From 80948fbcde7aa7076fdb5eabec51d6e0ab0140c4 Mon Sep 17 00:00:00 2001
From: shiven <shivenyadavs@gmail.com>
Date: Thu, 9 Jan 2025 22:45:55 +0530
Subject: [PATCH] Added Data Analysis of Sales Dataset

---
 Data_Analysis_salesdataset/cleaned.csv        |  100 ++
 .../final sales project.ipynb                 | 1576 +++++++++++++++++
 Data_Analysis_salesdataset/sales.csv          |  100 ++
 3 files changed, 1776 insertions(+)
 create mode 100644 Data_Analysis_salesdataset/cleaned.csv
 create mode 100644 Data_Analysis_salesdataset/final sales project.ipynb
 create mode 100644 Data_Analysis_salesdataset/sales.csv

diff --git a/Data_Analysis_salesdataset/cleaned.csv b/Data_Analysis_salesdataset/cleaned.csv
new file mode 100644
index 0000000..9f0adde
--- /dev/null
+++ b/Data_Analysis_salesdataset/cleaned.csv
@@ -0,0 +1,100 @@
+,City,Customer type,Gender,Product line,Offers,Tax,Total,Profit,Payment,Rating
+0,Hyderabad,Gold,Female,Health and Beauty,September,65.026,1300.52,122.83,Ewallet,9.1
+1,Mumbai,Normal,Female,Electronic Accessories,July,175.0205,3500.41,746.4,Cash,9.6
+2,Delhi,Silver,Male,Home and Lifestyle,July,15.0105,300.21,24.31,Credit card,7.4
+3,Chennai,Platinum,Male,Health and Beauty,September,44.755,895.1,165.76,Ewallet,8.4
+4,Chennai,Silver,Male,Sports,March,41.718925,834.3785,104.17,Ewallet,5.3
+5,Hyderabad,Normal,Male,Electronic Accessories,October,100.0255,2000.51,397.73,Ewallet,4.1
+6,Delhi,Silver,Female,Electronic Accessories,November,49.9625,999.25,213.04,Ewallet,5.8
+7,Mumbai,Gold,Female,Home and Lifestyle,July,38.619,772.38,75.6,Ewallet,8.0
+8,Delhi,Gold,Female,Health and Beauty,September,78.6205,1572.41,172.52,Credit card,7.2
+9,Bangalore,Silver,Female,Sports,March,97.11,1942.2,164.52,Credit card,5.9
+10,Bangalore,Silver,Female,Fashion Accessories,August,38.0408,760.816,57.92,Ewallet,4.5
+11,Hyderabad,Normal,Male,Health and Beauty,March,48.1175,962.35,102.04,Cash,6.8
+12,Delhi,Gold,Female,Electronic Accessories,November,123.324375,2466.4875,434.75,Ewallet,7.1
+13,Hyderabad,Normal,Male,Food and Beverages,December,22.67475,453.495,31.9,Ewallet,8.2
+14,Delhi,Normal,Female,Health and Beauty,September,37.4745,749.49,71.8,Cash,5.7
+15,Bangalore,Platinum,Female,Sports,March,45.0218,900.436,62.32,Cash,4.5
+16,Hyderabad,Normal,Female,Health and Beauty,September,40.331775,806.6355,182.51,Credit card,9.1
+17,Chennai,Gold,Male,Sports,March,77.87215,1557.443,235.66,Credit card,6.9
+18,Chennai,Normal,Male,Food and Beverages,December,8.610525,172.2105,16.01,Credit card,8.6
+19,Hyderabad,Gold,Female,Health and Beauty,March,42.0315,840.63,50.6,Ewallet,4.4
+20,Mumbai,Normal,Female,Electronic Accessories,October,77.0855,1541.71,330.2,Ewallet,4.8
+21,Bangalore,Normal,Male,Health and Beauty,September,38.85685,777.137,63.94,Ewallet,5.1
+22,Bangalore,Platinum,Female,Home and Lifestyle,July,34.536,690.72,66.4,Credit card,4.4
+23,Delhi,Gold,Male,Electronic Accessories,November,40.522,810.44,172.8,Ewallet,9.9
+24,Hyderabad,Normal,Male,Sports,March,13.959225,279.1845,25.89,Ewallet,6.0
+25,Hyderabad,Gold,Female,Home and Lifestyle,July,60.26,1205.2,150.72,Credit card,8.5
+26,Bangalore,Silver,Male,Fashion Accessories,August,71.257,1425.14,53.52,Cash,6.7
+27,Delhi,Gold,Female,Fashion Accessories,August,59.20535,1184.107,75.34,Credit card,7.7
+28,Delhi,Silver,Female,Sports,March,32.1945,643.89,41.8,Cash,9.6
+29,Delhi,Normal,Male,Health and Beauty,September,11.760525,235.2105,24.01,Ewallet,7.4
+30,Bangalore,Gold,Male,Fashion Accessories,August,47.059125,941.1825,170.65,Credit card,4.8
+31,Hyderabad,Platinum,Female,Sports,March,36.888075,737.7615,102.63,Cash,4.5
+32,Bangalore,Normal,Male,Fashion Accessories,August,35.1876,703.752,70.24,Cash,8.3
+33,Delhi,Normal,Male,Health and Beauty,September,101.0409,2020.818,193.16,Credit card,5.1
+34,Delhi,Silver,Female,Food and Beverages,December,20.8782,417.564,97.68,Ewallet,7.5
+35,Chennai,Normal,Female,Sports,March,84.6263,1692.526,68.12,Ewallet,6.8
+36,Delhi,Gold,Male,Sports,March,61.43775,1228.755,313.1,Ewallet,7.0
+37,Delhi,Gold,Female,Electronic Accessories,November,87.2658,1745.316,447.92,Ewallet,4.7
+38,Mumbai,Platinum,Female,Health and Beauty,September,30.5664,611.328,43.36,Ewallet,7.6
+39,Bangalore,Normal,Male,Home and Lifestyle,October,12.6504,253.008,40.96,Cash,7.7
+40,Bangalore,Gold,Female,Home and Lifestyle,July,45.5028,910.056,86.72,Ewallet,7.9
+41,Mumbai,Silver,Female,Home and Lifestyle,July,57.89155,1157.831,112.22,Cash,6.3
+42,Bangalore,Normal,Female,Sports,March,52.5728,1051.456,414.72,Cash,5.6
+43,Mumbai,Gold,Female,Health and Beauty,March,41.454,829.08,78.6,Credit card,7.6
+44,Chennai,Platinum,Male,Health and Beauty,September,22.51385,450.277,30.74,Cash,7.2
+45,Hyderabad,Normal,Female,Electronic Accessories,October,145.7316,2914.632,375.84,Cash,9.5
+46,Bangalore,Silver,Male,Health and Beauty,August,26.786025,535.7205,110.21,Credit card,8.4
+47,Chennai,Silver,Female,Food and Beverages,December,9.454725,189.0945,80.09,Ewallet,4.1
+48,Chennai,Platinum,Male,Electronic Accessories,November,59.51295,1190.259,113.58,Credit card,8.1
+49,Hyderabad,Platinum,Female,Fashion Accessories,August,43.38075,867.615,126.3,Ewallet,7.9
+50,Hyderabad,Gold,Male,Food and Beverages,December,33.5895,671.79,89.8,Cash,9.5
+51,Delhi,Silver,Female,Food and Beverages,December,11.704875,234.0975,22.95,Cash,8.5
+52,Delhi,Silver,Female,Fashion Accessories,August,37.9027,758.054,71.48,Ewallet,6.5
+53,Mumbai,Platinum,Male,Food and Beverages,December,29.560075,591.2015,150.43,Credit card,6.1
+54,Bangalore,Normal,Male,Home and Lifestyle,July,16.7968,335.936,42.32,Ewallet,7.02680412371134
+55,Mumbai,Normal,Female,Electronic Accessories,October,161.0116,3220.232,687.84,Cash,8.2
+56,Delhi,Silver,Male,Home and Lifestyle,July,46.7557,935.114,88.68,Cash,5.8
+57,Chennai,Silver,Male,Health and Beauty,September,37.632,752.64,71.8,Ewallet,6.6
+58,Hyderabad,Platinum,Female,Home and Lifestyle,July,37.98375,759.675,73.5,Ewallet,5.4
+59,Hyderabad,Silver,Male,Electronic Accessories,October,96.04215,1920.843,283.66,Cash,9.3
+60,Chennai,Gold,Female,Sports,March,38.54655,770.931,74.22,Credit card,10.0
+61,Mumbai,Silver,Male,Home and Lifestyle,July,17.55495,351.099,44.38,Ewallet,7.0
+62,Bangalore,Gold,Female,Sports,March,26.020575,520.4115,95.63,Ewallet,10.0
+63,Delhi,Gold,Female,Sports,March,83.00025,1660.005,158.1,Credit card,8.6
+64,Bangalore,Silver,Male,Health and Beauty,September,15.9054,318.108,82.96,Cash,7.6
+65,Delhi,Platinum,Male,Health and Beauty,August,48.33175,966.635,158.7,Cash,8.5
+66,Chennai,Gold,Female,Health and Beauty,July,35.36435,707.287,66.94,Ewallet,9.6
+67,Bangalore,Gold,Female,Fashion Accessories,August,30.74715,614.943,85.66,Ewallet,9.9
+68,Delhi,Silver,Male,Sports,March,41.35425,827.085,87.7,Ewallet,6.4
+69,Delhi,Silver,Female,Health and Beauty,September,70.962325,1419.2465,94.4,Cash,4.3
+70,Mumbai,Silver,Male,Food and Beverages,December,46.977,939.54,94.8,Credit card,9.6
+71,Delhi,Gold,Male,Fashion Accessories,August,32.613,652.26,62.2,Cash,5.9
+72,Bangalore,Silver,Female,Food and Beverages,December,7.6419,152.838,15.56,Ewallet,4.0
+73,Mumbai,Platinum,Female,Electronic Accessories,October,39.01165,780.233,45.46,Cash,8.7
+74,Delhi,Platinum,Male,Home and Lifestyle,July,35.281575,705.6315,72.03,Ewallet,9.4
+75,Mumbai,Platinum,Female,Electronic Accessories,November,76.86625,1537.325,416.5,Credit card,5.4
+76,Mumbai,Silver,Female,Fashion Accessories,August,23.1714,463.428,41.36,Credit card,8.6
+77,Delhi,Silver,Female,Fashion Accessories,August,9.454725,189.0945,18.09,Credit card,5.7
+78,Mumbai,Gold,Female,Food and Beverages,December,41.11275,822.255,73.1,Ewallet,6.6
+79,Mumbai,Gold,Female,Health and Beauty,October,53.29975,1065.995,101.9,Cash,6.0
+80,Mumbai,Silver,Female,Health and Beauty,September,31.24485,624.897,95.14,Credit card,5.5
+81,Bangalore,Gold,Female,Food and Beverages,March,15.2271,304.542,90.04,Ewallet,6.4
+82,Mumbai,Gold,Female,Food and Beverages,September,8.085,161.7,15.24,Ewallet,6.6
+83,Hyderabad,Platinum,Female,Food and Beverages,December,16.8756,337.512,31.44,Credit card,8.3
+84,Chennai,Gold,Male,Sports,March,12.838875,256.7775,44.55,Cash,6.6
+85,Chennai,Normal,Female,Sports,March,30.52455,610.491,81.42,Ewallet,4.0
+86,Mumbai,Silver,Male,Fashion Accessories,August,20.0865,401.73,32.6,Cash,9.9
+87,Delhi,Gold,Male,Food and Beverages,December,18.14715,362.943,35.66,Credit card,7.3
+88,Delhi,Gold,Male,Sports,March,47.729675,954.5935,42.47,Cash,5.7
+89,Chennai,Silver,Female,Health and Beauty,September,24.25185,485.037,61.94,Cash,6.1
+90,Hyderabad,Platinum,Female,Home and Lifestyle,July,99.0498,1980.996,189.52,Cash,7.02680412371134
+91,Chennai,Gold,Female,Sports,March,23.5515,471.03,48.6,Ewallet,8.2
+92,Delhi,Gold,Female,Sports,March,80.52765,1610.553,153.86,Ewallet,5.1
+93,Bangalore,Silver,Male,Health and Beauty,September,30.4101,608.202,79.24,Credit card,8.6
+94,Mumbai,Gold,Female,Health and Beauty,September,47.211875,944.2375,89.75,Credit card,6.6
+95,Delhi,Platinum,Male,Electronic Accessories,October,53.1009,1062.018,97.16,Ewallet,7.2
+96,Bangalore,Gold,Male,Health and Beauty,September,46.13175,922.635,878.7,Ewallet,5.1
+97,Mumbai,Silver,Female,Electronic Accessories,November,148.12175,2962.435,304.7,Cash,4.1
+98,Delhi,Gold,Male,Food and Beverages,December,8.308125,166.1625,15.25,Ewallet,9.3
diff --git a/Data_Analysis_salesdataset/final sales project.ipynb b/Data_Analysis_salesdataset/final sales project.ipynb
new file mode 100644
index 0000000..510aade
--- /dev/null
+++ b/Data_Analysis_salesdataset/final sales project.ipynb	
@@ -0,0 +1,1576 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "id": "9ff9b1e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "id": "56896f61",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>City</th>\n",
+       "      <th>Customer type</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Product line</th>\n",
+       "      <th>Offers</th>\n",
+       "      <th>Tax 5%</th>\n",
+       "      <th>Total</th>\n",
+       "      <th>COGS</th>\n",
+       "      <th>Payment</th>\n",
+       "      <th>Rating</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Hyderabad</td>\n",
+       "      <td>Gold</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Health and Beauty</td>\n",
+       "      <td>September</td>\n",
+       "      <td>26.1415</td>\n",
+       "      <td>548.9715</td>\n",
+       "      <td>522.83</td>\n",
+       "      <td>Ewallet</td>\n",
+       "      <td>9.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Mumbai</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Electronic Accessories</td>\n",
+       "      <td>July</td>\n",
+       "      <td>3.8200</td>\n",
+       "      <td>80.2200</td>\n",
+       "      <td>76.40</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>9.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Delhi</td>\n",
+       "      <td>Silver</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Home and Lifestyle</td>\n",
+       "      <td>July</td>\n",
+       "      <td>16.2155</td>\n",
+       "      <td>340.5255</td>\n",
+       "      <td>324.31</td>\n",
+       "      <td>Credit card</td>\n",
+       "      <td>7.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Chennai</td>\n",
+       "      <td>Platinum</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Health and Beauty</td>\n",
+       "      <td>September</td>\n",
+       "      <td>23.2880</td>\n",
+       "      <td>489.0480</td>\n",
+       "      <td>465.76</td>\n",
+       "      <td>Ewallet</td>\n",
+       "      <td>8.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Chennai</td>\n",
+       "      <td>Silver</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Sports and Travel</td>\n",
+       "      <td>March</td>\n",
+       "      <td>30.2085</td>\n",
+       "      <td>634.3785</td>\n",
+       "      <td>604.17</td>\n",
+       "      <td>Ewallet</td>\n",
+       "      <td>5.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>Mumbai</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Health and Beauty</td>\n",
+       "      <td>September</td>\n",
+       "      <td>4.4875</td>\n",
+       "      <td>94.2375</td>\n",
+       "      <td>89.75</td>\n",
+       "      <td>Credit card</td>\n",
+       "      <td>6.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>Delhi</td>\n",
+       "      <td>Platinum</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Electronic Accessories</td>\n",
+       "      <td>October</td>\n",
+       "      <td>4.8580</td>\n",
+       "      <td>102.0180</td>\n",
+       "      <td>97.16</td>\n",
+       "      <td>Ewallet</td>\n",
+       "      <td>7.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>Bangalore</td>\n",
+       "      <td>Gold</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Health and Beauty</td>\n",
+       "      <td>September</td>\n",
+       "      <td>43.9350</td>\n",
+       "      <td>922.6350</td>\n",
+       "      <td>878.70</td>\n",
+       "      <td>Ewallet</td>\n",
+       "      <td>5.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>Mumbai</td>\n",
+       "      <td>Silver</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Electronic Accessories</td>\n",
+       "      <td>November</td>\n",
+       "      <td>3.7350</td>\n",
+       "      <td>78.4350</td>\n",
+       "      <td>74.70</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>4.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>Delhi</td>\n",
+       "      <td>Gold</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Food and Beverages</td>\n",
+       "      <td>December</td>\n",
+       "      <td>7.9125</td>\n",
+       "      <td>166.1625</td>\n",
+       "      <td>158.25</td>\n",
+       "      <td>Ewallet</td>\n",
+       "      <td>9.3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>99 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         City Customer type  Gender            Product line     Offers  \\\n",
+       "0   Hyderabad          Gold  Female       Health and Beauty  September   \n",
+       "1      Mumbai        Normal  Female  Electronic Accessories       July   \n",
+       "2       Delhi        Silver    Male      Home and Lifestyle       July   \n",
+       "3     Chennai      Platinum    Male       Health and Beauty  September   \n",
+       "4     Chennai        Silver    Male       Sports and Travel      March   \n",
+       "..        ...           ...     ...                     ...        ...   \n",
+       "94     Mumbai           NaN     NaN       Health and Beauty  September   \n",
+       "95      Delhi      Platinum    Male  Electronic Accessories    October   \n",
+       "96  Bangalore          Gold    Male       Health and Beauty  September   \n",
+       "97     Mumbai        Silver  Female  Electronic Accessories   November   \n",
+       "98      Delhi          Gold    Male      Food and Beverages   December   \n",
+       "\n",
+       "     Tax 5%     Total    COGS      Payment  Rating  \n",
+       "0   26.1415  548.9715  522.83      Ewallet     9.1  \n",
+       "1    3.8200   80.2200   76.40         Cash     9.6  \n",
+       "2   16.2155  340.5255  324.31  Credit card     7.4  \n",
+       "3   23.2880  489.0480  465.76      Ewallet     8.4  \n",
+       "4   30.2085  634.3785  604.17      Ewallet     5.3  \n",
+       "..      ...       ...     ...          ...     ...  \n",
+       "94   4.4875   94.2375   89.75  Credit card     6.6  \n",
+       "95   4.8580  102.0180   97.16      Ewallet     7.2  \n",
+       "96  43.9350  922.6350  878.70      Ewallet     5.1  \n",
+       "97   3.7350   78.4350   74.70         Cash     4.1  \n",
+       "98   7.9125  166.1625  158.25      Ewallet     9.3  \n",
+       "\n",
