABimjN39fyroA40CEY0uYKSsT20VfnXOVHSxmLrggQUHYNvOFuxR38VTOkfv0x+ZdAr7DOyOe559t/C+8eL/xNcPwusbtmH2Xn09pdexbPnvrOLc/G4v8lEY6VE0VRkbPSJBpfePaYWPx20pDyH1b1lBshrd4aVQWZxG52vVClSvgcxTSAU6vZUom9ZTSS4qVZHQ+Zn8odV+EAvIajE9hGWHOApP5/KlkR4+PlWObqjDnWdMKXSGEFfpS/sPwqFjG3DW3S/szo9vyUqkmB6GRg8329hu5I8f+2yX0OgRZCObFfkh0/ox8+FLZuL5f32MLzioCI0qr5XBuvk+0kNq9PB10bHipfeopzjmDhv2jX5zfiOe+scWHLG3u3PNa/nuV+dMxap/bMHh40unX1edxa/PnYZsJuU5jpkKq44uetISy+v2nZCSGMic3As6ZkQcyfflYLdR4PsnZfrSkbCuLEHuEdUYc17T8MOX9h+MA0b0wuHjOzopmMZhZUtHIrHRI8YOGNHb8rOJg7r7kkY6ncJR+/QHYHwgkL83rE83DOujMMrD5mZlrLhUvbG5bXm2SibIm3pxo0dgSReJ4kU/rBzJD6X2uSj1kOUqfR+HE4dVkLeaskLMj/dA5p2/Dz6QuXVedMtW6H8QkPaZ3fcMm9HJFFQqWXYW+N7/bRDk9FZVFZ2dGfxOde6Yzp7/4rL3HtAds0d3dlrQdRzJMT2Mo7PU0/Ryzjuxs7mt9JcCJG6i9nbr7/Xv3gXH7jtAf4ZMmDf8u2nQil4ZROT3Iz5HenTw0tjl3/RWzhPu3a0Kx08a6D5d17/s0Esx/cbhvTymqE4sw+qP6dH52qxjRMQvKz5I/ApqE4F+DZEX6kiPgNMOa6pFTwJsYBbLaLo6avj97LVnrxp8YUL/wt9yw03x93lJSA5Ob0WOBTU8WSwcq47yAEpfwJz8zsn7OkRppAd1ctrL3epzz4HMPfQ2cfsbv1k9iHoZnWHkpQHFTUwPq7QBPdcNq8uBOJWXrkuG04DTxs+cVFwqxfQQXlvtYx3bQPd9QDwnpGlHNKZrHwRcT5riPkunUg4bsaxZxRczfuaUscwgTm8VBVFvCAD86zAR9TX1u1JDqkBI8FCPUmumMp1o8bK9TG8VUoeQtPv1jQ2FjkOekypRVonDNdSLhK+eVn6Oqk8qtyPifElbeB1E2l7uRVGgf3qrztf6Rnr4uxLGpYnHc778oNLRleKDjR7kmNzbXGM6wrKzLgJquB26bHVhC3N6q1CvtRG8zkchpkep40FPTI+U6es4kSo70+bb0/PUXcJr1V7jVR6ntyquNA5uP8nToug5S5weg27uDSq/8XNkkArd+1Ma6ZENPpC5MR1tgczT8v6TGpRdlEjlQOb+r0PURnqI4lQt7mZXyI390bvv6RyNkeA2D3PiVJEeKh79GukRpJTlH8mhUob2M62YFpc9KcNV9q18JgeuLsctqSbwjpkBn9veGsHCuYkHGWg+iJgeQT7nUbKx0YMcC6rlU1x21kVFpNusWf0s0JEeAVU8kRqpwrfkd529p5S+8Dqu93+r6fHEbeM9kLmwrABieohSqZS2ni6liI1IbZpqy8StabebnF6zpHgoCvvdyairoE4RP89F8XgVR3roXBfpAd/YaKcpTXE9UylDI5bHKZB0dBqI2kgPUVjXmzyrzWt6D3RxRLktZwZVbNLb6FFurR6dVMpbRl5uf6EVrTysb1yI6xXk9FalpiljxXYy+LUXOdJDTeBtHsLrYEZ6uP9tWLfwII9hscyta30DbfTg9FaJxkYPckyqqPS4LLvfe+mtDRiGqilchK0esAON6WGYzouNHrKwtoZc4WufCz0jPZynH1VWAcv97AEoPuBWKHYbH9a7q3J6xpFkugu5Vg/o4igVMR6En5xO8aa7wF0qSGmQ/CyMp6WRHp37MHEjPTLW57ubQOH2Iz2UF1dkZN9a7wvRpJyqxVUOx6AqG3SmU96NHuIfqr/2ML1VSLcTlfJlXNnda/wmTZmY0O1ppwxX2TdeGlzLhXQuB9wLL+hGKXmEu9pvo3AH172JxG3iZWpJO343eqjuR15Pk4OBzMmxoIbMSdNb6e4SZJGuKNyRHsGlbcTrfCe7ue/tvmv3noqgppbTyTiXf56fBWi5N6GzZf3qnKlY885HOHHKIE9ph6k6m8GPT5iAptZ29OxaqSUNNzE97L7ntoCcdvBQGlQh1c8KKquYHjrXRT73rD/zUyZtPXWXmwoq8ZpRfM57X4lLDxmJbCYlBT4ke2ZbPYkPjjrbJXSN2IuCUiOU5A5WageOp+mtworpkcSTwyDIRg85Lfvv6qqoo2D5dUjJDZD+LDNpwnweDXLqpo70zNN2IqyRuFIuA2xgbm/Xk4abzs9u5fcYz/1kYqMHOWZXQeJrOh4DmbtlHcg8wJEeRdNzhHflTWqPMzesRimU+m7nb/xL383xGIVdaTW9ldwrz7/0nBaUDhjRGweM6O1fwlIO4TQAAEXgSURBVCH5ouZGG6c9rJw2ELp9HkiJMb5DPrB1TW8lxvTQuYZ2D5C6tm1F2vr4cBfIvPO1sZOEH/untjqLRUeM8b4gDeI0GCDIMzWoy4LOCtMEt3mUZDftXileRsjofK6xI91bw8mCdiodh/xMK+wyQhg4ZZd7cQ9cHYQgGzDt0g4iaS/xgcK6hwc5WsltDF23afjB7rw2a6jidSA5OL0VORZUMGW7SgxVStNbWVzYwmz04EiPaEjbVNQZmZ0bfk5vFdcdY9XQIb32eMCLhcyKABpMjdeXJNdTuQlkruM+4WikR0AniZ/3BnFZVdJID33rYjdtnq5UpRFfPgQeF/NtPOeTX+EVnytOEneFzkansOO16FRqzcJrBAjnIC233uW652hXGemRROVwDOkSdKV6HIV5vRKTCyamh/tGjyTfw/PE66uu1Q10pMfudfDS8YKii40e5Jif9a52FxHxs4oAp7eyDIob4AWvaHqrciyxR1yp48Fsl3nvQWjdIzsuMlYNHT72GhKnBFGN6eFG0EXaMHe985geDkd6uMxH0A89dvycL1wKZF4RwvRWhnS0xfSwmOYOcDvSo/M3mbT/Iz2iLOzRAMlvVLKnM+5Gkqe3MiOurZejytP0ViEdznIjTzLPqaA6zRkFGgSXYo+HS2nlNNIjjtfmIBul3MbQVcF6MPILGz3IsaBudOJFtNJjb22la7DFOgV5U0+nU5HppVTm9RkSleHy2gOZe1pSeKTRMhZTFHl9QBUrocJ42E1yxx6p54vDozDIubvD4GdhXGzfFxs9dG5Du/gr+mJ6WDeK+R3IPOzjI+msejKa3SO9VnRGsYFF5+W+zNo8JF4qyL1st7DK216C5caFuFpBls1KHT9xqchUkdRjyI5/6xz/Dma6ibf9wBs9go7p4aGRJaxbeFj1Bbqmtwo7pgevAsnBRg9yzM85We1+HrWRHkE/CIkX+Cg+6JcjldEIZp973Y9Og0NHmVWjqdMRBE6IhfEgC0qF9GM03YwqsaHK6aa1HQnhclOJx47V9IdBnSJ+HmLS9FYVQcX0ME+/4289aYr7rDiQufry5JEexkaPeF4rneqSzYSaftcq52EBk7gnOL2VfqrHTY+arIe0wjlK43xu9Opa6eh7Qcb0UAm0nMQyWxIbckrxa505vVVp4hkT+GNWwJXRcmcvRRG4tARZBvY6Hb2V0Ed68DqQGAxkTo7ZVZD4m45YqRVgj6AIxPToTC8XStoiXuc7OYkjUPjc5At+NhK6WVYUCu8Zy4YO/xp02oSKokAKShEo1AbFTXBQ+zYPdxuvS2UG5x44FE2t7Wior3a1DL/oiukhjfTQeBzbjSrU9bBkF9PDaw/gopEenpYWXYsOH43XNmzDzFF9Qkn/O0eOwUvvb8WhY/uZfm663ZO6MzTROXVWnDi9DN188kSseOkDXDRnpPa0/BZk4Fk/zRjRG1ccOcbRd4OcEkcsW8S1k5AnZbjKflF51itX4r0p6I4l0rNwAM948qwEar8NbaRHwEfu1+aMwKZtuzC6oVbL8v3uwGj7XJor/R2KLzZ6kGPSRUDjBUFMx3sgc+e3HeuYHsFe/SrSKTTtfh3u9Fa86uepPLDpnt4qriVxq0pzu57aqsKuKNKdfFR2vdPDWddDyRVHjrX9PKjtpOsaWZkJqge/dYOjrsu/HNND/sxdIHNh2RljTI+onDH+Ov+g4aGmf86Bw5R/4/VBXOXXSdjr5Ty9lcjpcXPMxAE4ZuIAj2mFIx3D8l3/+mr88pypjr8fVKc5I8b0KA9+HVLSqZjQ8oNX8vRWwabtNGagX9IeHr6jMFoziN2z8NC9tC4/yPuFWWe8chw5l1Sc3oocs6qo9LosI/FGpmu4nBkxS3bzjusmxT7gSA9JJHrilciDaSBzryM9Auwlp4vVOvi5bkGXMZM4NYIVNyNy4nqsOqXr9lSVDSGQuWFddBX0Mzb3twoXIzvFcz7LmB7RwO3uWVsEKkx0KbVqYXXyCKuSU54/PJknj5+x29TSDSypyCjDVfYNp7dSE3xMD+F1EDE9pPTUfhvaHTxhx3CgjR75kR7itGYJ2IbUgY0e5JjdVBi+piNcbIKcl18qlIcYQ0GO6RFo0pEXVj1AWqEQoSOmh9fgbVF4kBYfdKXzy2a6G1XtIXeP1Z56iBcEN7FXohAYVidd94ZKm7gXfrKbskzXvqtIWzfoeF1XY2Va0hvd4sTrrii3XRmFXqJBslrfctjv5VDBElZlcjneA8pxhIJfa8zprUoTr9WBN3pIDcRBpOf+eAjrFp60RnQ3naG8KsNLaFlgowc55rXi1XE6ERjpEWZvD7uesIHiRb9ApZe72cdeN2USeh9Zj+4wf+0GpwTRx11MD+vvJaFOT1ujRwQCmeu6zlg1fho/c8P4cBTTS2XsmW137gs1bWV8M/MUPNZLuqE10oeTbpDs7jV+k6ffKVFeT+CVKXlr5ICe+a38WWbCiOdX0Jso6FkP5A6PaulFYiaABBzCYTdcJ2AT0m5s9CDHVHq7eyHeWMIKZB5mw0OGIz0iRzr2S3zXrGDk53RwcZ2iWGrcsDi/jJWgqoKO6ZGEinun3DS8hXWsBnXNNk4J5YXc2B98BwM/4ms4ITZMFAUy9zzSQ94h5djjNQrMtjvn1leTxMpYN4I8h4PsZCWKYyDzjOKzWVjTW5VKKhIVkxQZKYvX1Ek8Y4Kf3irYuplYjvQIJ1lt/A9kbtcZr2OnyW2fSdui5YuNHuSYXOnlsRLX4WfGwKSqVG46co/z8BoexDx371IZbOIRF9q9x2I6Jqe8Vo4m4QYsN3R0vi/HFfC2bqFPCRJ2+hq5ielk9z0dW+prc0Zgj/pqXDBLPdCyG14r6UWDetRgyp49MHNUH9RUVhTe19rBwOQB8szpQzC4Zw1O2m+QljTt4mV5Pf+ND0esZ4+OLx8wFAO6d8EFLoOwR6kR4I7Tp6BX10rcc/b+vi/78iNGo29tFRYdMdr3ZcdF0FOY5J03cxj611fjq7NHBJhqvMp3N5y4D3p3q8LPvjRJ6Xd+juhVEfXtqUMZrrKe6a3KcDs6EW4gc/PXunjp7BvW06DVVO1x5fW5QEVyn+AJACpKf4Wog1xBojEdqcdr+NNbBd2TYfP2psLrfnVVgaYtilIlQ14kYnq4+r3XkR7e0o8CqynC3ATIthJ28NckF5jcnAO2jR4a9tXCQ/fCpYeMimVMj3Q6hfsuaAQAPPL6psL7OtfF7J531dHj8L2jxmpLV45Z5X2kh3gYGRs9yrHCKwrMtnqPrpV45rLZidgnh4zth4PHHKxlXc6bORznHjgsEdvJisq1P8jN0LtbFf767TmBb/s4TV96wuSBmD9pgPI2CvOZqtxw67qXtHgIOoijo8I8l4Np9BBHesSk1UOQhBG2Qcb2zYvTPZmcY6MHORZUoVVcttfprVSGLkvT7Nj0Rg1SmA++vNB3chPPQOR1P3ptGIjCvrQc3eHj1F1BT4NuTE53m0uYu9HNsPIwjrsgr5l+J5XPuzhNk861sToPdW5Du6kjvcf0kDtJJOB5L1G8HFcqPw3iGqC3MTLZB26p26Q08iHgu14Y2z6sGCZuuSoDBzwtDZUXvw4pjvQoLdyYHuFdR9RHeoTT6iFmMwmNHmGvQ/y3IOVxeityLKh5Z8Ma6SHKhHhjzevZNdypraJ4oQ+rEOp1aL7Xe7ZUCRDFHeOA1ZBbP2MFtZdx8FfdxCnanB7PdoXVJOypIOJeaJ3eKoT7XIVwIBlHdvg9vVVcr5VxF/Z2D32aQ/JN2MdSEBJQL1WasI66K7HK/exPeqOpTuKWK4vz0gXx/Ap8VJzwOpBA5h4OgtBiegR4rQ1CkOvQuc/iv92oGBs9yDG54tXbBcHu5+JHFV5HeijF9BAqgGym4AjKoB5dQkmXikk98VwcD54LZwmbGkBXr/LgA5mXz+O1tJ98iOmRBLoK4xU2oyH8FMYDfka6txo+85gH4/5g5Q9RPMgVaaFlIxTlMJUGe9AHpxw3r2/rLJ6LZbklSwvzuUcenRxAehZpOxGFp8MkPIP5HZfEbmlmo3MSsAlpNzZ6kGNWgb79JlZUVHoNZK6UbufrsILuiQb2rAkn4d14oe/ktaDlfaRHsh4Yraa08vqQEfr0VpEo5urhpoLc7lhNQnuRtpEe4vRWGs/3oKa0EolTVhqPAa8jPYz7IwGXyljSUVmkskQ2dsVbquwqyFMWr5MjaVOuRFoZbl6/rvlSGaIMt6MTYZbdg34W9lJGDqtxSNxGYcTD8FsYIz3kXR3/bUgd2OhBjqUsKir9T6fztVj5o5tUKA9xeqvDxzcAAC48aHig6ZI1T8HMdv/KW/rikuJ5A5Ye66WpkvxbnxOnDAQATN6zh2/LVHHcvgMAAPsMrNey/GMm9gcAjN2jTsvy7biJK5OEXkai6cN7SX/ruj3J01vp7GDQ+TqMkR7GkVluenQN79sVQEdjinEdknb8Rd0Xd19/Lzl4pG/L7FtbBQDYb2hP35ZJ0SY3AST/HC6HkR5BxYQEgIkDuwMAutdkLb8zrn9HGeqoffprzUuQDhzZGwBw2rQ9Q85JcI7dXSZeMNuf5+XkNz96F/SIepF8rdS/h+RnbzWLjxkPALhwVrB1OUmZ3uqQsf0AAF+eMTTknFBSMJA5ORZUwVx8yMlWeEtIpaVd7GUqv/aUBWX/70v74pPPW9Bn98N+WMrhYdMp8RgIOzizm+MxanvSsgLdY0ZHN9Rh7XcORn0X64ddnUb0rdWa/rA+3fDilYegrjr4W7ebwn+My9um7jl7Kj75vBlTrnkMgM6RHmIjqz7y6J1gdpbYkcF4d3bzgFZTWYFXrjoU2XQaNz32D+mzpFYgRtWP5k/AN+bthb611b4t8+nLZmNncxu614Qb44z0korqZdAIIJI71SSTm04TbtXXZPHydw9FVda6sPzgggOwbVdr6LET/XT3Wfvjk8+b0btbuM+OQbrppIm44sixvj0vy6PMkno2ehPmIO3Ay6we7kX/M21PzBvXD31CPB+9jp4O0+2nTcZHO5p9rwuznYEg/x2H36d4YaMHOeZn0FO7CnXxGp0NaaRHGNN+5FVk0qE3eJBMPF7dHPueQ3oE2EsuCFbBy/1Ys14BFjDN2lR1px/WQ7rc8FaeIz0y6ZRUoaDr3hDU9FZhxAqyHenh8gGtrrqjkdG4Dkk7/qIulUr52uABAFUVGVRVZHxdJoUsAVMb+qkcrlLy85X+9OptRnkAHc9ZSWrwAIrLJ+UglUr5+rzspWd/uQh1equARyd7neXB7/KQqjhPb5VO+3tuuxXfLUhGnN6KHJNbPr3W4tp8JDZ6eA1krvBdcZ3EypcY3zM8iWJ9UVhZCnv6gaQNuQ6y1x/5w805kPSecl4Db1sRp7fSG8hcbNzXloxEfAgzjsT0OhS/XO/VRHEnd35I/sgHUdBTtoRCrKzkhZoiKuxnvTgIN3aht0YIVWL5O44xG/l8Xcxui3TG9OB2SyI2epBjQbWwS0GYPAYyV0rXYv3K9aYRxdUOq8jhtZLe66ZM2kOxZSDzBKxbUrnp8ZT0uo24T29lNeJKp7Q00sOYH6+NHhzpQRRHVr2Hy6FMUA6xk72OliYKRvAdQWInIiM9Ap7dKjbkmB7h5SOeOg5uXzt5U2TwdCDH5CmfNCbk40gPFVYV2+VbQC/X9S4W2LFvIWXRSBBXVo2KCVi1xJL3mdPfJHuPamv0EJ5UtI708Dh03ytjRaffIz0SfvgRJVI5NAKIUiGXL4PgpvxAFDR5eiseqGaiMt4hiBFj0kiPqKx4CeJxmwk6KG3Mme1jXgWSg2cDOSae+DorYsRlZ702UyvcpMQ1EitfkvoQYqVrZcf82bP36hNyTopFYXqrMB7YPPc6iMBBbBUTKAJZcy0mZWBfuOmpmdTKjWF9ugIAjprYX8vyKwKaWFq6p4dQGtyzVw2Azs4NB43yds8xXhuT3uhG5vLHUZCdZsib06YNBgDMNFwDyuEUlsp3Ca1isZo+mChKyqEB0ivjtKRBkuuhAk4whjjSwx2e+8nEQObkmJ9T7Nj9WvwsyOmtONKjw6pvzcY/PtyOxmG9ws5KZHidgsl7IPNkjfSwupbE7lSLS9cfH4iV4k73U1Ln7l5x4QF49YNPMX24nmukHFNK50gP4XWAT3crvzEL23e1ol9dR5DHv357Dv65ZQemebznFE9v5WlxFFOz9uqDe8+bhuF9uoWdFXLom/NG48CRfTBlSA/87Im3C++Xw9QS5bGOna/L7ZmK4oNHZmnGaUmDFPToZPFSFZenPTHPFRzpocR0pAcvComhdDbcdtttmDBhAurq6lBXV4fGxkY89NBDhc937dqFBQsWoFevXujWrRvmz5+PDz/80PdMUziCqngVLzCVAQYylwPtCa/L7ILXu1sVpg/vHckHsbAKHXJBK4T0pdcuGl38y4prTkarJLWXYxLIjVPO9lMmgtcQP9TXZDFjZG9tjTpiIHOtM0mG1OA4pHdX7D2wvvB339pqzw0eQHGvtoQeflRCKpXCtGG90Ke2KuyskAmzclxlRRozR/VBTWX59cWTy0ahZUOroGYKIPKinDs8OhVmX6+gR3qISYQ5wkWF1awl1MHJ86tYF8F6ieRQavQYOHAgfvjDH2Lt2rX429/+hjlz5uCYY47B66+/DgC49NJL8cc//hH33XcfVq1ahQ0bNuD444/XknEKXlBDsMWCRpCt1NKNggUfEngPZO7tGPI6HVQUimpRyAO55+Zhg9dOd8T7ns7zJmm7x/gwE8WGe6JyV6ryqNxO23K4T0qd5tj5mCIq6EDZcZQL8WnOzxlHnKUX74OAjR5qwjy2ST+lLjVHHXWU9PcPfvAD3HbbbXj22WcxcOBA3HnnnVi+fDnmzJkDAFi2bBnGjBmDZ599FtOmTfMv1xSKMEZ6ZCu8lY5VWualim0ppgdvGlER1p4IuyeeNDVAggsxcTvVyql45CbgfNz2Z1SIIz3aNc4lkLJ4HVfGysMkrBMRJVs5VLSK65XUEaAUf2FN+RknoY70kKbJCzbtmAz0sIyfSaXl93E53JPLkesa5ba2Ntx7773YsWMHGhsbsXbtWrS0tODggw8ufGf06NEYPHgw1qxZ40tmKVxpHytenV5EsgHe1azmnE1wHTM5JE93Fu4B4Sb1KBzCTvIQhXySOTfX/7DPlbgSA5m3aXzSinU8HRPGw5LHH1H8lFtlY1Cj6MPkZHpTorBJ09rwMI0csTgcyEgP7Sn4T8xzBSuwitgdNjFp1yKXlCdPffXVV9HY2Ihdu3ahW7duWLFiBcaOHYt169ahsrIS3bt3l77fr18/bNq0yXJ5TU1NaGpqKvy9bds21SxRQIJq+RQrKryO9HCbLqe3iqZ9B/fAk+u3BJ6u18pB74HMO18n+XjsV18ddhaUxKXnjx/cxPTgNBbuiNNbtQU00iOej3eyopEe8V8lIkq4cmgEkJ6vWBFHESWP9CAzYca2EJMO4jKSFQLFdauKX7ypJM8MQaRK+Qzea6+9sG7dOnz66af43e9+hzPOOAOrVq1ynYHrrrsOixcvdv17Ck5QgX3EQofXVmqVW7M8hZDwmveMyDj/oGGoqcxg1l59Ak03rVjhu+Ir0/HaB5/iygdf9z19N8dj1J+pf3n2VGzevgvD+3QLOytkwc3DYJIb6HQS73vtGh8wvcYKihrjOlRVZMLJCBG5loRrkYpymEojzGlpiJxKWplIhzD7eolpB9FYXFmRxs9Pn4Lmtnb06FqpPT0/+FmHlkR2W8TscYvXgeRQbvSorKzEiBEjAACTJ0/GCy+8gJtvvhknnXQSmpubsXXrVmm0x4cffoiGhgbL5S1atAgLFy4s/L1t2zYMGjRINVsUgKAKrWKDitjKrpvVPIjl0AsrLqoqMjjnwGGBpyseAU6O/X0H98C+g3sUGj38HOnhpr0xCiMS