+       "[99 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 93,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df=pd.read_csv(\"sales.csv\")\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
+   "id": "c8041236",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>City</th>\n",
+       "      <th>Customer type</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Product line</th>\n",
+       "      <th>Offers</th>\n",
+       "      <th>Tax 5%</th>\n",
+       "      <th>Total</th>\n",
+       "      <th>COGS</th>\n",
+       "      <th>Payment</th>\n",
+       "      <th>Rating</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Delhi</td>\n",
+       "      <td>Silver</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Health and Beauty</td>\n",
+       "      <td>March</td>\n",
+       "      <td>9.0045</td>\n",
+       "      <td>189.0945</td>\n",
+       "      <td>180.09</td>\n",
+       "      <td>Ewallet</td>\n",
+       "      <td>6.6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    City Customer type  Gender       Product line Offers  Tax 5%     Total  \\\n",
+       "0  Delhi        Silver  Female  Health and Beauty  March  9.0045  189.0945   \n",
+       "\n",
+       "     COGS  Payment  Rating  \n",
+       "0  180.09  Ewallet     6.6  "
+      ]
+     },
+     "execution_count": 94,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.mode()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 95,
+   "id": "da8d14dd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0     False\n",
+       "1     False\n",
+       "2     False\n",
+       "3     False\n",
+       "4     False\n",
+       "      ...  \n",
+       "94    False\n",
+       "95    False\n",
+       "96    False\n",
+       "97    False\n",
+       "98    False\n",
+       "Length: 99, dtype: bool"
+      ]
+     },
+     "execution_count": 95,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.duplicated()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "id": "3703ae6f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0"
+      ]
+     },
+     "execution_count": 96,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.duplicated().sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bc4c505d",
+   "metadata": {},
+   "source": [
+    "in the dataset there are no duplicates."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "id": "e4d560aa",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "City             6\n",
+       "Customer type    7\n",
+       "Gender           8\n",
+       "Product line     5\n",
+       "Offers           5\n",
+       "Tax 5%           0\n",
+       "Total            0\n",
+       "COGS             0\n",
+       "Payment          5\n",
+       "Rating           5\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 97,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e3611f37",
+   "metadata": {},
+   "source": [
+    "the following columns have null values"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9ea35d02",
+   "metadata": {},
+   "source": [
+    "below is the percentage of the null values in each column"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
+   "id": "7dd1f0df",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "City             6.060606\n",
+       "Customer type    7.070707\n",
+       "Gender           8.080808\n",
+       "Product line     5.050505\n",
+       "Offers           5.050505\n",
+       "Tax 5%           0.000000\n",
+       "Total            0.000000\n",
+       "COGS             0.000000\n",
+       "Payment          5.050505\n",
+       "Rating           5.050505\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 98,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "(df.isna().sum()/df.shape[0])*100"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "id": "a197f1ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df1=df.dropna()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 100,
+   "id": "296394ab",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>City</th>\n",
+       "      <th>Customer type</th>\n",
+       "      <th>Gender</th>\n",
+       "      <th>Product line</th>\n",
+       "      <th>Offers</th>\n",
+       "      <th>Tax 5%</th>\n",
+       "      <th>Total</th>\n",
+       "      <th>COGS</th>\n",
+       "      <th>Payment</th>\n",
+       "      <th>Rating</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Hyderabad</td>\n",
+       "      <td>Gold</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Health and Beauty</td>\n",
+       "      <td>September</td>\n",
+       "      <td>26.1415</td>\n",
+       "      <td>548.9715</td>\n",
+       "      <td>522.83</td>\n",
+       "      <td>Ewallet</td>\n",
+       "      <td>9.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Mumbai</td>\n",
+       "      <td>Normal</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Electronic Accessories</td>\n",
+       "      <td>July</td>\n",
+       "      <td>3.8200</td>\n",
+       "      <td>80.2200</td>\n",
+       "      <td>76.40</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>9.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Delhi</td>\n",
+       "      <td>Silver</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Home and Lifestyle</td>\n",
+       "      <td>July</td>\n",
+       "      <td>16.2155</td>\n",
+       "      <td>340.5255</td>\n",
+       "      <td>324.31</td>\n",
+       "      <td>Credit card</td>\n",
+       "      <td>7.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Chennai</td>\n",
+       "      <td>Platinum</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Health and Beauty</td>\n",
+       "      <td>September</td>\n",
+       "      <td>23.2880</td>\n",
+       "      <td>489.0480</td>\n",
+       "      <td>465.76</td>\n",
+       "      <td>Ewallet</td>\n",
+       "      <td>8.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Chennai</td>\n",
+       "      <td>Silver</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Sports and Travel</td>\n",
+       "      <td>March</td>\n",
+       "      <td>30.2085</td>\n",
+       "      <td>634.3785</td>\n",
+       "      <td>604.17</td>\n",
+       "      <td>Ewallet</td>\n",
+       "      <td>5.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>Bangalore</td>\n",
+       "      <td>Silver</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Health and Beauty</td>\n",
+       "      <td>September</td>\n",
+       "      <td>28.9620</td>\n",
+       "      <td>608.2020</td>\n",
+       "      <td>579.24</td>\n",
+       "      <td>Credit card</td>\n",
+       "      <td>8.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>95</th>\n",
+       "      <td>Delhi</td>\n",
+       "      <td>Platinum</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Electronic Accessories</td>\n",
+       "      <td>October</td>\n",
+       "      <td>4.8580</td>\n",
+       "      <td>102.0180</td>\n",
+       "      <td>97.16</td>\n",
+       "      <td>Ewallet</td>\n",
+       "      <td>7.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96</th>\n",
+       "      <td>Bangalore</td>\n",
+       "      <td>Gold</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Health and Beauty</td>\n",
+       "      <td>September</td>\n",
+       "      <td>43.9350</td>\n",
+       "      <td>922.6350</td>\n",
+       "      <td>878.70</td>\n",
+       "      <td>Ewallet</td>\n",
+       "      <td>5.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>97</th>\n",
+       "      <td>Mumbai</td>\n",
+       "      <td>Silver</td>\n",
+       "      <td>Female</td>\n",
+       "      <td>Electronic Accessories</td>\n",
+       "      <td>November</td>\n",
+       "      <td>3.7350</td>\n",
+       "      <td>78.4350</td>\n",
+       "      <td>74.70</td>\n",
+       "      <td>Cash</td>\n",
+       "      <td>4.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>98</th>\n",
+       "      <td>Delhi</td>\n",
+       "      <td>Gold</td>\n",
+       "      <td>Male</td>\n",
+       "      <td>Food and Beverages</td>\n",
+       "      <td>December</td>\n",
+       "      <td>7.9125</td>\n",
+       "      <td>166.1625</td>\n",
+       "      <td>158.25</td>\n",
+       "      <td>Ewallet</td>\n",
+       "      <td>9.3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>67 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         City Customer type  Gender            Product line     Offers  \\\n",
+       "0   Hyderabad          Gold  Female       Health and Beauty  September   \n",
+       "1      Mumbai        Normal  Female  Electronic Accessories       July   \n",
+       "2       Delhi        Silver    Male      Home and Lifestyle       July   \n",
+       "3     Chennai      Platinum    Male       Health and Beauty  September   \n",
+       "4     Chennai        Silver    Male       Sports and Travel      March   \n",
+       "..        ...           ...     ...                     ...        ...   \n",
+       "93  Bangalore        Silver    Male       Health and Beauty  September   \n",
+       "95      Delhi      Platinum    Male  Electronic Accessories    October   \n",
+       "96  Bangalore          Gold    Male       Health and Beauty  September   \n",
+       "97     Mumbai        Silver  Female  Electronic Accessories   November   \n",
+       "98      Delhi          Gold    Male      Food and Beverages   December   \n",
+       "\n",
+       "     Tax 5%     Total    COGS      Payment  Rating  \n",
+       "0   26.1415  548.9715  522.83      Ewallet     9.1  \n",
+       "1    3.8200   80.2200   76.40         Cash     9.6  \n",
+       "2   16.2155  340.5255  324.31  Credit card     7.4  \n",
+       "3   23.2880  489.0480  465.76      Ewallet     8.4  \n",
+       "4   30.2085  634.3785  604.17      Ewallet     5.3  \n",
+       "..      ...       ...     ...          ...     ...  \n",
+       "93  28.9620  608.2020  579.24  Credit card     8.6  \n",
+       "95   4.8580  102.0180   97.16      Ewallet     7.2  \n",
+       "96  43.9350  922.6350  878.70      Ewallet     5.1  \n",
+       "97   3.7350   78.4350   74.70         Cash     4.1  \n",
+       "98   7.9125  166.1625  158.25      Ewallet     9.3  \n",
+       "\n",
+       "[67 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 100,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df1.fillna(df1.mean(numeric_only=True))\n",
+    "df1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "id": "e8908caa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mode_value = df['City'].mode()[0]\n",
+    "df['City'].fillna(mode_value, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 102,
+   "id": "bb62c712",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mode_value = df['Customer type'].mode()[0]\n",
+    "df['Customer type'].fillna(mode_value, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "id": "a2c60e13",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mode_value = df['Gender'].mode()[0]\n",
+    "df['Gender'].fillna(mode_value, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "id": "752867c4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mode_value = df['Product line'].mode()[0]\n",
+    "df['Product line'].fillna(mode_value, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "id": "bbd666f8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mode_value = df['Offers'].mode()[0]\n",
+    "df['Offers'].fillna(mode_value, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "id": "952d6ac1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mode_value = df['Payment'].mode()[0]\n",
+    "df['Payment'].fillna(mode_value, inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "id": "1b7e7408",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "City             0\n",
+       "Customer type    0\n",
+       "Gender           0\n",
+       "Product line     0\n",
+       "Offers           0\n",
+       "Tax 5%           0\n",
+       "Total            0\n",
+       "COGS             0\n",
+       "Payment          0\n",
+       "Rating           0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 107,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df1.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "id": "2ce8aaa3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df1.to_csv(\"cleaned.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "id": "3114fa8e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df2=pd.read_csv(\"cleaned.csv\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "id": "d540c845",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Unnamed: 0       0\n",
+       "City             0\n",
+       "Customer type    0\n",
+       "Gender           0\n",
+       "Product line     0\n",
+       "Offers           0\n",
+       "Tax 5%           0\n",
+       "Total            0\n",
+       "COGS             0\n",
+       "Payment          0\n",
+       "Rating           0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 135,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df2.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 139,
+   "id": "b458b433",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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46Gscqq2MjmE5RwxJGDZsmFit1hGtBRAgfDFt374dhJCgxysqKuDxeMQqkJSUFHg8HlRXVwd9mbV3ErNYLG2SuYG2oiEtLQ1erxdlZWXdPsEpRVJSEvR6PRYuXNihxys3N7fb+x0+fDhuueUWvPLKKzh+/DguvvhirFy5UsxpCKSxsbHL/aWmpmLkyJF4/vnn2308ULDcdddduOuuu9Dc3IzNmzfj6aefxpw5c3D8+HH079+/28cCCCeL9evXY9CgQR3mG1E7X3nlFbzyyisoLCzEl19+id/+9reoqKgIqrTqjPbe151RVlaGPn36iH+39742m83tvod7I6DoZ6iysjJIYBBCUFZWhosuuqjH+w6EfmZpzlprJk2ahGHDhuGdd97BI488gpUrV+Lyyy/v8n0rl/3dZdSoUeIxhwL9P5eWlrZ5rKSkpFv7oq9xd57DaB/mOWKoiiuuuAJNTU34/PPPg+7/17/+JT4OCOEmAPjggw+Ctvvwww/b7HPAgAGoqKgQ3faAkAz+7bffBm1HQzytT/6tCeVqWS5sNhumTZuGPXv2YOTIkRg3blybW3tX/JTq6mq4XK52Hzt69CgAv3DhOK5Nguv+/fuDkkM7Ys6cOTh48CAGDRrUro3teXNiYmIwa9YsPPHEE3C5XDh06FCX67SH1+vFQw89hOrqavzmN78J+Xn9+vXDQw89hBkzZmD37t3i/eH+/7d+D//73/+Gx+MJSnAfMGAA9u/fH7Tdxo0b0dTUFHRfd7wc9LO0cuXKoPv/85//oLm5WXy8t/Tv3x9WqxWnTp3qcJu7774bhw8fxn/913+hsrISd999d5f7lct+qZk4cSKsVmub4zh37hw2btwYdBxd/X9Pnz4NAJ16qhihwTxHDFVxxx134H/+53+waNEiFBQUIC8vD1u2bMEf//hHXH311Zg+fToAYObMmbjsssvw61//Gs3NzRg3bhx++ukn0TUfyM0334ynnnoKt9xyC371q1/B4XDgr3/9K7xeb9B2l156KRYuXIg//OEPKC8vx5w5c2A2m7Fnzx7YbDY8/PDDAIC8vDx8/PHHWLVqFQYOHAiLxdJlZUhZWRk++eSTNvcPGDCgSw9bV7z66qu45JJLcOmll+L+++/HgAED0NjYiJMnT+Krr77qtMrm+++/xyOPPILbb78dkyZNQkpKCioqKvDRRx9h7dq1uOOOO0RPy5w5c/D73/8eTz/9NKZMmYJjx47hueeeQ25ubptS7NY899xzWLduHSZNmoSlS5di6NChcDgcKCgowJo1a/C3v/0Nffv2xb333gur1YrJkycjKysLZWVlWLFiBRISEkLyBJSXl2Pbtm0ghKCxsREHDx7Ev/71L+zbtw+//OUvce+993b43Pr6ekybNg233XYbzj//fMTFxWHHjh1Yu3Ytrr/+enG7vLw8fPrpp3jzzTcxduxY6HS6Xv0PP/30UxgMBsyYMUOsVhs1ahTmz58vbrNw4UI8+eSTeOqppzBlyhQcPnwYr7/+OhISEoL2NWLECADA//7v/yIuLg4WiwW5ubntCuQZM2bgyiuvxG9+8xs0NDRg8uTJYrXX6NGjsXDhwh4fUyAmkwkTJ07sNPftjjvuwO9+9zv893//NxITE4Ne746Qy36pSUxMxJNPPonf/e53uOOOO3Drrbeiuroazz77LCwWS1C1Kf2e+fOf/4xZs2ZBr9dj5MiRMJlMAIBt27ZBr9d3WT3ICAFF08EZEQetxNixY0en2y1atIjExMS0+1h1dTX5xS9+QbKysojBYCD9+/cny5cvJw6HI2i7uro6cvfdd5PExERis9nIjBkzyNGjR9ut7FmzZg258MILidVqJQMHDiSvv/56m2o1Qgjxer3k5ZdfJiNGjCAmk4kkJCSQiRMnkq+++krcpqCggMycOZPExcURAO1WLgXSv39/sRKs9Y1WGnVUrdZe9VXrCiVChGqou+++m/Tp04cYjUaSlpZGJk2aRP7whz90altRURH5r//6LzJ58mSSmZlJDAYDiYuLI+PHjyevvfYa8Xg84rZOp5M8/vjjpE+fPsRisZAxY8aQzz//vEPbW/8PKisrydKlS0lubi4xGo0kOTmZjB07ljzxxBOkqamJEELIe++9R6ZNm0YyMjKIyWQi2dnZZP78+WT//v2dHgddk950Oh2Jj48neXl55L777iP5+flttm9dQeZwOMgvfvELMnLkSBIfH0+sVisZOnQoefrpp0lzc7P4vJqaGnLjjTeSxMREwnGc+B6i+/vv//7vLtcixF/dtGvXLjJ37lwSGxtL4uLiyK233krKy8uDnu90Osmvf/1rkpOTQ6xWK5kyZQrZu3dvu++FV155heTm5hK9Xh+0Znv/J7vdTn7zm9+Q/v37E6PRSLKyssj9999Pamtrg7brqOKyvSqw9njrrbeIXq8nJSUlHW5z3XXXtVstRumN/d2pVmv93fX99993WAEYCP1/VlZWdrpd62o1yj//+U8ycuRI8XvnmmuuEas4KU6nk9xzzz0kLS1NfO8F7ufSSy8lc+fO7XR9RmhwhLBuUQwGg8GQDofDgX79+uGxxx7rVmiTETqnTp3C4MGD8e233wY122T0DCaOGAwGgyE5b775Jp555hmcPn0aMTExSpsTcdx11104d+5cWCo7GSzniMFgMBgycN9996Gurg6nT59m3ZvDjMfjwaBBg7B8+XKlTYkYmOeIwWAwGAwGIwBWys9gMBgMBoMRABNHDAaDwWAwGAGwnKMewPM8SkpKEBcX1+1uuAwGg8FgMJSB+HqgZWdndzq7j4mjHlBSUoKcnBylzWAwGAwGg9EDioqKOh0lxMRRD6BT0ouKitoMTmUwGAwGg6FOGhoakJOTI57HO4KJox5AQ2nx8fFMHDEYDAaDoTG6SolhCdkMBoPBYDAYATBxxGAwGAwGgxEAE0cMBoPBYDAYATBxxGAwGAwGgxEAE0cMBoPBYDAYATBxxGAwGAwGgxEAE0cMBoPBYDAYATBxxGAwGAwGgxEAE0cMBoPBYDAYATBxxGAwGAwGgxEAE0cMBoPBYDAYATBxxGAwGAwGgxEAE0cMBoPBYDAYARiUNoDBYDAYDIa2OXLkCMrLy2EymTB27FiYzWalTeoVTBwxGAwGg8HoMadOncKSJUvEv2+88UYsXbpUQYt6DwurMRgMBoPB6DElJSWd/q1FmDhiMBgMBoPRY+x2e6d/axEmjhgMBoPBYPQYKoa4Vn9rGSaOGAwGg8Fg9JiWlhYAgFmvC/pbyzBxxGAwGAwGo8dQMWRh4ojBYDAYDAYDaG5uBgCYDfqgv7UMK+VnMBgMRlTicDiwb98+8DyPUaNGwWazKW2SJmntObLb7fB6vdDr9Uqa1StU4znavHkz5s6di+zsbHAch88//1x8zO124ze/+Q3y8vIQExOD7Oxs3HHHHW3KBadOnQqO44Jut9xyS9A2tbW1WLhwIRISEpCQkICFCxeirq5OhiNkMBgMhpp49dVX8atf/Qq/+c1v8Oc//1lpczRLU1MTAMASIIa0HlpTjThqbm7GqFGj8Prrr7d5rKWlBbt378aTTz6J3bt349NPP8Xx48cxb968Ntvee++9KC0tFW9///vfgx6/7bbbsHfvXqxduxZr167F3r17sXDhQsmOi8FgMBjqpKioSPz93LlzClqibWgYzaTXiaJC66E11YTVZs2ahVmzZrX7WEJCAtatWxd032uvvYaLL74YhYWF6Nevn3i/zWZDZmZmu/s5cuQI1q5di23btmH8+PEAgH/84x+YOHEijh07hqFDh4bpaBgMBoOhdgJLzrXu6VAS6jky6jgYdBxcPNG8OFKN56i71NfXg+M4JCYmBt3/wQcfIDU1FcOHD8fjjz+OxsZG8bH8/HwkJCSIwggAJkyYgISEBGzdurXDtZxOJxoaGoJuDAaDwdA2gYKIiaOeQ8WRQcfBoBNkReC5V4uoxnPUHRwOB37729/itttuQ3x8vHj/7bffjtzcXGRmZuLgwYNYvnw59u3bJ3qdysrKkJ6e3mZ/6enpKCsr63C9FStW4Nlnnw3/gTAYDAZDMQK9G1r3dCgJdRgYdToYdUIrSCaOZMbtduOWW24Bz/N44403gh679957xd9HjBiBwYMHY9y4cdi9ezfGjBkDAOA4Dq0hhLR7P2X58uV49NFHxb8bGhqQk5PT20NhMBgMhoIECiKXywW32w2j0aigRdqD5/mgsJoxQjxHmgqrud1uzJ8/H2fOnMG6deuCvEbtMWbMGBiNRpw4cQIAkJmZifLy8jbbVVZWIiMjo8P9mM1mxMfHB90YDAaDoV2cTifcbnfQfcx71H2am5tBCAEAGDi/50jr6SeaEUdUGJ04cQLr169HSkpKl885dOgQ3G43srKyAAATJ05EfX09fv75Z3Gb7du3o76+HpMmTZLMdiXgeR4ul0tpMxgMBkOVBHo2DDpjm/sYoUFFkJ4D9BHkOVJNWK2pqQknT54U/z5z5gz27t2L5ORkZGdn48Ybb8Tu3buxevVqeL1eMUcoOTkZJpMJp06dwgcffICrr74aqampOHz4MB577DGMHj0akydPBgAMGzYMV111Fe69916xxP++++7DnDlzIqpSzW634+6770ZxcTFmzZqF5cuXK20Sg8FgqAoxFKQ3w6g3w+Nya/6ErgSB+UbCT8FzVF9fr5hN4UA1nqOdO3di9OjRGD16NADg0UcfxejRo/HUU0/h3Llz+PLLL3Hu3DlceOGFyMrKEm+0ysxkMmHDhg248sorMXToUCxduhQzZ87E+vXrg7p0fvDBB8jLy8PMmTMxc+ZMjBw5Eu+//74ixywVZ8+eRXFxMQB0WoXHYDAY0QoVQiaDBSaDJeg+Rui0EUe+LtlaD6upxnM0depUMW7ZHp09BgA5OTnYtGlTl+skJydj5cqV3bZPSzidznZ/ZzAYDIYA9WyYDVYYdKag+xihQ18zk17wGJl8Iknrr6VqxBEjfAQKIofD0WU1HoPBYEQb1LNhChBHWvd2KAEdv0U9Ryaf50jrY7lUE1ZjhI/Arq8A8x4xGAxGa/weDwvMBmvQfYzQoSLI1CrniIkjhupoLY5a/81gMBjRDj15W4w2mI3WoPsYoSOKI5/HyKz3h9V4nlfKrF7DxFEE4nA4gv5m4ojBYDCCqa2tBQCYDTaYDbag+xihU1NTA8Avjmh4jed5TYcpmTiKQFrPCGLiiMFgMIIRxZHRBosxBgDzHPUE8XX0iSIdx4mhNSqctAhLyI5AWnd5ZV1fGQwGIxh64rYaY2HQCwnZ1dXVSpqkSag4op4jQMg/cvNeTXvimOcoAmntOWLiiMFgMIJpz3OkZU+HEhBCxNfMHCCO6O9aFptMHEUgtPMrhYkjBoPB8OP1+r0aVmOsKI7sdnubi0tGxzQ1NYljqkxMHDHUTmtx1PpvBoPBiGZqa2vh9XrBgYPZaINRbxJ7HVVVVSlsnXag4sfAcdAH9NIzMXHEUCPUU0R0QkoZE0cMBoPhhwogizEGOk44DVpNsQCAyspKxezSGlT8BIbUAMDiG9ml5TAlE0cRCJ0PRMxxQX8zGAwGwy+ArKY48T4mjroPfa0shmApQcWSlr1wTBxFILS3BG+JB8DEEYPBYARSUVEBALAFiCObKT7oMUbXUPFjDhjuLvzNxBFDhVAxRMURa4nPYDAYfqgAsgaJo7igxxhdQz1HbcNqOvHxrobGqxXW5yjCcDqdYodsYkkAwIYpMpSnpqYG69evFytbRowYgQsvvFBZoxhRS1lZGQC/tyjw9/LyckVs0iJiWK2VODIbBE+S0+lEY2Mj4uPj2zxX7TBxFGHQDq+E04H35RwxzxFDad566y189dVX4t8WiwWrV6+GyWRS0CpGtEIFUEw74ogKJ0bX+MVRcFhNz3Ew6Ti4eIKKigpNiiMWVoswRHFksIAYLUH3MRhKUVpaCgAgaQSEI3A4HJrunsvQNqLnyOw/aceYBU97eXm5ZkNBckNDkK0TsgF/HpJWw5RMHEUYojgyWgCDMGm6oaEBXq9XQasY0Q59X/Ln84A5+D4GQ04cDodYYh5rThTvp54jh8PB3psh4HQ6xQuc1p4jALD6BJNWw5RMHEUY9ENPjFYQowUEwnRkFlpjKIl4sjGDiSOGolAvplFvhslgEe/X6/RiUnZJSYkitmkJ6hHSBwyaDYQKJiaOGKpAPOEYrACnA3wffhbCYCgFz/P+958ZgO98pOUGcQztUlxcDMAfRgskxudJotswOoaKHoteB45rK46sBiaOGCqCdizlTUJIjRitQfczGHITFNa1AMQi5HMwwc5QAuoVijUntXmMhtmY56hraN6WxdA2pCbcz8JqDBVBm24Row0AwJuEn0wcMZRCDPWaiPCN4/McsfckQwnOnTsHAIi1JLZ5LJZ5jkJGTGrvQBxZfWE1rVb/MXEUYYjiyCeKqEjScqdShrYR33tW3x2WVvczGDIiiqP2PEcW4b6ioiJZbdIifs9R+zKChtWqqqrE/mZagomjCMPvOYoRfpqEn2xeEEMpRBHkE0XESoLvZzBkhIqjOEtbcUTvo9swOoaKI2s7lWoAYNRx0PtykbToPWLiKIIghIgiiJiZOGKoA/E96RNF1IPE3pMMuXE6nWIOTHviiHqTGhoaWDVlF9C8rI7CahzHieX8tEJQSzBxFEHU1dXB7XaDwB9Oo+JIq424GNpHfO/ZEPSzsrKS9d9iyMq5c+dACIFRb4bZYGvzuEFvFMv5WWitY5xOp+j5tXYgjgIfY+KIoSj0iogYbYBOeFPyZiaOGMoiVqvQc5EFIByB1+tl5fwMWaGCJ86S3G75OX0MAAoLC2WzS2vQMFlHPY4oVBxpMcGdiaMIgr5hiTlWvI+Y/PPV7Ha7InYxohvxfRnjC6vpIIbWtJiLwNAuVPDE+wRQezBx1DWBIbWORCZ9PHB7LcHEUQQheo5MfnEEgwlEbwp6nMGQC0KIXwAFRjEEhyYTRwxZOXv2LAAgzprS4TZUHNFtGW2hCesd5RtRbMxzxFADNK7LB3iOhL/jgh5nMOSiuroaLpcLBCRIHFEvEntPMuSECp7OPEfxPuHExFHHUE9QZ/lGgF8clZaWam6YLxNHEQR9wxJLfND9NMymRdcmQ9uI7zkbgr9tYlo9zmBIDM/z/rBaJ56jeIvwWGlpKZxOpyy2aQ3Rc2TsXBxR8WS32zXX9JWJowiCnmiop4hCzPFBjzMYciG602NbPeD7m/WTYchFeXk5HA4HdJxenKHWHhZjDIx6M3ieZ+/PDgg1rKbjOFj1uqDnaAUmjiIEr9crhiioGKLwFkEsaTHuy9A29AuRxAa71OnfWvvCZGiXgoICAEJ/Ix3X8amP4zjRs0Sfw/Dj8XjEXMGYLsQR4Pcuae38w8RRhFBZWSn0OOJ0YgNICm8Rpk+zExFDbsT3XFyrB3x/19TUoLm5WVabGNEJFTrx1tQut423CNucOXNGSpM0SWlpKbxeL3QcYNZ3LSFsBgMA7Z1/mDiKEKgqJ+Y4oNVVEc1Bom9qBkMuaI4HiWuVjGkEiFm4jzXbY8gBFTqd5RtREpjnqEP8ITVDp2X8FOpd0trnnImjCIGehKiXKBBiigHh9HC73aycnyEbXq/X/4XYOucIEL1HrJ8MQw6o0EmwdC2OWFitY+hnOpSQGuAPqzFxxFAEURxZ24ojcDrRe8RORAy5KCsrE8r4daRdcUTiBc8RK5lmSA3P8/4y/lDCar5tiouLNTlRXkqo5yimi0o1SkxAryOe5yWzK9wwcRQhiOELS2K7j/PWxKDtGAypEUVPHID2vO++ugF2dc6QmrKyMtjtdug4PWLbGTjbGqsxFka9Odj7yQDgP4d0ValGsRj04AC4XC5NRS6YOIoQ6AmmXc8R/OKIXaUz5OL06dMA/B6i1tD7WdIrQ2pCrVSjBFassfdnMGJYzWgIaXsdx4lCSktCUzXiaPPmzZg7dy6ys7PBcRw+//zzoMcJIXjmmWeQnZ0Nq9WKqVOn4tChQ0HbOJ1OPPzww0hNTUVMTAzmzZvXJkO+trYWCxcuREJCAhISErBw4ULU1dVJfHTS0tzcjMrKSgAAb23/qoiKI3aVzpALKo7Qvl4X7y8uLobD4ZDFJkZ04k/G7jqkRkmwsoq11rS0tIjnmlDDaoHbailyoRpx1NzcjFGjRuH1119v9/EXXngBL730El5//XXs2LEDmZmZmDFjBhobG8Vtli1bhs8++wwff/wxtmzZgqamJsyZMyeoQuu2227D3r17sXbtWqxduxZ79+7FwoULJT8+KaHeIN5oAwzmdreh4ujMmTOaa+PO0Cai5yihg/ebRahYI4Qw0c6QFDEZuxviiJbzs/emH+r5Mek4GHWhywfqZdKSOArNLyYDs2bNwqxZs9p9jBCCV155BU888QSuv/56AMB7772HjIwMfPjhh1iyZAnq6+vx1ltv4f3338f06dMBACtXrkROTg7Wr1+PK6+8EkeOHMHatWuxbds2jB8/HgDwj3/8AxMnTsSxY8cwdOhQeQ42zIgnIZ8Aag9iSQQBh6amJlRVVSEtLU0m6xjRiMvl8odwO/Ic0ccqgJMnT+L888+XwzRGFNKdMn5KAgurtYGKm1BDahSalK0lcaQaz1FnnDlzBmVlZZg5c6Z4n9lsxpQpU7B161YAwK5du+B2u4O2yc7OxogRI8Rt8vPzkZCQIAojAJgwYQISEhLEbdrD6XSioaEh6KYmqDjibR0PU4ROD+Ir8xfDHQyGRJw9exZerxfEGDxwtjUkUfAqnTx5UibLGNFGYKVatzxHvm1LSkrYjDUfojgKMRmbokXPkSbEEW1VnpGREXR/RkaG+FhZWRlMJhOSkpI63SY9Pb3N/tPT08Vt2mPFihVijlJCQgJycnJ6dTzhRhRHHeQbUXhbUtD2jK4pKSnBp59+ik8//VRTH2ylEcVOItqvVKMkCj9OnDghrUGMqKWsrAxOp7PLmWqtsRhjYNJbwPO8phKJpaTHniNfzlFVVZVmOuJrQhxRWnfjJIR02aGz9Tbtbd/VfpYvX476+nrxpqYPCiEEp06dAtCF5yjgcXaVHjrPPfccXnnlFbzyyiv4r//6L6XN0QzHjx8H4PcMdUSg50hLPVAY2sFfqZYcUqUahVWstYW+lt1JxgYAo04Hky9HSSsV05oQR5mZmQDQxrtTUVEhepMyMzPhcrlQW1vb6Tbt9VmorKxs45UKxGw2Iz4+PuimFqqqqlBfXw8CTvQMdQRvEz7oTByFTklJSbu/MzqHiiN01VImDiB6ArvdrrnZSwxt4J+pFnq+EYU+RysndCnxer0BDSC7n66stYo1TYij3NxcZGZmYt26deJ9LpcLmzZtwqRJkwAAY8eOhdFoDNqmtLQUBw8eFLeZOHEi6uvr8fPPP4vbbN++HfX19eI2WoMKHWJNBHSdv2GpODp7tpDF0EOAEBJUDelyuVjJeQh4vV7/+7ILzxF0EBO2jx07Jq1hjKjE3xm7B+LIwsQRpbS0FG63GzoOsIYwcLY1sT5BpZXXUjXVak1NTUEejTNnzmDv3r1ITk5Gv379sGzZMvzxj3/E4MGDMXjwYPzxj3+EzWbDbbfdBgBISEjA4sWL8dhjjyElJQXJycl4/PHHkZeXJ1avDRs2DFdddRXuvfde/P3vfwcA3HfffZgzZ45mK9XoFXpXITUAICYbiMEC3uPAmTNnWHVQFzQ1NbUZ1FtfXw+LxaKQRdqgsLAQdrsdRE/ELtidQZIJuBoOx44dw4wZM6Q3kBFViOIohJlqrWEz1vzQ1zEmxIGzraGeIyaOusnOnTsxbdo08e9HH30UALBo0SK8++67+PWvfw273Y4HHngAtbW1GD9+PL777jvExcWJz3n55ZdhMBgwf/582O12XHHFFXj33Xeh1/vjox988AGWLl0qVrXNmzevw95KWoCKI29MCFUYHAdvTAoM9cU4duwYE0ddQEO0NgMPix6ocepQW1vbaQiWARw9elT4JQmdJ2NTklo9j8EIE4QQMYwTb+n6ArI1cT5BVVxcDI/HA4NBNadM2RHFUTfzjSjMc9RDpk6d2mlzQo7j8Mwzz+CZZ57pcBuLxYLXXnsNr732WofbJCcnY+XKlb0xVVWInqNQxBEA3pYK1Bf7c0IYHVJTUwMAiDcRWPREFEeMzjly5AgAwSMUCnS748ePR/0JiBFeampq0NTUBA5cSDPVWmMzxUGvM8Dj8aC0tFR1lcpy4k/G7tnnM3AArcvlgslkCpdpkqCJnCNG+9TW1qK8vBwE/nyirqAiil2ld011dTUAINHEI9HMB93H6BgqjhDqhXocQAwEDodDM1eVDG0gDkk1x0PfRU5me3Achzifxyna35v0+GN76Dky63UwcBx4ntdE8QUTRxqGChxiSQAMoalwPlYQR6dPn2ZJ2V0giiMzQZJZ8G7QuUKM9nE6nf5k7BA9R+AgCqnDhw9LYxgjKqFtV3qSb0Sh4khNLVzkhhDiF0c99OxyHKepvCMmjjQMFUfe2NBHgRBTLIjBElRRxGifiooKAECymUeSz3NUVVWlpEmq58SJE0JnbHPnnbFbQ4WU6HViMMIAFTQ9CalR4nzP1YK3QyoqKyvR0tICDoCth54jwB+SY+KIISn0KpuP6cacNI4TxRQ7EXUO9RIlW3ik+MQRFUyM9hE9PykILRnbB0kRxNGhQ4fCbxQjaqHiKK4DcUQIgcfrgsfr6jDnNdbMxBEVMzaDHroeVKpRaEhOC9V/TBxpFEKI6DniY9uOROkMuj0LYXQObTqaYuGRYuWD7mO0DxU3IYfUKL6wWkFBAZqamsJsFSNaKS4uBuAXOK3x8m58uvtVfLr7VXh5d7vbMM9Rzztjt0ZLFWtMHGmU4uJioTM2pwupx1Eg1NPExFHnlJaWAgDSLDzSLH5x1FlVZbQjiqOUbr5GFoDYSJDoZzB6A8/z4mc41pLY4/3E+uaxVVZWRm2epj8Zu3eVpDSsVlRUBI/H02u7pISJI41CT0J8TCqga6XmCQG8buHWzomchtVKSkpYaXoHtLS0oK6uDgCQZuWRYuHBgcDpdLKKtQ6orKxERUUFCEdCr1QLgIXWGOGkqqoKLpcLHKeDzdTzkU8mgxVGvVDwEq0jhHpbxk+x6nXQccK0ASpc1QoTRxrl4MGDAAA+tp2GhLwHMTvfQ8zO9wC+HXVuMIO3JgXthxEMdaHHGXnEGAkMOiDVF1qLZvd6Z4iiJh4966DmKyhi70lGOKBCxmaK69bA2dZwHIcYkzDjRu0ndKnobRk/heM4xPiq3dSed8TEkUahJxBvXPfyjSheX94ROxG1DxVAmTb/pPhMJo46hb6Xuh1S80Gfd/jwYfA838XWDEbnUCETY07o9b7oPqJRHNXV1aG+vh4ARGHTG2I1Us7PxJEGaWxsxOnTpwF04DkKAT5OeN6BAwfCZlckQT+4WTb/bLWsGG/QY4xgRM9RaM3a25IIEL0w7Deae8owwgMtnogxJfZ6X9EsjqiHx6rXQa/reaUaRSvl/EwcaZBDhw6BEALeHA9i6kYzmQC8cZkAhF5J0Zpk2Bn0g5sd4xdHfZg46hCXyyWOpOmp5wg6iHPWmEeT0VvKy8sBADHmnucbUWy+sFo0tvLwz1QLz1gfrZTzM3GkQfbv3w8A8Mb1fAAqMceBN9rg8XhYv6N2OHPmDACgT2ygOOKDHmP4OX78ONxuN4iJADE93w9LymaECypkbKa4LrbsGiqwqOCKJqiI6W2+EYWKrMLCQlWHz5k40iD79u0DAPDxWT3fCceJoTW6P4aAy+USZzL1CxBHOb7fy8vLWS+eVgSF1HrheSepgjhiniNGb/GLo957jqw+gRWN4ijcniObQQ8OgN1uV/U4Jjb+WmM4HA7R00NDYz3FG58FQ80ZJo5acfbsWXi9XtgMPJLN/hBRjJEgxcyj2qnDyZMnceGFFypnpMrocX+j1vgq1goKCtDY2Ii4uN5f9Ucan3zyCb799lsAgMlkwn333YdRo0YpbJW6IISIJ15rGDxHVlMsAGHYt8fjgSEMiclaIVw9jig6joPNoEezx4uzZ88iI6PnERApYZ4jjXHo0CF4PB7wRhuIuXcfeiquDh48CLe7/e6w0QjNnRkQ50XrTvkD4oXWCCdOnJDbLFUTNnFkBkgMm7PWGW+//TaOHTuGY8eO4cCBA/j000+VNkl1NDU1wW63AwCsxthe789iiAHH6UAIiao+Z83NzaLI7G137ECoF0rNeUdMHGmMPXv2APCF1Hox4wYAiDUJxGCBw+FgXYkDOHbsGACgf5y3zWMDfPfRbRhC+KKyslJo/tjz+Z4iVGCx0FpbmpqaxJDuZb77ojFJuCuogDHqzTDojb3eH8dxsBpjgvYdDdD0ApNOB6MufHKB5i/R/asRJo40BhVH3vjs3u+M4+D15S3t3r279/uLEKjHYlB82waaA333Ma+GH3EMTQLCE6j3hdbYa9wWmvNiBTDMdx+b99eWmpoaAIDF2IvqgFbQfdF9RwPhav7YGi2U8zNxpCFaWlr8+Ua9ScYOgImjYJxOJ06ePAkAGJTQ1nM0MF64r6ioCA0NDbLaplbCFlLzEdgMks2xC4Z2fU6Gf0JLdXU1a8fRCinFUTR5jkJNxiaEwMMLt1A+szEaaATJxJGG2L9/v5BvZI4FsfS+AgPwe6AOHjwIh8MRln1qmaNHj8Lr9SLBxCPV0rbMNM5EkOlrDMnKzQVEz1EP5qm1SwJAdEIzSNaNPBgqjpIgeI/Mre5nCNCZkRZDz/rAtYfZty86czEaoGGvrvKNvATYcK4SG85VwhvC9UyMQdhfXV2dai8ymTjSEDt37gQAeOP7hG2fxJIA3miD2+1m3bLh7xg+JNHTYUrXkAQhtMZyYgCPx+Nv/pgcJi9PQDNIFloLhp6sUgBw4GgEknUUbwUVMGZjGMWRMfrEUbgr1SgGnQ4WvSA/1Jp3xMSRhti1axcAwJsQhnwjCsfBmyCILSq+ohna1mBoYjsDe33Qx1gLBKEhptPpBDESIIxV91RoMXEUDBVBdEIL/anWE4xSiOLIYA3bPqPNc+TxeFBcXAzA7+kJJ2oPrTFxpBGqq6tx6tQpEITXcwSAiSMfHo9H7D4+LKljcXS+77HDhw9HfShSrHJMQq+aP7bBF6ITQ3YMEELE7uxpvvvoT9a1PRgaqjGFVRxZgvYd6ZSUlMDr9ULPcTDrwy8V6BBbtQp7Jo40AvUa8bYUwGgJ676pJ+rEiRNirD4aOX78OOx2O2IMvNgNuz3SrTySzTw8Hk/UhyKpOApbSM0HSRL2d+rUKXg8HQvVaKK6uhr19fXgAKT77qPt8+ggaoYAFTDh9BxRodXY2Bi2faoZKlpsBj24XraNaY8YlZfzM3GkEX7++WcAfi9PWDHa4LUJ2Qs7duwI//41AvWcDUvyoLPh0xwHXJDsDnpOtCLmGyWFuaosFiAGApfLpepGcXJCG4+mADD63HS0ZrWgoAAul0sZw1QI7QVlNITvQtKkF9Lfo8VzFGoydk+hFXBqzZdj4kgD8DzvF0eJfSVZg4ouuk40QoVOXkrX3cLzkj1Bz4lG3G43Tp06JfwRhuaPQXD+fbIGpQJUiAZmHCZAqFrzer3MexQA9e5QQRMOqNBqbm4O2z7VjCiOJMg3CtxvcXGxKr3DTBxpgBMnTqCurg5EZwQfK80cGiq6fv75Z1VPSpaK5uZmMUQ2IrnrD+oIn+foxIkTUdX3JJCCggJ4PB4hGTt8RUEi1BtF+05FOzQ5PdB3zIET/2bJ636ogDGGUxz59tXU1BQV/bdoG41wDZxtjVmvg54ThH1paakka/QGJo40wPbt2wH4GjbqpFHxfGwGiM6Iuro68Qo1mti1axe8Xi8ybV5k2LoWhwlmggFxgoiKVm+bOF8uEeFNxqYktloniiGEiH21clo9Rn3JrO+WACEELS0tAKQRR16vNyoKMaQOq3EcB5uKk7KZONIA27ZtAwB4k/pJt4hOLyZmUzEWTeTn5wMARoYQUqOMShW2pf+faIN6dEiiNFfRdL+nTp2Kiiv1zjh37hzq6+thgD/PiEK/FWilZbTjcrng9QoFFQa9KWz7Nej8M9oiXRw1NjaKLQtsEoXVAHUnZTNxpHLq6+vFcmZvgjT5RhRvonBNGm0ne57nRXE0JjV0cTTat+327dvhdof+vEhBzDdKlGiBOIBwghcg2ueH0ZmKfQEYWrnp+kH4Ii8rKxNnr0Uzdrtd/F2vC19IiOM4USAFrhGJ0CRps14HQxgHzraGCi81dsJn4kjl0Bwg3poEYo6VdC0qjg4fPhw1jc4AIVejpqYGVj0RexiFwsB4YcxIS0sL9u7dK52BKoQQIiYAkwSJvDo6AL4pOaIQi1KoOBrQzmNmcGKSNpuRCDGkptcZoOPCe4qj4oiuEalQsSKl1yhw/0wcMboN9Wh4EiUMqfkgphh4bSkghESV92jz5s0AhDCZoRufCB0HjEkTPEY//vijFKapltraWtTX14OAiAJGCqjwiuZyfp7nxarIQR1sM9D3M5qrJyl0CG9gGCxc6PXGoDUiFbnEEU32ZuKI0S08Hk9AvlHrNExpoN4jKsoiHUKIKGzGpXe/T8y4NOE5P/74Y1RV+YliJQaAlN+fPuEVzR2gT5w4gfr6epjRNhmbcp7v544dO6LqfdgeNB9IL4U48u0z0nOORHEkUTI2hYqvyspK1QlOJo5UzMGDB4WyUYMZfGx6108IAzTpO1ryaE6fPo1z587BqCMY1Y1kbMoFyR5Y9QTV1dVRVS0kiiMJvUYAQOKZ5+inn34CIHiH9B2UBeYAMEOY+xXtJf30JBvOfCOKwbdPtZ3Iw42UM9UCMeo4GHzdt0tKSiRdq7swcaRi6JeiJzEHCHPsvCP4mDTwRitaWlqiYrDq999/D0CoUrP24LvUqAPG+LxHGzduDKdpqoZWl1DxIhk+8VVUVBS1FWtbt24FAJzfyTYGcBjs+51+b0QrtFO4FOJIxxmC1ohUqDiipfZSwXGc6J1SW2iNiSOVQgjBli1bAADexP7yLcxxYmgt0r9kCSGiOLo4vedesoszhOdu2rRJLCGOdMSW/3ESLxQjVKw5HA5UVVVJvJj6KCkpwfHjx8EBGNLFtlQ8bdq0KWqFJBDgOeLC7/XQ+/rMRbLnqLGxURyRYu1OEmYPUWtSNhNHKqWwsBDFxcUgnE6aeWqd4E0SxNhPP/0U0V+yJ06cQFFREYw6Inp/esLIFDdsBh5VVVVRM4iWiiMSG+L7gwDw+G7deUvpIOQ1QZ29UKRm06ZNAIQqtdguOm0OhZD+VVRUFNWjRGg6gE5Cz1EkpxxQr5FJJ20ZP4WKIxZWY4SE6DWKzwYM4WtkFgre+D4gOj3KysoiuoR6w4YNAIR+RT0JqVGMOmCcr2pt/fr14TBN1bjdblRUVAh/hOo58gL6z/TQf6YHuutc83WwUNuXpxzQUO3wELa1BITWoinE2xpRHEnoOYoGcSR1MjbFFjBjTU0wcaRSRHGUJGNIjaI3iA0nI7VEned5UchMzOx9/gDdxw8//BDRX5yA0GyQ53kQPRGygCWGeqeiTRwVFhbi2LFj0AEYEeJz8nw/169fH9Fe386QUhzRfUbyZ5x+zqQu46dYmeeodwwYMAAcx7W5PfjggwCAO++8s81jEyZMCNqH0+nEww8/jNTUVMTExGDevHmqi3MCQHV1tb8rtpQjQzqBijIq0iKNffv2obKyEjYD36MqtdYMT/YgwcSjoaEh4metiUMiYyDNTLXW+MJqavvylJpvv/0WgFCmHxPiC30+ABOE/1G0jhOhE971Esyh1Pn2qcYp8uGCfs6sMokjKsLKy8tV9bpqRhzt2LEDpaWl4m3dunUAgJtuuknc5qqrrgraZs2aNUH7WLZsGT777DN8/PHH2LJlC5qamjBnzhzVJdHSXB9vTBqIKUYRGzyJOSDgcOLEiYgc3fDdd98BAC5Kd8MUhu8AHQdMzHAF7TtSEd8PMr01iU3wgETTaAyv14u1a9cCAEZ343kmcKKX6Ztvvgm7XVqAenU4CSp8acftSPYc0YsfmwzJ2IAwooSD8J6vrKyUZc1Q0Iw4SktLQ2ZmpnhbvXo1Bg0ahClTpojbmM3moG2Sk5PFx+rr6/HWW2/hxRdfxPTp0zF69GisXLkSBw4cUF2eCA1lKRJSoxit4OMyAESe98jpdOKHH34AAFySFb6S3Mm+ff3kE96RChUpVLRIjk+ERaJI74iff/4ZlZWVsKLzEv72GOP7+f3GjWhubg6zZeqHeh/CPTpE2Gf0hNWsenk8RxzHqTK0phlxFIjL5cLKlStx9913g+P87uYffvgB6enpGDJkCO69915/0iiAXbt2we12Y+bMmeJ92dnZGDFihNhHpCOcTicaGhqCblLR3NwszkfyKCmOAtaPtLyjLVu2oLm5GSkWL4Ymhs+NOyDOi74xXrjcblF8RSKiB8cm04K+dWpqaiK+vwzlyy+/BABciLaDZruiH4A0AHaHQ/SwRxN+cSRFtZouaI1Iw+PxiN4bucJqgD+0JobsVYAmxdHnn3+Ouro63HnnneJ9s2bNwgcffICNGzfixRdfxI4dO3D55ZeL/SjKyspgMpmQlJQUtK+MjIwur0hXrFiBhIQE8ZaTI90oD9qZmrckgFgTJVsnFKjnat++faivr1fUlnBCwxWXZLqgC2PODMcBl2Q5g9aIRETXt1WmBU0A0QlequrqapkWVY7y8nJxfM+4HjyfAyc+74svvoi6xGx/Qnb4T28cF9k5R5WVlfB6veAghLvkwhqQd6QWNCmO3nrrLcyaNQvZ2dnifTfffDNmz56NESNGYO7cufjmm29w/PhxfP31153uixAS5H1qj+XLl6O+vl68iQ3wJICGsDxJ/YWzrYIQSzy8tmTwPB8xs9aqqqqwY8cOAOENqVEmZ7nAgWD//v2qTPYPB7QZI7HKdNLlIAqxaGgE+eWXX4LneeQCSO9hxvtoAEYAp06dirrEbJpDKmVYLVLFEXUUWA36Ls+L4cTiy29SU+hcc+Lo7NmzWL9+Pe65555Ot8vKykL//v1x4sQJAEBmZiZcLhdqa2uDtquoqEBGRkan+zKbzYiPjw+6SYHb7RZFiKL5RgF4Iyy0tm7dOvA8j8EJHmTFhH9AZ5KZYESK8MUZqd4j0Xsjl+cIACzCj0gXR06nUwypje/FfqzgMMr3+3/+859e26Ul/E0gpahWi+ywml8cySsNaH4TC6v1gnfeeQfp6emYPXt2p9tVV1ejqKgIWVlZAICxY8fCaDQGxeBLS0tx8OBBTJo0SVKbQ2XPnj1obm4Gb7TKNmi2K6g4+vnnnzU/iZoQIlbwXJYdWvt/QgCHV7iFGp2YEhBaU1slZG9xOBxoaWkR/rDIuLBvrZqaGhkXlZ9169ahvr4eCeh+InZrqLjavHmzqk46UiNHn6NIF0cWmZKxKSys1kt4nsc777yDRYsWwRAwEK+pqQmPP/448vPzUVBQgB9++AFz585FamoqrrvuOgBAQkICFi9ejMceewwbNmzAnj17sGDBAuTl5WH69OlKHVIQQY0fFQ6pUXhbCnhTLJxOJ3bu3Km0Ob3iyJEjKCgogElHMD4jtJCakwfu+T4J93yfBGeIjqYxacI4kYqKCjG5PlKg4oToCCDtTMogiIUErR+J8DyPf//73wCAiQD0vWwilQkOg3z7/eSTT3pvoEaQo1otUgsDqDiRMxkbACy+/KaqqirVCE9NiaP169ejsLAQd999d9D9er0eBw4cwDXXXIMhQ4Zg0aJFGDJkCPLz8xEX559v8PLLL+Paa6/F/PnzMXnyZNhsNnz11VfQy6yS24PneXHQq1pCagCEQbQR0hCS5p9dnO6CTcITu0kPTPJ1zI60XjN1dXXCLxbI0wCSYm61fgSyfft2FBQUwAxgbJj2Odn3c/Xq1WhsbAzTXtWNtLPVIrvPERVHFhmTsYHgXkdqKbqQ8dqv98ycObPdygur1Sp2k+0Mi8WC1157Da+99poU5vWKY8eOobKyEkRnFOapqQhPUn8Yyw9h69at8Hq9qhCT3cXhcIjzpi7Llv6q77JsF9afs2Dzpk1obGwMEulaRqxalGFsSBBRII4+/PBDAEKFmiVMyvM8ABkAyu12fPHFF1iwYEFY9qtmqFdHmtlqkT14VinPEcdxsBh0sHt4lJeXd5kHLAea8hxFMmJILbEvIEEiYW/g4zJB9CbU1dWJY020