7LbBjJG9g8sIuZK2uD7a4bXTHbF3ltaRHgnbPcYexFUBjhQlImciUByJFHnqp9CyoZX4XMfOEBRV8qHJ49RMFJ4ngeAaTw8e2y+YhHwiPndxVJ2afCBzxvZJJs9PhO3t7WhqasLkyZORzWbx+OOPFz5bv3493n//fTQ2Nlr+vqqqCnV1ddI/iiY/gyPZXUTEa7TXRg+Vm7OYI/FGwQI6yUGcgz8ekvDAGJWCsp9yZVR9o9rwp/I9sqaz0UOUhF1lvDZWZznSgyhuknAtUpEKuXwZBHkkfTLXkeKvHBogvQrzuUecWoudqkqLa31BaMrnkb4sKY30WLRoEQ4//HAMHjwY27dvx/Lly7Fy5Uo88sgjqK+vx9lnn42FCxeiZ8+eqKurw0UXXYTGxkZMmzZNV/4pQEEVBlJSo0dwF2yrnswsn5MUxDnk48FNIYblHvJKrKhwejyxwO2dzumt5GlV4r+vjNfmSo70IKKIS0vX4fDyoROnt6I4kBsgyUyYHdjEpHkdKY3TW7njNY4rRZNSo8fmzZtx+umnY+PGjaivr8eECRPwyCOP4JBDDgEA3HTTTUin05g/fz6ampowb9483HrrrVoyTsFzM72JFfufhzW9VedrqZKbN42y5yaIsy5xPRpZcIg3NxXkvHR619aub9lynK74E4/LbCbFof1EMRR2GSto5bC64r0mUw4rTLGUtI4gOgQ0+NiUHMic+6cU1l95x8MsOZQaPe68807bz6urq7FkyRIsWbLEU6YomoIKtideoys8jvRQGYZpNb0VL3gUpUCTrkZ6aMiHqh418QgCpyKJU3ZZcdPoPbBHja7slI2gRnokYSoo8bh0G8S8f301Nny6Cz1qsn5li4gUhF3GCl6yGp/NsDKZ4sBj+MQyEY0HH15GSgtwspT4sDlwGuqrO74SVF4oUMqBzKl8yXO667skyL01A4zpYTm9FS9/5c7rse/rPM0xPRwPGtUHZ04fgrH9GbcpjlQeBu85e3888NIGLDx0lM4slQWdMT2ymTQuP2I0Pm9uKxT240zsMOE2iPkvz5mKWx5/Cwtmj/ApV0RE1qLUqSYIHIFHUSU9+3N2TFPhdvYSYnrE9WE4QJkAZ0uJs2Vn7Yc/v7KxUO5nIPNkYqMHOSY3CnhdlvVnbe2d83lkPZY61Bo9Ol8zpgdZCeNwEEcsxfV4TKdTuOrocWFnw1dlO9KjxGX5wJF9cODIPppzVB50BzI/b+ZwrcsPkjiU322jx7A+3fDTk/f1K0tEZFDqvllulQxyR5pkrrs8LU14+SCyw8rO0nSOPi6F1xE1nErQmdl79cXsvfqafsZNmBxsAiTHghqe3CpU8mQrwglkLvZE4kgPshoFFBTOYxpNZdTmIcc54jEYmDAfMONGPC6TMF0XURKpTDtbDqQmj4TeWqWOO6ytpIhKy60eZCI6gcy5g0phIPNiTrYIGzyTiY0e5FhQBXOxZ2tFgONLpSmMpJgevPiVu5xQyku5OST9nN2KhyOFgQdeKHSP9EgS8fmu0uVIDyIKV7ndasphfdlxh+KGR6m5qJRIeRkpjVMJesctmBx8KiTHgopz0domjPQIMAqT2L6SZmcPshD28eAqpghLh+QRR3qEo40jPRyTAplzpAcRxYDYq7Qc7qyccoWiKqgZLeIs1JEeQtrcP6Wx0aOYk8Om3OJslQs2epBjcswLj8uyKdqLPVu93tS6VTkPWyPmKSM18HjKAiWA1+mtvB5CckFP/fddFc4Dci5XRhXSQTV6k6ySgQgdEw9LtzE9iChc5XZ3KYeKVq9lWKIgiGVbHqbmulSGV7bi1IhqOJVgsSyfqcoW9zw5FkZMD7du/5/JGN1Qi/93ivOApFKjjhjTgzcNEoT9wOZmrslrjhmPsXvU4aaT9tGQIyoH5TDveJR858gxmDCwHuccOCzsrMSGNNKDjR5EFAPlEEZAjE3F3scUVezhXdolB4/C3gPq8f1jxgWedhn1M/MFY3p0+tqcEZiyZw8cvU//kt9N2fxF8cXuv+RYKqAeEG3t7Z6XMW9cA+aNa1D6TcpidEdSe16RO6EEMheDQLpIfnCvGvzfxQf6mCMqN1JDMC+J2p1z4DA2eCiSGz04vRVRFJWquCq3Irc0vVVC150BiCkO5KnmeJya6d2tCn+8aEYoabPNQw2vtZ0WHroXFrr4HTdhcrArHDkmBfrWeBVoaQvntiauUYYVfGTBzaHvZ8MZG+EoDOUwBQfFmzhqvTrL4i0RRV853E7FqUD5TEVRJXd4DC8fRH7gqDqXuNkSiU+F5Jg0EsLjkWNXmGjzYXorN6S5PDl/PVkIu/cPyzAUBvG45zWRoijFkR5EsVdujepyHIFkrrv4VFdu+5dipAymmouzcoqj6AdOb+Udt2BysNGDHBOvnTorvfyI6eGGVaB23jPI6thw/HuP6ctBIHlARkU5lb/TfBikiJOmt+JIDyKKgXKII1BOZSWKrxRbPShBGJPWHXnKSW7DpOBTITkWVA8kP2J6uCFe1zIWoz6IeDxQOUr7ONKPSAfx+Y6BzIkoDsqhRMke2hQHrCOONl5G1HCkB1EnPhWSYykfR3p8a95oAMC5Bw4t+uzEKYOQSadwxN5qgci9kqZvkWJ68KZBncIoQ4zqV4ueXSsxql+34BMnS1cfMw4AcPHckSHnRD/G9KCoYyBzIoqbchjpMX5APbrXZDGuf13YWSGyxLItJcE+g7qjrroCkwb3CDsrsZTigK9Eqgg7AxQffjZ67D2wHuuvOcy0YqJfXTXeuHoeKjPBtsmlLUZ6sKGcRG4KxV7L0ZUVaTx3+Vw2wEXM1GG9LK9jSZOS5h0nip4UR3oQRV6pzrrlVswph4rW6mwGz19+MHseU6SlpNc8VqMmV/LuQQCw4sLpaG3PoZLlYM/K4PZcNtjoQY7JgWy9L8+uojCMSkQ5UDtHelC0ZANuBCRnyqHBAwguphORWxnhIK3Olsd5SZQ05VbZKFW0Jvjeygo4ijqxbMsK9ujh9FbOpNMpVLKB2TVuuWRiCYQcS/oQbKtKvSSuK6nxegjwEKK4k2J68KJIESRPb8XiLVEkseJKwlGURBHBEzDS2OhBQUhy54NyxqdCckxuCEjeBUEKZC6cGazgI5azqNwlvdGb4k+a3irL4i1RHJXb/SXNeytRJLBzPBFRMvGpkBzzM6ZHNJn3ZE7muhIROZfi6DeKOAYyJ4q/cru9iNN5ldvUXkRRInXoZG+3yOEuoSDwLpxMbPQgx8SLQBJ7Q1hNb5XEdSU1I/p08/T7JI6MovLCmB4UdZzeiii6Tpg8EACwYPYI2++V2+2l3NaXKKp4Kkbb/kN6hp0FKjPsiJAcDGROjiW9p6+4fmJAVFZYU4+ulXjmstnowuC4VKbk3qhE0SM2zLHRgyhafnj83vjyAUMxuqE27KxEFh83iMIjBzKnqBncqwYrvzELPWoqw84KJRjvw8nERg9yTJ7TPXlXBLkns/lrKl8De9S4/i0PIYo76ZrIiyJFkHhcVrOBmihSKjJpjO1fV/J75dazUrxuldeaE0VLAqs2EmdI765hZ4GIYohd4cgxeXqr5JUMxAct8SEkietKRKSCU/5R1HF6KyKKm5TlH0RERBSkcut4US74VEiOpRJe6SW2bWTEdeVZQkTljjUzFHHS9FYc6UEUS+XWz0gaRc97K1FopOmtOL8VEVFisDqXHEsnvGAuPnikpfglyVtXChgPIYo5jvSgqONIDyKKmyQ+TxHFER/3iYi35GTiUyE5Jk3/lMALglSpx+mtyE/sMUQxl7ZoFCaKCvGwZKMHUTyNH1AfdhYCJXUo462VKDTi6cdzkYh4HUgOBjInx5IeyFye3qrzdRIbeIiIVKRYMUMRJ4304PRWRLE0bVgv/H+nTcbwPmUSsDZl+pKIAsbprYiIz7jJxEYPciyV8IYAjvQgbXgIUczJ01vxgKboEQ/Lao70IIqtw8Y3hJ2FUCSxQxlRXPD0IyJKJj4VkmPi9FZJLJiLayTH9Ag+L0REUZLiNZEirrWts2smR3oQUdzw1koUniTWbRCRGl4FkomNHuRY0kd6SNNbcaQH+YiBKinupHnHeTxTBDW1thdeM6YHEcWBeD/ljDpE0ZDj2UhElBh8KiTH5NEPyav0SknTt0B4nbx1JSJSIVbMpFlyoAhqaets9KhIYs8MIkocPmIQERFFQxLrOImNHqQg8SM9hNdpiwYQIjeGlUtATkosNgRT1NV3yRZe86GFiIiI3GAgc6LyxKeHZGIgc3JMvAgksUJBrMgTp7dK4rpSMO67oBFP/H0zzjlwaNhZIfJEiukRYj6IrIzZow6XHzEa/bt3CTsrREREREREFDI2epBjVtM/JUXKoidzEteVgrHfkJ7Yb0jPsLNB5Jl4fWRDMEXVeTOHh50FIiLHxLtpjt3LiYiIQsNH3GTi9FbkmFWjQFJIDR0MZE5EVMCGYCIiIn+JnQjY5EEUDTwXiYiSg40e5Jg8vVVo2QhERgraHmJGiIgiIM2RHkRERERERJRAKU7inEhs9CDH5J6+ybsgyKM7hPcTuK5ERCrkkX7h5YOIiCiJOLsVUTSwmEtElBxs9CDH5Dndw8uHLuIqpdMc6UFElJfyudE7m+lYRtfKjOdlERERxVFGeN7IsEcBUSRUVbCKjKgc5Ti5XSIxkDk5Jg73SuLoB3GVMgkf1UJEpMLv6+D9F07Hjx9ej28fPtrX5RIREcVFfZcszp4xFG3tOfTsWhl2dojK2tcPGYV//ncH9h/aM+ysEBGRT9joQY4lfXoTOZC5+ftEROXIaiScWxMGdscvz5nqeTlERERxduUXxoadBSICcNHckWFngYiIfMaxe+SYPL1V8hoCpEq9lHl8DyKicsRrIhERERERESVdAqs7yxYbPcgxsaEjidcAcf0yUkyPJK4tEZFzYkNHKpF3ACIiIiIiIiJKCjZ6kGNpaXqr5FV6pSzWj72aiajcpXhNJCIiIiIiIqKYYKMHOZb0QObiOlk1gBARlaOkT29IRERERERERMnBQObkmFzpFV4+dElJr5PdwENEpEK6PvKSSERERERERAnRJZvBgSN7o6mlHQO6dwk7O+QTNnqQY0lv9LBq3EjiuhIRqZCnt+JFkYiIiIiIiJIhlUrhf7+8f+E1JQMbPcixxI9+kKa0Et5O4KoSEbnFmB5ERERERESUJGzsSB7G9CDHkh7nQlq/tBjfI3nrSkTkVgq8JhIRERERERFRdLHRgxyzCvSdFNL6Ce8ncFWJiFxLseRARERERERERBHGqgtyLOmV/1aBepPYwENEpCKXyxVeJ3GkHxERERERERElBxs9yLGk13PJFXniqI+ErzgRkQJeEYmIiIiIiIgoytjoQY6lYD79U1JYNeokvbGHiKgUMbYRR3oQERERERERUZQpNXpcd9112G+//VBbW4u+ffvi2GOPxfr166Xv7Nq1CwsWLECvXr3QrVs3zJ8/Hx9++KGvmaZw5JAr/aUYk+vxOteV1XtEVO7E6a3Y5kFEREREREREUabU6LFq1SosWLAAzz77LB599FG0tLTg0EMPxY4dOwrfufTSS/HHP/4R9913H1atWoUNGzbg+OOP9z3jFLIEVnpZTmOVwHUlInKLjR5EREREREREFGUVKl9++OGHpb/vvvtu9O3bF2vXrsXMmTPx6aef4s4778Ty5csxZ84cAMCyZcswZswYPPvss5g2bZp/OSfyWVqoyBM6NTOmBxGVPU5vRURERERERERx4Smmx6effgoA6NmzJwBg7dq1aGlpwcEHH1z4zujRozF48GCsWbPGdBlNTU3Ytm2b9I+iKZfs2a2kSr2c9H7weSEiihJxeis2ehARERERERFRlLlu9Ghvb8cll1yCAw44AOPHjwcAbNq0CZWVlejevbv03X79+mHTpk2my7nuuutQX19f+Ddo0CC3WSLNaqoyhdd11dkQc6KHONJjSK+uhdfdqpQGRBERJRqbPIiIiIiIiIgoylzX5i5YsACvvfYannnmGU8ZWLRoERYuXFj4e9u2bWz4iKiqigz+culM5HJAdTZT+gcxk0ql8NjCg9Dc2o4+tVWJXlciIhXiSDgO9CAiIiIiIiKiKHPV6PHVr34Vf/rTn/DUU09h4MCBhfcbGhrQ3NyMrVu3SqM9PvzwQzQ0NJguq6qqClVVVW6yQSEY1a827CxoNaJvt8LrpK8rEZEbKbZ6EBEREREREVGEKU1vlcvl8NWvfhUrVqzAE088gaFDh0qfT548GdlsFo8//njhvfXr1+P9999HY2OjPzkmIiIiIiIiIiIiIiIyoTTSY8GCBVi+fDkefPBB1NbWFuJ01NfXo0uXLqivr8fZZ5+NhQsXomfPnqirq8NFF12ExsZGTJs2TcsKEBERERERERERERERAYqNHrfddhsAYNasWdL7y5Ytw5lnngkAuOmmm5BOpzF//nw0NTVh3rx5uPXWW33JLBERERERERERERERkRWlRo9cLlfyO9XV1ViyZAmWLFniOlNEREQUHX1rGXuLiIiIiIiIiOLBVSBzIiIiKh9DenfFT0+aiJ5dK8POChERERERERGRLTZ6EBERUUnH7jsg7CwQEREREREREZWUDjsDREREREREREREREREfmCjBxERERERERERERERJQIbPYiIiIiIiIiIiIiIKBHY6EFERERERERERERERInARg8iIiIiIiIiIiIiIkoENnoQEREREREREREREVEisNGDiIiIiIiIiIiIiIgSgY0eRERERERERERERESUCGz0ICIiIiIiIiIiIiKiRGCjBxERERERERERERERJQIbPYiIiIiIiIiIiIiIKBHY6EFERERERERERERERIlQEXYGjHK5HABg27ZtIeeEiIiIiIiIiIiIiIjClm8vyLcf2Ilco8f27dsBAIMGDQo5J0REREREREREREREFBXbt29HfX297XdSOSdNIwFqb2/Hhg0bUFtbi1QqFXZ2ArFt2zYMGjQI//73v1FXVxd2dogShecXkV48x4j04jlGpA/PLyK9eI4R6cPzi8pRLpfD9u3b0b9/f6TT9lE7IjfSI51OY+DAgWFnIxR1dXW8UBFpwvOLSC+eY0R68Rwj0ofnF5FePMeI9OH5ReWm1AiPPAYyJyIiIiIiIiIiIiKiRGCjBxERERERERERERERJQIbPSKgqqoK3/ve91BVVRV2VogSh+cXkV48x4j04jlGpA/PLyK9eI4R6cPzi8he5AKZExERERERERERERERucGRHkRERERERERERERElAhs9CAiIiIiIiIiIiIiokRgowcRERERERERERERESUCGz2IiIiIiIiIiIiIiCgR2OhBRERERERERERERESJwEYPzbZv345cLlf4W3xNRN7t2rUr7CwQJdY777yDd955BwDQ2toacm6Ikuett97CDTfcgPXr14edFaLE2bRpEzZs2ICdO3cCANrb20POEVGy5M8tItKDz19E3rDRQ5OWlhacf/75OOyww3DMMcfgN7/5DQAglUqFnDOiZGhubsall16KU089FaeffjqefvrpsLNElChPPPEERo4ciRNOOAEAUFFREXKOiJKjra0NCxYswN57740333wTW7ZsCTtLRImRfw5rbGzEUUcdhcMPPxy7du1COs1HXyI/tLS04MILL8Txxx+P008/Hc8++yw7dxL5qLm5Gd/61rdw3nnnYeHChfjnP/8ZdpaIYoklPw22bt2KOXPm4LXXXsNFF12ElpYWXHnllVi4cGHYWSNKhAceeAAjRozAunXrMGvWLKxbtw6LFi3C/fffH3bWiBJj/fr1mDlzJrZs2YI77rgDAHsbEfnlxhtvxMsvv4xVq1bhzjvvxIwZMwBwRDCRVx988AFmzpyJt956C8uXL8fFF1+Mf//73/j2t78ddtaIEmHTpk2YOnUqXnnlFRx11FF45ZVXcMEFF+D6668HwBFVRF7dd999GDp0KP72t79h4MCB+M1vfoMLLrgAq1evDjtrRLHDRg8NXn75ZXz44Ye4/fbbcfLJJ+OBBx7A5Zdfjp/+9Kd4+OGHw84eUay98847+OUvf4kvf/nLePLJJ3HRRRfh8ccfR2VlJd56662ws0cUe/lK1/feew+jRo3C2WefjauvvhrNzc2oqKhgpSyRB7lcDjt27MCKFStw5plnYurUqVizZg2WLl2KZ555Bjt27Ag7i0Sx9vTTT2Pnzp1Yvnw5Ghsbcfrpp2PGjBmora0NO2tEifDXv/4Vzc3N+O1vf4uvfOUrWLVqFY477jh873vfw+uvv450Os2yIpFL69atw7Jly3DRRRfhiSeewNVXX43nnnsOb7/9Nt59992ws0cUO2z00OCjjz7Cf/7zH4wfPx4AUFVVhTPOOAOnnnoqvvnNbzIGAZEL+cJzc3MzJkyYgDPOOANAxxQhffr0QSaTKcQeICL38tMwbtmyBUceeSROPPFEZLNZfO973wMAfP7552FmjyjWUqkUNmzYgH/+85847LDD8PWvfx3z58/HL37xC8yfPx/HHXcctm3bFnY2iWJr69ateOutt9DQ0AAA2LhxI1555RX07NkTzzzzTMi5I4qv/AiOLVu24JNPPsGAAQMAAPX19Tj//PMxY8YMnH/++QA4pTeRW83NzRg7dixOP/10AB1TyQ0cOBA9evTAm2++GXLuiOKHjR4ePf/88wDkYZx1dXUYNGhQYaqdXC6HVCqF733ve3j77bcL73PoJ1FpxnNszJgx+O53v4uhQ4cCADKZDJqbm/H555+jsbExtHwSxZHZPSzfwLh161bs2LEDo0aNwqJFi3Dbbbfh1FNPxaJFi/DRRx+Fkl+iuDE7xwYOHIhevXrhO9/5Dt577z08/vjj+MMf/oDHH38ca9euxTXXXMNeskQOmJ1fjY2NqK+vx9SpU3HCCSdg8ODBqK+vx5///GccccQRuPrqq9HS0hJWloli5Xe/+x0ee+wxbNy4sRATJ5PJoKGhQYqn2NDQgG9/+9t44YUX8OijjwLgdI1ETuTPsQ0bNgAA9t9/f9xwww3o378/ACCbzeLTTz/Fjh07cMABB4SZVaJYYqOHSw888AAGDBiAI444Au+++y7S6XRhrvPhw4dj0KBBeOyxx7Bjxw6kUim0t7djyJAh+NKXvoSlS5cCAIPpEdkwnmOZTAZtbW2Fz8WCdHNzM7Zs2YJx48aFkVWi2DG7h+UrjVKpFJqamvDqq6/i4IMPRmVlJTZu3Iimpibcf//9OPPMM9GzZ8+Q14Ao2szOsfw9bNeuXWhsbMTvf/975HI57LXXXujRowfGjx+P66+/HkuXLuWoYCIbds9h++yzD1avXo3FixfjzTffxF133YWVK1fisccew2233YYf//jH+PDDD0NeA6Jou+eee9CvXz9cf/31OOWUU3DiiSfi97//PQBgypQp2LVrF1avXo3m5ubCb8aPH4/DDjsM99xzDwCO9iCyYzzHvvjFL+KBBx4A0FHPITbmb926Fe3t7Rg5cmRIuSWKL9a6u/CrX/0K1157LWbOnIkxY8bghz/8IQAU5jofOnQoZs2ahRdffBErVqwA0NHAUVFRgR49eqCqqgqfffZZmKtAFGlW51gmkyl8RyxI//Wvf8Vnn32GUaNGFd7jAy2ROavzK98Q397ejlwuh0mTJmH58uXYd9998bOf/QwnnXQSampq8OmnnyKVSjGoOZGFUvewHj16YO7cuaisrERbW5s0//n48eNRWVnJKQyILNg9h+UNGTIEn3zyCTKZDE477bRC5dGMGTPQ3NyMV155JZS8E0Vda2srbr75Zlx33XW49tpr8fTTT+OBBx7A8OHD8fOf/xw7d+7EvvvuixkzZuD3v/+9FFi5X79+yGaz7NhJZMPuHFu6dCmampqQSqWksuHKlSsBoDD6AwA+/vjjMLJPFDu8IynI99AbMWIE5s6dix/96Ec4+uijsXLlysKFKD9c+sILL8SAAQNwxx13YP369YVlbN68Gf3790e3bt0Czz9R1Dk5x8TRHnkrVqzArFmz0KNHD7z00kuYPXs2LrzwQk4hRyRwen6l02l89tlnePDBB7Fo0SLMmDEDb7zxBm644QYccsghOOWUUwDIFUxE5Owcy/eKPfroo/E///M/+MMf/oDHHnus0CDyzDPPYOLEiZg4cWIYq0AUWaplxFwuh3Q6jc2bNxcqYf/85z9j0qRJ2H///QPPP1Ec7NixA1u2bMEZZ5yBs846C5WVlZg+fTrGjh2Lbdu2Fe5hixcvRktLC5YuXYoPPvig8PudO3dyNDCRjVLnmNipLN/J84EHHsCRRx6JLl26YN26dTj00EPx/e9/n1PIETmQyvFMKemtt97CiBEjpJ7lra2tqKiowOuvv47LL78cra2t+POf/yx99swzz+Daa6/FmjVrcM4552Djxo146KGH8L//+7848sgjC7E+iMqd6jkmnjvt7e04/vjjMWPGDLz33nu49dZbcdppp+HnP/85stlsKOtDFCWq51dLSwuy2Sz+9Kc/oaGhAVOmTCn87i9/+Quef/55XHHFFQA4dQERoH6OtbW1IZPJ4F//+heuuuoq3H///Zg3bx6qqqrwyCOP4LrrrsN5553HciIR1M+v9vZ2pNNpPPbYY7jmmmvw0Ucf4atf/Sqee+45PPjgg7jyyitxySWXhLQ2RNFjPMfWrVuHvffeG5lMpnA+LV++HNdffz2ee+45VFZWAuiIRXDLLbfg/fffx9e+9jWsW7cOjzzyCO6//37MmDEjzFUiihS35xjQ0Uhy9NFH49xzz8VTTz2FpUuX4uSTT8ayZctY10HkAEd62Pjtb3+LoUOH4qijjsK0adNw1113FT7L98gbN24cjj32WLz77rtYtmyZ9PsZM2ZgxYoVWLBgATZv3oydO3di9erVOPLIIwGwsojI7TkmttV+8MEH+MMf/oBvfetbePHFF/Haa6/hF7/4BQsBVPbcnl/5e9MXvvCFQoNH/pw75JBD8J3vfAepVIr3MCp7Xu9hQ4cOxS9+8Qv85Cc/wfDhw1FdXY3Vq1fjvPPOA8ByIpU3t+dXfpTvwQcfjGuvvRZDhw7FihUr8PHHH2P16tVs8CDazXiO3XnnnQCAiRMnSpWxQMcoqYkTJ6KysrIw2uOEE07Ar3/9a8ybNw9PP/00PvroIzz11FNs8CDaze05Jo72ePvtt/Hkk0/ilFNOwUsvvYRXX30Vv/zlL1nXQeRUjkz95S9/yQ0ZMiS3ZMmS3MMPP5xbuHBhLpvN5pYuXZr7/PPPc7lcLtfS0pLL5XK5//znP7mzzz47t99+++W2b9+ey+VyuaamJml5ra2twa4AUcT5dY699tpruZNOOin36KOPhrMiRBHk9fxqbm4OLe9EccBzjEgfr+fXrl27Cstqa2vLbd26NfiVIIowu3Ns586duVwul2tvb8+1t7fndu7cmZswYULunnvusVxe/jdE1MGvc+ypp57KzZo1i3UdRC5xQm6D3O6pBNasWYNevXrh3HPPRTabxbx587Br1y4sXboUvXv3xnHHHVeYz3zAgAE47rjj8PLLL+OGG27A8ccfjyuuuAK33norBg0aBEAOwExUzvw6xy6//HLcdtttGDduHO69996Q14ooGnTdw4ioA88xIn10nF/pdBr19fUhrxlRNKicY/nRhh9//DG2bduGqVOnAuiYque2227DjTfeWFhudXV1KOtDFDV+nWO33norbrrpJhx44IF48sknw1wloljj9FYG+QvPG2+8geHDhyObzRaCk19zzTWorq7Ggw8+iE2bNgHoDJg3e/Zs7L///rj66qsxefJktLS0oG/fvuGsBFGE+XWOtba28hwjMuA9jEgvnmNE+vD8ItJL9RwDgMceewyDBg3CHnvsgYsvvhhjx47Fe++9h5aWFgZSJjLw6xx7//330dLSUpiykYjcKftGj0cffRRf+9rX8NOf/hTPP/984f25c+fioYceQltbW+FC1aNHD5x++ulYs2YN1q9fD6BjBMeOHTuwdOlS3H777TjooIPw4osv4uGHH0ZVVVVYq0UUGTzHiPTh+UWkF88xIn14fhHp5fYc+/vf/w6go9f6n/70J7z22msYMmQIHn/8caxZswb3338/stksY09R2dN9juVjfhCRO2V7Bm3cuBFHHXUUTjvtNHz88ce46667cOihhxYuVAcddBDq6uqwePFiAJ1BJ88991xs27YNL730UmFZ7733Hu69914sW7YMTz75JPbee+/gV4goYniOEenD84tIL55jRPrw/CLSy+s5tm7dOgDAzp07sXPnTnTt2hVLlizBa6+9hilTpoSyTkRRwnOMKB5SuTIck/j555/jK1/5Cnbt2oXrrrsOQ4cOBQBMnToVY8eOxbJly7B9+3bccsst+MEPfoD169dj0KBBhfn5Zs2ahZEjR+KOO+4IeU2IoonnGJE+PL+I9OI5RqQPzy8ivfw+x9auXYvJkyeHuUpEkcJzjCg+ynKkR01NDaqqqnDmmWdi6NChaG1tBQAcccQRePPNN5HL5VBbW4tTTjkFkyZNwhe/+EW89957SKVSeP/997F582Yce+yx4a4EUYTxHCPSh+cXkV48x4j04flFpJff5xgrY4lkPMeI4qMsR3oAQEtLC7LZLACgvb0d6XQap556Krp27YqlS5cWvvfBBx9g1qxZaG1txZQpU7B69WqMHj0ay5cvR79+/cLKPlHk8Rwj0ofnF5FePMeI9OH5RaQXzzEivXiOEcVD2TZ6mJkxYwbOPfdcnHHGGWhvbwcApNNpvP3221i7di2ee+457LPPPjjjjDNCzilRPPEcI9KH5xeRXjzHiPTh+UWkF88xIr14jhFFDxs9dvvnP/+J6dOn489//nNheFlzczMqKytDzhlRMvAcI9KH5xeRXjzHiPTh+UWkF88xIr14jhFFU1nG9BDl23yeeeYZdOvWrXCBWrx4MS6++GJs3rw5zOwRxR7PMSJ9eH4R6cVzjEgfnl9EevEcI9KL5xhRtFWEnYGwpVIpAMDzzz+P+fPn49FHH8V5552Hzz//HPfccw/69u0bcg6J4o3nGJE+PL+I9OI5RqQPzy8ivXiOEenFc4wo2ji9FYBdu3Zh7733xjvvvIPKykosXrwYl112WdjZIkoMnmNE+vD8ItKL5xiRPjy/iPTiOUakF88xouhio8duhxxyCEaOHIkbb7wR1dXVYWeHKHF4jhHpw/OLSC+eY0T68Pwi0ovnGJFePMeIoomNHru1tbUhk8mEnQ2ixOI5RqQPzy8ivXiOEenD84tIL55jRHrxHCOKJjZ6EBERERERERERERFRIqTDzgAREREREREREREREZEf2OhBRERERERERERERESJwEYPIiIiIiIiIiIiIiJKBDZ6EBERERERERERERFRIrDRg4iIiIiIiIiIiIiIEoGNHkRERERERERERERElAhs9CAiIiIiIiIiIiIiokRgowcRERERERWceeaZSKVSSKVSyGaz6NevHw455BDcddddaG9vDzt7AIBZs2YV8lhVVYUBAwbgqKOOwu9//3vlZV111VWYOHGi/5kkIiIiIqJQsNGDiIiIiIgkhx12GDZu3Ih3330XDz30EGbPno2LL74YX/jCF9Da2mr5u5aWlsDyeO6552Ljxo145513cP/992Ps2LE4+eSTcd555wWWByIiIiIiih42ehARERERkaSqqgoNDQ0YMGAAJk2ahMsvvxwPPvggHnroIdx9992F76VSKdx22204+uij0bVrV/zgBz9AW1sbzj77bAwdOhRdunTBXnvthZtvvrnwm9deew3pdBpbtmwBAHz88cdIp9M4+eSTC9+55pprMGPGDNs81tTUoKGhAQMHDsS0adPwox/9CLfffjvuuOMOPPbYY4XvXXbZZRg1ahRqamowbNgwXHnllYXGmbvvvhuLFy/Gyy+/XBg5kl+/rVu34pxzzkGfPn1QV1eHOXPm4OWXX/a6aYmIiIiISDM2ehARERERUUlz5szBPvvsUzSF1FVXXYXjjjsOr776Kr785S+jvb0dAwcOxH333Yc33ngD3/3ud3H55Zfjt7/9LQBg3Lhx6NWrF1atWgUAePrpp6W/AWDVqlWYNWuWch7POOMM9OjRQ8pjbW0t7r77brzxxhu4+eabcccdd+Cmm24CAJx00kn4+te/jnHjxmHjxo3YuHEjTjrpJADAiSeeiM2bN+Ohhx7C2rVrMWnSJMydOxcff/yxcr6IiIiIiCg4bPQgIiIiIiJHRo8ejXfffVd675RTTsFZZ52FYcOGYfDgwchms1i8eDGmTJmCoUOH4tRTT8VZZ51VaPRIpVKYOXMmVq5cCQBYuXIlzjrrLDQ1NeHvf/87WlpasHr1ahx00EHK+Uun0xg1apSUx+985zuYPn06hgwZgqOOOgrf+MY3Cnnp0qULunXrhoqKCjQ0NKChoQFdunTBM888g+effx733XcfpkyZgpEjR+KGG25A9+7d8bvf/c7VtiMiIiIiomBUhJ0BIiIiIiKKh1wuh1QqJb03ZcqUou8tWbIEd911F95//33s3LkTzc3NUrDwgw46CEuXLgXQMarj2muvxT/+8Q+sXLkSH3/8MVpaWnDAAQf4ksff/OY3uOWWW/DOO+/gs88+Q2trK+rq6myX8fLLL+Ozzz5Dr169pPd37tyJd955x1W+iIiIiIgoGGz0ICIiIiIiR958800MHTpUeq9r167S3/feey++8Y1v4Cc/+QkaGxtRW1uL66+/Hs8991zhO7NmzcIll1yCt956C2+88QZmzJiBv//971i5ciU++eQTTJkyBTU1Ncr5a2trw1tvvYX99tsPALBmzRqceuqpWLx4MebNm4f6+nrce++9+MlPfmK7nM8++wx77LFHYTSKqHv37sr5IiIiIiKi4LDRg4iIiIiISnriiSfw6quv4tJLL7X93l//+ldMnz4dX/nKVwrvGUdH7L333ujRoweuueYaTJw4Ed26dcOsWbPwox/9CJ988omreB4A8Itf/AKffPIJ5s+fDwBYvXo19txzT1xxxRWF77z33nvSbyorK9HW1ia9N2nSJGzatAkVFRUYMmSIq7wQEREREVE4GNODiIiIiIgkTU1N2LRpEz744AO8+OKLuPbaa3HMMcfgC1/4Ak4//XTb344cORJ/+9vf8Mgjj+Af//gHrrzySrzwwgvSd/JxPX71q18VGjgmTJiApqYmPP74447ieXz++efYtGkT/vOf/+DZZ5/FZZddhgsuuAAXXnghZs+eXcjL+++/j3vvvRfvvPMObrnlFqxYsUJazpAhQ/Cvf/0L69atw3//+180NTXh4IMPRmNjI4499lj85S9/wbvvvovVq1fjiiuuwN/+9jeFLUlEREREREFjowcREREREUkefvhh7LHHHhgyZAgOO+wwPPnkk7jlllvw4IMPIpPJ2P72/PPPx/HHH4+TTjoJU6dOxUcffSSN+sg76KCD0NbWVmj0SKfTmDlzJlKplKN4HnfccQf22GMPDB8+HMcffzzeeOMN/OY3v8Gtt95a+M7RRx+NSy+9FF/96lcxceJErF69GldeeaW0nPnz5+Owww7D7Nmz0adPH/z6179GKpXC//3f/2HmzJk466yzMGrUKJx88sl477330K9fPwdbkIiIiIiIwpLK5XK5sDNBRERERERERERERETkFUd6EBERERERERERERFRIrDRg4iIiIiIiIiIiIiIEoGNHkRERERERERERERElAhs9CAiIiIiIiIiIiIiokRgowcRERERERERERERESUCGz2IiIiIiIiIiIiIiCgR2OhBRERERERERERERESJwEYPIiIiIiIiIiIiIiJKBDZ6EBERERERERERERFRIrDRg4iIiIiIiIiIiIiIEoGNHkRERERERERERERElAhs9CAiIiIiIiIiIiIiokT4/wGoKDEWZF5TjAAAAABJRU5ErkJggg==\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "autocorrelation_plot(df1['Num_5'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "livjO-Pn_3ph", + "outputId": "5bbefac9-478a-4769-d51c-135db5abc391" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 79 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "acorr_ljungbox(test['Num_5'].values, lags=None)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 363 + }, + "id": "b1nJotcC_3nR", + "outputId": "21831411-f8fe-4e1b-e44f-3d39784babf9" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " lb_stat lb_pvalue\n", + "1 0.251481 0.616034\n", + "2 4.145373 0.125847\n", + "3 4.681128 0.196692\n", + "4 4.790151 0.309515\n", + "5 4.804175 0.440243\n", + "6 5.131546 0.527056\n", + "7 5.757579 0.568324\n", + "8 13.844966 0.085897\n", + "9 13.926770 0.124954\n", + "10 14.050476 0.170702" + ], + "text/html": [ + "\n", + "
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lb_statlb_pvalue
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 80 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n", + "fig, (ax1, ax2) = plt.subplots(1, 2,figsize=(30,6), dpi=80)\n", + "plot_acf(df1.Num_5.tolist(), ax=ax1, lags=100)\n", + "plot_pacf(df1.Num_5.tolist(), ax=ax2, lags=20)\n", + "\n", + "ax1.spines['top'].set_alpha(.3); ax2.spines['top'].set_alpha(.3)\n", + "ax1.spines['bottom'].set_alpha(.3); ax2.spines['bottom'].set_alpha(.3)\n", + "ax1.spines['right'].set_alpha(.3); ax2.spines['right'].set_alpha(.3)\n", + "ax1.spines['left'].set_alpha(.3); ax2.spines['left'].set_alpha(.3)\n", + "\n", + "ax1.tick_params(axis='both', labelsize=12)\n", + "ax2.tick_params(axis='both', labelsize=12)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 272 + }, + "id": "p6Ido38Y_3k4", + "outputId": "1dcba921-96c2-4f78-d09a-807aabf2fab8" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "* From the autocorrelation plot, it is clearly visible that the plot is close to zero towards the end.\n", + "* In the ljung box test, the lb_pvalues for the test data are greater than o.o5\n", + "* In the ACF plot, most of the spikes are within the shaded blue region\n", + "\n", + "From all these results, we can conclude that the test part of Num_5 column is a case of white noise. Hence, the prediction can be affected." + ], + "metadata": { + "id": "tZctPBpfBvKX" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "vrTRVW_CACxR" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "For Powerball_Num" + ], + "metadata": { + "id": "tqGJGvl2AECz" + } + }, + { + "cell_type": "code", + "source": [ + "df1['Powerball_Num'].plot(figsize=(20,5))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 338 + }, + "id": "us_eGF_sACs3", + "outputId": "64e58b4f-0bb6-4ac7-ed2f-fdb9f17aa109" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 82 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "autocorrelation_plot(df1['Powerball_Num'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "IGesJWkIACqi", + "outputId": "e521f482-e9a5-4aef-8074-b5564bb461ee" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 83 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "acorr_ljungbox(test['Powerball_Num'].values, lags=None)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 363 + }, + "id": "JNyvykLKACno", + "outputId": "24f46277-9d7d-4cd7-ddec-ec14df1432db" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " lb_stat lb_pvalue\n", + "1 2.365361 0.124055\n", + "2 2.542199 0.280523\n", + "3 2.637814 0.450899\n", + "4 2.646155 0.618669\n", + "5 4.444562 0.487335\n", + "6 4.449116 0.616136\n", + "7 6.306853 0.504411\n", + "8 7.655157 0.467859\n", + "9 7.913953 0.542840\n", + "10 13.680481 0.188071" + ], + "text/html": [ + "\n", + "
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lb_statlb_pvalue