xubNm9Hc3Iw0qxfnJ0nvts2N8yIn1gOX2y0OuI0ERHEi7yxkELNwURRJLSUCOXDgAPbt2wc9hJBauODA4RLf75988onY2iSSkbKUXx/BYTVCiNimQ27PkbCm8NoG9idUEiaOVIJfHCkzS61TdDp4E4XeTloNrdGQ2mVZ4e1t1BEcB0zxeai6aiehJWgDVCpWZMPnOYrU0NAHH3wAQGj6mBDmeGUegEQI+VqtRypFIlQA6nXGsO+bhuoiURw1NDSIr51FZs8R4BdkTBwxREpLS3HmzBkQcPAkStdgsjd4fANwaV6UligpKcGePXvAgeDSEKvUwsGkTBf0HMGxY8dw6tQp2daVErE7vMyeI7qelN3pleLUqVPYunUrOED08oQTfYD36KOPPlJNwqtU0BO8QYKcIxpWi0QPHBUlJh0HnQIFQVSQMXHEEKHjS/i4DMAoZ3106HgTckA4DoWFhZprbkiTokcke5Bqkc/jEW8iGJMmuPgjxXskem7Cf1HeOQHiKNI6Pr///vsAgOEAUiXKch8DIBZCqXakjxShXh29BOLI4PNGab2tSXvQHmJmhXJKqedILcNnmThSAbTxI/XOqBKDCXyc0DOqq1l0asLr9Xa7t1E4meJbc926dRGRxCkO1JXbc+QTY263O6JCGoWFhfj+++8BAFO62LY3GMGJlWvvv/9+xPXfCoT24TJIEFbTR7A4oh4bi8wNICk054iJIwYAwG63Y8+ePQAg5vWoFRry27Ztm8KWhM7u3btRUVEBm4HH2DT5xUlesgeJJh719fWaEpUdoZjnyAAQkGAbIoD3338fhBCcD6EvkZRcBKGp+blz50RBFolQ4WLQh1/BG/SRK478ydjKeI7MAb2O1AATRwqze/duYdCsOQ7Ekqi0OZ1Ck8X37t3r75KscqjXaFKmCyYFPvN6nX+GWyQkw1LPETHJHNriIAoy0XulcUpKSsQQ11QZ1jODA50F8K9//Qs8H/7xOWpASs+RQWcKWiOS8IfVFPIc+TxWNTU1qvBsMnGkMNQL403oq5qu2B1BLPHgzfHweDzYtWuX0uZ0SWNjIzZv3gxAnt5GHUHDeT9v366aBmc9RTwpyO05ClgzUk5MK1euFOb8AegjU0fNCRD6dxYUFIifjUiCEILm5mYAgFEf/mZcRp83KtLCu4B/ZqJS4sjkm1vH83ybGahKwMSRwtAJ8WoPqQEQumUn9gXgt1vNfP/993C5XOgb40VunHJXItkxwqBbL8/ju+++U8yOcCB6bRQUR5HgOSovLxcHE0+VcV0LOEzw/U5DepGEy+USq/GMhvCLo8BQHRVhkYLSniOO48S11XARycSRgpw7dw4lJSUgnA7e+CylzQkJb0IfANoQRzSkdmm2U3Gn3CUBw2i1fEISvTZK9Nb3iaNIOCnRkvpcAP1kncMiNJk0AThx4oSm8gdDgeajceDEEFg40XE60SMVSblvgPKeo8C11ZB3xMSRgtBBrnxsOqBX4lK8+3jjs0A4DsXFxSgpKVHanA4pKirCoUOHwIGIc86UZEKGG0YdwZkzZ3D8+HGlzekRPM8rG1bzCTKth9Wqq6vx1VdfAZDXa0SxgcPFvt//9a9/aVqst4Z2UDcZrOAkuiIyGSxBa0UCHo9H7H6vVCk/AJh1/rwjpWHiSEHoxHbqjdEEepMg5gBVT5yns/ZGpniQJHc353aIMfp7HoUyB1CNOBwO/4lUAXFEjMLaWvcc/fvf/4bb7UYOgFyFbJgEQWseOnRIrJaNBGiTUCpgpMCktwatFQnQHB8OQhNIpTDpmTiKenie95fwq2zQbFdQe9UqjviA3B4azlID1JYNGzZosksxFSWEI8p8c0RAQnZjYyO++OILAEJfI07mkBolDhzG+n5fuXKlIjZIAT3Jmw02ydawGG1Ba0UCVIyY9DrJPG6hwHKOGDh9+jTq6+tBdEbwMWlKm9MtAsWRGl3yBw4cQFlZGSx6v7dGDeQlexBvEioxtJCz1RrRY2MEFDmnG1rZoUE+//xztLS0IAPAkB7ug4DA5bvR3k89YTKEE8DOnTtx7NixHu9HTdCTvMUYI9kadN9q8G6EC3osNKylFGbmOWLs378fAOCNSwcUfkN2Fz42DYTToaamRpV5R+vXrwcAXJTuglm58HkbDDpgQoaQ/6TFEQ6iKFEiGRvQvOfI6XTik08+AQBcip57jdwAfu+79Ub6J4FDnu/3jz76qBd7Ug9+cSSl50gQR2rwboSLQM+RktD11eCV09ZZOYKg4oiPy1TYkh6gM4CPSQXgPw614Ha78cMPPwAAJqsgEbs1NDl8y5YtmjvJB3mOlEDjpfzfffcdamtrkQBghNLG+KAjRX744QdVXuh0F9rl2WqKk2wNqyk2aK1IgIoRpcVRRCVkNzQ04PPPP8eRI0fCYU/UcPDgQQCANzYjfDslPDhnIzin/+TBOZvAORsBEt5uuF6fqDtw4EBY99tbdu7cifr6eiSYeFyQrL68nkHxXqRbvXA4HOJMPa2gFnGkNVEJCM0J/+///g+AUEqvVyjXqDVZ4DAIQp7ep59+qrQ5vYbOB7NJKI7ovtUyPT4ciOJI4SiGpj1H8+fPx+uvvw5AmAs2btw4zJ8/HyNHjsR//vOfsBsYiVRVVaGiogIEHPjY8OUbca5m2Paugu2A//9gO/Af2PauAucKb54GrVg7evRoWPfbWzZu3AgAGJ/hgoJFFx3Ccf7Q2oYNGxS2pnsoLY5otZoWPUc7duxAQUEBTICYCK0W6EiR1atXa1J4BlJeXg4AsJniJVuDeqXoWpGAmMiukrBaS0sLnE5li2m6/Ups3rwZl156KQDgs88+AyEEdXV1+Otf/4o//OEPYTcwEqGCglgTNdPfqDVU1J0+fRp2u11hawRcLhe2bNkCwC9A1MhEX2ht+/btmkoupk3vZJ+rRjEG26ElqFdmDIQu1WriPACpEE5IWm0zAQi9eqhgiTEnSLZOrDkRgNDnSEuf386gPY6MCl9RGjh/Jh61SSm6LY7q6+uRnJwMQOj2e8MNN8Bms2H27Nk4ceJE2A2MRGhliDeMXiO5IaYY8EYbeJ7HyZMnlTYHgHB13tzcjCQzj/MSlB9c2BF9Y3hk2bxwu93YunWr0uaEjKKjQwChrTO05zkqKysTQ6gXd7GtEugCmkLSC14tUl5eDq/XCx2nh9UYK9k6Rr0ZZoPQ6ygS8rQAvxBROueI4zjRBs2Jo5ycHOTn56O5uRlr167FzJkzAQhuOYtFusZbkQQVkbwtRWFLegcfI9ivFnFEE7EvSldnSI3CccDF6YL3iNqsBUSPjcLiqLGxUVMn8K+//hqEEAwEkKYyrxFlNIR/a0FBgZgPqTXOnTsHQPDsSN2rJ8bnPaJrah2xs7gKKqeNPhuU7kDe7Vdi2bJluP3229G3b19kZWVh6tSpAIRwW15eXudPZgAQQlEAwNuSFbakd1D7T506pbAlgkudemEuTldPb6OOuMhn488//wyHw6GwNaEhflmFf55naPjEkdvtVk0otyu8Xi/WrFkDABinsC2dYQEnVtCtXr1aUVt6ytmzZwEA8VbpLzrpGnRNLUMI8YujbnqOeEJg93hh9/g99fRvvocXMLRDt+bE0QMPPID8/Hy8/fbb+Omnn6DzqbyBAweynKMQaG5uRllZGQAmjsLJvn370NjYiDgjjyGJ6qtSa03/OC9SLV44nU7NNIQUxyWEf55naOgBoiPBtqicXbt2obKyElYAw5Q2pgtoovgP33+vGfEZCBUqcRYZxJFF+O4rKCiQfC2psdvtcLkET7axm54jp5fH5pJqbC3zl95vLavB5pJqOL09q5DWbFgNAMaNG4fZs2ejuLhYHIMwe/ZsTJ48uYtnMoqKigAAvNEKGJS6BA8PxJIIQB2uZeo1Gp3qVnVIjcJxELt3ayXviAoSotSsOg6iMFP6qjJUaIJzHgCDSkNqlH4AkgHYHQ78+OOPSpvTbahHPkEWz5HQ5+3MmTOSryU1VIToOECvgreoZsNqLS0tWLx4MWw2G4YPH47CwkIAwNKlS/GnP/0p7AZGGvT1IhbpqinkgrcI5bL19fWKv5FFcaSicSFdMSZVsDU/Px88H94+VFIg9h5RUtP71lb6qjIUnE4ntvhExiiFbQkFDpxoJ+0yrxW8Xq8ojhJt6ZKvR9coPFuoeMl5b6EXPUadsnPVKDSsprR3uNviaPny5di3bx9++OGHoATs6dOnY9WqVWE1LhKhXhY+AsQR9EbwJqGVvpLeo6KiIhQXF0PPEYxI1o44Oj/JA4ueoKamRvWVnrRlBwBlxZHvK0cNHXS7Yvv27bA7HEgAkKO0MSFC84527typqZYJxcXFsNvt0OsMiLUkSb6e1RgLs8EKL+8XZVqFihA1JGMDgFGvUc/R559/jtdffx2XXHJJkMq84IILVJF7onZoHw5ilq6Dq5wQs1Ayq2RDtJ9//hkAMDTRA6tSc796gEEHXJAkiDm15x01NDSIIXQlxREN6amhg25XbN68GQAwHD2foyY36eCQBqHAQUsd3GnvuERrGnSc9Cd5juOQaBOmG2h9aC8VIUr3OKJoNqxWWVmJ9PS2bsvm5mZVuOTUDhURvFm6qdFyQkzKiyMqLPJStOM1ouSlCIJD7eKIDtkkJgIoOczXGmyPWvF6vdi+fTsA9Sdit4baqyVxdPjwYQBAcmy2bGsmx2QFra1VxLCawj2OKFSkKe257ParcdFFF+Hrr78W/6aC6B//+AcmTpwYPssiFDqPh4oKrcP7jkOpOUMejwf79u0DAIxQ4Sy1rqBhwIMHD6o6d0EUI0q3MvOtX1VVpawdXXDkyBHU19fDCu2E1ChDfT+3b98Or1e9zVQDoQIlxSdY5CAlNsLEkco8R0rnHHU7CLFixQpcddVVOHz4MDweD1599VUcOnQI+fn52LRpkxQ2RhQ0b4MYrcoaEibocSiVIHvixAk0NzfDZuDRP04bX+SBZNp4JJl51DrdOHjwIMaOVdvkLQFR/Cr8tiVWIaym9onou3btAgDkQj1DZkOlLwQN2tTUhBMnTuD8889X2qROaWlpwfHjQs5eioyeI7pWYWEhamtrkZQkfa6TFAQmZKsBo1YTsidNmoSffvoJLS0tGDRoEL777jtkZGQgPz9ftV/sasHtdoujD4hB6Uvw8ECMwnEolQNCvUZDEz2aKOFvDccBw3x5R/RY1Ijo8bQp3JnaJvxQ+0T03bt3AwAGKWxHT9CBwwDf7/Q41MyhQ4fA817YTPGSzlRrjdlgRYKvpH///v2yrRtuaPhKPeJIsMNut8PtVi5Vokfpq3l5eXjvvffCbUvEI/aJAaf5HkciPpGnVPLcgQMHAEATjR87YkiiB1vLzKoe2yDmlNmUtYOuX11dDY/HA4NBfRn4Ho8HR44cAQD0V9iWnjIAwFH4P19qZu/evQCAtLi+sq+dGtcX9fYq7N27F1OmTJF9/XDgF0fquLoMtKOxsVGc5So3IX2zdMe9FR8f32NjIp2WlhbhF71BcBlEAEQvDNoSj03OtQnBoUOHAGhcHPmG5B46dAherxd6vZIZz+1TWloq/NLdOgIegB1A4L+nGcI3jxXd911bhC7ZXq8XlZWVyMqSL8ckVE6dOgWHwwELAK2OlqZ5UocOHQIhRNXFNjSEmR7XT/a10+P64VTFXuzcuVP2tcOF2sQRx3EwcBw8hKChoUHd4igxsetBfvQDpJUEPiWgAoLolJrcGX6oOFJi3EBVVRVqamqg4wgGaDDfiNInxguzjsBut6OoqAgDBgxQ2qQ2UHFEYroZVrMD+jXBYk//nfC392pv98UWB8F71CTYpEZxdPz4cQBAHwghKi2SBUG31tXVoaKiAhkZGUqb1C6NjY1iGX9GwgDZ10+PFwTZ2bNnUVFR0W4lt9qhzg+DSsJqgCDUPF6iaMVaSOLo+++/l9qOqEAUEPrIEUdQUBzRL8U+MV6Y1edsCRm9Dugf78HxOiOOHj2qOnHk8Xj8CdBq6EARC6AJKCkpwZgxY5S2pg0nT54EAGQqbEdvMIJDKggqIHjC1CqOdu3aBZ7nEWdJhs0kf+84s8GK5Jgs1DSXYseOHZg9e7bsNvQWmgerFs8RIOQd2b28aJsShCSOtBpLVRuiV02GJmWy4TsWJTyGtOmolr1GlP6xXhyvM6qykWppaSm8Xi+Inihfyg+AxBJw4MQ5hWqDztvSsjgCBPsrIMwsmzRpktLmtAsdG5SVMFAxGzITclHTXIr8/HyNiyP1nJcMKuh11ONsxpaWFhQWForTfCkjR47stVGRChUQJILEEfGFW5UQR7Rtf06s9sURPQY1iiNRhMQBqogS+VqEqWHgcXvQ1ytVYTt6C7Vfra+z1+sVG1VmJ3avLpAnPOyuRni8/mqoZmcDDHojrKa4bnXZzk4chMMlW7Fjxw64XC6YTKZu2aIkTqdTPIerzXMEaEwcVVZW4q677sI333zT7uMs56hjtDBctPsIHyhCiOyJmwUFBQCEsJrW6esTR3QwsZo4e/YsAMFjowZInGAHtUtN2O12sWGm9LPhpYXar1ZxdPjwYdTX18OoNyM1tk+3nmt3NeLr/f8bdN+3h94BAMweeV+3WgIk2TJgMcbAbm/G7t27MWHChG7ZoiSB4kOvoqR76jlSMqzWbRfGsmXLUFtbi23btsFqtWLt2rV47733MHjwYHz55ZdS2AgAeOaZZ8BxXNAtM9PvuCaE4JlnnkF2djasViumTp0qVjJRnE4nHn74YaSmpiImJgbz5s2T9YPvr0JSx0kmHHBEOBadzBOdvV4viouLAQBZMdoXnVk24RgqKirgcDgUtiYYUYSopRDVZ0dxcbGifVDag/ZfMgOwqsLN1nMSfT/V2lOKNh3OShgInU65pEOO49An8TwA/nl6WiEw30hNFYlq8Bx1Wxxt3LgRL7/8Mi666CLodDr0798fCxYswAsvvIAVK1ZIYaPI8OHDUVpaKt4Ce3C88MILeOmll/D6669jx44dyMzMxIwZM4Je3GXLluGzzz7Dxx9/jC1btqCpqQlz5syRzdtFe7JwkeRBIsKxyN1vprKyEm63G3qOINWi/dcz1khgMwjHQUWfWqAeOhKvElFvBYhBKOdXm1eDJq7L14pQOugxVFZWqs7rTQgRhUjf5CEKWwP0TRJs+PHHH/0DmjUAPT8aVBRSA/whPk15jpqbm8VyxeTkZPHLIC8vT/JuqgaDAZmZmeItLU3oIkIIwSuvvIInnngC119/PUaMGIH33nsPLS0t+PDDDwEITQrfeustvPjii5g+fTpGjx6NlStX4sCBA1i/fr2kdgfaLxisri+aXkEEYSl3b56ysjIAQIqF12Rn7NZwHJBm8XuP1ALP82KCsWrO+BxE7xHNO1MLNTU1AMS0KE1DCxO9Xq/iQ0Bbc/ToUZSVlUGvMyIzPldpc5AWlwOTwYr6+npVd7pvjRqTsQGNhtWGDh2KY8eOAQAuvPBC/P3vf0dxcTH+9re/Sd5z5MSJE8jOzkZubi5uueUW8YvxzJkzKCsrw8yZM8VtzWYzpkyZIlYz7Nq1C263O2ib7OxsjBgxQtymI5xOJxoaGoJuPcFq9Q2m4tUVCugNnFe4ShKPTSaogIgErxEl1Soci9iNWgWUlpbCbreD6IiqzvgkUfBiqU0c0RmDUjQS94KgFgR1gesBqAWBV4JQvQGcWJyo1OzEjtiwYQMAIRnaoILWKDqdHn2TBgPw26YFRM+RikJqgL/nkqbE0bJly8SGcE8//TTWrl2Lfv364a9//Sv++Mc/ht1Ayvjx4/Gvf/0L3377Lf7xj3+grKwMkyZNQnV1tehFaN2LIyMjQ3ysrKwMJpOpzXDAwG06YsWKFUhISBBvOTk9m7NNBQQVFBGBT+jJLY5o0muSWRpx5OWBSrsOVXb/R6TKrkOlXQevRHos0Xcs1PugBsTquXj04NtCQnxeLNpTSC3QL3MpPg0NAF4C8FrAfa/57pNqRCcVR0qepFrD87zYe69fsnqG4vZLHgZAyIVSWy5cR6jVc6SGsFq3E0Vuv/128ffRo0ejoKAAR48eRb9+/ZCaKl3x6qxZs8Tf8/LyMHHiRAwaNAjvvfeeWB3QOqEslOqpULZZvnw5Hn30UfHvhoaGHgkkm024nuR4txBai4CSfs5XCkuPTS7ooNt4kzR5MDVOHX75U3Ac6bfbhL9fnlyPNGv4FVK8UTgWNYmjEyeEaefUU6MWqD3UPrVAu+BHyORE8TiUGA/UEXv27EFlZSWMejMyE5QPqVFS4/rCYoxBY2Mjtm3bhksvvVRpk7qEig/15RxpMCG7NSaTCUOGDJFUGLVHTEwM8vLycOLECbFqrbUHKLDtfWZmJlwuV5vp8aG0xjebzYiPjw+69YS4uIAOrh5XxxuGgblz52LlypWYO3euUN3nkujLzSNUViUkyJuQQgfdxhnVddLuDXE+oafUEN/2oKMwkNT5drKTCBAQVFVViV5ENUArDbXT6aZz6HGoqYLy22+/BQDkJA+FXqeewcM6Tof+KRcA8NuodpqbmwGoq8cR4Bdr1D4lCFkcrVmzBu+//37Qfc8//zxiY2ORmJiImTNnthEeUuJ0OnHkyBFkZWUhNzcXmZmZWLdunfi4y+XCpk2bxM6uY8eOhdFoDNqmtLQUBw8elK37q8FgQEyMkObIeaT9srn55pvRr18/3HzzzYJ3zCmNe5LzOAHIP3CYXvHYjJGTc2QzCOJIyS+EQAghYn4hSVKZCDVAaEqJAAGnAmg4RcPTbIKg0qN1s1+lsNvtYgn/gJThClvTFiqO8vPze5ybKid+z5G6ohiBYTVClPnuCfkV+ctf/hL0z966dSueeuopPPnkk/j3v/+NoqIi/P73v5fESAB4/PHHsWnTJpw5cwbbt2/HjTfeiIaGBixatAgcx2HZsmX44x//iM8++wwHDx7EnXfeCZvNhttuuw2A4NlYvHgxHnvsMWzYsAF79uzBggULkJeXh+nTp0tmd2uoh0VqcbRq1SoUFhZi1apV4DgOxCxNNi3nVsZzRN381kg5CwGwqkwcVVZWoqamBoQj/qY3KoIkC68XnbGnBiJNHNEThFpyaDZt2gS73Y5YcyJSutn4UQ4SbelItKbB7XbLVgXdG9QaVjP4Uk54nldkbifQjZyjgwcP4sUXXxT//uSTTzBjxgw88cQTAACLxYJHHnkEL730UvithNCl9dZbb0VVVRXS0tIwYcIEbNu2Df379wcA/PrXv4bdbscDDzyA2tpajB8/Ht99911QKOvll1+GwWDA/PnzYbfbccUVV+Ddd9+VtQw9JSUFJSUl0oW5fKxevRpfffWVIIwIATFJkxPEuYXjSE5OlmT/HeFvea8yj0YvMPmORS1X6UeOHBF+SYA6z/bJAM4G2KkC6FWuuq7Dew49DqWu3luzZs0aAMCA1BGqaloYyIC0POwt3Ig1a9bg+uuvV9qcTlHj0FkA0HFCxw4CwUa5c1qBboijxsZGpKT4G+Jv2bIFN954o/j38OHDUVJSEl7rAvj44487fZzjODzzzDN45plnOtzGYrHgtddew2uvvdbhNlJDX0MqKqSCfplJ/aVGRV7ge0MO6JWsMVLOQvAfi1rE0eHDhwGoMKTmg3qOjhw5Ivvomo5Qi4gIF/QVVcNxnTt3Dnv37gUgiCO10j/lAuwv2oTjx4/jxIkTGDx4sNImdYjoOVJZcRDHcTDqOLh4gqamJrG3opyE/IpkZ2eLV2hNTU3Yt28fJk+eLD5eXV2tiLrTGqI4kthzJBdU5MmdkE+7mus45b+0wwU9FrV0IxbH76h1SFgCQHQE9fX1qukqrgaBFk7op0ungpyUr7/+GgCQmZALmymui62Vw2ywIts3TmT16tUKW9M5avUcAf48KKUq1kJ+x994441YtmwZ3n//fdx7773IzMwMGrC3c+dODB06VBIjIwlaGadzqSOvpLfQ4+iq4o+hLTwejz8ZO0WlAlQPsYqu9RxFpaDiSB3ytvfQ41Ba9Hk8HnHY+cDUkYraEgoD0wQb161bp6pKv9aoNSEbUL5iLeRX5Omnn8a4ceOwdOlS7N27FytXrgzK1fnoo48wd+5cSYyMJKiI4FzqaarWY7xusVpNbrcn/bJW6Wm7R9BjUfpEBAjNFZ1OJ4iRiFVhaoSG1g4ePKiwJQL0OzHSxJHcsxNb89NPP6GmpgYWgw3ZiYMUtSUUMuL7I8acgKamJrFhpdoghKg2IRtQvhFkyO94m83WppQ/ELW+AdSGKI4kKq2XE3oMsbGxYosCuTAahZEBXl59H+qe4vEdCz02JRHFRgqg5uHyJJUAJ9QjjqiIkGeUtfRQcST37MTWfPnllwCAAal50OnUWB0QDMdxyE0diYPFP+LLL78MamKsFlwuV0Dupvo+5DQPSilxpD5fWoRD589xrmaA1/ZXqM4pxIKlnqnXHvQk5I4g15HHdyZS+iodAA4cOADAJz7UjC/V7fTp06oYcUGFbaR4jug3lJLvyZKSEuzYsQOAP1ylBXLTRoDjdDh06JB/DI+KCMzl0avAW90a6s1Sfc4RIzwkJibCYrGAg/a9R5xT6HulhDiyWISpTy6v+j7UPcXpOxZ6bEpBCPGLI7XmG1EsAIkhIISI1XVKEqmeIyW9mV999RUAICN+AGItiYrZ0V2sxlj08SVmf/HFFwpb05bAkJoaQvmtoSNEVJ9zxAgPHMeJYkLnVH8H1c5Q0nNEB906mDgKO6WlpaiqqhKaP8rbvqpHUO/W/v37FbYkINyrsB3hgo7IVspz5Ha7xSq1QemjFLGhNwxKE2z+7rvvVDWfDggYHaJCYQT4PUcsrBZF9OkjdHblHMoN1QsHnEMQd3379pV9bdo2wuFR5we7J1ChJ3f+Vmuo1whJ6MFoagXwhdbUII4izXNEj0Mpz9HmzZtRV1cHqzEW2QnqT8RuTXp8f8SaE9HS0oKNGzcqbU4Qaq5UA/x5UCysFkVQcaR5z5FPHNHjkRMqIFoiSBzRY1FaHFGRofp8Ix/UzsOHDys+5iJSxZFSniOaiJ2bpo1E7NZwHIeBPu8RPRa1oOZKNcAv2pQKq4X0jv/rX/8a8g6XLl3aY2OiBepp4Rzqmb7ebQgPzhdWy87Oln15OhamOYLEET2W2Fhp5uCFyr59+wAAJE0b4ghxADERuFwuHDt2DCNGKNc9mYqISEnIVrJaraioCHv27AEHThO9jToiN3UEDhZvwdGjR3Hs2DHV9ANUcwNIQPmwWkji6OWXXw5pZxzHMXEUAqLnyKFdzxHnagZHeBiNRkUaQFJx1ORW5we7JzS5hGORe4hvIHV1dSgsLBT+UGtn7NZwEEJrJYLXS0lxxPochQ/qaclMGAibOV729cOF2WhD36QhKKw5gi+//BK/+tWvlDYJgAbCapwGxNGZM2ektiOqED1HzkaA8IDK5tqEAvV6ZWVlKXJVSQVEJIkj6jkKHJYsN2KVWjwBzIqZ0W1IGgFXwmH//v247bbbFLMj0jpkKzU+xOVyYe3atQCAQena9RpRBqaNQmHNEaxfvx4PPvigKkZtaSWsxnKOooj09HSYTCZwhNdsOb9OwWRsQF5xNHfuXKxcuRJz584Fx3Goc0qzZqNL+DgmJiZKsv9Q0Fq+EYXae+DAAUVn01ERoa1Xr2OU6tr+448/or6+HlZjLDITBsq6thSkxfVFnCUJdrtdNYnZ/rCaOmVA4PgQJQYf98hXeu7cOXz55ZcoLCxsM0H8pZdeCothkYxOp0N2djYKCgqgczTAa9Gey1gt4qjBJf0H++abb0a/fv1w880346uvvkKVQ4fBEqTcNrqVD6uJlWryzhHuPYkA0RM0NjaioKAAAwcqc0KlX+LqvBbXDrR8f0BqHnQa9Ky3hnbM3n9uE7766ivMmTNHaZP8niOVlvLTXCiPxwOn0yl7i5Nui6MNGzZg3rx5yM3NFZMfCwoKQAjBmDFjpLAxIunbty8KCgrEcnitQcNqOTk5iqwf6DkiBJDy871q1SrcfPPNWLVqFTiOQ6pFGs8EFUdKeY4cDod/2KzGPEfQQejJVCkIPKXFUaRAP1Zer3z1d6Wlpdi5cycAoct0pDAgdTgOFP+II0eO4MyZM8jNzVXUHrUnZAd27W5qapJdHHVbki9fvhyPPfYYDh48CIvFgv/85z8oKirClClTcNNNN0lhY0TiL+fXZsWakmX8gF8ceQkHu8Tf26tXr8aCBQuwevVqEEKQaA7/CdDLA80Ke46OHj0Kr9cLYiGA8ikR3YYKOiXnrFERoYX2UKFAswnlFEc01yg9rh9izYmyrSs1FmMMsn0hwjVr1ihsjfoTsjmOU7RirduvypEjR7Bo0SIAQgWD3W5HbGwsnnvuOfz5z38Ou4GRir+cX4Oeo4AyfqXCahaLRbySaJI4tEa9AVJ6BZo9HAiUTcimooKkEk3GhQLzjpSCphloryNP+9DjkKt/FM/zojjKTY0crxFlQGoeAKFjtsfj6WJraaH9g9SakA34K9aU6HXU7bNKTEwMnE4nAKG/TeBAvaqqqvBZFuFouZw/sIw/LS1NMTvi44VcrcYIqFijieWxsbGKNdwTPS5aKeFvjW/USUlJCWpraxUxgX43RorniB4HPS6pOXjwIEpLS2HQmdAnaYgsa8pJVkIuzAYbamtrxdChUqg9rAYoW7HWbXE0YcIE/PTTTwCA2bNn47HHHsPzzz+Pu+++GxMmTAi7gZEKbZwolPNrK0+Bjj3JzMxUpIyfEknl/PQYqOCTm8DBraofNtsRJl8LAgCHDh1SxAS73U5NiQhoNwd6XFLz3XffAQD6Jg+BQa/csFup0On0yEk+H4D/WJVC7WE1ILhiTW66/aq89NJLGD9+PADgmWeewYwZM7Bq1Sr0798fb731VtgNjFTS09Oh1+uFcn6XugYSdgUde6JEZ+xAaCfpSBghonSPo9LSUtTV1YHoCJCoiAlhgQq7I0eOKLI+HS6qoRZRnUJFnhwnJ4/Hgx9++AEA0D95mOTrKUX/FOHYtmzZIpvobI3H44HD4QCg3mo1QNku2d32/gZWgdhsNrzxxhthNShaMBgMyMjIQElJCThnI4hZ2Xla3YHmG2VlZSlqBxVHkTBCpMUtXKcoNTpEFBOJ0HbCTDKAM8qJI+r+tyqyevihxyFHWGPXrl1oaGiAxWBDWnw/yddTiuSYLMSYE9DsqMe2bdswbdo02W0IFLvqzjlSbr5atz1HAwcORHV1dZv76+rqFCuf1SpUXGhtAK3O17hSaXFEB7Q6IkAc0Yo7pYbOUjFBkjQaUvNB7T969KgizSDr64Xq00gRR7RokR6XlFCvUZ+kIRHR26gjOI5D3yRhvho9ZrmhYkPHAToNeI40IY4KCgraLet0Op0oLi4Oi1HRQmZmJgBorku2WjxHVqtwCnJ41fvhDhUq8OgxyQ3tb0STmjVLAkB0BE1NTSgtLZV9+ZqaGgCAcgNgwgv1Y0qd4O7xeLBlyxYAQE6yOgazSgk9xvz8fNmS3QMRK9VULkKVFEchh9XoEEAA+Pbbb4N6sXi9XmzYsAEDBgwIq3GRjiiOXFoTR4K91H6loKX8zggQR/QY5G50Bgjl0ydPngQAkETpPEdz584Vm2muXr0asAMIt6NMByABQC1w/PhxWftwEUJEcaRMcDT80ONoL1oQTg4fPoz6+nqY9BakxinTHkROkmwZsBrjYHc0Ys+ePbIXM1GxEc5Ktdafb6fXC6uhdzF6TYija6+9FoDgEqR9jihGoxEDBgzAiy++GFbjIh0qLnRa8hzxXujcQtJpRkaGoqYYjUI1iycCpnx6fJqEHpOclJSUCPOLdASQsFiu9RgWSFSHQJIIuFoOx48flzWfo66uDi6XCxwix3NEL4HLy8slXWfr1q0AgMyE3IgOqVE4jkNW4kCcrtyHrVu3yi6OaOGAPoziqPXn2+7hkdjLygSDFnKOeJ4Hz/Po168fKioqxL95nofT6cSxY8dUMS9GS9AeQZxL/n98T6GVdSaTSdEBqUCAOCLa9xx5eeEYlOhxdPr0aeGXeEg6inrVqlUoLCwUx7BI1oXbd0YXj0smysrKAAjeFoMWu2i2g1ziaNu2bQCA7MRBkq6jJuix0mOXE39YLXzv09afb6uh918mVLxRMScn3f4mPnPmjBR2RCXp6ekAfOJI6gFhYYIKubS0NNkndbexxbe+xtpEtQs9BJ0CPUeoiCAJ0r6Qq1evxldffQWO44Ru4xKlV9HjkFsc0ZxLradtBZLk+9nQ0IDGxkZJWk3U1taK/6v0+P5h379aSYvLAcfpUFZWhpKSEllbo1CxEc5Ktdafb3MYeuBR8aaEOOrRN/GmTZswd+5cnHfeeRg8eDDmzZuHH3/8Mdy2RTyi54j3AF6XwtaEBuf2iyNGZCBe8Eg80k2OMSwAxOMoLy+X1R1/7tw5ANptMN4eZnBiiLCoqEiSNfbs2QMASLCmwWKUf6jf3LlzsXLlSsydOxccx8EuUw6oUW9CSoxQ1LJ7925Z1qSI4iiMIUwpPt8GBT1H3X5lVq5cienTp8Nms2Hp0qV46KGHYLVaccUVV+DDDz+UwsaIxWw2i31ttNIIktqZkqL8KYBWTerV73DrEnoBJ+eAT0phYSEAf3dpzWMCiG84sFQn9Pagr6Pyn4zwkur7SY8v3Ozbtw8AkK5Qb6PAXBlCCFpc8rVWSYsTjpm+BnJBm0+GM+dICjQljp5//nm88MILWLVqFZYuXYpHHnkEq1atwp/+9Cf8/ve/l8LGiCY1Vfjq4dwaEUdu9YgjOgxTr9P+Sd3ACccg14BPCs/zfgERKVnEgHgsUp3Q24N64JQtUwg/6b6fUqVU0B5bKTHKdNxvnStjM8k3wic1VjhmuZuWignZKk/loPbRbt5y0m1xdPr0acydO7fN/fPmzWP5SD0gOVnIUNCKONKpyHNEJ6CbIqC4xeQLz8vd86SyshIulwuEI9IlSCsAiRPEJg11SY3b7RaFWHoX22oNejxS5HA5nU6xjURKrDJ901avXo0FCxZg9erVIITAapKvEUNyjFCxXFhYKOtwVeo5UnN3bMAvjux2u/Th+FZ0+7SSk5ODDRs2tLl/w4YNyMnJCYtR0YRfHMmvjHsCtTMpKamLLaWH5pNYDdr3HFn1wjHI7T4WGyXaIGmlmuz4+ifJ1QiysLAQbrcbFmh6NF270G5mVMSEk4KCAng8HpgMVlk9NoHIlgvXDmajDTEmIUnuxIkTsq0rhtVU7jmi4s3r9YoXw7KtHeqGd999N1599VU89thjWLp0Kfbu3YtJkyaB4zhs2bIF7777Ll599VUpbY1IqMjg3MoMIOw2HsFOKuqUhAoJKiy0jMUn8OTu5yGKB+2M9gsNmcXR8ePHAQhCgouQMn5KBgAOQiPI6urqsHqNz549CwBIsKYqXv2qFPHWVDS76nH27FmMGTNGljWph1rt4ihwtInT6YTZLN9I55CvFd977z3Y7Xbcf//9+Pjjj3HgwAEsW7YMjzzyCA4ePIhVq1ZhyZIlUtoakWhNHFHPkdI9jgCh6R4AxJq03wUyzncMcsywCqSiogIAQGK0LzADocdDj09q6PgVZbJmpMUMTkzKpiIwXBQUFAAA4i3Kh+mVIt4qHLucaSk0h0evcm+xjvNfasiddxSy5yjQ5Xjdddfhuuuuk8SgaIOOYeE88s/X6TaEgPOoTxzFG7V/YqfHIPUMq9aIYyHkn1oiLb7jqa6uBiFEcq/E0aNHAUSmOAKAPgAqISQOT5w4MWz7pb2h4izKh+mVgh67nLMAqedIzUNnKXqOg4cQ2cVRt3RjtLo9pcQvjjSQc+R1gyOChyNwtp5SVFVVAQASzNr3HNFjqKmpkXWaPH0NI2aMPMUnjtxuNxoapC3NdrlcYr5IpGZd0mlnhw8fDut+qWfPZoqkUsnuQY9dLi8noJ2wGuAXcKrNOQKAIUOGdCmQ6OBFRmhoSRxRG81ms6yx3/aw2+1idUeKRfviKNFEwIHA4/GgtrZWtmpA6n2jfYEiBj1AjAScm0NdXZ2kYv7EiRNwu92wwd9ROtIIFEc8z4etk3tlZSUAwBrF4ogeO30t5IAKDW14joSfqhZHzz77rCo8BpFEfLxQocF51N8hm/N18aY2Kwm9yrLoCWzyjyMLOwYdkGgmqHVyKC8vl00ciV4VZbWuNJgAuCG55+jQoUMABK+RXMnYrSegNxIiqTDLBGAE0NTUhMLCQgwYMCAs+6U5dmZDBPWR6CYW37E3NTXB4/HIMl9RS+JIE56jW265RZwHJjcrVqzAp59+iqNHj8JqtWLSpEn485//jKFDh4rb3HnnnXjvvfeCnjd+/PigwX5OpxOPP/44PvroI9jtdlxxxRV444030LdvXyiBOKvI41T/fDWf50iK+UrdpaSkBACQbpW/o7RUpFu9qHXqUFJSggsuuECWNcXeKkZZlpMXE4BmSN4/5uDBgwDkDam1noBeB0DK/tJ6cOgDggIIxxsOceTxeMTwjtEQieo8NAx6k/i73W6X5fvVL44kX6rXKCWOQvaNKp1vtGnTJjz44IPYtm0b1q1bB4/Hg5kzZ7Ypfb7qqqtQWloq3tasWRP0+LJly/DZZ5/h448/xpYtW9DU1IQ5c+YoMrYB8AsNDgTwytsdubtQ75YaxBFN5Mywaj+kRkn3HQs9NjkQ+ypFojjyXfpJ2TuKECKKIzmHX7Tu6pwow5pU/NHj7S201w4AGHSmTraMbPQ6A3Sc0AVWrj5nHo8HAKDTQNsJKj3kPkf3qFpNCdauXRv09zvvvIP09HTs2rULl112mXi/2WxGZmZm66cDEFy4b731Ft5//31Mnz4dgDArLicnB+vXr8eVV14p3QF0gNlshslkgsvlAud1gRjU+yVBK+rUII5oN+LMmMjxHGXZBHEkV1dnnuf9Hbl7P0Bbffi+3aSscikrK0NVVRV0ECq65KL1BHQ5PpFU/IVLHAWe7HRhHICqRThOBxCvbAKAiiM1Byoo9J1BbZZ73S7heV6xkFp70Fh162aEP/zwA9LT0zFkyBDce++9QRUAu3btgtvtxsyZM8X7srOzMWLECGzdurXDtZxOJxoaGoJu4YQOn4VX3eX8NOdItFdBqDiigiISyPIJPdoYT2qC3NQRKI6IrzmolCNZaL5RFgCTjFfhSnR1puKosLAwLN+BgdEIgggrCOg28h6/KI5kXbVn0PeJ3HMnNSnXCSF49NFHcckll2DEiBHi/bNmzcIHH3yAjRs34sUXX8SOHTtw+eWXi1+OZWVlMJlMbUZfZGRkoKysrMP1VqxYgYSEBPEW7jEpVGyoPinbZ19MjPLtlGnzuOwI8hxlB4gjOcr5g9bQ5DdBF8jgjlcipKYUNnCgZQJUFPaGwIo3pSMTSkOPP1xVgCGvpwHXEbVQ9bPV1MBDDz2E/fv346OPPgq6/+abb8bs2bMxYsQIzJ07F9988w2OHz+Or7/+utP9ddUkbvny5aivrxdv4hTzMCGKI6+6xRHnVUdYrb6+XmwZ0TeCxFGGlYeBI7Db7SgvL5d8vSBxpP7vyO7jOyYpv1Rp359I7W/UmnCG1qxWf3MtD6/u7z4p8fJe8ET4HrPZ5Knak7OXWriQ22bNiaOHH34YX375Jb7//vsuK8yysrLQv39/sUFbZmYmXC5Xmy7EFRUVyMjI6HA/ZrMZ8fHxQbdwQj0xavcccb6EcaXDarTNfqrFC0sElPFTDDq/90iOUQLRcrUu1XE6nc6Ib/7YGnqcR44c6fW+DAaDKJBcGujzJhVur//Y1eCVVxucDBc57aEZcUQIwUMPPYRPP/0UGzduRG5ubpfPqa6uRlFREbKysgAAY8eOhdFoxLp168RtSktLcfDgQUyaNEky27tCKzlH8CVkK/0BPnXqFAAgJzZyvEaUvr5jOn36tORrGY0BJWrau5DsGt8xBR1nGDl+/Di8Xi9iAURL9zd6OXrkyJGwXMlTL7TLo43ZklLg9B17bGws9Hp5kv+0dWEkqCMmjjrgwQcfxMqVK/Hhhx8iLi4OZWVlKCsrE8tBm5qa8PjjjyM/Px8FBQX44YcfMHfuXKSmpopz4BISErB48WI89thj2LBhA/bs2YMFCxYgLy9PrF5TAn9YTeWl/F51lPJT4dA3gsURFYBSEtRsLgLFEccLX6pSiSM6bLYP5Gv+qDTpEIoAm5ubw9JygnrsW1zSNupUMy1O4dg7i16EG6Vb83QPefOxKJoRR2+++Sbq6+sxdepUZGVlibdVq1YBAPR6PQ4cOIBrrrkGQ4YMwaJFizBkyBDk5+cHncxffvllXHvttZg/fz4mT54Mm82Gr776SjbF3h7+hGx1e47UUq1GxVEkeo5yYgSVIofnSK/X+9/3kfdSisdkMknTHoNOqI/UYbPtoQcH2iiFisPeQL36Tc76Xu9LqzS7hGPvqAWNFMgtNHoDdRjJbbNmMja6cqlZrVZ8++23Xe7HYrHgtddew2uvvRYu03qNKN5UnpCthmo1QoiYjxOR4sh3TIWFhXC73ZJ5PQDh6jEmJkYoy3Yj8obP+hyxUr1fT548CUAo448msgCcg3D8vfW4Z2cL0rLJUdvFlpELPXb6WsgB9RxpIbymlIXakY8RjHY8R8pXq1VUVKClpQV6jkRUjyNKioWHRU/g9XplaQYpCgd1R3R7hu+YpPB0ejwesZ2EfNf76oAebzhCvwMHDgQA1LXIN3RVbdBjHzRokGxr0pC6+qWR33Mk5YViezBxpALEESJqrlbjveB4wauhpDgST0g2HoYIfPdyHNDHV7FGj1VKxMpLdevynuH7OEkxKLmkpAQejwdGRE8yNoW2Ag5Hs9LBgwcDAOrtleBJ5F3sdAUhBHUtQqPi8847T7Z1qdDgNaCOeJ+EY+IoCvGH1dR7hqJeLZ1Op2hYjX4hR1Lzx9bIKY5oQ1TOqaUEzRDgIQq+1k1fwwHt0J4KbcynCiepvp/l5eW97j6elZWF2NhY8MSL+ij0HjU56+DyOmA0GsMyzDdUqOeI10JYzWei3HnBTBypAHplq+qwWsBcNSWT+WgDzixb5IojOi9OjrCaOH4n0iqpnUIFmU6nQ0JC+H07JSUlAIDkLraLRGIAmCF4PUpLS3u1L51Oh7y8PABARWN4m+tqgUrfMQ8bNkyywoH2oGtpQRx5fTaazWZZ12XiSAX4xZF6G6FR25Qu46eCITMC840oNJcq3J3Y20Oclxhp4sh3PCkpKZJccdJxQ4lh37P64cCJocRwdHK/8MILAfiFQjRR0SB4IOlrIBcWiwWAX3ioGSrgqM1yoZlqtUiGXtlyvBfwegB9z/4txBSDlgtvBrwe2A78BwDQkncDoDeAmHoXCqPiSIqr8O5AT0rp1sgVR2kW4djkGCFCy4e5Zi6ihn9yzUKoS6ry6KqqKgDRl29ESQBQAaCysvehsDFjxgAAKhrOwst7oNdFx2mJJzzKG4Q0AfoayAX1wng18JH3MM9R9GKz2UQ3J9ebTrGcDsQcB2L2V+cQcyyIOQ7gevev5tyCOJIifyNUeJ5HRYWQvJhqiVxxlOoTfrW1tZJOlAcCxEOzpMvIj+94pGqsR0cQReuwB/oNU1dX1+t9DR48GCkpKfDw7qjyHtU0l8LpaUFsbCxGjhwp69p0bItX5UnwhBB4fVnjgbP45ICJIxXAcZzfe+RWZ2iNeo4SExMVs6GhoQFut1CfnWhW94e6N8QYCEw64QuBeiikQpxP2IzI6pLdKPzIyZFm6llDg9DVOFrFER2PWl/f++aNOp1OHN9UUid9Z3i1UFIrHOv48eODu9XLAC2qcau8XI0n/nYDchcCMXGkEmhiLOduUdiS9uHcgkdLSc8RvUqNMURmGT+F44A4k6BUwnFl3hlpaWmwWq3gCAc0SbqUrHCNQlitX79+XWzZM+jYIvlSaNUFPW6HIzwXc5dccgkAoKjmmCwl/VZTHGaPvA9XDr9LvO/K4Xdh9sj7YDVJn1dJCEFR7VEA/mOXEyo0PL0UR2a9Dpdlp2BSpr80YVJmMi7LToFZ3/svaY/vvcBxHGw2Wxdbh5cIPsVoi5SUFAB+EaI2OJcQp6B2KgEVCnEmdV/thIM4o3CM4bgy7wyO4/wCIlLGWxGIx9K/f39JlnC5hCZK8nZeUQ/0uMMlji666CIkJCTA6WlBRUPv+yd1hY7TIcacgBizvwdWjDkeMeYE6HqZghAK1U0laHbWw2q1YvLkyZKv1xraGLW34kjHcbAa9LAa/EUP9G9dGOa3UftsNhubrRatiOLIpW7PkZLiiH4Rm/WRL44svmMM18mnM2hnXq4+Qvr1tACcm4PBYJBMHEU79J0SrgGmBoMB06ZNAwAUVB0Kyz7VzNnqwwCAyy67TPYqLMBfIe3m1R1Ld/nEkRKFQEwcqYTUVKG1GvXQqA1qF7VTCURxFAXvWrPvQkwOcUQ783J1EogjK+C92gvvTH9fKu9ML7xXe6Wb5VYn/BgwYIBkXXXF2VSS7F390FNqOKe7X3XVVQCAc7XH4exNYYrK8XhdKKwRxNGVV16piA1UbKhdHLm9gn1MHEUxtKpGleKI8KJHS6rqn5DM8JV0clzkn5LoMcoxGFIcWyDF7E8dhKzlwFxK+rdE3z5U5Ek5joFe7at44I+k0OMOp9dj2LBhOO+888ATL85WHQ7bftVGYc0xuL0u9OnTR/YSfgoVGy6VJ2S7fOJNihFAXcHEkUqgzfh0TvVlxXKuFnAgMBgM/o7KCkBjzoRESPinE+gxyhFnHzJkCHQ6HTg7FxHNILlq4bUbNmyYZGvQhFYV97SXFHrc4Rzqy3Ec5s2bBwA4VblXlgsDvc6I68c8guvHPAK9TvoMMkIITlXsAQDMmTNHsWkDtLDG5VW354jap0SVNBNHKsHvOWryD5NRCZxTqItOT09XdHQI7QXlUvfnOSy4fccox7BFm80mTkdHteTLSQsBUCP8esEFF0i2DP2yVt+ljDzQ4w53uGPmzJmIiYlBo6MGZfVnwrrv9uA4Dga9CQa9Kawhwo6oaipGbUs5TCYTZs+eLfl6HUFzR50qF0fUPiXSOZg4UgmZmZnC1TvvUV3Fms4njrKzsxW1g16ltngi33PU7BaOUa5xLcOHDwcAcFUaf20bhGRsi8UiJppLQVpaGgBA2lpC9UILG8XxM2HCZrNhzpw5AIDj5TvDum81cLxMOKYrr7xS0Z5xVBx5CYFHxXlHVBwpUQjExJFKMBqN4hcN51RXTTXnEOxRWhxRodDk1vgJPASa3MJHUy5xNGrUKADaF0fU/hEjRkjaWI92Fq+RbAV1Q49bivEsN9xwA3Q6HcobzqK2WfoROnLR6KhBcd0JAMBNN92kqC1Wq1UMDTtU7D1i4ogBAOjTpw8AQOdQlzii9lD7lIKKxxaPDi0eRU2RFA8P1DiFk3y4r8w7QhRHdRzglmVJafCN+qLHIxUDBgwIXE4W4gE8CuDhgPse9t0nZ7pqC4gYVpOiyWZmZiYuv/xyAMCR0u1h379SHC39GQAwadIk8f2jJPS7xeFRrzhyeIUqVyUKgZg4UhH0i4az1ylrSCs4Rx0A6RrqhYrNZhNzHCrt4Z+0rhZqHDoQcDCZTLIlwKelpQmjRAiEiaJahABcuSAqpZ5yTnO0ygF4ZSro14NDEjgkBtyXCCAJHPSQz+NX6vuZlZUlWdfiBQsWAADO1R5Dg13riXBAs7MBBdVC/6aFCxcqbI2AKI683i62VAaeENGrxcRRlEPFkU5N4ogQ6BxCZoVUoxi6A7XhXFPkiqNzzcKx9e3bV9YE+HHjxgHwCwzNUQdwLg5Wq1XMoZKKPn36IC4uDh4AZZKupD7oaFgpE94HDhwojtU4UrpNsnXk4mjpdhDCY/To0ZK/N0OFCg67R53iiIbUjEajImOrmDhSEdTVqiZxxDkbwfFemEwmSfILugvtXXO2MXLFET22wYMHy7qu1sURtXv06NGSD/LU6XSiOJB+2IW6oMcr9Ul+0aJFAIDC6iOa9h41O+txpmo/AOCuu+7qYmv5yMrKAqBecdTi8YfUlKiSZuJIRVBXPedsALzqSPzQtQipl/3795d9cnR7DBkyBABwskFacZRs5vHy5Hr8aYK/HulPE+rx8uR6JJuljdGfrBdeZ3qscjF27Fjo9XpwTdocQsuVCuLooosukmW9sWPHAgBOyrKaOnCDoMD3Oz1+qRg6dCguvfRSEBAcKtkq6VpScqR0G3jCY8yYMZKHe7sDzSFtUbk4UirXlYkjFZGUlISkpCRwAHR2KdoVdx9qh9gHR2Hol8upegOcEn6m9Togzcoj1eoXQqlWHmlWHmEYNt0hXh44VieII7m/SGNiYjBy5EgAfqGhGVz+5o8TJ06UZcmLL74YAHAGgCtKBomcAeCBkKMmR1Ix9bQU1RxFXYv2kuEaHbU4U3UQALB48WKFrQlG7eKIerT69u2ryPpMHKkM2puFemyURtdcBUDaUQzdITs7G2lpafASThQRkcSpBj0cXg6xsbGKCFIqLLQmjrgyDiBCTppcLSdyc3ORnZ0ND4DjsqyoPHQk7OTJk2VpmnjeeeeJlWsHzm2RfL1wc6j4JxDCY8KECcjLy1PanCCoOHLzRJUz1prdzHPECGDo0KEAAF2TnEXCHUPFEbVLaTiOE0/guyql7x4tN7srhS7gEyZMgF4vf17V5MmTAQBcBaetwWElwg+axCsHHMdh6tSpAIADsq2qHB4QHPH9Pm3aNNnWXbx4MXQ6HUrrT6Gy8Zxs6/aW2pZyFNYIr9i9996rsDVtsdlsYjNTKkTURLNb6NeiVCEQE0cqQxRHPlGiKG47dL5BuHInB3cGPQHuqjBB5XMTuwUhwE6f4KMiRW5ycnKEcAnxeWPChR7wXueF9zovEG7N5/V7ui699NIw77xzpk+fDgA4BqA5wkNrRyCM3ktLSxPDr3KQk5MjjtrYX7RJlplr4WB/0WYAwBVXXKGq789AqPCgQkQt8ISI4T6lWsgwcaQyzj//fACAzl4D8Mq+YfU+71W/fv3EbqpqYMyYMYiLi0OdS4fDNZETWjvdoEdZix5msxkTJkxQzA4qMLhzYRRHHACD7xbuaEwFwHk4pKSkSDpstj3OO+88DB06FF4Ae2VdWX52+35eddVVsns177rrLpjNZlQ3l4hdptVMeX0ByhsKYDAYVOk1olDh0aQyz1GLR+geZrFYRO+W3DBxpDIyMjKQnJwMjhDFvUe6JiEBUi19OSgmk0nMQ/ix1CTpWmYd8M9ptfjntFqYJf600GO57LLLFBWjl112mfBLGYTsW5VDRdxll12mSMkvnQX2MwA+Qr1HlSA4CSGUqMTA1NTUVMyfPx8AcODcj+B5dZ3MAyGEYP85wWt0zTXXKD52qTNyc3MBAE0q8xxRewYMGKDYsHMmjlQGx3GiGKHiRCn0KhVHADBr1iwAwM8VJjS6pEsM5TjAohduUuafOjzAT6VmAMKVuZIMGTIE2dnZ4Lyc+hOzeYArFmyUMw8mkJkzZyIuLg41EMJrkQhtwzhp0iTFTva33XYbEhIS0Oiowekq9WZ5FdYcQW1LOWw2m9irSa3Qoo9GtYkjl2CPklXSTBypkBEjRgAA9I0KDl0kvGo9RwAwbNgwDBkyBG6ew6YSab1HcrClzAS7l0Pfvn0l7x/TFYGJxlyRysVROcC5OSQnJytWDWS1WjF37lwAwI8ASIR5j5pAxJCakgNTY2JicOeddwIQqsDcXvVVDHh5Dw6c+xGAMAIlMTFRWYO6gHqOnF4eLhUNoG30hfmYOGIEQZMd9Y1lQpauAuiaq8HxHsTFxYkfIDXBcRxuuOEGAMB3RRaoeHZil/AEWFtoAQBcf/31irmRA7niiiuEX0qh6kG0XKHfa6REdR/lpptugtFoRBGEXkCRxE8QoqvDhw/H6NGjFbXlmmuuQd++feH0tOBY2c+K2tIeJ8p3o8XVgLS0NEWFZKjExsaKkw/U5D1qdAlfOrS1jRIo/y3MaMOQIUNgsVjAeZzgFGoGqWsUxkvm5eWp4mTdHldccQVSUlJQ49ThpzLteo92VhhR1qJHbGwsrr76aqXNASAkGvfr1w8cz4lhK9XhAbgSwTZRzClESkqK6D3aiMjxHjWBgEqQhQsXytLbqDMMBgOWLFkCADhWthN2l3pauTs9dnEO3D333AOz2aywRaFBK+kaXeoQR26eh93nxZJ7SkAg6jzrRTlGo9EfWmso7WJraaDrqqndfWtMJpOYpPlVgQUq8gqHDCHAFwWC1+iGG26QbMp5d+E4TixTp94ZtcGVcuA8HDIzM1UR+r399tthMplwFoD666lCYxOEdlfDhg2TrfN4V1x22WUYMWIEvLwbB4vV0xjycEk+3F4nBg0ahJkzZyptTshQAdLgUoeLuMEn0rKyshAXF6eYHUwcqZQxY8YAAPQNJfIvzvPQNwizxpXOf+mKa665BvHx8Shr0WvSe7Sz0oizjQZYrVYxTKgWZsyYAcDXENKusDHtwJ0VRNuMGTMU92gAQv+f66+/HgDwHbRfuVYDgh2+3++77z5VvMaAINzvv/9+AEBB1UHUtyjfMLfJUYdTFXsAAPfff7+iId7u4hdH6vAcUTuU7g3FxJFK8YujUoDI6xLRNVeC491ISEhQNOYbCjabDbfddhsA4LPT2so94gnwn1NWAELOitqSN/v06SN4ZIgKE7Od/iaVVMSpgdtvvx2xsbEoB7BHojWMAJ703aTsEf8dAC+AcePGqe4iKS8vD1OmTAGBv2xeSQ4U/wie8Bg3bpw4c08r0N56zR4vPCoYI1Lv82BRu5SCiSOVMnToUMTGxoLzumTvd6SvLwYAjB49WrX5RoFcf/31SE5ORqVDjw3ntBHnB4AtpSacaxZyjW6++WalzWkXGh6gXhq1wBUJs9SGDBkiywDUUElISBDLt9cDcErgPeLAweS7cWHvqClwFgSHAOh0Ojz44IOSrNFb7rvvPuj1epTWn0ZFQ6FidtQ0laKo5miQR0tLJCUliUnZ9SrwHjU4BXEkd0PX1qj/zBel6PV68WpNXyfvPCF9vbCeVq6ALBaLOL37szMWNLvVdSJvD6cX+D+f12jhwoWKxtY74/LLL4fBYABXxwH1SlvjhysQ/sdK94Rqj+uuuw59+vRBE4AflDamB/AgWO37ffbs2ar1Hufk5IhJ8PvPbVZsrMj+YsFzNXPmTMVDQT2FCpF6Z8/yjvQccEXfNFzRNw36Xnz9Or3+ZGyl53kycaRiqDihYkUWPE5x6O1FF10k37q9ZPbs2ejfvz+a3Dp8ccaitDldsuasBbVOHTIzM8U8FTWSkJAgJuJSQaI4DQBXy0Gv1ytepdYeJpMJS5cuBQDkQ+gurSV2QmiOHhsbq+rRFwBw5513wmKxoKa5FMW18qfBl9UXoKKhEEajEYsXL5Z9/XAhiqMeJmVzHAeDTrj1JjeNirN+/fohNja2x/sJB1Erjt544w3k5ubCYrFg7Nix+PHHH5U2qQ1UHOmaKgGPQ5Y19fXF4EDQv39/ZGRkyLJmODAYDKL7/9siM0qb1fvWrnZw+MpXobZkyRLVl/xS7wx3lgOUT0kQRdqECROQlJSksDXtM3HiREycOBFeAF9BO6X9TSBY5/t98eLFqsuDa01ycrIYkqZ5P3JBCMEBX77TtddeK4amtAit9qxzuhUd7FvnE2e0WltJ1HsGkZBVq1Zh2bJleOKJJ7Bnzx5ceumlmDVrFgoLlYtbt0dGRgZyc3PBgYh5QCGhM6B53CI0j1sE6Lo3mFVfVwQAqinb7Q4TJkzAhAkT4CUcVh5XR0l8e3x8wgYXz2HkyJHijDg1M3HiRCQmJoJzcoCCTdsBCMnhvvwnOkJGrTzyyCMwmUw4A2C/0saEyFoADgi5XNdee63C1oTGLbfcIo4VOVt9WLZ1i2uPo7alHFarFQsXLpRtXSkYMmQIDAYDXDwRw1pKUOdk4khRXnrpJSxevBj33HMPhg0bhldeeQU5OTl48803lTatDXQ6u6G2KPQncRygNwq37rg4CYHBJ46UnArfGx566CEYDAbsqzZiT6WUtTw940itAfnlJnAch6VLl6qmPLozDAaDWBGmO6PwV0Y5wDm4oHCfWsnOzsYdd9wBAPgGQIvKvUenQLAPQojkscce00w5ekxMjFixerh4K7wyDKXlCY+DxT8BAG6++WbVe9i6wmw2izk+dU5lxrLwhIi9ltTQtyzqxJHL5cKuXbvaNOmaOXMmtm7d2u5znE4nGhoagm5yQU8A+voiyUv6dc2V4DwOxMTEKDanqrf069dPbNv/r+NWuFQ0vNvDA+8dFTxa11xzjaLdX7sL9dJwpRzgVM4O7owgJqdPnw6jUX3itzW33norBgwYgGYA3yptTCe4QfCl7/frr79e8Uqh7nLdddchOTkZza56nKmS3k9XVHMUDY5qxMbGamJMSCjQ7/zaHiZl95YGlwdeAsTHx6N///6K2BBI1ImjqqoqeL3eNvk0GRkZKCsra/c5K1asQEJCgnjLycmRw1QAgnsxLi4OnMcpDoKVCn2tEFa8+OKLNXHi6YhFixYhLS0NlXa9mNujBr4rMuNcsx4JCfG45557lDanW5x33nlCJQ6vYMdsF6ArEb6y1B5SoxiNRvzqV78CAOwGcFql3qPvAdRAaGSptfcmIFSs0tDWkZLt8PLSlaTzhMfhEuFC+pZbblFtpWl3UVocBYbU1NBCRnkLFKJ1OIMQ0mGIY/ny5aivrxdvRUXdCHH1EoPBgPHjxwPwixep0NcJ+580aZKk60iNzWbDQw89BABYfdaC8hbl3+Y1Dg6fnhZK95cs+QXi4+MVtqj7iN4jharWuEIhIXzQoEGa8rrl5eXhmmuuAQB8AcFLoyZKQfCT7/dly5YhJiZGUXt6ypw5c5CSkgK7uxEFVYckW+dczTE0OmoRFxenuq72vYGKo2a3Fy4F8o6oKKOD15VG+bOGzKSmpkKv17fxElVUVHRYnWU2mxEfHx90k5PJkycDAAwSiiPO2Qh9Sw10Op0oxrTM1KlTMW7cOLh5Du8ds0HBAgwAwAcnbHB4OQwfPlw1w2W7y/Tp0/09j+rkX5+KMq14jQJZsmQJUlNTUQPBS6MWvCD4HEIR4rRp03DppZcqbFHPMZvNYu7RkdJt4CXIPSKE4HBJPgBg/vz5mhWS7ZGYmCiGs+pk9h4RQlDry3UaNWqUrGt3RNSJI5PJhLFjx2LdunVB969bt061HpPx48fDYDBA56gD55CmE5++9iwA4epB68mFgOAZ/OUvfwmj0Yj91UbsVDA5+0C1AdvLTdDpdHj00UdV4TLuCYmJiaJQl917VO/vbaSloZ6U2NhY/PKXvwQA/ASgRCXeo3wAJRDso72ZtMy8efOQnJyMFlcDCmuOhn3/JXUn0eCoRkxMTER5jShUmNTInJTd7PbCzRNYLBbVeIW1+S3dSx599FH885//xNtvv40jR47gl7/8JQoLC/GLX/xCadPaJTY2FhdeeCEAv4gJN9Qrdckll0iyfyXIyckRryTfP2aDQ4HO+G4eeO+YkIR9/fXXa7aDLkUMrRXK2/OIirFJkyZpVrxfeumlmDp1KngI4TWvwgKpBgQbfb8/+OCDSElJUdSecGA2m3HjjTcCAI6W/RzWnj2EEBwt3Q5A6GukdJNCKaDnmVqHvJ4jKsaGDx+umnzXqBRHN998M1555RU899xzuPDCC7F582asWbNGFRnyHeEPrUkgjjxO6BpKg9aJFBYsWICsrCzUOHX4/IxV9vXXnLWgrEWPlJQUTXfQpVx88cVITk4Weh61X78Qfnjt9DbqikceeQSxsbEogeC1UQoC4st/EmYoajXU2x7XXHMNbDYbGuxVKK0/Hbb9VjUVo7q5FEajURRgkQYVRw1uD9wyDqGt8YXx6PpqICrFEQA88MADKCgogNPpxK5du3DZZZcpbVKnUI+OrrECcNvDum99XRE4EOTm5qJv375h3bfSmM1mPPLIIwCAbwrNKJaxc3al3T/K5IEHHoiI/ASDwSCGtXQFMr2WZQDn5JCYmKjZ/luUlJQUsZP7RgjeGyXYC+A0hDSDX/3qV5rotxUqcXFxmDdvHgDgeNnOsO33eNkOAELH+EjwsrVHamqqeA6Qq2qNEIJah+A5Gj16tCxrhkLUiiOtkZGRgSFDhoADCXtiNvVGRVJILZBJkyZh0qRJ8BIO78uYnP3BcStcPIcLL7wQ06dPl2dRGRDHicjU80h3VviamjFjBgyG7nV8VyNXX301Ro8eDTeUGS3SDIK1vt/vvPPOiLsgAoAbbrgBOp0OFY2FqGvpfQuUJkcdiutOAkDE9DXqCCpQqGCRmmaPFy6ewGw24/zzz5dlzVBg4khDUPES1rwj3gt93bmg/UciS5cuhcloxMEaeZKzD1QbsLNSSMJetmxZRF2ZDxw4UEia5AGuSOLjcgFcibAGFWVah+M4PP744zAajTgJ4IDM638LoAVCS4RbbrlF5tXlISMjA1OmTAEAnCjf3ev9nawQ9nHxxRdjwIABvd6fmqHiqFqmvKManwgbMWIETCaTLGuGAhNHGoKW2erriwFveN64+oYScLwbaWlpYvv4SCQ7Oxu33HorAOBDiTtne3mIs92uu+46DBw4ULrFFOLKK68EIH3VGlckJH4PHDgQ5513nqRryUlOTk7QaBGHTN6jMyDYA79AiwRPXEdcf/31AIDCmqNw9WJwt4d3i32TIrFCrTU076fR7ZGl31GNT4SpKaQGMHGkKQYOHIisrCxwxNu9QbSdQL1QkydP1myJeajcfvvtQudshx5ri8ySrbOx2IziZj0SEhJw9913S7aOkkyfPh06nQ5cLQc0SrcOTcS+8sorI8r7BgijRfr164cmAOtlWM8Dgq98v8+bN08V86ukZOTIkcjNzYWXd/dqIO25mmNweR3IzMzExRdfHEYL1Ulqair69esHQPq8I0KIWKk2ZswYSdfqLpF9NowwOI4Lb2iNELHrdqRVqbWH1WrFkiVLAABfnrGi3hn+k22zm8N/TgtJ2IsXL46Y0QKtSUpKEpuFUgETdpoArpqDTqcTB99GEiaTSex99DOETtVSsg1AJYR+Vffdd5+ka6kBjuPExOzTlft6XNZ/qmIfAEFQamUYb2+hQqVG4ryjRrcHbp7AarWqKt8IYOJIc4gl/XW9H0Sra66Czt0Cm82mOpemVEyfPh3nn38+HF4On50J/9y1rwosaHLrMGDAAMyZMyfs+1cTtGqNO8tBivM6neE2ZswYpKamhn8BFTB27FhcfvnlIAC+hnTJ2Y0gYmfu+++/P2JFe2tmzpwJo9GIensValvKu/38BnsNqptLoNPpIibnLRREcSRxM0gaUhs5cqTqQrxMHGmMkSNH+gbROno9iJZ6n8aPH6+qRDgp0el0uP/++wEI4a/SMJb2Vzs4fOsL1y1ZskR1H/ZwM3nyZFitVnAtnDC1NJwQvziKRK9RIA888AAsFgvOQrrk7HUAXBCa7NF8sWggLi5ObNNSUHWw288/Wy3kGo0fPz5iBXp70LyjJrcXTgnzjtQaUgOYONIc4RxESwfNTpw4sdd2aYnRo0dj0qRJ4AmH/5wOX2PIz89Y4eY5jBw5UrWjaMKJxWIRTzxhD63VAVwjB6PRqPoeZL0lPT0dt99+OwDgO4R/MG2xLwkbAB5++OGIzy1sDfX4FNYc7da8NUKImKsUTV4jQAi90gIIqUJrPCFiJ24mjhhhgZ54DXU9F0ecs0kcNKv1xno94d577wUAbCs3obCx93kEZS06bCoRvG9LliyJuOThjqD9m7hz4R0nQlsETJo0KSKaZ3bFzTffjLS0NNQjvJ2zSUBPoxkzZuCCCy4I4961wdixY5GYmAiXx47yxtC/M6ubStDiaoDNZouKi53WSB1aa3B54CEEcXFxqqxEZeJIg4wfPx46nQ46ex04R0OP9kG9RsOHD9fsrKreMGjQIEybNg0A8Nnp3ucefXHGAp5wGD9+PPLy8nq9P60wduxYJCQkCONEKsO0U+IXR1dccUWYdqpuLBaLmCT9I4CWMHmPTgAoAGA0GqMiCbs9DAYDpk6dCgAo6sYwWjq49pJLLoHZLF11q1rxJ2VLU7FGPVIXXnihKhPdmTjSIHFxcRg5ciQAYfRHT6DPi7aQWiB33XUXAGBHpQnnmnr+Uai06/BTmSlon9GCwWDwh9bC1RCyBuBaOFislqjyak6fPh2DBg2CA4JA6i08CNb5fr/hhhuQkZERhr1qk8svvxwAUFx7IqTQGiEExbXHg54bbYwaNQo6nQ4tHi/snvA3hlNzvhHAxJFmoScNff257j+Z90DfUAIgusXRgAEDxBP7lwU99x59fdYMnnAYN25cVIYt6MmDKw5PaI07J4isSyZfAosl/BWFakWv14vene0AmnrpPToMYTZwTEyMmNMUreTl5SExMRFurxOVTV1/Z9Y2l8HuboLVasXYsWNlsFB9xMTEiOX14c474gkReyiptVKaiSON4hdHJQDv6dZz9Q2l4Hgv0tLSIrJ7c3dYuHAhAGB7uQnVju57PhpdHDaVCC73BQsWhNU2rTBq1CghtObigKpe7oz4xREd/xBNTJgwAcOGDYMbvfMe8QGl+zfddBMSEhLCYJ120ev1Yt5QSe3JLrenc9TGjx8flSE1ChUuNWFuBlnndIMnQr+03NzcsO47XDBxpFFyc3ORlpYmdMtuKOvWc2l37YsvvjhqEoc7YujQoRg9ejS8hMO6ou57KTacM8PNcxgyZIhqr4CkxmAwiM1JqbDpMXW+kJrFIlZlRhMcx4mh2Z3oee7RMQAVEK7+I31QaqjQHnGl9ae73JZuEw3NcTtDFEcOV4+baLYHFVsXXnihas9BTBxpFI7jcNFFFwHofmiNbh8NrfBDYf78+QCAjcWmbs1c8/DA+nNmcR9q/ZDLgZh3VNK7hpBcsfAajh8/PqpCaoGMHz8egwcPhgtCV+vuQkBEr9O1114bNQ0fu2LMmDHQ6/VoctahyVHb4XYOdzPqWoQecvQ7NlrJy8uDwWCAw8uHNe+IhunUmm8EMHGkaai46c6cNc7ZDJ29DjqdLmpj6a2ZMGECMjMz0eLRYVt56M0w91QZUefSISkpSax8i1bGjBkjNIS0c0DH550uoeKIDlmORjiOw2233QZAGCvS3b5HRb6b0WjEjTfeGHb7tEpMTAxGjBgBAChrKOhwu/J64bHBgwcjOTlZBsvUi9VqFfMowxVa8xKCepXnGwFMHGkaKm509lpwrpaQnqNvEITU0KFDER8fL5ltWkKv14szmDYWh55fsNHnNZo9ezaMRqMktmkFs9nsn7VW3EMPWjPANXBR23srkClTpiA9PR3N6H7XbNonacaMGUhJSQmzZdpm3LhxAICKho77HVU0FgVtG+2MGjUKAMSGjb2l3ukGDyAlJQU5OTlh2acUMHGkYRISEjB48GAAgK6hNKTn0O2Y1yiYq6++GnqdDifrDSgJYaRItYPDwRphPEikz1ALFZqfwZX2TBxxJcLzRo0aFfXC3WAw4LrrrgMgVK6FSiMI6Px55jVqCx2LUdl4rsMcmkqfOKLbRjv+pOzw5B3RkNro0aNVnYrAxJHGoTFb6hHqFELEEn41x3qVIDk5GRf7PB8/lnYdWvupzAQCDqNGjUJ2drbU5mmC8ePHg+M4cPUcEJojMwgqqqLda0ShHskSACUhhtZ2Q+imkJeXp8quw0ozbNgwmEwmOD0taHS0HQhodzWhySmkHURTM9fOGDFihD/vKAxz1mh4jnqk1AoTRxqHqnp9Y9cVa5yzETpXMwwGgxh7Z/ihAzm3l5vQ1QXSNl/Tx2ga4tkViYmJYn4CV9bNK0IPxA7b0dx7K5DExEQx0X1XCNsTEOz2/T537lzJ7NIyJpNJ7N1T3VTS5vHqJuEic9CgQYiNjZXVNrVisVgwdOhQAEBtL/sd8YSg3uWvVFMzTBxpnLy8PHAcB52jocu8Iyqgzj///KitBOqMiRMnwmw2o8KuR0En89ZKm3UobDJAr9dH/FDU7iLmHXVXHFUCHM8hIyMD/fv3l8AybTJr1iwAQt6RpwvvURGAGghJtHRcBqMtVMBXN7dNRaD3DRs2TFab1A4VMrW9TMqudwn9jRITE9GvX78wWCYdTBxpnMChfbouvEf0cbW7M5XCarWKjeJ2VHScYL2jUnhs7NixUZ8b0xqx9LkC3eqWzZULYor13gpm7NixSElJgR3CnLTO2Of7OWXKFHbx0wli9dX/t3fncTWlfxzAv+eWkkorbVIqFJWSJRmE7Ma+MybL2MdO9p0IY6wJg9/Yl2hsI/u+k31fEpKltKftfn5/XOe4twUzQ7f0fb9eXrnPObd5PPOcc77nWXMIjsS0ihUr5mme8jvxmfFfN6EVB3VXqlQp31/nHBx9B8S+cY3EV588TyNBcVzcl41lJw4qvvo29+Do6htFl1phnm6eG0dHR9LX1ych/Z9N6ReDo8K+rkxWGhoa0vYstz5xnpwgHffx8fnm+SrIxG61+JS3lKm0zxoAepekWN+oXLlyaslbfuXs7EyCIFBKhpxSM//9ekdiy1NBeAZxcPQdEMcPyRJe535S+nuSvY8jIiqU+399qerVq5NMpug2e5vDdiIJaQI9iFN0ufHA4ew0NDSkJnjh9Re+Gb5XTOEXBCFfr3uiLuI2Kvco9661CCJKIiI9PT0uw88wMzMjPT09kkNO8e8/7neTlBpHGfI00tLS4q7dLPT09Mje3p6I/n3XGgCK5eCI5SWxCViW/DbXfdY0EhWBU+nSpQv9PkufYmBgII03uBWTvfXozjtNAglka2tbqHc5/xRxJuSXBkfieQ4ODlw3c+Ds7EzGxsb0noie5nLO3Q8/vby8Cv2aW58jCIK0BEpc8hspXVwV29bWljQ1NdWSt/xM7KH4t+sdJaZnUgZAOjo6UqCVn3Fw9B0wNzcnIyMjEgCSJWWfnkpEJEtS3AR4oOHniQ/3WzHZb5A3Yz6ON2I5k5aJiKYvG3f04fnELR45k8lk0kD3+7mcI6bzTL8vI252GpcSLaXFv1f8vbBvxp0bsbUnNu3fBUfvPoxXqlixYoEIPjk4+g4IgiD1o4tBUFayJEXzsXgey534cL/7Lvsb+N1YTZVzWHY2NjZkYGBAQuaXjTsS3n5c/JHlTAyOctpPPo5Ab0gRRPGYrS8jdpu9jH1EN1+cppsvTtPzd/dVjjFV4vCNhLQMypD/88UgxS61grKMDAdH3wlxHQoxCFIBcHD0D1SoUIE0ZDKKSZWpjDtKTBcoMkkx3ogXiMud8gJ6YuCTq1TFeCMiLtNPEYPx10SUmGXc0ZMPP8uVK8ezJ7+Q2K0T/z6abkeeoduRZ6RuNW45ylnJkiXJ1NSUQETx/6L1KDZNMeSjoARH+b9ti30RcXaFLDk62zEhPYVk6Skkk8kKRF+vuuno6FDZcuXo7t279DBWk0zNFTeCRx8GYltbW5OhoaEac5j/ubi40KlTp0iIFgifWp/nQ3UtXbo0l+knGBoakr29PT169IjCiUj58RL+4Sd3S345FxcXGjBgAEVGqi4EWbJkSWlDb6ZKEARydnamY8eOUWxqOhkX/fJNutMy5ZSSoZjlVlCGdnBw9J2Q1jpKiSWSZxLJPi5iKAZMpUqV4vVPvpCjoyPdvXuXrkUXoRI6ioEz4vT+gnJxq5O0Tkw0EYGIcmlAEmIE1fNZrlxcXOjRo0f0jFSDI3EL1YIwAyi/EASBOnXqpO5sFDhOTk507NgxikvLeeJPbsRVsUuXLk36+vrfImtfHQdH3wlxempiYiLJUmJJrvtxN25ZsmKQtjhDg32e2BJ38qU2nXypneMxlrvy5cuThoYGZb7PVOyzppvzeUI0B0dfytnZmUJCQuiZUlrKh/FGRFyG7NsTl4GJ+4fdauJ4o4K0jAyPOfpOCIIg9ZULKaqjYGXJis/iDA32ebVq1SJnZ2cyNzdX+ePo6Eh169ZVd/byPW1t7Y9jN3IblI2Px7g17vPEMooioswPXZXiGs8WFhbcLcm+ufLly5NMJqPUTDm9z/jyxSDFlqaCFBxxy9F3xNbWlq5fv06ylHekXG3FYImDoy9nYGBAy5YtU3c2CjRHR0d68OABCe8EQqkcxh0lEQnpAmlpaXHd/AJWVlako6NDKSkp9JaIzOhjcMStmSwvFC1alOzs7Ojhw4cUl5ZBRTVz34NSBEAawF2QJgRxy9F3RHzAyFJiPyYCJHuv+Gxra5vneWKFlziDUniX84AjMd3e3r5ArHuibsoTKsSNgsSf4phDxr41MRD/0hlrKZlySpeDihQpUqBmAnJw9B2xtrYmIiJZSpyUJqQlkSDPJA0NDbKwsFBX1lghJD2wY3M5ITbLeeyzxBeg7UQ0mUBhWdIZ+9akvem+cFC2GETZ2dmRltaXz3BTNw6OviNicCSkxhNBMcNK+LCfmpWVFb+dszxlZ2dHMpmMhFSB6H3240KsouWIJwp8OS8vL5LJZAT6uPh48eLFeY0olmeUW46Azy8GKQZRBa3rl5+W35GSJUuSlpYWpaWlkZCWRNDWJ9n7eCJSTONnLC8VLVqUSpUqRREREURxRJR1FYkPDZy89taXq1mzJu3Zs4fev/8Yberr65O2tvYnvsXY12Nvb08ymYzS5HJKzZR/dtxRQgENjrjl6DuioaFB5ubmREQkvE9Q/ExVBEeWlpZqyxcrvMRxbkJclnFH6URCiqByDvsyenp6ZGpqKv3hwIjlJW1tbSpdujQRESWkf75rTWw5KmgtxAUiOAoPD6devXpRmTJlpB19J0+eTGlpaSrnCYKQ7c/y5ctVzrlx4wbVqVOHdHR0yMrKiqZNm/ZFTYMFhTiuSJaa8OFnoko6Y3lJCnzisxz48NnU1LTALArHGFMQxwl+btxRaqac0uRyEgShwI2LKxDdanfv3iW5XE5BQUHk4OBAN2/epF9++YWSkpJo3rx5KueuWbOGGjduLH02MDCQ/h4fH08NGjSgunXr0sWLF+n+/fvk6+tLurq6NGLEiDz793xLUstRaoLKTzGdsbwktRwlqG4jIiQoWo14k0/GCh57e3s6dOgQJX6m5UjsUitVqhTp6OjkRda+mgIRHDVu3Fgl4LGzs6N79+5RYGBgtuDI0NAw10Bgw4YN9P79e1q7di1pa2uTs7Mz3b9/n3777TcaPnw4CcJnNsksAMzMzIhIMUtN+ScHR0wdxEkClJDlQEKW44yxAkOckv+5bjUxeCpIU/hFBaJbLSdxcXFkbGycLX3QoEFkampKVatWpeXLl5NcLpeOnT17lurUqaPSR9+oUSOKjIyk8PDwXP9bqampFB8fr/InvypZsiQREcnSkojkmSRLTyEiohIlSqgzW6yQEicCCKkCkVIvuNhyxMERYwWPGOwkp2eS/BPDUsTgqKB1qREV0ODo0aNHtHjxYurXr59K+vTp02nbtm106NAh6tSpE40YMYJmzZolHY+KipJaVkTi56ioqFz/e/7+/mRgYCD9yc83dDEIEtKSSEhLJiIiLS0tle5FxvKKrq7ux5eYJKUDiqFwPIuSsQKoZMmSpKenRyCipPTctxHhlqN/acqUKTkOolb+c+nSJZXvREZGUuPGjal9+/bUu3dvlWMTJkygGjVqkJubG40YMYKmTZtGc+fOVTkna9eZOBj7U11qY8eOpbi4OOnPs2fPcj1X3UxNTYmISEhLJiFdERyZmJh8F12GrGCSJgOIwRE+/p1nUTJW8AiCII0XTMqlaw0AJX4InArijFS1jjkaNGgQderU6ZPnKBdqZGQk1a1bl2rUqEErVqz47O/39PSk+Ph4evXqFZmZmZG5uXm2FqLXr18TEWVrUVKmra1dYKbLim/pgjxdWuMop+5HxvKKpaUl3bp1i4TED4Oy04iEDEWwzmPhGCuYbGxs6NatW5SYywa0qZlyygRIQ0ODrKys8jh3/51agyNxnY4v8eLFC6pbty55eHjQmjVrSCb7fKNXWFgYFS1aVNqtukaNGjRu3DhKS0uTljE/cOAAWVpaFsjINifFihUjbW1tSk1NJVlyDBFxcMTUSwqAkknlp4mJSYF56WCMqfpcy5HYamRlZUVFihTJs3x9LQVizFFkZCR5e3uTtbU1zZs3j968eUNRUVEqrUC7d++mlStX0s2bN+nRo0e0atUqGj9+PPXp00e6AXfp0oW0tbXJ19eXbt68STt37qRZs2Z9NzPViBTNnUZGRoq/p7wjIpI+M6YO0gzKNwIJdwUSHgoq6YyxgkdcCDK3MUfJGRkq5xU0BWIq/4EDB+jhw4f08OHDbAM4xTFDRYoUoWXLltHw4cNJLpeTnZ0dTZs2jQYOHCida2BgQAcPHqSBAwdSlSpVyMjIiIYPH07Dhw/P03/Pt2ZoaEhRUVFSy5HYcsaYOohN6kK8QMKNjy8hPN6IsYJLnJiUnJFJALI1MIhBU36ewPQpBSI48vX1JV9f30+ek3UtpNy4uLjQiRMnvlLO8idxZprsw4BsDo6YOrm5uZGvry+9evVKSitSpAi1a9dOjblijP0XFhYWpKGhQZmZmTnusZaUwcERy2fatWtHCQkJlJ6eTgYGBlS7dm11Z4kVYhoaGtSzZ091Z4Mx9hUVKVKEzMzMKDIykpIzMrMFR8kZH8ccFUQcHH2HqlevTtWrV1d3NhhjjH3HLC0tKTIyklKyzFiTA/T+Q1pB7T4vEAOyGWOMMZa/iIFPcpbg6H2mnECKBYgL6u4MHBwxxhhj7B8Tu8yythyJn83Nzb9o2Z38qGDmmjHGGGNqJS7HkZIpV0lXDo4KKg6OGGOMMfaPicHP+6zdah8+F+S1zDg4Yowxxtg/JgVHmXKSf1hzkOhjSxIHR4wxxhgrVAwNDaWtQVKVuta45YgxxhhjhZJMJpP2R32vFByJgVJBnalGxMERY4wxxv4lMQASW4sASIESB0eMMcYYK3TEAEhsLcoAKPPD+CMOjhhjjDFW6JiYmBDRx+BI/Kmnp0dFixZVW77+Kw6OGGOMMfavfAyOMj/8VARHxsbGasvT18DBEWOMMcb+ldxajsT0goqDI8YYY4z9K0ZGRkRElCZXBEVp3HLEGGOMscJMCo4+BEVikGRoaKiuLH0VHBwxxhhj7F8Rg6A0OQiAFCSJQVNBxcERY4wxxv4V5RaidDmkliMDAwM15ejr4OCIMcYYY/+KpqYm6erqEhFRulxO6XLFGkccHDHGGGOs0BIDoTQ5KD2TxxwxxhhjrJArXrw4ERGlZ8qlbjV9fX11Zuk/4+CIMcYYY/+aGAily+WU8aFbTQyYCioOjhhjjDH2r4nBUfT7NMKHND09PfVl6Cvg4Igxxhhj/5o45uhlcioREWlpaRXofdWIiDTVnQHGGGOMFVwtWrSgyMhISklJISKiOnXqkCAIas7VfyMAwOdPY8ri4+PJwMCA4uLiCny/KmOMMVZYfOnzm7vVGGOMMcaUcHDEGGOMMaaEgyPGGGOMMSUcHDHGGGOMKeHgiDHGGGNMCQdHjDHGGGNKODhijDHGGFPCwRFjjDHGmBIOjhhjjDHGlHBwxBhjjDGmhIMjxhhjjDElHBwxxhhjjCnh4IgxxhhjTImmujNQEAEgIsXuvowxxhgrGMTntvgczw0HR/9CQkICERFZW1urOSeMMcYY+6cSEhLIwMAg1+MCPhc+sWzkcjlFRkaSvr4+CYKg7uzkKD4+nqytrenZs2dUvHhxdWenQOOy/Dq4HL8eLsuvh8vy6ygo5QiAEhISyNLSkmSy3EcWccvRvyCTyahUqVLqzsYXKV68eL6uqAUJl+XXweX49XBZfj1cll9HQSjHT7UYiXhANmOMMcaYEg6OGGOMMcaUcHD0ndLW1qbJkyeTtra2urNS4HFZfh1cjl8Pl+XXw2X5dXxv5cgDshljjDHGlHDLEWOMMcaYEg6OGGOMMcaUcHDEGGOMMaaEgyPGGGOMMSUcHDHGWD7w4MEDdWeBMfYBB0cFiPLEwoyMDDXm5PvDkzaZOgUEBFDdunXp/Pnz6s7Kd4GvZ/ZfcXBUgIj7uM2dO5d27dpFRIp93tg/J948IyIiKDMzM9/ukZefcd37etzc3Kh69eo0cOBADpD+I7lcLl3P79+/V3NuCj7xXpmWlqbmnOQtDo4KoCtXrtCMGTMoIyPjkxvnsZwBIEEQaNeuXdS5c2datWoVv2n+Q3K5XKp7GzdupPnz55Ofnx/dvn2bUlJS1Jy7gqdhw4Y0ePBgKl26NPXv358DpH9JuV7Onj2bBgwYQDExMWrOVcEl3iuPHTtGAQEBFBERoe4s5Rl+shYg4gO8X79+pKmpSWfPniUifoP/pwRBoJCQEOrQoQN17NiR6tatq9JyxIHS54kPoNGjR9PIkSPp5s2bdPLkSWrZsiWtWLGCMjMz1ZzDgkOsb3Xq1KFff/2VbG1tOUD6l5Tr5eLFi8nDw4MSExPVnKuCSQyMgoODqWXLlgSA3r17Jx377oHlW3K5PMe/p6WloVq1aujcubM6slXgPX/+HO7u7liyZAkARXkmJiZi165dePnypZpzV3Bs374d1tbWuHr1KgAgNDQUgiBg586d6s1YAZGZmZlj+smTJ9GiRQu4u7vj3LlzeZyrgi84OBhmZma4ePGilJacnIyXL18iJSVFjTkreM6dOwcTExOsXLlSJT02NlZNOco73HKUTyn3m69fv54mTZpEycnJRERUpEgRmj17Nl28eJGOHj2qzmwWSAAoNjaWHBwcSC6X0+zZs6lhw4b0008/UaVKlejWrVvqzmK+s3PnTnr58qVKWlRUFHl6elKlSpVo06ZN1L59e1q6dCm1atWKkpKS6NGjR2rKbf6n3P2zZcsWWrhwIY0fP54eP35MP/zwA40fP55sbGy4BelfiIiIIHd3d6pSpQpdu3aN5s6dS25ubuTh4UH+/v7ckvQPXLhwgSpWrEi9e/empKQkCgkJobZt21Lt2rVpzZo16s7eN8XBUT6kfON89OgR7d27l/bs2UNly5almTNn0tmzZ8nT05PMzMzoypUr0nfYlzExMaHKlSvTwIEDycLCgi5dukStWrWip0+fkpmZGQUFBak7i/nK5s2bqWPHjrRu3Tp6/fq1lP7w4UPS1NSkS5cuUd++fWn27NnUv39/IiLatGkTbdiwgccf5UK5+2fYsGF08eJFCg0NpSZNmtCKFSuoWrVqNGTIECpTpgwNGjSITp48qeYc50/40L0DpW6e0qVLU2hoKP3yyy/UunVrCgsLo6FDh9LAgQNpwYIFKnWYfVrJkiUpIiKCpk6dSq1bt6bVq1eTTCajZs2aUa9evb7vF0k1t1yxLA4ePIhJkyYBAPr164fevXsjPj4emZmZmDFjBlq3bg1dXV34+/ujcePGMDMzw7Nnz9Sc6/xL7I68d+8ejh49iuPHjyM5ORlRUVFYuXIlli5diujoaOm8Vq1aYe7cuerMcr40adIk2NjYYPbs2YiKigIAXL58GcbGxhAEAevWrZPOTUlJQdOmTTFgwAB1ZbdA2Lp1q0q35N69eyEIAnbs2CGdc+rUKdSuXRu+vr7qyma+pdwtGR4ejqdPnyImJgYAsHr1ajRv3hyrVq1CeHg4AODFixeoWrUqbty4oZb85nfiPTApKQlpaWmQy+V48+YNRowYAWdnZ/Tt2xenT58GADx48ABVq1bF3bt31Znlb4qDo3wkJSUFgwcPRpUqVVC7dm0YGhri5s2bKufEx8dj9+7daNKkCapWrQpBELB06VIAuY9hKKzEiz04OBgODg5wdHRE9erVUa5cOTx69Ejl3JiYGEycOBElSpTAvXv31JHdfCk1NVX6++TJk1GqVCkpQEpPT8ekSZNgZWWFKVOmIDIyEqdPn0bjxo1RqVIlpKenA1AdL8c++u2336Rxgxs3bkTx4sWxbNkyAIrrPCIiAgBw5coVvrazUK5TU6ZMQaVKlVC+fHnY2Nhg06ZNAD7eDzMzM5GSkoLGjRvD29ubyzIHYnnu3bsX7du3h5ubG3r37o0DBw4AyD7GaPz48ahQoQJevXqV53nNKxwc5TOpqamoUaMGBEFQefNOS0sD8LESx8TE4OHDh/jxxx/h4uKilrzmNznd9E6dOgV9fX0EBQUBAA4cOABBEDB79mzpnN27d6N79+6wtrbGlStX8iy/BcmbN28AAGPHjoW1tTVmz56N+Ph4vHr1CgEBATAxMYGpqSlcXV3RqFEjqb5mZGSoM9v5Wv/+/eHr64tLly5BT09PCowAICgoCNOnT5cCTIBffnIyffp0lChRAvv27UNsbCwaN26MEiVK4P79+wAUL5wrV65E7dq1UblyZalecllmf2n566+/ULRoUcyaNQurV69G165dIQgCrl+/Lp1z9OhR9O/fH0ZGRggLC8vjHOctDo7yAeVK+v79e/Tr1w8//fQTvLy8MGXKFOmY8o1S9O7dO5QuXRohISF5ktf87NatW9nSlixZgl9++QUA8PTpU1hbW2PgwIHS8fT0dNy4cQOLFy/Gw4cP8yyvBcmaNWtQrlw56fP48eNRqlQp+Pv7Iy4uDgAQHR2NkydP4sGDB9KDJ6f6WthNmzYN8+fPBwCcPn0aBgYGEAQB69evl85JTk5GkyZNMGjQIHVls0BISEhAgwYNpJaikJAQGBoaSkGmXC7H+/fv8b///Q/Dhw+X6iPXy+zi4+PRpEkTqW6+fv0alpaWKnUwLi4OEydOROvWrQtF1yQHR/nI8uXLpUoXGxuLoUOHonr16ioBEqDoX5fL5ZDL5UhOToaTkxO2bdumjiznG1u3boWVlRXi4uJUWiuGDh2Krl27IiIiAqVKlUKfPn2kYHTHjh2YPXs2MjMz+U3yE8LDw2FtbY3//e9/UtrEiROlLrYXL15k+w6XZ87Gjh0LZ2dnREREIDExEePGjYOVlRXmzJmDV69e4fz589wtmYus5fD8+XOYmZnh6dOnOHLkCPT09BAYGAhAMW5m6tSpUouniFsygVmzZmHmzJkqabGxsShXrhzOnj2LFy9ewMrKSnqpBBT31+fPnyM+Pr5QTOMHeCp/vhEZGUmbN2+mli1b0uXLl8nAwIDGjBlDXl5edODAARo/fjzFx8eTj48PTZ8+nQRBIEEQKDQ0lO7evUuurq7q/ieoVdWqVencuXNUvHhxio6OJiLFDBZXV1d6+vQpeXp6UqNGjaSZaJmZmXT48GEKDw+n1NRUXmn8A2RZ3C0jI4OMjIzI09OTzp07J6VPmzaNevbsScuXL6fAwEBpcTgRl2fOGjduTERE165dI11dXerevTv179+f/P39ydnZmX755ReSy+V08eJF0tTU5K1tlIjlINZRKysr8vLyokGDBtGPP/5ICxcupH79+hER0bt37+jAgQN06NAhld+hoaGRt5nOZ+Lj44mIqHXr1irpaWlpZGtrS1euXKGaNWtS06ZNafny5USkeDb9/fffdO7cOdLX1ycDA4M8z7daqDk4K7Ryehs8c+YM2rZti3LlykkLmEVFRWHMmDEoX748SpUqhcqVK6sMkr137x53Bym5ffs29PT0EBwcDEAxNqtKlSrQ09PDoUOHkJGRgdjYWIwdOxZmZma4c+eOmnOcPz1//lzl865du6ChoYETJ06opA8ZMgStW7fm1o0slMsja2tF586d4ezsLLWuZWRkICoqCsePH8edO3e4WzIL5VZIf39/jBw5EsnJyZDL5QgICEDJkiXRunVr6Zz4+Hg0bdoU9erV45aiHIj16sSJE5gwYYKUPnjwYAiCgB9//FGlzMeMGQMnJyc8ffo0z/OqThwcqVnWJsozZ86gVatWKFeuHC5fvgxAMa4oLCwMISEh0sUuDixkHx9Et2/fxokTJ9CzZ0+YmppKKzW/efMGFStWhKurK6ytreHj4wMrKysefK1E+Wa4cuVKVKtWDaNHj8arV6/w/v17AECHDh0wdOhQvH//XiVAF8ufA6TsFi9ejICAAJUg/M6dO3Bzc8OaNWsA5BwEcbekgnI5XL9+HQMGDIAgCJg1axYAxRjNAQMGwNXVFdWqVUPXrl3h6emJSpUq8aSALMShGIBijOCkSZNgbW0tLR0DAF27doWBgQEmT56MadOmoXfv3ihevPh3P/g6JwJQGDZJyZ82btxIc+bMoZCQECpTpoyUfubMGZo4cSJFRUXRli1byNnZWeV7mZmZhb55OKuQkBDq27cv7d69m4yMjGj+/Pm0efNmWrNmDbVu3ZpiY2Pp6NGjdOfOHXJ0dCQPDw+ysbFRd7bzhWfPnpG1tTURER09epTevXtH4eHhtHjxYipZsiRVqFCBpkyZQhs2bKCNGzfSmTNnqHjx4pSRkUGamppE9HEfJqbq559/pqdPn9LNmzdp3Lhx5O3tTZUrV6YOHToQANq2bZu6s1ggjB49mnbv3k116tShsLAwunjxIvn5+ZG/vz+lpqbS3r176eDBgyQIAtna2tLw4cNJU1NTpY4yhc2bN9ONGzeoY8eOtGvXLtqwYQO1a9eOpk+fTkREfn5+dO3aNYqOjiYXFxcaPnx4tmdQoaDe2Kxw27p1K+rUqYO6deviyZMnKscWLFgAQRBgZGT0XS+09V+Ib0EJCQkYNGiQNNMCAB4/foy+ffvCwMCA9/r6hFOnTsHT0xOHDh3CsGHDULRoUWkhvdTUVCxbtgzNmzeXZq4IgoDx48erOdf5U26tPREREVi4cCGcnJzg5uaGcePGYdeuXZDJZPjrr7/yOJcFz759+6Cvr4+zZ88CABITE7F8+XJoaGhg3LhxuX6PW4w+Eu+VUVFRsLCwwOLFiwEAL1++xJQpU+Do6KjSxRYXF4fU1NRC3UPBwVEeye3GuXPnTtSvXx+1a9dWWZhw165d6NixI2bPns0X+SecO3cONjY2qFatGg4dOqRy7PHjx+jXrx9MTU0L/Wy+3Jw7dw7t2rWDtbU1jIyMpPFrYleaaMOGDRgxYgRMTExQtWpVJCQkqCO7+Zby9X3kyBH8/fff2QKfe/fuYevWrShTpgwqVaoEQRAwduzYvM5qgbNhwwY4OTkhOTlZJX3+/PkQBAEBAQEq3bwsZwcOHMDixYsxePBglfKKjIyUAqTJkyerL4P5DAdHeUD5xnnlyhVcu3ZNpQ93x44d8PHxgaenJ65cuYLIyEi0bdtW5Q2dA6ScvXv3DvXq1YMgCNiwYQMA1bEvT548Qbdu3WBjY4OEhAQeF/OBcjlMmDABgiDAw8MD+/fvl9IzMjKyldfdu3ehp6eH5cuX51le8zvlMho7dixsbW3h5OQEY2Nj9OrVS2qJE6WlpSEoKAgjRozgQddf4PDhwxAEQZqkIt5Pr169Cl1dXQiCAH9/f3VmMd9LT0/HwIEDIQgCKlWqJL38iHU3MjIS06dPh5mZGZflBxwcfWPKN86JEyfC0dERNjY2cHBwUNnDa+/evWjWrBkEQUD58uXh7OzM65x8odjYWHh7e6N06dI5Lk4WHh6Oly9fqiFn+ZNysJ6eno6jR49ix44d6NSpE2rXrq2yt5cyMUDv37+/yhooTMHf3x9mZmY4d+4cACAgIACCIKBTp05SgJRTCzIHSAq5ta7HxMSgZcuW8PHxUZlEERERgQEDBmDx4sXQ0NDA8ePH8yqrBVJUVBTGjRsHDQ0NbN26FYCizMXny/PnzzF79mye/fwBB0d5ZNq0aShRogSOHj2K58+fo1+/fhAEQWWBx4SEBOzduxe7d++WHkTcYvSReBHfuXMHR44cwdmzZ6VNUBMTE+Hl5QV7e/scV8pmCsoPoNmzZ2P48OGIj48HAJw9exZt27ZF7dq1VVZcX7t2LaKjo6XPDRo0QJs2bQp93VQuyxcvXqBDhw5SYCmu1jxmzBiYmJigc+fO2RYkZB8pl+Vff/2FtWvXYsWKFVLavn370LhxY3h4eGDTpk0IDQ1Fo0aN0KRJE7x48QJlypSR9phkH++VKSkp0ir24uf+/fujSJEi2Lt3LwDVAKmwX9PKODjKA9euXUODBg2kTfz27NkDQ0NDdOrUCTKZDNOmTcvxe1xRPxIv3u3bt6NkyZJwcnJCkSJFUL9+faxevRrAxwDJ0dER165dU2d2871Ro0bBysoKv//+u7RrOaBYSqJdu3aoXr06/P390axZM9ja2koPr4cPH6JChQq4dOmSurKeLyi35oaGhgJQbB4bExMjjYNbsmQJAMXGqIIgoGHDhlIgyj5SLks/Pz9YWlqiZs2aKFGiBHx8fKTNt48ePYrevXtDS0sLjo6O8PLyklrd3Nzc8Oeff6ol//mNWJ67d+9Go0aN4OTkhDZt2mDTpk1IT09Heno6+vXrhyJFiuDvv/8GwEtH5ISDozwQHR2N+fPnIykpCceOHYOlpSUCAwORlpaGtm3bQhAEjBo1St3ZzPcuXrwIAwMDLFu2DG/evMGZM2fQo0cPeHh4SFtbxMXFwcXFJdtimeyjzZs3o2TJktI6WoBiPy+x6+f27dvo378/3N3d0bRpU5UZK+np6SpvooWR2FoJKAIfXV1dRERESC8zM2fOROvWraVyWrBgAbp06YIWLVrwQ+gT5s+fD0tLSynw3rhxIwRBgJeXl8rmp0+ePMHr16+lIGD06NGws7MrdIsUfsrevXuhpaWF0aNHY/Hixahbty6qVauGadOmIT09HSkpKfj1118hCIL00s5UcXD0leV280tMTAQA/Prrr+jduzdSUlIAACNGjIC3tzfq1q3LY4s+IzAwENWrV1dpUbt9+za6deuGpk2bSg+juLg4ldYQpsrf3x9t2rQBoFhY77fffkP58uVRpkwZzJkzB4AiWIqNjZXqJI+LUViwYAHKli0LALh06RJ69+6tMtZFLpejc+fO+OGHHwAo9vhq0aIFVq1aJZ3DAZKCcjnExsaib9++WLduHQAgODgYhoaG+O233+Dg4ICaNWviwoULKtf+6dOnMWDAAJiamvKCrh/I5XIkJiaiadOmKsscJCcnY/To0ahatarUZf7mzRuMGjUKt2/fVld28zUOjr4i5Yt97969WL58Of744w88fvwYgKKC1qxZEz179pQ+t27dWmWaOQdIuVuzZg3Kli0rbW0hltWhQ4cgk8m4Ky0HOa1e/ccff0AQBAwdOhTlypVDhw4dsHDhQowcORImJibZtg7hh7nC8uXLoa2tjR07diA0NBSVK1eGs7OztPGuWE6nTp2CtrY2KlWqBCcnJ7i4uHBw+QmbN28GoJhq/ubNG1y9ehX29vZYuHAhAGDdunUQBAFOTk64d++e9L2nT59i4cKFuH//vlrynZ/VqlULo0ePBvBxeEZqaiq8vLzQrVs36Tx+3uSOlw79isTNNkePHk3BwcFkbm5ORkZGNHDgQDp58iRVqVKFunbtSoMGDaLExER69OgRZWRkUKtWrYiIVxlWJpbFvXv3qHTp0qSjo0P29vb06tUr2r17N/3yyy/SKuFlypQhR0dHyszMVHOu8xe5XC7VyZcvX5IgCGRkZEQ9e/ak+Ph42r17Nw0bNowaNGhA9vb29OTJEzp+/DglJiaq/B7eRJZow4YN1L9/fwoJCaEWLVrQzp07ydDQkM6cOUNhYWFkaWlJMpmM5HI51axZk44fP05bt24lExMTGj16tLSJLK9sr1ovZ8+eTePGjaPKlStT/fr1SSaTUXBwMNnY2FDnzp2l7wwcOJDevn1L9vb2Ulrp0qVp0KBBhb5+ivfKlJQU0tHRoffv31Px4sXp7t27RKS4fjMzM0lLS4saNmxIhw4dotTUVNLW1ubnzaeoOTj77vz5558wMzPDhQsXAACrV6+GIAjYtGkTAMW01MDAQLRp0waDBg3i/X9yIL7NhISEwMbGBnPnzpXGD02bNg2amppYunQpHjx4gMTERIwePRq2trYqY0EKM+U9lABFmXl4eMDR0RGOjo7Yt28fAKgsFZGamorGjRvDx8eHW4qyWLVqlbQ+jPJSEUePHkW9evVQs2ZNHD58WErn6fpf5sKFC5g0aRIOHjyokj569Gg4OTkhMjIScXFxaN68ubSiM8D3SmXidb5//3506tRJmoZ/+fJlaGtrS61Hom7duqFjx45cH78AB0dfiVhJJ02ahJEjRwJQLO6op6cnTUlNSEiQpvMqV06uqNnt2rULOjo6WLZsmcrK4QAwa9YsGBkZwcrKCm5ubjAzM+MxBx9knQ01ZcoUlChRAjt37sTLly/h6emJ0qVLq3T1rlq1Ct7e3nB3d5eCdQ6QFAIDA6GlpYW5c+fCxcUFLVu2xMmTJ6XjoaGhaNasGRo0aIAjR45I6dxd8Wn79++Hubk5LCwspGtXrHMREREwNTWFlZUV7Ozs4OLiUqi3sfic7du3o3jx4hg7dqy0xhagGNCupaWFhg0bonfv3ujRowf09PRUBrez3HFw9JUNHDgQQ4YMQUhICPT09BAYGAhAcbP8448/MHXqVJVl8Pkmml18fDx8fHwwffp0AIqtLF69eoXAwECcP38egGIg8c6dO7F582aepfJB48aNMXPmTACKehUdHY06depg+/btABRTew0NDaU6CSgmCgQGBmLgwIFSkM7BusKuXbsgCII0JvDKlSsoX748WrZsiVOnTknn7d+/H82bN0ejRo2kqdHs0y5duoRffvkFWlpaWLZsmZQuBkEvX77EvHnzEBQUxPXyE27cuAFzc/NsK9aLrei3bt1C165d0bx5c3Tt2jXHRXJZzjg4+pcOHz6MqVOnwt/fX+VGuWzZMjg4OEBfX1+lKfjdu3do0qQJb9r5BV69eoVy5cohMDAQcXFxGD16NGrVqoXixYvD0tISa9asUXcW851BgwbB3t5e+pyeno7IyEiYm5vj7du3OHjwoMq2H4mJifD395dmUYq4y+Kjv/76S7q2xQdzWFhYjgFSaGgoPD09MWTIEHVkNV/LrRXywYMH8PX1hbW1NdavXy+l57QEB9dLVeJL9Y4dO1C5cmUAihl/a9asQYMGDWBoaIhhw4YB+Bhw8tIm/wwHR//CihUrYGpqCh8fH1SsWBHe3t7SQmUA0LBhQxQvXhw7duzA06dPcfv2bWl1V377yU680O/duyft+ePn5wdtbW0YGxujVatW0kO9WbNmaN++vdrymh9lZGSgb9++6NevHwBg4cKF0tolTZo0Qbt27aCrq6synfzp06fw8vLKdasQlp34kM8tQDp37hx3R2ahXB6rVq3ChAkT0KlTJ5w+fRrJyckIDw9Hnz594OjoKO2NCHCLem7EcklKSgKgaM3U1NTEL7/8gqpVq6JFixYYMmQI1qxZA0EQuKv3P+Dg6B9auXIlNDQ0pKb2I0eOoHTp0rh586Z0I5DL5WjYsCEqVqwILS0teHp6olatWjz4OgfKg