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\n", + " " + ] + }, + "metadata": {}, + "execution_count": 84 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n", + "fig, (ax1, ax2) = plt.subplots(1, 2,figsize=(30,6), dpi=80)\n", + "plot_acf(df1.Powerball_Num.tolist(), ax=ax1, lags=100)\n", + "plot_pacf(df1.Powerball_Num.tolist(), ax=ax2, lags=20)\n", + "\n", + "ax1.spines['top'].set_alpha(.3); ax2.spines['top'].set_alpha(.3)\n", + "ax1.spines['bottom'].set_alpha(.3); ax2.spines['bottom'].set_alpha(.3)\n", + "ax1.spines['right'].set_alpha(.3); ax2.spines['right'].set_alpha(.3)\n", + "ax1.spines['left'].set_alpha(.3); ax2.spines['left'].set_alpha(.3)\n", + "\n", + "ax1.tick_params(axis='both', labelsize=12)\n", + "ax2.tick_params(axis='both', labelsize=12)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 272 + }, + "id": "zVF4p_nwAClS", + "outputId": "2a98c0fc-697c-414d-fa7d-89ea0f0e21d6" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "* From the autocorrelation plot, it is clearly visible that the plot is close to zero towards the end.\n", + "* In the ljung box test, the lb_pvalues for the test data are greater than o.o5\n", + "* In the ACF plot, most of the spikes are within the shaded blue region\n", + "\n", + "From all these results, we can conclude that the test part of Powerball_Num column is a case of white noise. Hence, the prediction can be affected." + ], + "metadata": { + "id": "jSY0dzbYCCUc" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "mUPpRJnH9kWd" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "##ARIMA test for all the numbers" + ], + "metadata": { + "id": "NI3fgsBNDyWP" + } + }, + { + "cell_type": "code", + "source": [ + "from statsmodels.tsa.stattools import adfuller\n", + "\n", + "def ad_test(dataset):\n", + " dftest = adfuller(dataset, autolag='AIC')\n", + " print(\"1. ADF : \", dftest[0])\n", + " print(\"2. P-Value : \", dftest[1])\n", + " print(\"3. Num of Lags : \", dftest[2])\n", + " print(\"4. Num of observations used for ADF Regression and Critical Values Calculation : \", dftest[3])\n", + " print(\"5. Critical Values : \")\n", + " for key,val in dftest[4].items():\n", + " print('\\t',key,': ',val)" + ], + "metadata": { + "id": "K2VhBIE94_6T" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "from pmdarima import auto_arima\n", + "# Ignore harmless warnings\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" + ], + "metadata": { + "id": "z85-kamCDgSq" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "from statsmodels.tsa.arima.model import ARIMA" + ], + "metadata": { + "id": "RdfHTomsDjfz" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "rAPpiRjODjcU" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "For Num_1," + ], + "metadata": { + "id": "DfqBRxJ9ECOi" + } + }, + { + "cell_type": "code", + "source": [ + "ad_test(df1['Num_1'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SvmJGDDZun2Y", + "outputId": "736f2016-9359-4895-c82e-82fbad05f6b2" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "1. ADF : -37.5685046759\n", + "2. P-Value : 0.0\n", + "3. Num of Lags : 0\n", + "4. Num of observations used for ADF Regression and Critical Values Calculation : 1428\n", + "5. Critical Values : \n", + "\t 1% : -3.4349376007389965\n", + "\t 5% : -2.8635661096787812\n", + "\t 10% : -2.567848688436159\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "stepwise_fit1 = auto_arima(df1['Num_1'], trace=True, supress_warnings=True)\n", + "stepwise_fit1.summary()" + ], + "metadata": { + "id": "gXPl18QXunvD", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 824 + }, + "outputId": "78ab15c7-cdd6-4c89-a781-ee9ec29713d7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Performing stepwise search to minimize aic\n", + " ARIMA(2,1,2)(0,0,0)[0] intercept : AIC=inf, Time=6.41 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] intercept : AIC=11369.039, Time=0.20 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] intercept : AIC=10984.513, Time=0.40 sec\n", + " ARIMA(0,1,1)(0,0,0)[0] intercept : AIC=inf, Time=4.24 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] : AIC=11367.044, Time=0.06 sec\n", + " ARIMA(2,1,0)(0,0,0)[0] intercept : AIC=10793.428, Time=0.84 sec\n", + " ARIMA(3,1,0)(0,0,0)[0] intercept : AIC=10691.200, Time=1.16 sec\n", + " ARIMA(4,1,0)(0,0,0)[0] intercept : AIC=10646.546, Time=1.39 sec\n", + " ARIMA(5,1,0)(0,0,0)[0] intercept : AIC=10605.116, Time=1.57 sec\n", + " ARIMA(5,1,1)(0,0,0)[0] intercept : AIC=inf, Time=11.35 sec\n", + " ARIMA(4,1,1)(0,0,0)[0] intercept : AIC=inf, Time=6.87 sec\n", + " ARIMA(5,1,0)(0,0,0)[0] : AIC=10603.123, Time=0.79 sec\n", + " ARIMA(4,1,0)(0,0,0)[0] : AIC=10644.554, Time=0.78 sec\n", + " ARIMA(5,1,1)(0,0,0)[0] : AIC=inf, Time=4.89 sec\n", + " ARIMA(4,1,1)(0,0,0)[0] : AIC=inf, Time=2.35 sec\n", + "\n", + "Best model: ARIMA(5,1,0)(0,0,0)[0] \n", + "Total fit time: 43.379 seconds\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "\n", + "\"\"\"\n", + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: y No. Observations: 1429\n", + "Model: SARIMAX(5, 1, 0) Log Likelihood -5295.562\n", + "Date: Fri, 30 Jun 2023 AIC 10603.123\n", + "Time: 15:58:21 BIC 10634.707\n", + "Sample: 0 HQIC 10614.918\n", + " - 1429 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "ar.L1 -0.8389 0.027 -31.467 0.000 -0.891 -0.787\n", + "ar.L2 -0.7013 0.034 -20.906 0.000 -0.767 -0.636\n", + "ar.L3 -0.5124 0.035 -14.682 0.000 -0.581 -0.444\n", + "ar.L4 -0.3211 0.033 -9.590 0.000 -0.387 -0.255\n", + "ar.L5 -0.1744 0.026 -6.823 0.000 -0.225 -0.124\n", + "sigma2 97.3316 2.954 32.952 0.000 91.542 103.121\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 1.13 Jarque-Bera (JB): 302.03\n", + "Prob(Q): 0.29 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 1.65 Skew: 0.98\n", + "Prob(H) (two-sided): 0.00 Kurtosis: 4.13\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", + "\"\"\"" + ], + "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", + "
SARIMAX Results
Dep. Variable: y No. Observations: 1429
Model: SARIMAX(5, 1, 0) Log Likelihood -5295.562
Date: Fri, 30 Jun 2023 AIC 10603.123
Time: 15:58:21 BIC 10634.707
Sample: 0 HQIC 10614.918
- 1429
Covariance Type: opg
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coef std err z P>|z| [0.025 0.975]
ar.L1 -0.8389 0.027 -31.467 0.000 -0.891 -0.787
ar.L2 -0.7013 0.034 -20.906 0.000 -0.767 -0.636
ar.L3 -0.5124 0.035 -14.682 0.000 -0.581 -0.444
ar.L4 -0.3211 0.033 -9.590 0.000 -0.387 -0.255
ar.L5 -0.1744 0.026 -6.823 0.000 -0.225 -0.124
sigma2 97.3316 2.954 32.952 0.000 91.542 103.121
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Ljung-Box (L1) (Q): 1.13 Jarque-Bera (JB): 302.03
Prob(Q): 0.29 Prob(JB): 0.00
Heteroskedasticity (H): 1.65 Skew: 0.98
Prob(H) (two-sided): 0.00 Kurtosis: 4.13


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ] + }, + "metadata": {}, + "execution_count": 90 + } + ] + }, + { + "cell_type": "code", + "source": [ + "exog_var = ['Multiplier']\n", + "model1=ARIMA(endog=train['Num_1'], exog=train[exog_var], order=(5,1,0))\n", + "model1=model1.fit()\n", + "model1.summary()" + ], + "metadata": { + "id": "UlllxGX8VZDk", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 516 + }, + "outputId": "d1538a18-26e2-4da3-f68d-4ef83014ad60" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "\n", + "\"\"\"\n", + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: Num_1 No. Observations: 1143\n", + "Model: ARIMA(5, 1, 0) Log Likelihood -4200.007\n", + "Date: Fri, 30 Jun 2023 AIC 8414.014\n", + "Time: 15:58:22 BIC 8449.298\n", + "Sample: 0 HQIC 8427.338\n", + " - 1143 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "Multiplier -0.0156 0.281 -0.056 0.956 -0.567 0.535\n", + "ar.L1 -0.8393 0.029 -28.716 0.000 -0.897 -0.782\n", + "ar.L2 -0.6861 0.037 -18.406 0.000 -0.759 -0.613\n", + "ar.L3 -0.4885 0.038 -12.756 0.000 -0.564 -0.413\n", + "ar.L4 -0.3190 0.037 -8.609 0.000 -0.392 -0.246\n", + "ar.L5 -0.1649 0.028 -5.786 0.000 -0.221 -0.109\n", + "sigma2 91.5349 3.060 29.911 0.000 85.537 97.533\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.85 Jarque-Bera (JB): 254.43\n", + "Prob(Q): 0.36 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 1.60 Skew: 0.99\n", + "Prob(H) (two-sided): 0.00 Kurtosis: 4.20\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", + "\"\"\"" + ], + "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", + "
SARIMAX Results
Dep. Variable: Num_1 No. Observations: 1143
Model: ARIMA(5, 1, 0) Log Likelihood -4200.007
Date: Fri, 30 Jun 2023 AIC 8414.014
Time: 15:58:22 BIC 8449.298
Sample: 0 HQIC 8427.338
- 1143
Covariance Type: opg
\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", + "
coef std err z P>|z| [0.025 0.975]
Multiplier -0.0156 0.281 -0.056 0.956 -0.567 0.535
ar.L1 -0.8393 0.029 -28.716 0.000 -0.897 -0.782
ar.L2 -0.6861 0.037 -18.406 0.000 -0.759 -0.613
ar.L3 -0.4885 0.038 -12.756 0.000 -0.564 -0.413
ar.L4 -0.3190 0.037 -8.609 0.000 -0.392 -0.246
ar.L5 -0.1649 0.028 -5.786 0.000 -0.221 -0.109
sigma2 91.5349 3.060 29.911 0.000 85.537 97.533
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Ljung-Box (L1) (Q): 0.85 Jarque-Bera (JB): 254.43
Prob(Q): 0.36 Prob(JB): 0.00
Heteroskedasticity (H): 1.60 Skew: 0.99
Prob(H) (two-sided): 0.00 Kurtosis: 4.20


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ] + }, + "metadata": {}, + "execution_count": 91 + } + ] + }, + { + "cell_type": "code", + "source": [ + "s = len(train)\n", + "e = len(train)+len(test)-1\n", + "pred1 = model1.predict(start=s, end=e, exog = test[exog_var])\n", + "pred1.index = df1.index[s:e+1]\n", + "pred1 = round(pred1) # the number cannot be a float\n", + "print(pred1)" + ], + "metadata": { + "id": "R7PILIBlVZBN", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "de2a7351-62b7-4d1a-e8b5-b6ad8f976af4" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Draw Date\n", + "2021-01-23 12.0\n", + "2021-01-27 14.0\n", + "2021-01-30 17.0\n", + "2021-02-03 17.0\n", + "2021-02-06 19.0\n", + " ... \n", + "2023-01-30 18.0\n", + "2023-02-01 18.0\n", + "2023-02-04 18.0\n", + "2023-02-06 18.0\n", + "2023-02-08 18.0\n", + "Name: predicted_mean, Length: 286, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20,5))\n", + "pred1.plot(legend=True)\n", + "test['Num_1'].plot(legend=True)" + ], + "metadata": { + "id": "7nZAGVNqVY-I", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 346 + }, + "outputId": "ad0496f3-b479-4f0e-ea2b-b56362c21a24" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 93 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "test['Num_1'].mean ()" + ], + "metadata": { + "id": "naSyojdsuns0", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "38a9482c-bffe-4235-daa6-c843439378f2" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "12.727272727272727" + ] + }, + "metadata": {}, + "execution_count": 94 + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "SCWVraFPY6A7" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "For Num_2," + ], + "metadata": { + "id": "CB4GFbkqEtzD" + } + }, + { + "cell_type": "code", + "source": [ + "ad_test(df1['Num_2'])" + ], + "metadata": { + "id": "YyqZPBfQY59O", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "291f7cc7-cf15-4933-8737-deda01f14901" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "1. ADF : -9.023313319527496\n", + "2. P-Value : 5.697672710375037e-15\n", + "3. Num of Lags : 10\n", + "4. Num of observations used for ADF Regression and Critical Values Calculation : 1418\n", + "5. Critical Values : \n", + "\t 1% : -3.4349700122033804\n", + "\t 5% : -2.8635804131233096\n", + "\t 10% : -2.567856305330816\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "stepwise_fit2 = auto_arima(df1['Num_2'], trace=True, supress_warnings=True)\n", + "stepwise_fit2.summary()" + ], + "metadata": { + "id": "SpRCEC4MY56n", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "outputId": "1e6f7ee8-f00a-420d-c42c-ceadd1dcdc92" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Performing stepwise search to minimize aic\n", + " ARIMA(2,1,2)(0,0,0)[0] intercept : AIC=inf, Time=1.60 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] intercept : AIC=12060.967, Time=0.06 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] intercept : AIC=11659.888, Time=0.18 sec\n", + " ARIMA(0,1,1)(0,0,0)[0] intercept : AIC=inf, Time=0.69 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] : AIC=12058.971, Time=0.05 sec\n", + " ARIMA(2,1,0)(0,0,0)[0] intercept : AIC=11487.290, Time=0.24 sec\n", + " ARIMA(3,1,0)(0,0,0)[0] intercept : AIC=11356.691, Time=0.53 sec\n", + " ARIMA(4,1,0)(0,0,0)[0] intercept : AIC=11299.943, Time=0.77 sec\n", + " ARIMA(5,1,0)(0,0,0)[0] intercept : AIC=11231.767, Time=1.21 sec\n", + " ARIMA(5,1,1)(0,0,0)[0] intercept : AIC=11043.240, Time=5.11 sec\n", + " ARIMA(4,1,1)(0,0,0)[0] intercept : AIC=11041.440, Time=2.05 sec\n", + " ARIMA(3,1,1)(0,0,0)[0] intercept : AIC=11040.310, Time=1.60 sec\n", + " ARIMA(2,1,1)(0,0,0)[0] intercept : AIC=11040.107, Time=1.19 sec\n", + " ARIMA(1,1,1)(0,0,0)[0] intercept : AIC=inf, Time=0.94 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] intercept : AIC=inf, Time=1.04 sec\n", + " ARIMA(3,1,2)(0,0,0)[0] intercept : AIC=11040.099, Time=3.33 sec\n", + " ARIMA(4,1,2)(0,0,0)[0] intercept : AIC=11042.063, Time=5.89 sec\n", + " ARIMA(3,1,3)(0,0,0)[0] intercept : AIC=11042.230, Time=4.02 sec\n", + " ARIMA(2,1,3)(0,0,0)[0] intercept : AIC=inf, Time=4.10 sec\n", + " ARIMA(4,1,3)(0,0,0)[0] intercept : AIC=11043.068, Time=6.87 sec\n", + " ARIMA(3,1,2)(0,0,0)[0] : AIC=11038.949, Time=1.52 sec\n", + " ARIMA(2,1,2)(0,0,0)[0] : AIC=11042.850, Time=1.42 sec\n", + " ARIMA(3,1,1)(0,0,0)[0] : AIC=11039.127, Time=0.66 sec\n", + " ARIMA(4,1,2)(0,0,0)[0] : AIC=11040.925, Time=2.72 sec\n", + " ARIMA(3,1,3)(0,0,0)[0] : AIC=11040.900, Time=5.82 sec\n", + " ARIMA(2,1,1)(0,0,0)[0] : AIC=11039.014, Time=1.13 sec\n", + " ARIMA(2,1,3)(0,0,0)[0] : AIC=11044.778, Time=3.57 sec\n", + " ARIMA(4,1,1)(0,0,0)[0] : AIC=11040.321, Time=0.91 sec\n", + " ARIMA(4,1,3)(0,0,0)[0] : AIC=11041.924, Time=2.95 sec\n", + "\n", + "Best model: ARIMA(3,1,2)(0,0,0)[0] \n", + "Total fit time: 62.238 seconds\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "\n", + "\"\"\"\n", + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: y No. Observations: 1429\n", + "Model: SARIMAX(3, 1, 2) Log Likelihood -5513.475\n", + "Date: Fri, 30 Jun 2023 AIC 11038.949\n", + "Time: 15:59:26 BIC 11070.533\n", + "Sample: 0 HQIC 11050.745\n", + " - 1429 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "ar.L1 -0.7328 0.270 -2.718 0.007 -1.261 -0.204\n", + "ar.L2 -0.0775 0.034 -2.279 0.023 -0.144 -0.011\n", + "ar.L3 -0.0715 0.028 -2.568 0.010 -0.126 -0.017\n", + "ma.L1 -0.2958 0.267 -1.109 0.268 -0.819 0.227\n", + "ma.L2 -0.6829 0.264 -2.589 0.010 -1.200 -0.166\n", + "sigma2 131.8050 5.122 25.734 0.000 121.767 141.843\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 68.72\n", + "Prob(Q): 0.98 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 1.50 Skew: 0.53\n", + "Prob(H) (two-sided): 0.00 Kurtosis: 2.87\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", + "\"\"\"" + ], + "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", + "
SARIMAX Results
Dep. Variable: y No. Observations: 1429
Model: SARIMAX(3, 1, 2) Log Likelihood -5513.475
Date: Fri, 30 Jun 2023 AIC 11038.949
Time: 15:59:26 BIC 11070.533
Sample: 0 HQIC 11050.745
- 1429
Covariance Type: opg
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coef std err z P>|z| [0.025 0.975]
ar.L1 -0.7328 0.270 -2.718 0.007 -1.261 -0.204
ar.L2 -0.0775 0.034 -2.279 0.023 -0.144 -0.011
ar.L3 -0.0715 0.028 -2.568 0.010 -0.126 -0.017
ma.L1 -0.2958 0.267 -1.109 0.268 -0.819 0.227
ma.L2 -0.6829 0.264 -2.589 0.010 -1.200 -0.166
sigma2 131.8050 5.122 25.734 0.000 121.767 141.843
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Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 68.72
Prob(Q): 0.98 Prob(JB): 0.00
Heteroskedasticity (H): 1.50 Skew: 0.53
Prob(H) (two-sided): 0.00 Kurtosis: 2.87


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ] + }, + "metadata": {}, + "execution_count": 96 + } + ] + }, + { + "cell_type": "code", + "source": [ + "exog_var = ['Multiplier']\n", + "model2=ARIMA(endog=train['Num_2'], exog=train[exog_var], order=(3,1,2))\n", + "model2=model2.fit()\n", + "model2.summary()" + ], + "metadata": { + "id": "tNJ1V8RxY537", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 516 + }, + "outputId": "0123f24c-e6f9-4968-bc23-27d110a74c3d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "\n", + "\"\"\"\n", + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: Num_2 No. Observations: 1143\n", + "Model: ARIMA(3, 1, 2) Log Likelihood -4408.512\n", + "Date: Fri, 30 Jun 2023 AIC 8831.024\n", + "Time: 15:59:28 BIC 8866.308\n", + "Sample: 0 HQIC 8844.348\n", + " - 1143 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "Multiplier -0.0723 0.298 -0.243 0.808 -0.655 0.511\n", + "ar.L1 -1.0183 0.050 -20.507 0.000 -1.116 -0.921\n", + "ar.L2 -0.0966 0.041 -2.352 0.019 -0.177 -0.016\n", + "ar.L3 -0.0665 0.029 -2.262 0.024 -0.124 -0.009\n", + "ma.L1 -0.0016 0.040 -0.040 0.968 -0.081 0.077\n", + "ma.L2 -0.9718 0.040 -24.097 0.000 -1.051 -0.893\n", + "sigma2 131.5792 5.554 23.693 0.000 120.694 142.464\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.01 Jarque-Bera (JB): 67.47\n", + "Prob(Q): 0.91 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 1.77 Skew: 0.60\n", + "Prob(H) (two-sided): 0.00 Kurtosis: 2.97\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", + "\"\"\"" + ], + "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", + "
SARIMAX Results
Dep. Variable: Num_2 No. Observations: 1143
Model: ARIMA(3, 1, 2) Log Likelihood -4408.512
Date: Fri, 30 Jun 2023 AIC 8831.024
Time: 15:59:28 BIC 8866.308
Sample: 0 HQIC 8844.348
- 1143
Covariance Type: opg
\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", + "
coef std err z P>|z| [0.025 0.975]
Multiplier -0.0723 0.298 -0.243 0.808 -0.655 0.511
ar.L1 -1.0183 0.050 -20.507 0.000 -1.116 -0.921
ar.L2 -0.0966 0.041 -2.352 0.019 -0.177 -0.016
ar.L3 -0.0665 0.029 -2.262 0.024 -0.124 -0.009
ma.L1 -0.0016 0.040 -0.040 0.968 -0.081 0.077
ma.L2 -0.9718 0.040 -24.097 0.000 -1.051 -0.893
sigma2 131.5792 5.554 23.693 0.000 120.694 142.464
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Ljung-Box (L1) (Q): 0.01 Jarque-Bera (JB): 67.47
Prob(Q): 0.91 Prob(JB): 0.00
Heteroskedasticity (H): 1.77 Skew: 0.60
Prob(H) (two-sided): 0.00 Kurtosis: 2.97


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ] + }, + "metadata": {}, + "execution_count": 97 + } + ] + }, + { + "cell_type": "code", + "source": [ + "s = len(train)\n", + "e = len(train)+len(test)-1\n", + "pred2 = model2.predict(start=s, end=e, exog = test[exog_var])\n", + "pred2.index = df1.index[s:e+1]\n", + "pred2 = round(pred2) # the number cannot be a float\n", + "print(pred2)" + ], + "metadata": { + "id": "x45w3uF0Y509", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "f7f9205c-4a08-437c-ba14-93befb36b463" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Draw Date\n", + "2021-01-23 22.0\n", + "2021-01-27 22.0\n", + "2021-01-30 23.0\n", + "2021-02-03 24.0\n", + "2021-02-06 23.0\n", + " ... \n", + "2023-01-30 23.0\n", + "2023-02-01 23.0\n", + "2023-02-04 23.0\n", + "2023-02-06 23.0\n", + "2023-02-08 23.0\n", + "Name: predicted_mean, Length: 286, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20,5))\n", + "pred2.plot(legend=True)\n", + "test['Num_2'].plot(legend=True)" + ], + "metadata": { + "id": "DtRQHfLmunqg", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 347 + }, + "outputId": "8e452a10-829b-4499-eb0b-fcf0926197b3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 99 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "test['Num_2'].mean ()" + ], + "metadata": { + "id": "czz7vYN_2gwg", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "43e91019-0df5-407c-a159-80842451d001" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "23.884615384615383" + ] + }, + "metadata": {}, + "execution_count": 100 + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "9Zk-N7nvGmSH" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "For Num_3," + ], + "metadata": { + "id": "SZQHQyoyGnge" + } + }, + { + "cell_type": "code", + "source": [ + "ad_test(df1['Num_3'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZcwtMzHpGmP6", + "outputId": "1c93b528-f565-42ee-8695-d2b480ae8193" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "1. ADF : -7.431641026494245\n", + "2. P-Value : 6.337882148771592e-11\n", + "3. Num of Lags : 11\n", + "4. Num of observations used for ADF Regression and Critical Values Calculation : 1417\n", + "5. Critical Values : \n", + "\t 1% : -3.434973278556316\n", + "\t 5% : -2.8635818545830376\n", + "\t 10% : -2.567857072940785\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "stepwise_fit3 = auto_arima(df1['Num_3'], trace=True, supress_warnings=True)\n", + "stepwise_fit3.summary()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 704 + }, + "id": "5Y1wEe9tGmKV", + "outputId": "2da17a68-aba8-424c-e8c6-e1f227f1a47e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Performing stepwise search to minimize aic\n", + " ARIMA(2,1,2)(0,0,0)[0] intercept : AIC=11224.513, Time=1.11 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] intercept : AIC=12181.979, Time=0.07 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] intercept : AIC=11792.893, Time=0.13 sec\n", + " ARIMA(0,1,1)(0,0,0)[0] intercept : AIC=11218.530, Time=1.34 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] : AIC=12179.980, Time=0.10 sec\n", + " ARIMA(1,1,1)(0,0,0)[0] intercept : AIC=11220.529, Time=2.00 sec\n", + " ARIMA(0,1,2)(0,0,0)[0] intercept : AIC=11220.529, Time=1.53 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] intercept : AIC=11222.518, Time=1.10 sec\n", + " ARIMA(0,1,1)(0,0,0)[0] : AIC=11217.542, Time=0.18 sec\n", + " ARIMA(1,1,1)(0,0,0)[0] : AIC=11219.542, Time=0.33 sec\n", + " ARIMA(0,1,2)(0,0,0)[0] : AIC=11219.542, Time=0.31 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] : AIC=11790.893, Time=0.06 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] : AIC=11221.532, Time=0.32 sec\n", + "\n", + "Best model: ARIMA(0,1,1)(0,0,0)[0] \n", + "Total fit time: 8.631 seconds\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "\n", + "\"\"\"\n", + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: y No. Observations: 1429\n", + "Model: SARIMAX(0, 1, 1) Log Likelihood -5606.771\n", + "Date: Fri, 30 Jun 2023 AIC 11217.542\n", + "Time: 15:59:37 BIC 11228.070\n", + "Sample: 0 HQIC 11221.474\n", + " - 1429 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "ma.L1 -0.9848 0.005 -214.951 0.000 -0.994 -0.976\n", + "sigma2 150.2477 6.834 21.984 0.000 136.853 163.643\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 24.62\n", + "Prob(Q): 0.97 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 1.29 Skew: 0.02\n", + "Prob(H) (two-sided): 0.01 Kurtosis: 2.36\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", + "\"\"\"" + ], + "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", + "
SARIMAX Results
Dep. Variable: y No. Observations: 1429
Model: SARIMAX(0, 1, 1) Log Likelihood -5606.771
Date: Fri, 30 Jun 2023 AIC 11217.542
Time: 15:59:37 BIC 11228.070
Sample: 0 HQIC 11221.474
- 1429
Covariance Type: opg
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
coef std err z P>|z| [0.025 0.975]
ma.L1 -0.9848 0.005 -214.951 0.000 -0.994 -0.976
sigma2 150.2477 6.834 21.984 0.000 136.853 163.643
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 24.62
Prob(Q): 0.97 Prob(JB): 0.00
Heteroskedasticity (H): 1.29 Skew: 0.02
Prob(H) (two-sided): 0.01 Kurtosis: 2.36


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ] + }, + "metadata": {}, + "execution_count": 102 + } + ] + }, + { + "cell_type": "code", + "source": [ + "exog_var = ['Multiplier']\n", + "model3=ARIMA(endog=train['Num_3'], exog=train[exog_var], order=(0,1,1))\n", + "model3=model3.fit()\n", + "model3.summary()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, + "id": "MRX7FqykGmID", + "outputId": "8e23813b-b33d-4278-a83c-48cc78c500cf" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "\n", + "\"\"\"\n", + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: Num_3 No. Observations: 1143\n", + "Model: ARIMA(0, 1, 1) Log Likelihood -4479.699\n", + "Date: Fri, 30 Jun 2023 AIC 8965.397\n", + "Time: 15:59:38 BIC 8980.519\n", + "Sample: 0 HQIC 8971.107\n", + " - 1143 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "Multiplier -0.1105 0.323 -0.342 0.733 -0.744 0.523\n", + "ma.L1 -0.9834 0.005 -181.208 0.000 -0.994 -0.973\n", + "sigma2 149.0652 7.590 19.639 0.000 134.189 163.942\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.01 Jarque-Bera (JB): 20.25\n", + "Prob(Q): 0.93 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 1.48 Skew: 0.06\n", + "Prob(H) (two-sided): 0.00 Kurtosis: 2.36\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", + "\"\"\"" + ], + "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", + "
SARIMAX Results
Dep. Variable: Num_3 No. Observations: 1143
Model: ARIMA(0, 1, 1) Log Likelihood -4479.699
Date: Fri, 30 Jun 2023 AIC 8965.397
Time: 15:59:38 BIC 8980.519
Sample: 0 HQIC 8971.107
- 1143
Covariance Type: opg
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
coef std err z P>|z| [0.025 0.975]
Multiplier -0.1105 0.323 -0.342 0.733 -0.744 0.523
ma.L1 -0.9834 0.005 -181.208 0.000 -0.994 -0.973
sigma2 149.0652 7.590 19.639 0.000 134.189 163.942
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Ljung-Box (L1) (Q): 0.01 Jarque-Bera (JB): 20.25
Prob(Q): 0.93 Prob(JB): 0.00
Heteroskedasticity (H): 1.48 Skew: 0.06
Prob(H) (two-sided): 0.00 Kurtosis: 2.36


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ] + }, + "metadata": {}, + "execution_count": 103 + } + ] + }, + { + "cell_type": "code", + "source": [ + "s = len(train)\n", + "e = len(train)+len(test)-1\n", + "pred3 = model3.predict(start=s, end=e, exog = test[exog_var])\n", + "pred3.index = df1.index[s:e+1]\n", + "pred3 = round(pred3) # the number cannot be a float\n", + "print(pred3)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ABxAKj_ZGmFq", + "outputId": "32e0ffc2-a5aa-41bb-90d1-26ea9f65515a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Draw Date\n", + "2021-01-23 34.0\n", + "2021-01-27 34.0\n", + "2021-01-30 34.0\n", + "2021-02-03 34.0\n", + "2021-02-06 34.0\n", + " ... \n", + "2023-01-30 34.0\n", + "2023-02-01 34.0\n", + "2023-02-04 34.0\n", + "2023-02-06 34.0\n", + "2023-02-08 34.0\n", + "Name: predicted_mean, Length: 286, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20,5))\n", + "pred3.plot(legend=True)\n", + "test['Num_3'].plot(legend=True)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 346 + }, + "id": "f7qgT2NxGmDe", + "outputId": "7544ce45-3464-4a14-f62d-97df5cdf81c5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 105 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "test['Num_3'].mean ()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "qSTiAtuoGmAI", + "outputId": "7a6f25e7-bc21-4c58-f352-4c4af89c03e3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "36.62937062937063" + ] + }, + "metadata": {}, + "execution_count": 106 + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "TrZRskMKGl9U" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "For Num_4" + ], + "metadata": { + "id": "WwJJVgBxIKJu" + } + }, + { + "cell_type": "code", + "source": [ + "ad_test(df1['Num_4'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "D_K822xXGl4E", + "outputId": "5731f3c7-7b5e-49e3-f3fa-3b9a9bcbc324" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "1. ADF : -6.326465295425501\n", + "2. P-Value : 2.9780007205147987e-08\n", + "3. Num of Lags : 12\n", + "4. Num of observations used for ADF Regression and Critical Values Calculation : 1416\n", + "5. Critical Values : \n", + "\t 1% : -3.434976549531161\n", + "\t 5% : -2.86358329808087\n", + "\t 10% : -2.5678578416363433\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "stepwise_fit4 = auto_arima(df1['Num_4'], trace=True, supress_warnings=True)\n", + "stepwise_fit4.summary()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 704 + }, + "id": "g4TyiMe6Gl1W", + "outputId": "857a9ccf-3bb9-4a6f-8f87-e8d17400c941" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Performing stepwise search to minimize aic\n", + " ARIMA(2,1,2)(0,0,0)[0] intercept : AIC=11071.577, Time=1.87 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] intercept : AIC=12047.380, Time=0.06 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] intercept : AIC=11636.134, Time=0.08 sec\n", + " ARIMA(0,1,1)(0,0,0)[0] intercept : AIC=11068.156, Time=0.46 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] : AIC=12045.382, Time=0.05 sec\n", + " ARIMA(1,1,1)(0,0,0)[0] intercept : AIC=11069.823, Time=0.79 sec\n", + " ARIMA(0,1,2)(0,0,0)[0] intercept : AIC=11069.815, Time=0.69 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] intercept : AIC=11070.679, Time=1.44 sec\n", + " ARIMA(0,1,1)(0,0,0)[0] : AIC=11066.729, Time=0.15 sec\n", + " ARIMA(1,1,1)(0,0,0)[0] : AIC=11068.355, Time=0.28 sec\n", + " ARIMA(0,1,2)(0,0,0)[0] : AIC=11068.345, Time=0.27 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] : AIC=11634.134, Time=0.08 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] : AIC=11069.265, Time=0.99 sec\n", + "\n", + "Best model: ARIMA(0,1,1)(0,0,0)[0] \n", + "Total fit time: 7.233 seconds\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "\n", + "\"\"\"\n", + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: y No. Observations: 1429\n", + "Model: SARIMAX(0, 1, 1) Log Likelihood -5531.364\n", + "Date: Fri, 30 Jun 2023 AIC 11066.729\n", + "Time: 15:59:46 BIC 11077.257\n", + "Sample: 0 HQIC 11070.660\n", + " - 1429 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "ma.L1 -0.9803 0.005 -197.353 0.000 -0.990 -0.971\n", + "sigma2 135.2186 5.668 23.858 0.000 124.110 146.327\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.39 Jarque-Bera (JB): 58.94\n", + "Prob(Q): 0.53 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 1.24 Skew: -0.46\n", + "Prob(H) (two-sided): 0.02 Kurtosis: 2.64\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", + "\"\"\"" + ], + "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", + "
SARIMAX Results
Dep. Variable: y No. Observations: 1429
Model: SARIMAX(0, 1, 1) Log Likelihood -5531.364
Date: Fri, 30 Jun 2023 AIC 11066.729
Time: 15:59:46 BIC 11077.257
Sample: 0 HQIC 11070.660
- 1429
Covariance Type: opg
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coef std err z P>|z| [0.025 0.975]
ma.L1 -0.9803 0.005 -197.353 0.000 -0.990 -0.971
sigma2 135.2186 5.668 23.858 0.000 124.110 146.327
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Ljung-Box (L1) (Q): 0.39 Jarque-Bera (JB): 58.94
Prob(Q): 0.53 Prob(JB): 0.00
Heteroskedasticity (H): 1.24 Skew: -0.46
Prob(H) (two-sided): 0.02 Kurtosis: 2.64


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ] + }, + "metadata": {}, + "execution_count": 108 + } + ] + }, + { + "cell_type": "code", + "source": [ + "exog_var = ['Multiplier']\n", + "model4=ARIMA(endog=train['Num_4'], exog=train[exog_var], order=(0,1,1))\n", + "model4=model4.fit()\n", + "model4.summary()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, + "id": "qXewEd61Gly_", + "outputId": "b2a65195-081c-4ed7-a873-5848244c0e27" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "\n", + "\"\"\"\n", + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: Num_4 No. Observations: 1143\n", + "Model: ARIMA(0, 1, 1) Log Likelihood -4424.791\n", + "Date: Fri, 30 Jun 2023 AIC 8855.582\n", + "Time: 15:59:46 BIC 8870.703\n", + "Sample: 0 HQIC 8861.292\n", + " - 1143 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "Multiplier -0.0016 0.363 -0.004 0.996 -0.713 0.710\n", + "ma.L1 -0.9765 0.006 -160.419 0.000 -0.988 -0.965\n", + "sigma2 135.4526 6.326 21.413 0.000 123.054 147.851\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.37 Jarque-Bera (JB): 49.41\n", + "Prob(Q): 0.54 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 1.49 Skew: -0.48\n", + "Prob(H) (two-sided): 0.00 Kurtosis: 2.66\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", + "\"\"\"" + ], + "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", + "
SARIMAX Results
Dep. Variable: Num_4 No. Observations: 1143
Model: ARIMA(0, 1, 1) Log Likelihood -4424.791
Date: Fri, 30 Jun 2023 AIC 8855.582
Time: 15:59:46 BIC 8870.703
Sample: 0 HQIC 8861.292
- 1143
Covariance Type: opg
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
coef std err z P>|z| [0.025 0.975]
Multiplier -0.0016 0.363 -0.004 0.996 -0.713 0.710
ma.L1 -0.9765 0.006 -160.419 0.000 -0.988 -0.965
sigma2 135.4526 6.326 21.413 0.000 123.054 147.851
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Ljung-Box (L1) (Q): 0.37 Jarque-Bera (JB): 49.41
Prob(Q): 0.54 Prob(JB): 0.00
Heteroskedasticity (H): 1.49 Skew: -0.48
Prob(H) (two-sided): 0.00 Kurtosis: 2.66


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ] + }, + "metadata": {}, + "execution_count": 109 + } + ] + }, + { + "cell_type": "code", + "source": [ + "s = len(train)\n", + "e = len(train)+len(test)-1\n", + "pred4 = model4.predict(start=s, end=e, exog = test[exog_var])\n", + "pred4.index = df1.index[s:e+1]\n", + "pred4 = round(pred4) # the number cannot be a float\n", + "print(pred4)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2MtYxZcmGlva", + "outputId": "67b9fff8-fb0d-4b63-82ab-4f288d917ba4" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Draw Date\n", + "2021-01-23 48.0\n", + "2021-01-27 48.0\n", + "2021-01-30 48.0\n", + "2021-02-03 48.0\n", + "2021-02-06 48.0\n", + " ... \n", + "2023-01-30 48.0\n", + "2023-02-01 48.0\n", + "2023-02-04 48.0\n", + "2023-02-06 48.0\n", + "2023-02-08 48.0\n", + "Name: predicted_mean, Length: 286, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20,5))\n", + "pred4.plot(legend=True)\n", + "test['Num_4'].plot(legend=True)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 347 + }, + "id": "UvN8SSugFEOs", + "outputId": "9b833e5f-e330-4e12-a8c4-61dc86dedfd1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 111 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "test['Num_4'].mean ()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-vP-n-F3FEKN", + "outputId": "9b5f7578-6ad5-4a75-f9f2-4de22c2d56e4" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "47.84965034965035" + ] + }, + "metadata": {}, + "execution_count": 112 + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "v3byBpgDFEH1" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "For Num_5," + ], + "metadata": { + "id": "gAthHwbTIwMQ" + } + }, + { + "cell_type": "code", + "source": [ + "ad_test(df1['Num_5'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3gjgiurtFECg", + "outputId": "8372462a-af69-4d6d-9dff-db2516494ca8" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "1. ADF : -3.1166014336057133\n", + "2. P-Value : 0.02534875410402173\n", + "3. Num of Lags : 21\n", + "4. Num of observations used for ADF Regression and Critical Values Calculation : 1407\n", + "5. Critical Values : \n", + "\t 1% : -3.4350061979197215\n", + "\t 5% : -2.863596381993834\n", + "\t 10% : -2.5678648091303056\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "stepwise_fit5 = auto_arima(df1['Num_5'], trace=True, supress_warnings=True)\n", + "stepwise_fit5.summary()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 704 + }, + "id": "wkm-RLFPItg0", + "outputId": "f19d728a-dfcc-4f46-aae7-abd319ed7662" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Performing stepwise search to minimize aic\n", + " ARIMA(2,1,2)(0,0,0)[0] intercept : AIC=10449.833, Time=3.04 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] intercept : AIC=11384.253, Time=0.07 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] intercept : AIC=11009.906, Time=0.11 sec\n", + " ARIMA(0,1,1)(0,0,0)[0] intercept : AIC=10447.124, Time=0.55 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] : AIC=11382.254, Time=0.06 sec\n", + " ARIMA(1,1,1)(0,0,0)[0] intercept : AIC=10449.060, Time=0.87 sec\n", + " ARIMA(0,1,2)(0,0,0)[0] intercept : AIC=10449.056, Time=1.60 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] intercept : AIC=10448.137, Time=1.10 sec\n", + " ARIMA(0,1,1)(0,0,0)[0] : AIC=10446.017, Time=0.14 sec\n", + " ARIMA(1,1,1)(0,0,0)[0] : AIC=10447.967, Time=0.27 sec\n", + " ARIMA(0,1,2)(0,0,0)[0] : AIC=10447.964, Time=0.22 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] : AIC=11007.908, Time=0.08 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] : AIC=10447.053, Time=0.40 sec\n", + "\n", + "Best model: ARIMA(0,1,1)(0,0,0)[0] \n", + "Total fit time: 8.549 seconds\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "\n", + "\"\"\"\n", + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: y No. Observations: 1429\n", + "Model: SARIMAX(0, 1, 1) Log Likelihood -5221.009\n", + "Date: Fri, 30 Jun 2023 AIC 10446.017\n", + "Time: 15:59:56 BIC 10456.545\n", + "Sample: 0 HQIC 10449.949\n", + " - 1429 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "ma.L1 -0.9712 0.006 -166.022 0.000 -0.983 -0.960\n", + "sigma2 87.5706 2.689 32.564 0.000 82.300 92.841\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.03 Jarque-Bera (JB): 424.33\n", + "Prob(Q): 0.86 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 1.25 Skew: -1.18\n", + "Prob(H) (two-sided): 0.01 Kurtosis: 4.24\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", + "\"\"\"" + ], + "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", + "
SARIMAX Results
Dep. Variable: y No. Observations: 1429
Model: SARIMAX(0, 1, 1) Log Likelihood -5221.009
Date: Fri, 30 Jun 2023 AIC 10446.017
Time: 15:59:56 BIC 10456.545
Sample: 0 HQIC 10449.949
- 1429
Covariance Type: opg
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
coef std err z P>|z| [0.025 0.975]
ma.L1 -0.9712 0.006 -166.022 0.000 -0.983 -0.960
sigma2 87.5706 2.689 32.564 0.000 82.300 92.841
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Ljung-Box (L1) (Q): 0.03 Jarque-Bera (JB): 424.33
Prob(Q): 0.86 Prob(JB): 0.00
Heteroskedasticity (H): 1.25 Skew: -1.18
Prob(H) (two-sided): 0.01 Kurtosis: 4.24


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ] + }, + "metadata": {}, + "execution_count": 114 + } + ] + }, + { + "cell_type": "code", + "source": [ + "exog_var = ['Multiplier']\n", + "model5=ARIMA(endog=train['Num_5'], exog=train[exog_var], order=(0,1,1))\n", + "model5=model5.fit()\n", + "model5.summary()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, + "id": "APsdysYzIte-", + "outputId": "46841aec-833e-4560-944a-30bcc29ce861" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "\n", + "\"\"\"\n", + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: Num_5 No. Observations: 1143\n", + "Model: ARIMA(0, 1, 1) Log Likelihood -4162.309\n", + "Date: Fri, 30 Jun 2023 AIC 8330.618\n", + "Time: 15:59:56 BIC 8345.740\n", + "Sample: 0 HQIC 8336.328\n", + " - 1143 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "Multiplier 0.0512 0.289 0.177 0.859 -0.515 0.617\n", + "ma.L1 -0.9652 0.007 -134.864 0.000 -0.979 -0.951\n", + "sigma2 85.5662 2.982 28.693 0.000 79.721 91.411\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.01 Jarque-Bera (JB): 301.35\n", + "Prob(Q): 0.92 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 1.40 Skew: -1.13\n", + "Prob(H) (two-sided): 0.00 Kurtosis: 4.10\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", + "\"\"\"" + ], + "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", + "
SARIMAX Results
Dep. Variable: Num_5 No. Observations: 1143
Model: ARIMA(0, 1, 1) Log Likelihood -4162.309
Date: Fri, 30 Jun 2023 AIC 8330.618
Time: 15:59:56 BIC 8345.740
Sample: 0 HQIC 8336.328
- 1143
Covariance Type: opg
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
coef std err z P>|z| [0.025 0.975]
Multiplier 0.0512 0.289 0.177 0.859 -0.515 0.617
ma.L1 -0.9652 0.007 -134.864 0.000 -0.979 -0.951
sigma2 85.5662 2.982 28.693 0.000 79.721 91.411
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Ljung-Box (L1) (Q): 0.01 Jarque-Bera (JB): 301.35
Prob(Q): 0.92 Prob(JB): 0.00
Heteroskedasticity (H): 1.40 Skew: -1.13
Prob(H) (two-sided): 0.00 Kurtosis: 4.10


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ] + }, + "metadata": {}, + "execution_count": 115 + } + ] + }, + { + "cell_type": "code", + "source": [ + "s = len(train)\n", + "e = len(train)+len(test)-1\n", + "pred5 = model5.predict(start=s, end=e, exog = test[exog_var])\n", + "pred5.index = df1.index[s:e+1]\n", + "pred5 = round(pred5) # the number cannot be a float\n", + "print(pred5)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fgJ6bz3zItaU", + "outputId": "4cd18a54-d27c-4814-8cb7-fbe0059427b0" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Draw Date\n", + "2021-01-23 58.0\n", + "2021-01-27 58.0\n", + "2021-01-30 58.0\n", + "2021-02-03 58.0\n", + "2021-02-06 58.0\n", + " ... \n", + "2023-01-30 58.0\n", + "2023-02-01 58.0\n", + "2023-02-04 58.0\n", + "2023-02-06 58.0\n", + "2023-02-08 58.0\n", + "Name: predicted_mean, Length: 286, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20,5))\n", + "pred5.plot(legend=True)\n", + "test['Num_5'].plot(legend=True)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 346 + }, + "id": "BLz4pkqtItX1", + "outputId": "2f2cda64-cbd2-480d-9fcf-14c1fb5108d5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 117 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "test['Num_5'].mean ()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Pvx01aXpItVD", + "outputId": "ccaee545-cb79-4a24-e65c-e14955934fe7" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "58.39160839160839" + ] + }, + "metadata": {}, + "execution_count": 118 + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "Gl8lyJdLJgIu" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "For Powerball_Num," + ], + "metadata": { + "id": "9-3ir7pqJg8c" + } + }, + { + "cell_type": "code", + "source": [ + "ad_test(df1['Powerball_Num'])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cLL7z8agJgFH", + "outputId": "b9e49201-7583-4c47-e9fc-64d191370a74" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "1. ADF : -7.724499472418711\n", + "2. P-Value : 1.1687566039177732e-11\n", + "3. Num of Lags : 10\n", + "4. Num of observations used for ADF Regression and Critical Values Calculation : 1418\n", + "5. Critical Values : \n", + "\t 1% : -3.4349700122033804\n", + "\t 5% : -2.8635804131233096\n", + "\t 10% : -2.567856305330816\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "stepwise_fitp = auto_arima(df1['Powerball_Num'], trace=True, supress_warnings=True)\n", + "stepwise_fitp.summary()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 704 + }, + "id": "KS6sk_69JgC1", + "outputId": "5aae4b15-8c48-49ff-e264-f88fd4282178" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Performing stepwise search to minimize aic\n", + " ARIMA(2,1,2)(0,0,0)[0] intercept : AIC=10323.222, Time=1.35 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] intercept : AIC=11306.053, Time=0.06 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] intercept : AIC=10866.345, Time=0.17 sec\n", + " ARIMA(0,1,1)(0,0,0)[0] intercept : AIC=10317.887, Time=0.57 sec\n", + " ARIMA(0,1,0)(0,0,0)[0] : AIC=11304.054, Time=0.05 sec\n", + " ARIMA(1,1,1)(0,0,0)[0] intercept : AIC=10319.467, Time=0.85 sec\n", + " ARIMA(0,1,2)(0,0,0)[0] intercept : AIC=10319.480, Time=1.04 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] intercept : AIC=10321.312, Time=3.10 sec\n", + " ARIMA(0,1,1)(0,0,0)[0] : AIC=10317.044, Time=0.81 sec\n", + " ARIMA(1,1,1)(0,0,0)[0] : AIC=10318.534, Time=1.01 sec\n", + " ARIMA(0,1,2)(0,0,0)[0] : AIC=10318.548, Time=0.56 sec\n", + " ARIMA(1,1,0)(0,0,0)[0] : AIC=10864.346, Time=0.17 sec\n", + " ARIMA(1,1,2)(0,0,0)[0] : AIC=10320.229, Time=1.66 sec\n", + "\n", + "Best model: ARIMA(0,1,1)(0,0,0)[0] \n", + "Total fit time: 11.432 seconds\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "\n", + "\"\"\"\n", + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: y No. Observations: 1429\n", + "Model: SARIMAX(0, 1, 1) Log Likelihood -5156.522\n", + "Date: Fri, 30 Jun 2023 AIC 10317.044\n", + "Time: 16:00:08 BIC 10327.572\n", + "Sample: 0 HQIC 10320.976\n", + " - 1429 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "ma.L1 -0.9830 0.005 -179.676 0.000 -0.994 -0.972\n", + "sigma2 79.9796 4.143 19.306 0.000 71.860 88.099\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.52 Jarque-Bera (JB): 54.34\n", + "Prob(Q): 0.47 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 0.51 Skew: 0.01\n", + "Prob(H) (two-sided): 0.00 Kurtosis: 2.04\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", + "\"\"\"" + ], + "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", + "
SARIMAX Results
Dep. Variable: y No. Observations: 1429
Model: SARIMAX(0, 1, 1) Log Likelihood -5156.522
Date: Fri, 30 Jun 2023 AIC 10317.044
Time: 16:00:08 BIC 10327.572
Sample: 0 HQIC 10320.976
- 1429
Covariance Type: opg
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
coef std err z P>|z| [0.025 0.975]
ma.L1 -0.9830 0.005 -179.676 0.000 -0.994 -0.972
sigma2 79.9796 4.143 19.306 0.000 71.860 88.099
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Ljung-Box (L1) (Q): 0.52 Jarque-Bera (JB): 54.34
Prob(Q): 0.47 Prob(JB): 0.00
Heteroskedasticity (H): 0.51 Skew: 0.01
Prob(H) (two-sided): 0.00 Kurtosis: 2.04


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ] + }, + "metadata": {}, + "execution_count": 120 + } + ] + }, + { + "cell_type": "code", + "source": [ + "exog_var = ['Multiplier']\n", + "modelp=ARIMA(endog=train['Powerball_Num'], exog=train[exog_var], order=(0,1,1))\n", + "modelp=modelp.fit()\n", + "modelp.summary()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, + "id": "liOJS69VJgAO", + "outputId": "acb53a4c-b1f5-4e11-b52f-ddaa5d3a10c5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "\n", + "\"\"\"\n", + " SARIMAX Results \n", + "==============================================================================\n", + "Dep. Variable: Powerball_Num No. Observations: 1143\n", + "Model: ARIMA(0, 1, 1) Log Likelihood -4162.504\n", + "Date: Fri, 30 Jun 2023 AIC 8331.007\n", + "Time: 16:00:09 BIC 8346.129\n", + "Sample: 0 HQIC 8336.717\n", + " - 1143 \n", + "Covariance Type: opg \n", + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "Multiplier 0.0839 0.262 0.320 0.749 -0.430 0.598\n", + "ma.L1 -0.9806 0.007 -146.115 0.000 -0.994 -0.967\n", + "sigma2 85.5515 4.997 17.119 0.000 75.757 95.346\n", + "===================================================================================\n", + "Ljung-Box (L1) (Q): 0.09 Jarque-Bera (JB): 44.86\n", + "Prob(Q): 0.77 Prob(JB): 0.00\n", + "Heteroskedasticity (H): 0.49 Skew: -0.00\n", + "Prob(H) (two-sided): 0.00 Kurtosis: 2.03\n", + "===================================================================================\n", + "\n", + "Warnings:\n", + "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", + "\"\"\"" + ], + "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", + "
SARIMAX Results
Dep. Variable: Powerball_Num No. Observations: 1143
Model: ARIMA(0, 1, 1) Log Likelihood -4162.504
Date: Fri, 30 Jun 2023 AIC 8331.007
Time: 16:00:09 BIC 8346.129
Sample: 0 HQIC 8336.717
- 1143
Covariance Type: opg
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
coef std err z P>|z| [0.025 0.975]
Multiplier 0.0839 0.262 0.320 0.749 -0.430 0.598
ma.L1 -0.9806 0.007 -146.115 0.000 -0.994 -0.967
sigma2 85.5515 4.997 17.119 0.000 75.757 95.346
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Ljung-Box (L1) (Q): 0.09 Jarque-Bera (JB): 44.86
Prob(Q): 0.77 Prob(JB): 0.00
Heteroskedasticity (H): 0.49 Skew: -0.00
Prob(H) (two-sided): 0.00 Kurtosis: 2.03


Warnings:
[1] Covariance matrix calculated using the outer product of gradients (complex-step)." + ] + }, + "metadata": {}, + "execution_count": 121 + } + ] + }, + { + "cell_type": "code", + "source": [ + "s = len(train)\n", + "e = len(train)+len(test)-1\n", + "predp = modelp.predict(start=s, end=e, exog = test[exog_var])\n", + "predp.index = df1.index[s:e+1]\n", + "predp = round(predp) # the number cannot be a float\n", + "print(predp)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "JadYhnpSJf9k", + "outputId": "3a9d10ac-f41f-42c8-b116-60a3f614cb61" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Draw Date\n", + "2021-01-23 13.0\n", + "2021-01-27 13.0\n", + "2021-01-30 13.0\n", + "2021-02-03 13.0\n", + "2021-02-06 13.0\n", + " ... \n", + "2023-01-30 13.0\n", + "2023-02-01 13.0\n", + "2023-02-04 13.0\n", + "2023-02-06 13.0\n", + "2023-02-08 13.0\n", + "Name: predicted_mean, Length: 286, dtype: float64\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(20,5))\n", + "predp.plot(legend=True)\n", + "test['Powerball_Num'].plot(legend=True)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 346 + }, + "id": "JXtT3gyRJf5_", + "outputId": "9b6015fd-fe63-4f51-a598-7fcb0fd82196" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 123 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "test['Powerball_Num'].mean ()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "sk7wZnAdJf3L", + "outputId": "7a5be2a6-fdd7-4eba-cfe5-bfa5459d7e81" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "13.384615384615385" + ] + }, + "metadata": {}, + "execution_count": 124 + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "Di-3JACBItPe" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "##**Summary :**\n", + "\n", + "* Through the above graphical analysis, we can conclude that there is not much correlation between the numbers and their draw date. Hence, the time series model might not give accurate predictions. The data can be processed using techniques such as noise filtering or denoising algorithms to remove or reduce the noise.\n", + "* On applying the ARIMA model, we get predictions which are close to the mean value of the test data.\n", + "\n" + ], + "metadata": { + "id": "P3SS2y2bu6vc" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "38F2micVu5eA" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "##<-----------------------Question 5----------------------------->" + ], + "metadata": { + "id": "p7C2D54iQxoN" + } + }, + { + "cell_type": "markdown", + "source": [ + "####Q5 : How can you evaluate the performance of the luckiest number prediction model? What metrics or methods would be appropriate to assess the accuracy of the predicted lucky numbers compared to the actual winning numbers?\n" + ], + "metadata": { + "id": "bCsl-uDJQ5H5" + } + }, + { + "cell_type": "code", + "source": [ + "from sklearn.metrics import mean_squared_error\n", + "from math import sqrt" + ], + "metadata": { + "id": "q4n3cNbjPGhX" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# RMSE for Num_1\n", + "rmse1 = sqrt(mean_squared_error(pred1, test['Num_1']))\n", + "print(rmse1)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "W0DmqLEiPqRX", + "outputId": "208578b2-9515-4108-cdf5-59e9bb7ae4c3" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "11.47039363186504\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# RMSE for Num_2\n", + "rmse2 = sqrt(mean_squared_error(pred2, test['Num_2']))\n", + "print(rmse2)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "XgPPlF8CPGel", + "outputId": "174d24c5-e651-4936-c2ae-59672ebad64d" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "11.541957512345261\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# RMSE for Num_3\n", + "rmse3 = sqrt(mean_squared_error(pred3, test['Num_3']))\n", + "print(rmse3)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "8bZYbk8ePGcf", + "outputId": "3b79e8fa-02c2-465d-b274-af7cd5a00ec1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "12.68030795328764\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# RMSE for Num_4\n", + "rmse4 = sqrt(mean_squared_error(pred4, test['Num_4']))\n", + "print(rmse4)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4nJ-wUmGPGZ3", + "outputId": "fff74749-c555-4846-e78c-03d091296442" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "11.495666559636707\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# RMSE for Num_5\n", + "rmse5 = sqrt(mean_squared_error(pred5, test['Num_5']))\n", + "print(rmse5)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "x59R7TvdPGLr", + "outputId": "48a60d66-b88e-4177-95d4-eb6e60919821" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "9.66863576118769\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# RMSE for Powerball_Num\n", + "rmsep = sqrt(mean_squared_error(predp, test['Powerball_Num']))\n", + "print(rmsep)" + ], + "metadata": { + "id": "o_JIC2c9dPzj", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "58642b22-2d04-4f8a-c9c8-e2e22c1bc658" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "7.564639860811368\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "##**Summary :**\n", + "###We can find Root Mean Squared Error to get the deviation of the prediction from the actual values." + ], + "metadata": { + "id": "YAMfrQVXwLcX" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "drrcDyKs882O" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "###To conclude,\n", + "###The luckiest numbers are as follows:\n", + "\n", + "####* Num_1 : 18\n", + "####* Num_2 : 23\n", + "####* Num_3 : 34\n", + "####* Num_4 : 48\n", + "####* Num_5 : 58\n", + "####* Powerball_Num : 13" + ], + "metadata": { + "id": "V_uOyJ6E89MF" + } + } + ] +} \ No newline at end of file