6/Lly8Pf39/ZGZmIi0tDaGhodi+fTtSU1OloLJ3794YPHgwB5lZTJkyBVZWVmjevDkEQcCTJ08AAJMnT4apqSk6dOggnSuug+Lj48N1MYvPBTfKAZKjoyPatGmjMhj7S35HYTRq1CiYm5tj8ODBaN26NczMzKQd4G/cuIF+/fqhYsWKWLlypXozmo+J98qDBw+iX79+uHv3LgBg/fr18Pb2xsiRI3Hjxg3pmq5ZsyYOHTqktvwWdBwc/QNr166FIAjYsmWLSrqzszO6dOmCBg0aSONkAEVUv2vXLoSFhUk3TH6oZxcSEgIdHR0EBgbmumZJREQEJkyYAENDQ9477QPl/c8AwNbWFjo6OpgxY4aU9u7dO3Tv3h2VKlVC3bp18csvv8DLywuurq4crCsZPXq0tDLzlwZIV69elfZPY7nbu3cvbG1tcfXqVQDAyZMns91H7969iw4dOqBz587qymaBsH37dujp6WHKlCnSjGgg+3Nl/PjxsLGxybZmGftyHBz9AyNGjIAgCAgODpbSWrZsiVKlSmHo0KHo0aMHBEHA8OHDc/w+v1FmJw4anjdvHgDF4Os3b95gzZo1uHHjBpKTk3HmzBm0adMGDg4OCAsLU2+G84m1a9fCzc0NmZmZSE9Px5MnT1CmTBk0bdoUlpaW+N///ofY2FgAigBp3bp16NKlC3r16iVtIQBwsA4ogpwaNWqgevXq0kKiXxogPXjwgIPLLLJ236xbtw5NmzYFAGzYsAH6+vrSIOz4+HjpZefRo0d8j/yEsLAwmJmZqWzIC0BahBQA/v77b/z0008oUaIEz+D9jzg4+ocGDhyIYsWKITg4GG3atIGLi4vKVPNRo0ahWLFiePLkCffxfoE3b97Azs4Of/zxB9LS0jB27FjUrFkThoaG0NfXx549e/D27VsEBwdLXUVMQXwoi3ukiQ+W7t27w8LCAn/++ecn90Hjh/pHBw8eRLNmzVC1atUvDpCUr28uy+zEMpkxYwa8vb1x6tQp6OvrY+nSpdI569atw9ChQ6VAHuCXyNxs2rQJHh4eABRd4+vWrUPjxo1hbm6OiRMnIiUlBevWrUPPnj25df0r4ODoCynf/Pr16wdBEGBlZSX1+4oWLVoEd3d3vHv3Lo9zWHANHjwYBgYGMDQ0RMuWLaXdzBs0aICuXbuqOXf5m9hFERgYqNIK9PPPP8PCwgLr1q1DQkKCGnOYvymvn7N161Y0atQInp6euHPnDgB+UP9bs2fPRo8ePQAAz58/h62tLQRBwB9//CGdk5KSgmbNmqFnz578IvkFTp48CVNTU/Tr1w9eXl5o0aIF+vTpg6CgIAiCgAsXLiAtLU1lqRj27/H2IZ+gvNy/hoaG9DkwMJCKFy9OCxYsoKtXr5K1tTUVK1aM5HI57d+/nxwdHcnAwEDNuc9/8GGZ++vXr9OjR48oJSWFGjVqRL///js1atSI3r17R23btqUiRYoQEZGFhQVZWFjwtiqf8MMPP9DUqVNp6NChJJPJqFevXqShoUFr166lHj160Lhx4yg5OZm6d+9ORYsWVXd28xUAUl2bNWsWXbp0iaKiouj69evk6+tLK1euJBcXF5XtLtiXMTc3p1WrVtGVK1fI1dWVhg0bRosXL6bjx4+Tl5cXPXnyhBYtWkQvXrygkJAQEgSBr3MlYlnExMSQlpYWpaen0w8//EBTpkyhzZs3U9WqVcnX15dcXV0pJSWF1qxZQxkZGVSkSBGpTrP/SK2hWT61evVq6e9Zm8uztiDp6Ohg8+bNSE5ORrNmzVC+fHnpDZ7fOrPbvn07SpcuDQ8PD3h5eUFPTy/b9gEvXrzAhAkTYGxszDtGf6EZM2ZAJpMhKChIpY62aNECLVq0UGPO8r/FixdDV1cXhw4dwuPHj7FixQp4e3ujatWq0qJ5fC3/M7du3YKbmxsWLVoEQLEo4dq1a1G+fHkYGRnB3d0dLVu25EkBORBb0Xbt2oUGDRqgYsWKqFevHtauXQsg+3pFEyZMgJ2dncrYI/bfcXCURWhoKARBkBbQAj4dIPXv3x96enpwcHBAhQoVpIudB7pmd+HCBRgZGUnTde/cuQNBEKRVnQHg0KFD6NKlC8qUKcODr5WEhYVJW37kRgyQVqxYoVJH+cGeu/T0dHTp0gV9+/ZVSd+9ezcqVaqEGjVqSF3n3PXzaeIaZaJp06bBxMQEERERUppcLsf169cRFRUllSffK7Pbs2cPihYtigULFuDgwYPSZKAzZ85I5xw4cAA9e/aEqakpD77+Bjg4yiI6OhpBQUEoUaIEfv31Vyn9UwFS7969Ub58eQ6MPmPLli3SVN3Hjx/D2toa/fv3l46npKQgKioKGzdu/GwgUJjcu3cPTk5O6N+/P8LDwz957syZM6GlpYX58+erBEUcIOWuT58+qFu3brY3cj8/PwiCgDJlyuS6xARTmDdvHoYMGYLQ0FAp7e3bt6hVqxbmzJkjrV2WFdfL7FJTU9GlSxfMmjULgKIl3dbWVlrkVTxnyZIl6N69Ow++/ka4I11JZmYmGRsbU8+ePWnOnDm0fv16mjx5MhF9HHMkUv68cuVKunPnDhUpUoQyMjJIU5OHcuXk3r17FBUVRU+fPiVvb29q0qQJLVmyhIiIQkJCaPz48WRkZESdO3emMmXKqDm3+Ue5cuWoe/fudOnSJVqwYAGFh4fneu64ceNo3LhxtHPnTpXxGzxmhkgul+eYXqlSJYqMjKQDBw5QamqqlO7o6EhNmjShnj17kp2dXV5ls0AAoPI5LS2NHj16RB06dKC+fftSaGgomZiYUM2aNWn79u0kk8lyHAvD9TK7jIwMCgsLowoVKtDbt2+pWrVq1LBhQwoMDCQiorVr19KDBw+ob9++tGzZMqpQoYKac/x94pr5AQBp8HVQUBCdP3+eZDIZTZ8+nUaPHk1EOQdI4g1XHFDIgZGCePN8/PgxPXr0iIiIvL29KT09nTw8PKh+/foUFBQknX/ixAmKjIxUeTixjw/0MWPGUKdOnejEiRP0+++/SwGS8kPqzZs3tHz5chowYACdOHFCqpOMVAZV//XXX7Rt2zbat28fERENGDCA7OzsaMSIERQcHEzPnj2j2NhYCgkJoSpVqtD48eOzXfuFmVwulwLv9PR0IiIaO3Ys7dy5kzZv3kw3btygMWPGUMuWLcnHx4euXbtGCxYsUGeW8zXxGk1JSaHMzEwqVqwYeXp60tmzZ6lKlSrUrFkzKTB69+4dHT9+nE6dOkUymYx0dXXVmfXvmxpbrfKlyZMnw9jYGFu3bsWWLVvQv39/GBoaYujQodI5PHjw05Q3RXR0dMTixYvx5s0bJCcno0OHDihZsiSCgoLw/v17vHjxAmPHjoWpqSk3D+dCueth/vz5cHd3x5AhQ1S6HqOiolClShV4enqqbGPDVMth5MiRKF68OBwdHVGkSBGVsYVt27aFs7MzDA0N4eTkBEdHR6mLnMtSQbkuLliwAD///DO8vLwwf/583Lt3D4BiaMLJkydRv359ODo6QhAE9OnTR11ZztfEerVv3z78+uuvOH/+PABFN6UgCPD29paWhZHL5Rg7diwcHBx42EEe4OBIybt371CnTh0sXrxYSnvz5g1+//136OrqYvz48VI695V/WmhoKHR0dLB48WK8evVKSk9ISEDr1q3h4uICfX19eHl5wc7OjgcUfiBuKJlVTgHS0KFD8fTpUyQlJaFWrVoqEwL4YZ7d8+fPUbVqVVy9ehXh4eHYvHkzdHR0VB7cZ8+exfr167FhwwbpJYhfhrLz8/ODqakplixZgokTJ6JChQqoX7++ymKOgGJg+5w5c3gc5ifs2LEDurq6mDBhgsrs3FGjRsHAwADdu3fHwIED0a1bNxgaGvJElTzCwZGSpKQklClTBiNHjlRJf/v2LerXrw9BELLNamGq5HI5UlNT0bZtW5XWNuDjFNSUlBRcvXoVK1aswPHjx3n/nw9+/vln1K5dO9sDRpQ1QKpcuTL69u0LNzc3ODk58YSAT5g5cyY6dOiA3r17qwwMFvf1Ux7sqowDo+wuXryIChUq4OzZswAUL0JFixaVpprnFphzvczu4cOHsLe3R2BgYI7HlyxZgl69eqF27doYPnw4L22ShwrtAJmcFnbT0dGhNm3a0M2bN+nq1avk5uZGREQmJibk7u5OcrmcXr16xYvCfYIgCKSpqUlPnz6lypUrE9HHxTS1tLQIAEVHR1OlSpWoUqVKas5t/tK3b19q1aoV9erVi1atWkWGhoYqx2UymVT3hg8fTjKZjCZOnEjly5ena9eu8YSAXMjlctLW1qa//vqLXF1dVQYGt2zZkjZt2kTdunWjhIQEWr9+vcp3xXGI7KPExEQiIvL09KTg4GDq0aMHLViwgH7++WdKTk6mAwcOkI+PD+np6al8j+tldgkJCSQIAtWuXVu6tqG0GObAgQOJSHEPlclkvEhmHiqUT3jl4Ob69et06dIlSk9PJ0EQqGnTphQREUHLly+nixcvEpGiAj98+JA6depEO3fulB5STAEfBhSKN02ZTEZaWlp0+fJlIlIduP7s2TPavHkzPX36VD2ZzacyMjKoRo0a9Pfff9OpU6eob9++FB0dne085bo3dOhQWrduHZ0/f54DIyXIMghdJpNRnz59aMmSJRQWFkYzZsxQOd6yZUtatWoVvXz5kq/rLOLj4yk5OVmlTN+/f0/6+vq0adMmaWZvv379iIjo3LlztGfPHoqKilJXlguUyMhIevz4MRUvXpxkMhllZGRIAdCVK1fowoULJJfLSUNDgwOjvKbWdis18/PzQ4kSJWBmZoayZctKg+FCQkLg7u4OZ2dn1KhRA25ubnBxceHBmTkQy2L//v3o1q0bTp8+DUDRj25paYlx48apnD969GhUrlwZb968yfO85lfK3WVnzpzB7NmzIQgCfH19c92jL+uYN+7+UVAul9jYWJUuyuTkZCxZsgQymUxaQ+Zzv6Mw27JlC1q0aAEnJydMnTpVZeNnFxcXCIIg7YMIKLrLmzZtinbt2nEZ5kC8V16+fBl79uwBoBjKUb16dbRp00a6J4rn9enTB35+fjmuD8W+vUIVHClfsPv374eDgwNCQ0Nx6tQptGrVCsbGxjhw4AAA4Pr169iwYQP69euHGTNmSIERP4Sy27FjB3R0dDB9+nRpHMKbN2/g7+8PKysrNGnSBEOHDkWnTp1gYGDAAwpzMXr0aNjY2MDPzw/NmjWDrq4u2rZty5sYfyHl63vOnDmoWbMmKleujNatWyMlJQWAYtzb4sWLoaGhgdmzZ6srq/leUFAQdHV1MX36dPz6668wNzdX2Vbp0qVLcHBwgKenJ9asWYOVK1fCx8cHzs7OvH1SDsSAZ/v27bCwsMCYMWNw7949yOVyLFu2DDVr1sSPP/6Iu3fv4syZMxgzZgyMjY1x8+ZNNee88CpUwZFo1apVWLhwYbabY/v27WFkZJRtry8RDyjM7smTJyhbtix+//33bMdiY2Nx+PBhNGvWDE2bNoWvry9P18/FuXPnYGhoiMOHDwNQBOFHjhyBsbEx2rVrh5iYGDXnsOAYN24cLCwssHjxYuzbtw8lSpRAgwYN8PDhQwBAWloali5dCkEQ8Oeff6o5t/lPUFAQtLS0sGPHDimtS5cuGDt2LJ4/fy7t4fXo0SPUq1cPzs7OqFmzJnx9fXmvtE84efIk9PX1ERQUJAXrgCKI/PPPP+Ht7Q1NTU2ULVsWzs7OPINXzQpdcJSamgo3N7dcZ561b98eJUuWxJ49e/jN5wucPXsWZcqUkfafAnJ/Y+QbZu6OHDkCCwsLREZGAvj4pvnXX39BQ0MD/fr1467IL3DgwAG4uLjgxIkTABTrx+jr66NEiRJwdXXFo0ePACjuA9u3b+cXnizOnz8PQRCyzZ6qWrUq3NzcULx4cZQrVy7bcifKS1BwmaoSr+Vx48ahY8eOKmlZt6w5c+YMHjx4gNevX+dtJlk2hWpANgDS0tKiI0eOUPPmzWnPnj107do16RgR0datW8nFxYWWLl3KM9I+wCdWWZbL5ZSamkqxsbFSmjhw8NChQ3TmzBkpnctTIafytLe3p9jYWDpw4AARfSxDFxcXMjc3p6CgIJo/f36e5rMg0tDQoB49elCtWrUoNDSUfvrpJ5o7dy6dP3+eXrx4Qf369aN79+6RlpYWtW3bljQ1NSkjI0Pd2c43jIyMqE6dOjR37lx69eoVERG1a9eOYmJiaMGCBbRy5Ury9PSkcePG0ZEjR4iIyNTUlIoVK0ZExLsE5EC8ll++fEnx8fEqaVpaWkREFBYWRkRENWrUIAcHBypRooQacspUqDU0+8aytmAov9HExcWhVq1asLe3l/p1lQdac6uRglgOb9++zXE9ohcvXsDc3Bx9+vRBQkKCyrHBgwejf//+2d6OCjPlehUXFyfVOblcjoEDB6JatWrYuXOndE50dDR69+6NCxcucMvbF3r27BlSUlJQr149TJo0CQAQExMDDw8PCIKAbt26qTmH+Vt4eDjq1q2L0qVLo1GjRqhcubLUJQkoWjl1dHSwZcsWNeYy/xGvbeXnjFwul65xPz8/2NnZZWsBTkhIwODBg3Ho0KG8yyz7rO82OFJ+CC1duhS9evVC48aN8ddff0n94vHx8ahVqxYcHBxyHAvDAZJCeHg4SpQoATs7O6xatSpbWe3atQsaGhro0aMHDh48iEuXLmH48OEwNDTkMUZKlIPvWbNmoUmTJqhVqxb27NmD9+/f4/bt2+jUqRPKli2LcePGYc2aNahfvz48PT2l73KXRe6UyzcyMhJly5bF3r17ASgeQD///DPu3LnDQaaS3GbehoeHo3Xr1hAEAadOnQIAvH//HoBinKGLi4s044p9dOvWLfTt2xcrVqzIdiwhIQF2dnaoV68eoqKikJaWhoyMDIwdOxZ2dnaIiIhQQ45Zbr7b4Eg0ZswYWFpaYsCAARg2bBg0NDQwf/58qU83Pj4ederUgZ6eHu9Xk4vTp0+jVq1aCAgIQM2aNdGwYUN0794dz549k6ZKHzx4EOXKlYOlpSXs7e3h6urKs9KUKAfaCxcuhKGhIWbMmAFvb2/Y2trC398fKSkpePz4sTTLr0qVKmjYsCFvCfIvZGZmwtHREfXr18fGjRtRt25dVK9eXfr/wAHSR7m9BD58+BA+Pj6wtraWxmqlp6ejcePG+OGHH7gMs0hLS0O3bt1QoUIFuLu7o27duvj999+lcYQAcOXKFZQtWxY2NjaoXr06GjVqBGNjYx58nQ9918HR+vXrYWNjg4sXLwJQDHYTBAGampqYOHGi1LwZGxuL/v3788Wei9jYWHh4eGD58uVIS0vDkSNH4OXlhQYNGqBt27ZS+aampuLBgwe4evUq3r59q+Zc50+3bt1Cv379sH//filtzJgxcHR0xIwZM6Rp+4mJiYiPj+cWoyyyrmP0qXOuXLmCihUrws3NDT4+PlKQyS3CwNixY1UGVedWJk+ePEG9evVQunRphIeHo02bNihXrhzPSsvFb7/9hho1aiAjIwMBAQFo2bIlzMzMsGDBAmkdvczMTCxatAijRo3C7Nmz8eDBAzXnmuXkuw2OUlNTsXr1amnWxa5du1C8eHFs3rwZS5cuRZEiRTB79mxERUWpfI8vdlXiTXP//v2oXLkyrl27Jh1zcnKCnp4eDAwM0KVLF1435jNCQkJgYmICa2trHDlyROXY2LFj4eTkhJkzZ+LZs2cqx/hhrqBcDgEBAdk26sxJeno6IiMjOchU8uzZMzRv3hw1a9bEmjVrpPTc6ll4eDh8fHwgCIJKYMRl+ZFyq66npyeWLVsmldPGjRuhpaUFExMT9OzZE5cuXeKyKwC+2+AIULz1RERE4Pnz53B3d8f8+fMBAA8ePEDx4sUhCEKOfcMsO3GQ5vbt2wEAvr6+sLCwwPPnz7F792706dMH5ubm0hooLGd9+/aFlpYWpk6diri4OJVj48ePh4mJibSBJ8vZqFGjUKJECaxbty7by43yAz5rNyQHmR/duXMHP/30E+rUqYNVq1ZJ6bmV0b179zB16lTpoc4P9+wyMzMhl8sxZ84caco+APTv3x/29vZYt24dqlSpAmtrazRu3BhyuZzrZD72XQdHoitXrsDZ2RmXLl0CANy/fx/jxo1DcHAwX+T/wMyZM+Hk5IS2bdvCwsJC6k4DFMvgZ33YF2afuun5+vrCwcEBf/zxR7YZfsuXL+fWy09Yv349LCwscP36dSktMTFRZWsLfuDkTvl+t2fPHrRu3Rqurq7YtGmTlP658uN75qc9fPgQJiYm2L17N/r3769yr4yPj8dff/2lMvuP5U8C8IlFbL4Tp06dIm9vb1q+fDm5urrStGnTSBAE2r17NxERb9j5GfiwS/Tr16+pYcOGFB8fTzt27CA3Nzd1Zy1fUt7Y+Pjx4/Tq1SsqXbo0OTg4kKmpKRER/fTTT3ThwgXy8/OjDh06ZNvBPDMzk3eEz8H8+fPp8OHDtG/fPnrw4AHt3buXlixZQgYGBlStWjUKDAxUdxYLhDFjxtCtW7coJiaGrl69Sra2tjRq1Cjy9fUlItU6zL6cWG7+/v40ZcoUsrKyom3btpGHhweXaUGj5uDsP8nabP6p2TwTJ06EIAiws7NDlSpVeDO/f0Eul6N///7w8PBQSWMfKZeHOFPS2dkZJUuWRP/+/aW95wDgp59+gpOTExYtWoTk5GR1ZDdfCw8Pl1rRFi5cCLlcjoULF8Le3h49evSAo6MjOnXqhKlTp2LOnDkoW7Ys7ty5o+Zc539r165F8eLFcfbsWcTGxiIsLAwtW7aEp6enynYq3AL37x09ehSGhobYunUrAC7LgqjABkfKwU3Wrgllyg+rsLAwhIWF5bhYV2EnllNuZSkef/nyJczNzXPcS419FBAQACsrK5w8eRKAYsB1sWLF0KlTJ5w+fVo6r1mzZujUqRMHmVmcOHECTk5O+PvvvzFkyBAIgiAtQjphwgR06tQJK1eulKaYX7x4Ee7u7tJnlrvRo0fD29tbJe3atWuoWbMmypUrh40bN6opZ9+XLl26wMvLS2UfNVZwFLjg6OjRo4iPj5c++/v7o3nz5qhfvz5CQ0NznN6b04OHx3V8JJbP/v37MWzYMBw/fjzH8zIzM5GWlobmzZujXbt2fNHn4uXLl+jQoYM0sDokJAQGBgb45ZdfYGNjg9atW+PMmTPS+WKwzgHSR3K5HE2aNEHJkiWhr6+vMr4N+LgnlVwuR1JSEpo3b46GDRvyG/oniGUzb948VK1aVVrrTXnHeF1dXTg4OCAkJERt+czPcrpGc+vBOHToEKytrXmxzAKqQHWA/vbbb9SuXTsKCQkhIqKlS5fS7NmzqUqVKpScnEwDBw6kFStWUHR0tMr3xH1slPF4jo8EQaCdO3dSq1atqESJEmRsbJzjeTKZjIoUKUIjR46kmTNnUtGiRfM4pwWDiYkJDRgwgJo3b05XrlyhwYMH07Rp02jFihXUq1cvOnLkCE2fPl3aT0kmk5FcLs+xnhY2crmciBR1snHjxgSALCwsKCoqilJSUojo4x6JiYmJtHDhQmrXrh09f/6c9uzZI5Ulo2zlII53cXNzoxs3btD69espPT1dqnfa2tpUq1Yt6tu3L/344495nt/8Dh/GXp45c4ZWrlwpjW/Let2Knz09Pcne3p6cnJzyPK/sK1BzcPaPderUCRUqVMD69evRt29fHDhwQDo2bNgwODs7Y86cOdIihPw2/nn3799H2bJls+3EzWX374lbLUyfPh0//vij1MoWEBCA2rVrY9CgQdzKkYVyfRs1ahS8vLxw7949tGzZEpUqVcKWLVukchUtXLgQ/fv35ynmWSiX5Zo1azBr1iwsXLhQqodz586FIAiYNm0aTp06hYiICDRt2hSjRo2Svsut69mFhIRAW1sbVapUgY6ODmrWrIm7d+9mO0+8tvkaL7gKTHCk3IUj7j9lZ2cnjekQiQFSQECA1GzMPtq0aZO00a7ozJkzKFOmjMo+aBwYfR1+fn6oU6eONHW3VatWWLdunVS+fPNUUK5vJ0+ehJOTk9S9m5aWhmbNmqFSpUrYvn27FABNmTJF5Xfww1xBuU6NHDkSJiYmqFKlCuzt7eHu7o6kpCQAwOLFi2FjY4OSJUvC1tYWrq6uvFVNDsSySExMRNu2bbF27VokJCTg6dOncHFxgZubG+8h+R0qMMGRSFzPpHfv3tDQ0MCsWbOQmJiocs7IkSNRokQJrF+/Xg05zL8uXLiAH374IdsGhzt37kTJkiWlPYCUB7ufO3cu1zFITOFTD5Jt27bBzs4OlStXhqOjI5ycnKSHOz+Astu+fTu6deuGYcOGAfjYApeeno7mzZvDzc0NI0eOROPGjaGvr88B0Se8ffsWXbt2xfXr15GcnIzTp0/Dzc0N5cqVkwKk27dv48KFCzhw4IBUltz6lt2RI0fg7e2NH3/8UWVV9tjYWLi4uKBSpUqfXa2dFSz5PjgKCQlBv379AABDhgxB/fr1pYdKly5d4OjoiD///FO62EWLFi3iG2cOYmJiAADXr1+XtgKJi4uDhYUFunTpku38oUOHYsKECdIAWJZ7a09u6cHBwZgzZ47KCsNcN7OLjIxEkyZNYGRkhE6dOknpYoCUkZGBvn37omXLlmjVqhXvlfYJQUFBKF26NBo0aCDtISmXy3H58uVsAZIyrpc5u337NqytrSGTyVT2SAMUAZK7uztKly6dYxcbK5jydXCUnJyMoKAg6Ovro1q1aihevHi26Lxjx45wcnLKMUAC+GIXiQGlXC7Hixcv4Obmhs6dO+Pq1asAgK1bt8LAwADt27fH3bt3cf78eYwZMwYGBgbcZKxE+UG8bds2BAQEYOrUqZ8cd5AV10kF5TopunjxItq3by9tDyJSDs4TExN5r7RPyMzMRHBwMKpUqQJzc3OVshMDJA8PDxgZGfFLzz9w9+5dlC5dGvXq1cs20+/du3eoWbMmLyXxHcmXwVGvXr1w7949AIqborjpoXLLhvIYpI4dO8LFxQWBgYHZBmyynK1cuRLVq1dHjx49pIAzNDQUZcqUgaWlJcqUKQMXFxdcuXJFzTnNn0aOHIkyZcqgadOmaNu2LQRBwO7du9WdrQJDOXCMiYlBQkKC9KAJCwtDu3bt8MMPP2DLli3SeVkDIe6WVMipHFJSUrB3717Y2tqiTp062Y6fO3cOvr6+HKjnQCzP8PBwXLlyBc+fP5eWj7l16xYsLS3RsGHDbAES18fvS74Ljt68eQM3NzdYWVlJg1hnzJiBiRMnomTJkhg4cKB0rnJLUdOmTXkxvVyIZZL1LXH16tWoXLkyevToIbUOpaSk4PTp07h+/TpevXqV53ktCLZu3aqyX9KuXbsgCAI2b94sncP1MHfKZTNz5kzUqFEDbm5uqF+/vjRZICwsDO3bt0ft2rWxbds2dWU131MOMh8/fozIyEhpM96UlBTs2bMHjo6OqF+/fq6/gwOkj8S6GRwcjNKlS8PGxgaGhobo0KEDjh49CuBjgNS0aVO+R37H8l1wBABPnz5Fw4YNYWlpicePHwNQNKUHBQWhRIkSKgGSXC6Xbqi8mF52Yln8/fffaNmyJXr06IHFixdLx5UDpLCwMDXlsmD57bffpHFw27Ztg56eHoKCggAoxm/xLMkvM2nSJJiYmCAwMBALFixA/fr1YWhoiL179wIAzp8/j06dOsHJyQmHDx9Wc27zH+XAaNq0adJYInd3d2kWrxggOTk5oUGDBurKar6nXJanTp2Crq4uFi1ahPv372PdunVo0aIFatSoIU1OuX37NnR0dNCmTRse8/adypfBEaAIkOrXrw8LCwupBSkmJgYrVqxAyZIl8csvvyA6OhqNGjVC+/btpe9xRc3u2LFj0NTURO/evVGvXj24uLigV69e0vHVq1ejevXqaN++PY8v+gJjx45F+/btsXPnTujr62PZsmXSsT/++AODBw/mvdI+IyoqCq6urirjigCge/fuMDIykmZOnjlzBhMnTuTWjU8QW9VDQkJw7tw5NGjQAMWKFcPff/8NQDGgfe/evTA2NsbgwYPVnNv85eDBg9nSpk2bhqZNm6qknThxAk2aNMHPP/8sDd24d+8e7t+/nyf5ZHkv3wVHyq0+T548gY+PT7YA6c8//4SxsTHs7Ozg7u7Om8h+wv3797F69WosXLgQABAdHY3ly5ejbNmy6NGjh3TesmXL4O3tLT2UWO6B9s6dO+Hq6godHR2VPebi4+PRvHlzDB06NK+yWGCFh4fD1NRUahFS3g7E1dUVo0ePzvYdDpCyO336NGrUqIFjx44BAHbv3g1DQ0N4enqiSJEi2L9/PwBFC9KZM2e4DJXs3bsXlStXxqtXr1SeO9OnT4e7u7vKNlWAYgagkZERtwwXEvkiOMr6EFIeeBkeHp4tQEpLS8OLFy+wf/9+XpvjEx4+fAgXFxeYm5ur7LYdGxuLoKAgODg4oHfv3irpTEH5ZhkcHIx169ZJD5qMjAz4+vrCysoK8+fPx4MHD3DhwgU0btwYbm5uvI5RFrmVQ5UqVdC5c2fpc3p6OtLT09GwYUMMHz48r7JXoN25cwfTp08HABw4cABmZmZYtmwZXr16BTc3N+jr62Pnzp0q3+EASeH58+fSy6DyLLM///wTpqamKrsvAIqZlOXLl+cZaYWE2oMj5cBo+fLl6NGjB9q1a6cyS0XsYrO0tMyxYvLFnrMXL15g7NixMDMzQ58+fVSOxcXFYeXKlTAxMZHGcPHDPLtx48ZBV1cXrq6uEAQBfn5+ABR1rmfPnnB3d4dMJkO1atVQv359qRWT66SC8vUdHR0tbesDfBzvNm7cOClNLpfDy8sr2+rXhd2nrk1x7bKOHTti2LBhkMvlkMvlaN++PWxtbVGrVq28ymaBJG6fNHHiRCmtdevWMDMzw/79+/HmzRvI5XIMHz4cFSpUkMqbfd/UHhyJ/Pz8YGVlhV9++QUjRoyAIAhYsGCB9JARB2nLZDK8ePFCzbnNn3K6gUZGRmLKlCmwsbHBpEmTVI7FxsZi7dq1ePDgQV5lMd9Tnpb76tUr1K9fHxcvXkRUVBS2bt0KLS0tDBgwQDonMjISR44cwaNHj6RAgFsxsxs/fjyqVasGExMT9OnTR1r2YPr06XB0dES1atXw66+/okaNGqhQoQKXoRKxy/FT4yljY2Ph6OiIRYsWAfi41cWxY8f4peczIiIiMGLECDg7O2Pq1KlSetu2bWFmZgYHBwfUrl0bxsbGvLRJIZIvgqP169fD1tZWWnk0NDQUgiBAEASVwZiPHz/GkCFD+K08B+IN8Pz581i1ahUCAgKkwdXR0dGYMmUKypcvny1A4hvnR8oPn5cvX+L69esYMmQIEhISpPSQkBBoaWnh119/zfEBzhMCFJTLYdGiRShZsiSCgoIwb948NGnSBG5ubtL2PkeOHEHnzp3RuXNnDB48mFcRV/Lrr7/CxsZGGuD/qfrVq1cvGBgYYMaMGfDy8kKVKlWkMuR6qSC2qmX15MkTjB8/HuXLl5e6KQFFl/rSpUuxZMkS7k4rZNQeHKWmpiIwMFDaEX7Pnj0wMDDAqlWrsHz5cgiCgLlz52Z7EPGNM7tt27bBwMAAHh4eKFeuHIoWLYp58+YhMTERb9++xZQpU+Di4oIRI0aoO6v52pgxY+Ds7AxLS0vY2tpK26yIQkJCUKxYMfj6+vJkgM8ICwvDiBEjsHHjRint7t27GDp0KKpUqSK9EGXFLUcKFy5cQIUKFVC9evXPBkgPHjxA37594eXlhY4dO3IXrxJxTTyxXh07dgyzZ8/GzJkzER0dDUDROyEGSMotSKxwyvPgKKfVRJ8+fYrHjx/jxYsXqFSpEn777TcAiv2/dHV1IQgCli9fntdZLVBu3boFc3NzrFmzRroRzJw5E8bGxtKMqufPn2P06NGoXr26tN8SU33YbNy4Eba2tli6dCkCAgKgra2Nn376Cc+fP1f5zubNm1GnTh1+I89CeYX6c+fOQRAEyGQyrFixQuW8u3fvonz58iprbrGcXb9+HW5ubvD09JSu7U/Vu7i4OOnvHGQCa9euhbGxsbQ4ZnBwMIoVK4bq1aujdOnSMDc3l7ZRioiIwPjx4+Hs7KwyFo4VPnkaHClf0K9fv0ZsbKzKKtcXL16Es7OztJ3FgwcPMHjwYOzbt48v8iyyNg8fO3YMDg4OKmNfAMWaHcWKFZOahKOiojgwysWRI0cwYsQIrFq1Sko7evQoihQpAl9f32wBkogDJIXQ0FDMnTsXly5dktJWrVoFQRDQrVu3bKsJ//jjj+jWrRt37eZAuU6FhIQgICAAgiDAx8fni7rYAO4yF925cwdVqlRB+fLlERkZieHDh2PNmjXIyMjA06dP0bJlS5iamkr1NiIiAkOHDkXVqlVVJhCwwiXPgiPlC9Xf3x8//PAD3N3dUb16dVy/fh2AIjgSBAErV67E1atX0axZMzRv3lz6HgdI2QUHB+Pu3bs4efIkihYtKj3AxRtoWloabGxs8Mcff6gzm/maXC7HkydPoK+vL41zU3b8+HFoaWmhZ8+eePr0qZpymb+tXr0aVlZW6N+/v7Stimjp0qUQBAGTJ0+WJlMkJCTAzc0NY8aMUUd2C4xRo0ahTJkymDx5Mtq2bQtTU1NUq1btiwMkpvDgwQNUr14dtra2aNCgAc6dOycdi4mJQatWrWBqaorLly8DULSy83pGhVued6tNmDABpqam2LJlCy5cuICKFSuiTJky0noT06ZNgyAIcHBwgIeHh9Rvzm9B2V26dEnqcpTL5ahZsybq1KmDxMREAIoyi4mJQcWKFbF9+3Y15zZ/yak+nTx5Evb29qhXr162B/yJEycgCAJmzJiRV1ksMDZt2oRixYphy5YtKl06yubPnw9BEFC9enX07dsXLVu2RKVKlXhX+E8ICwtDiRIlEBoaCkBRZ0+cOIGyZcvC09OTA6QvoHydP3jwAE2aNIEgCDh9+jSAj2X37t07tGvXDoIg8DZKDMA3Do6yPoBevnwJLy8v7Nu3D4Biw05DQ0OV7RcAxU3hwoULPDX6E65fv46VK1fC399fStuzZw9q1KiBWrVq4d69e7h69SomT54Mc3NzhIeHqzG3+Yvyw0R8wIh17NChQ7C1tUW3bt2yTdu9evUq18UsXr16hdq1a2PJkiUq6QkJCTh//jxOnTolpYktSHXq1MGGDRukdB7UnrMTJ07AwMBApbUyPT0de/bsgYaGBpo1aya9CLHsxOfPo0ePpBbLe/fuoVatWrCzs5PGIInnRUdHo2vXrrh37556MszylW8aHGV9IN++fRumpqZITEzE/v37oaenJ81SS0hIwLx587It2c4zLT4SL+Lnz5+jcuXK0NPTU5lVkZaWhr///ht16tSBjo4OypYtCwcHB6mpmKkGRr/99htatWoFHx8fDBkyBC9fvgSgGDsjBkg5vUVygPTRq1ev4OTkpLIK87Jly6S3cCsrK3h5eUl1d9myZZDJZPD390dKSoqacp3/5NSSGRsbi9KlSyMgIEAl/eXLl3B0dIQgCCpbALGPxPLcuXMnKlasiD/++ENavPH+/fvw9PSEvb29FCDxpuUsq28WHN28eROCIKiMdUlISEDjxo0xcOBA6OnpYeXKldKxe/fuoWHDhtmWbC/MxAtW+c367t27ABRrx5QrVw5eXl45fvf06dO4ceOG9MBnqsaMGQMTExPMmDEDvr6+8PT0RKlSpRAREQFAsSGlvb09mjZtyptLfsKrV69gZWWF3r174/Dhw2jbti2cnZ3Rr18/HDhwANu2bYOdnZ1KEL9w4UIUKVIEEyZMyLUbrjDJ2i0mXu/p6ekYNGgQ6tSpI60JBShaODp27IizZ8/yy+Mn7Nq1C7q6upg/f362++CTJ09QtWpVODo68n6SLEffLDhKSEjA6NGjoaWlhf/9738AFNN8e/ToAQ0NDfTt21c6NykpCU2bNkWjRo24/zyL+/fvw9fXF6mpqdi6dSsEQcCDBw+QlJSEFStWoFy5cujatWuOgRRTyPo2eO/ePZQvX17atRxQtGr6+PigXLly0ronf//9N9q2bct18jMOHToEAwMD2NnZoVKlSjh8+LA0IzImJgZubm6YPHmyyndmz54NIyOjQj8bKGtLZteuXeHh4YHff/8djx49wuvXr9G2bVu4u7vD19cXK1asQO3ateHl5SV9lwOk7KKjo+Hp6YlZs2YBUGy8+/r1a2zatEl6AY+IiED58uVRuXJlLkOWzTftVouNjZUGWG/atAmA4mZZv359uLu7o0OHDvDz88MPP/wAFxcX6cHOD6OPrl27BkEQ8MMPP0BDQwNr166VjiUnJyMwMBDu7u746aefpCCAL3RVWbt3z58/Dx0dHZXFHTMzM3H+/Hm4urpiy5Yt2QIqrpOf9vr1azx+/DhbekxMDGrVqoWgoCAAqnWT96j6yM/PDyYmJvDz80PPnj3h4OCA5s2bIywsDG/fvsXvv/8uze5t1qwZ3ys/IyEhAd7e3li0aBGePn2KsWPHwtvbG8bGxnBwcMC8efMAKMYjPXnyRL2ZZfnSNwmO0tPTVS5aGxsbCIKANWvWAFDcFP39/dG8eXO0b98efn5+0jgOHs/xkfggmTt3LgRBQLVq1aRWDVFSUhICAwNRrVo1tGrVivvMs8ipezcmJgaVKlXCnDlzVB7WSUlJsLe3x5w5c9SR1e/O69ev0axZM1SvXl2lnHNaCLYwCwsLg4ODA06cOCGlHTx4EE2bNkXbtm1Vrvm4uDip3Phembv09HS0aNECHh4e0NbWRtu2bbFixQqEh4ejXbt26N+/v7qzyPI5TfpKDh8+TGfPnqUJEyaQpubHX9u+fXsyMDCgAQMGUM+ePQkA9ejRg/z8/EgQBJXfkZmZqfLdwgwAaWhoEAAyMzOjKVOmUEBAAPXp04fmzZtHtra2RERUrFgx+umnnygtLY22bt1KL1++JEtLS/VmPh+xsbGhUaNGUf/+/UlTU5O6d+9OxYoVo8qVK9Pu3bvJ3t6e2rZtS0SKMjcxMSEjIyM157pge/v2La1atYpOnTpFr1+/ptOnT5OGhgZlZmaShoaGdN1nvf4LK5lMRgkJCaShoSGl+fj4g9hKUwAAEZhJREFUUEZGBnXu3Jlu3rxJtWvXJiKi4sWLE5GirvK9UgEACYJAr169oiJFilBycjKVKlWKNm/eTPv27SO5XE6tWrUiTU1NEgSBNDU1SVNTkwAQEddDlouvEWG9f/8effr0gYuLC2bPni2lt2nTBs7Oznj69CnS0tIwYcIEaGho4M8///wa/9nvlvhmeOjQIYwfP14av3HlyhXo6uqibdu2KtN7xdlosbGxeZ/ZAiCn7t3o6Gg0atQIVapUQZcuXbBgwQJ4e3vD2dmZ38j/o7CwMDRv3hxDhgzhFuEscmo1u3LlCszMzKS1yJTHDVaoUEHlnspUiT0Uu3btgqenJ5ycnODh4SGNc1UWExODMWPGwMjISNqFgbHcfLVutRcvXmDIkCHw9PTE77//jvbt28PV1RUPHz6UzklMTMSkSZMgCILKYFiWXXBwMPT19eHn54ezZ89KN9OwsDDo6uqiffv2OHHiBKZMmQJtbe1sWzOwL+venTVrFnx8fFCnTh389NNPvFnnV/Lu3TseA5eFcl3MOnGid+/eMDIyUllbKzo6Gs7OzvwyqSSnMVa7d++WZqUdPnwYw4YNgyAIKvv5bd26Fc2aNYODg0O29csYy8lXHXMUGRmJQYMGoUyZMjA2Npa2slB+a0xISMDKlSv5TfITbt26BQsLCyxdulQlXSyzq1evwsrKCpUqVYKlpSWvY6Tk0KFDmD59erb0du3awdXVFQMHDoQgCFi9ejWAj2/wynv8cd38enhckYLyQ33hwoVo06YNWrdujWHDhgFQBEtt27aFjo4Oxo8fD39/fzRq1Aiurq5cHz8Qy/Dy5cuYNm0aAMWMs/r160uba0dGRsLW1hZubm4QBEFaR+/9+/cICgrKcdIAYzn56gOyo6KiMHjwYHh4eGDu3LlSek5vj3zR5ywkJARubm4qAzHFG4P489mzZzh//jyv0aHka3Tv8sOcfUtjxoyBqakpxowZg169esHa2hpVqlSRWn4nTJgAb29veHl5oWvXrtyS+YF437t27RpkMhlGjBgBQLHO1qRJk/Dy5UtERkbCyckJffr0QUxMDDp27AhBELBgwQI15pwVVN9kttrLly8xaNAgVK9eXeUhxdNOv8zGjRtRqlSpHDc5PXToUK67wzPu3mX5i3KwfevWLZQpUwb79++X0h49egRXV1d4enpKaQkJCUhLS+NZaR+Iz42rV69CR0cH48aNUzkubgE0efJkNG3aFO/evQMAjB07FqVKlYKxsTGio6P5xYf9I7JvMcjb3Nycxo8fT9WqVaNdu3bRhAkTiEgxK4N9XunSpendu3e0Z88eysjIUDm2bds2Wr16NcnlcjXlLn+ztLQkPz8/qlKlCi1cuJAOHz5M+/btI3t7e6ksdXV1adSoUbRixQry8fFRc47Z92rJkiU0depU6XNcXBzFxcWRk5MTESlmWdnZ2dH//vc/ioiIoI0bNxKRYgZqkSJFSBAEnpVGiufGw4cPydPTk0aMGEEzZ86UZpr9+eefdPHiRSIiunnzJpmYmJChoSEREaWkpND06dPpyZMnZGxszLPS2D/yzaIVc3NzGjduHNnb29Pr16+lysw+Esvk4sWLtHnzZpozZw5FRkZSzZo1aezYsTRkyBBatmwZ3b59m549e0Z+fn4UHBxMHTt25EDzEywsLGjChAn0448/UpkyZWjTpk1ERKSpqUmZmZlERKSnp0e9e/cmTU3NbAEoY//VypUrafDgweTs7CylOTo6UtGiRWnHjh1E9HEKubW1Neno6FB8fDwRqb5E8gOdSC6X0+rVq0lfX59MTEyISFEuM2bMoJEjR1LRokWJiKhmzZq0efNmmjJlCvXo0YPWr19PNWvWlJY/YOyf+KavJObm5vT777+ToaGh9BbEF/tHgiBQcHAwDRo0iCpUqEDx8fE0b948mjp1Ko0fP54EQaBZs2bRjBkzyMzMjJKSkujAgQNUrlw5dWc93zMzM6OxY8fSzJkzafv27ZSZmUl+fn6koaFBcrlc5QFU2N/M2dcVFBREgwYNouDgYGrdurWUbmRkRC1atKDdu3eTpaUldejQgYgULUWGhoZUpEgRdWU5X5PJZDRo0CBKTk6mzZs3U9GiRSk+Pp4WLVpE//vf/6hatWpERNS5c2d6+/Yt7dixg0qWLEkHDx6ksmXLqjn3rKASkEdNOlkfSIzo6tWr1LRpU/L396eff/6ZkpKSSF9fn2bPnk2jR48mIkVT8atXr4iIqEKFCmRhYaHOLBc4UVFRNGvWLLp8+TLVrVuXZsyYoe4sse9YSEgItWnThv766y/68ccfpfSxY8eSr68vERGNGTOGnj9/Tm5ubuTh4UFbt26lt2/fUlhYmMpCkExVVFQUzZw5kw4ePEiPHj2i0NBQqlevHmVkZKi84MTHx5OGhgbp6uqqMbesoMuzaKWwB0Znz56l2NhYlbSXL1+Si4sL/fzzz3T37l2qWLEi9erVSwqMoqOjydnZmerXr0/169fnwOhf4O5dlldSU1MpNDSU7Ozs6MmTJ1J6q1ataN++faSvr0/ly5engIAA6tixI124cIG2bNlCJUuWpMuXL0uriLOcmZub04QJE6hRo0ZUoUIFCgsLIyLK1jVevHhxDozYf5ZnLUeFFQC6fPkyVatWjaZPn06//vqr1Ae+YMEC2rJlC4WGhlKlSpWoUaNGFBgYSDKZjHbt2kUnTpygadOmUbFixdT8ryj4YmJiyNDQkGQyGXfvsm/m5cuXNGfOHDp//jx16tSJTp06RQ8fPqTt27eTvb19trr3/v17acxM1hYQljOxBenixYvUunVr8vPzIyLunWBfF9ekb0i8EVapUoUCAgJoypQptHTpUoqLiyMiotatW1NSUhKZmZlRo0aNKCgoSLpxnjhxgu7evUtpaWnq/Cd8N4yNjUkmk5FcLufAiH0zFhYWNGbMGGm25JEjR2jPnj1kb29PmZmZUt0T30nFwIhnpX05cTZ01apVaffu3TR58mQi4t4J9nVxbfpGxIfwixcviIho5MiRNH/+fBo/fjwtW7aM4uPjyczMjFq2bEnW1tbSZqcPHjygcePG0erVq2nOnDnStFT2dfANlH1rYvdP1tmS4mQAouyz0Dhg/2fEAKls2bJ05swZio6OVneW2HeGu9W+AbF59+rVq9SqVStasWIFNWzYkIiIFi1aREOHDqUZM2bQmDFjKDo6mhYuXEjr16+nd+/ekY2NDWVkZNCGDRvI3d1dzf8Sxti/lVv3D3frfj3iZBUzMzM154R9bzg4+srEwOjatWvk6elJw4YNo1mzZqncEBcsWEAjRoyg6dOn07hx4yg9PZ3evXtHR44coXLlypGlpSUPvmbsO8CzJRkrmDg4+oqUA6MaNWrQ0KFDadasWdLx27dvU4UKFYhItQVp4MCBZGBgoK5sM8a+oaioKBo9ejQVLVpUZVwhYyz/4uDoK3v48CG5uLjQyJEjafr06VKL0cyZM+n06dP0xx9/SK1CixYtopEjR9KYMWNo5MiRvJIrY98pni3JWMHC0yO+otyWuff396e5c+fSli1byMLCgjIzM0lDQ4MGDx5MSUlJNHfuXBoyZIiac88Y+1aMjY2JiKebM1ZQcMvRVxYZGUkBAQF07tw58vX1pfj4eAoICKANGzZQo0aNcvxOTEyMdPNkjDHGmHpxcPQNfMky95MnT6YXL17QqlWr+G2SMcYYy0e4W+0bENc5kclkdOzYMQoLC6N69eqpBEYBAQF06tQpIuK1dxhjjLH8hIOjb0TcFV4ul9O2bdsoIyOD/Pz8aObMmVJg5OHhoe5sMsYYYywL7lb7xsQutmvXrlFqaipdv36dAyPGGGMsH+P+nG9MXObewcGBYmJi6OzZsxwYMcYYY/kYtxzlkTdv3pBcLudl7hljjLF8joMjxhhjjDEl3K3GGGOMMaaEgyPGGGOMMSUcHDHGGGOMKeHgiDHGGGNMCQdHjDHGGGNKODhijDHGGFPCwRFjjDHGmBIOjhhj350pU6aQm5uburORja+vL7Vq1Urd2WCMfQYHR4yxPOHr60uCIJAgCFSkSBGys7OjkSNHUlJSkrqz9lnHjh0jQRAoNjb2P523cOFCWrt27VfPH2Ps69JUdwYYY4VH48aNac2aNZSenk4nT56k3r17U1JSEgUGBmY7Nz09nYoUKaKGXH47BgYG6s4CY+wLcMsRYyzPaGtrk7m5OVlbW1OXLl2oa9euFBISQkQfu8JWr15NdnZ2pK2tTQAoIiKCWrZsSXp6elS8eHHq0KEDvXr1SuX3zp49m8zMzEhfX5969epF79+/Vznu7e1NQ4cOVUlr1aoV+fr6Sp9TU1Np9OjRZG1tTdra2lS2bFn6448/KDw8nOrWrUtEREZGRiQIgsr3/oms3Wre3t40ePBgGj16NBkbG5O5uTlNmTJF5TtxcXHUp08fKlmyJBUvXpzq1atH165d+1f/fcbYl+HgiDGmNjo6OpSeni59fvjwIW3dupWCg4Pp6tWrRKQIYmJiYuj48eN08OBBevToEXXs2FH6ztatW2ny5Mk0c+ZMunTpEllYWNCyZcv+cV66d+9OmzdvpkWLFtGdO3do+fLlpKenR9bW1hQcHExERPfu3aOXL1/SwoUL/9s/XMn//vc/0tXVpfPnz1NAQABNmzaNDh48SEREAKhZs2YUFRVF+/bto8uXL1PlypWpfv36FBMT89XywBhTxd1qjDG1uHDhAm3cuJHq168vpaWlpdG6deuoRIkSRER08OBBun79Oj158oSsra2JiGjdunVUsWJFunjxIlWtWpV+//136tmzJ/Xu3ZuIiGbMmEGHDh3K1nr0Kffv36etW7fSwYMHycfHh4iI7OzspOPGxsZERFSyZEkyNDT8T//urFxdXWny5MlERFS2bFlasmQJHT58mBo0aEBHjx6lGzdu0OvXr0lbW5uIiObNm0chISG0fft26tOnz1fNC2NMgVuOGGN5Zs+ePaSnp0dFixalGjVqUO3atWnx4sXScRsbGykwIiK6c+cOWVtbS4EREVGFChXI0NCQ7ty5I51To0YNlf9O1s+fc/XqVdLQ0KA6der8m3/Wf+Lq6qry2cLCgl6/fk1ERJcvX6bExEQyMTEhPT096c+TJ0/o0aNHeZ5XxgoLbjlijOWZunXrUmBgIBUpUoQsLS2zDbjW1dVV+QyABEHI9ntyS8+NTCYjACppyt15Ojo6X/y7vrasZSAIAsnlciIiksvlZGFhQceOHcv2va/dgsUY+4hbjhhjeUZXV5ccHBzIxsbmi2aiVahQgSIiIujZs2dS2u3btykuLo6cnJyIiMjJyYnOnTun8r2sn0uUKEEvX76UPmdmZtLNmzelzy4uLiSXy+n48eM55kNLS0v6Xl6qXLkyRUVFkaamJjk4OKj8MTU1zdO8MFaYcHDEGMu3fHx8yNXVlbp27UpXrlyhCxcuUPfu3alOnTpUpUoVIiIaMmQIrV69mlavXk3379+nyZMn061bt1R+T7169Wjv3r20d+9eunv3Lg0YMEBlLSJbW1v6+eefqWfPnhQSEkJPnjyhY8eO0datW4lI0d0nCALt2bOH3rx5Q4mJiZ/M940bN+jq1asqf/7tv79GjRrUqlUrCg0NpfDwcDpz5gxNmDCBLl269K9+J2Ps8zg4YozlW4IgUEhICBkZGVHt2rXJx8eH7OzsaMuWLdI5HTt2pEmTJpGfnx95eHjQ06dPqX///iq/p2fPnvTzzz9LgVWZMmWk6fmiwMBAateuHQ0YMIAcHR3pl19+kRaotLKyoqlTp9KYMWPIzMyMBg0a9Ml8165dm9zd3VX+/Nt//759+6h27drUs2dPKleuHHXq1InCw8PJzMzsX/1OxtjnCcjaEc8YY4wxVohxyxFjjDHGmBIOjhhjjDHGlHBwxBhjjDGmhIMjxhhjjDElHBwxxhhjjCnh4IgxxhhjTAkHR4wxxhhjSjg4YowxxhhTwsERY4wxxpgSDo4YY4wxxpRwcMQYY4wxpuT/OlbV+bWUFTwAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "from sklearn.preprocessing import LabelEncoder\n",
+    "\n",
+    "# Assuming df is your DataFrame\n",
+    "df2_encoded = df2.copy()\n",
+    "\n",
+    "label_encoder = LabelEncoder()\n",
+    "\n",
+    "df2_encoded['City'] = label_encoder.fit_transform(df2['City'])\n",
+    "df2_encoded['Customer type'] = label_encoder.fit_transform(df2['Customer type'])\n",
+    "df2_encoded['Gender'] = label_encoder.fit_transform(df2['Gender'])\n",
+    "df2_encoded['Product line'] = label_encoder.fit_transform(df2['Product line'])\n",
+    "df2_encoded['Payment'] = label_encoder.fit_transform(df2['Payment'])\n",
+    "\n",
+    "# Mapping numerical labels back to categorical values\n",
+    "city_mapping = dict(zip(label_encoder.classes_, range(len(label_encoder.classes_))))\n",
+    "customer_type_mapping = dict(zip(label_encoder.classes_, range(len(label_encoder.classes_))))\n",
+    "gender_mapping = dict(zip(label_encoder.classes_, range(len(label_encoder.classes_))))\n",
+    "product_line_mapping = dict(zip(label_encoder.classes_, range(len(label_encoder.classes_))))\n",
+    "payment_mapping = dict(zip(label_encoder.classes_, range(len(label_encoder.classes_))))\n",
+    "\n",
+    "# Update numerical labels with categorical values\n",
+    "df2_encoded['City'] = df2_encoded['City'].map(city_mapping)\n",
+    "df2_encoded['Customer type'] = df2_encoded['Customer type'].map(customer_type_mapping)\n",
+    "df2_encoded['Gender'] = df2_encoded['Gender'].map(gender_mapping)\n",
+    "df2_encoded['Product line'] = df2_encoded['Product line'].map(product_line_mapping)\n",
+    "df2_encoded['Payment'] = df2_encoded['Payment'].map(payment_mapping)\n",
+    "\n",
+    "# Now you can use these mappings for plotting\n",
+    "import seaborn as sns\n",
+    "\n",
+    "# Assuming you have a DataFrame named 'df' with columns 'Product line' and 'Total'\n",
+    "sns.violinplot(x='Product line', y='Total', data=df2)\n",
+    "plt.xlabel('Product Line')\n",
+    "plt.ylabel('Total Sales')\n",
+    "plt.title('Product Line Sales Distribution (Violin Plot)')\n",
+    "plt.xticks(rotation=45, ha='right')  # Rotate x-axis labels for better readability\n",
+    "plt.show()\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 140,
+   "id": "88729354",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Assuming you have a DataFrame named 'df' with the 'Payment' column\n",
+    "payment_distribution = df2['Payment'].value_counts()\n",
+    "\n",
+    "plt.bar(payment_distribution.index, payment_distribution.values)\n",
+    "plt.xlabel('Payment Method')\n",
+    "plt.ylabel('Count')\n",
+    "plt.title('Payment Method Distribution')\n",
+    "plt.xticks(rotation=45, ha='right')  # Rotate x-axis labels for better readability\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "id": "0dea1902",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(8, 5))\n",
+    "df2['Gender'].value_counts().plot.pie(autopct='%1.1f%%', startangle=90)\n",
+    "plt.title('Gender Distribution')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 145,
+   "id": "d8cfa075",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Assuming you have a DataFrame named 'df' with the 'Rating' column\n",
+    "plt.hist(df2['Rating'], bins=10, edgecolor='black')\n",
+    "plt.xlabel('Customer Rating')\n",
+    "plt.ylabel('Frequency')\n",
+    "plt.title('Customer Rating Distribution')\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 146,
+   "id": "5a64fe38",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "tax_contribution = df2['Tax 5%'].sum() / df2['Total'].sum()\n",
+    "plt.pie([tax_contribution, 1-tax_contribution], labels=['Tax Contribution', 'Other'], autopct='%1.1f%%', startangle=90, wedgeprops=dict(width=0.3))\n",
+    "plt.title('Tax Contribution to Total Revenue')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 147,
+   "id": "21be0133",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns\n",
+    "\n",
+    "# Assuming you have a DataFrame named 'df' with columns 'Product line' and 'Total'\n",
+    "sns.swarmplot(x='Product line', y='Total', data=df2)\n",
+    "plt.xlabel('Product Line')\n",
+    "plt.ylabel('Total Sales')\n",
+    "plt.title('Product Line Sales Distribution (Swarm Plot)')\n",
+    "plt.xticks(rotation=45, ha='right')  # Rotate x-axis labels for better readability\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "id": "3ef7394a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns\n",
+    "\n",
+    "# Assuming you have a DataFrame named 'df' with columns 'Product line' and 'cogs'\n",
+    "cogs_analysis = df2.groupby('Product line')['COGS'].sum().reset_index()\n",
+    "\n",
+    "cogs_matrix = cogs_analysis.pivot_table(index='Product line', values='COGS', aggfunc='sum')\n",
+    "sns.heatmap(cogs_matrix, cmap='Blues', annot=True, fmt=\".2f\", linewidths=.5)\n",
+    "plt.title('COGS Analysis per Product Line (Heatmap)')\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "id": "25269f8f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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cXJwICQkRWq1WREVFie+//77ee15N7bH/o9TUVNGxY0fh5OQkdu7cKYqLi8VDDz0k/Pz8hJOTk5g4caK4cOHCVXszXencm0wm8dBDDwkfHx/bOantmVZRUSHmz58vwsLChIODgwgICBCPPvqoKCwstG3f0O/lH2t6/vnnRWxsrPDw8BA6nU506NBBPP300yIvL++6x6ch34vafd5ob6Zan376qYiKihJarVa4ubmJ22+/XRw/frzOOtc6lt9//72Ijo4Wer1eBAUFiWeffVb89NNP9X5G2JupfZKEuE4XECIiIiI7xntmiIiISNEYZoiIiEjRGGaIiIhI0RhmiIiISNEYZoiIiEjRGGaIiIhI0dr8oHlWqxWZmZlwcXFp1FDkREREJB8hBEpKShAYGAiV6tptL20+zGRmZtZ7OiwREREpQ1pa2nVHFG/zYcbFxQVAzcFwdXWVuRoiIiJqCKPRiJCQENvf8Wtp82Gm9tKSq6srwwwREZHCNOQWEd4ATERERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKppG7AKVLTU1FXl6e3GW0GJPJBJ1OJ3cZLcbb2xuhoaFyl0FERDeAYeYGpKamolv37qgoL5e7lBYkARByF9FiHA0GnExOZqAhIlIwhpkbkJeXh4ryctw3/w34hXaUu5xml3xgJ3764h2Mn/0iukbFyF1Os7uUeg6rXnsWeXl5DDNERArGMNMM/EI7IrhzT7nLaHaXUs8BALwCw9rk5yMioraBNwATERGRojHMEBERkaIxzBAREZGiMcwQERGRojHMEBERkaIxzBAREZGiMcwQERGRojHMEBERkaIxzBAREZGiMcwQERGRojHMEBERkaIxzBAREZGiMcwQERGRojHMEBERkaIxzBAREZGiMcwQERGRojHMEBERkaIxzBAREZGiMcwQERGRojHMEBERkaLJGmZ+/fVXTJw4EYGBgZAkCRs2bLAtq66uxvz589GrVy84OTkhMDAQDzzwADIzM+UrmIiIiOyOrGGmrKwM0dHReP/99+stKy8vR0JCAhYuXIiEhASsW7cOp0+fxqRJk2SolIiIiOyVRs6djx07FmPHjr3iMjc3N2zevLnOvPfeew/9+/dHamoqQkNDW6NEIiIisnOyhpnGKi4uhiRJcHd3v+o6JpMJJpPJ9tpoNLZCZURERCQXxdwAXFlZieeffx733nsvXF1dr7peXFwc3NzcbFNISEgrVklEREStTRFhprq6Gvfccw+sVis+/PDDa667YMECFBcX26a0tLRWqpKIiIjkYPeXmaqrq3HXXXchJSUF27Ztu2arDADodDrodLpWqo6IiIjkZtdhpjbInDlzBtu3b4eXl5fcJREREZGdkTXMlJaW4uzZs7bXKSkpSExMhKenJwIDAzFt2jQkJCTghx9+gMViQXZ2NgDA09MTWq1WrrKJiIjIjsgaZg4dOoThw4fbXs+bNw8AMHPmTCxevBgbN24EAPTu3bvOdtu3b8ewYcNaq0wiIiKyY7KGmWHDhkEIcdXl11pGREREBCikNxMRERHR1TDMEBERkaIxzBAREZGiMcwQERGRojHMEBERkaIxzBAREZGiMcwQERGRojHMEBERkaIxzBAREZGiMcwQERGRojHMEBERkaIxzBAREZGiMcwQERGRosn61Gxqm6rMVuSVmpBfWgVjZTUqqy2oMlshSRJUKsCg1cBZp4GHwQG+Lno4atVyl0xERArGMEPNoqi8CqcvleJifhmyjJUQouHbujk6INTTgHBvA0I9DdCo2GBIREQNxzBDTSaEwNmcUhxJL0ZGUUWdZU46NbyddXB3dICjVg2dRg2rELBYBcqrLCiprEZ+aRWKKqpRXFGNYxnFOJZRDJ1Ghc6+zogMcoOfq16mT0ZERErCMEONJoTAmZxS7D9fgILyKtv8UE8DOvk4I8zLAFdHhwa9l8lsQUZRBS7mleN8XhlKTWYkZRqRlGlEgJseMWEe6ODtBEmSWurjEBGRwjHMUKPklpiw43QOMosqAQBajQq9g90RGeQKF33DAszv6TRqdPB2RgdvZwwVAhmFFTieZcSZSyXIKq7ED0ez4OOiw00dPBHhxVBDRET1McxQg1itAgcuFODAhQIIAWhUEmLDPNA71B06TfPcwKuSJIR4GhDiacDgTt44klaEI+lFyC0x4fsjWQj2cMQtnX3g46Jrlv0REVHbwDBD11VhVeOb+HRkG2taYzr6OOGWLj5wbUJLTEM56zQY1MkbfUM9EJ9aiMS0IqQXVuDrA6noHeqOgR284KDmjcJERMQwQ9ehC+2FhEpvmCsrodWoMLyrD7r5u7ba/h21agzu5I2oIDfsPpuHMzmlOJxahJTcMozs4Ycgd8dWq4WIiOwT/2lLV5UFd/jd/TLMUMPXRYf7+oe2apD5PVdHB4zrFYBJ0YFw1mlQVFGNb+PTsfN0LqotVllqIiIi+8AwQ/UIIbDvfD7OIQCSSg1fdTnujAlucA+llhTh7YQZA0LRI6AmVCWmFWH1/lTklphkroyIiOTCMEN1CCGw83Qu9qcUAACKdq9CN20RNHZ0f4rOQY3bevjh9t7/a6VZeygNxzOL5S6NiIhkYD9/oUh2Qgj8ejoPR9JrQkEHZKP4t69hr72hw72ccO+AUIR5GWCxCmxJzsF/T2TzshMRUTvDMEMAaoLMb2fzkZheBAC4rbsfAlEob1EN4Oigxu3RgRjY0QsSgOSsEqw9lIai3w3mR0REbRvDDAEA4lMLEZ9aE15u7eaLHoHy3OjbFJIkoX+4J6b0CYJBq0Z+aRXWHExDemG53KUREVErYJghnMouwW9n8wEAQzp7o1eQm8wVNU2IpwH39g+Fv6seJrMV6w9n8D4aIqJ2gGGmncsorMDmE5cAAH1C3NE31EPmim6Mk06DO/oGoYuvM6wC2JKcg91n8mBtzGO8iYhIURhm2jFjZTU2HcuCRQh08nHGkM7ecpfULDRqFcZE+qN/hCeAmktom45m8cZgIqI2imGmnTJbrNh0NAsV1Rb4OOswqqdfm3qIoyRJGNjBC6N7+kGtknA+rwzrD2egstoid2lERNTMGGbaqW2ncpBTYoLeQYUJUQFt9jlH3fxdMaVPELQaFbKKK/FtfDpKK81yl0VERM2obf4Fo2tKzjIiOasEEoBxkQF2MbJvSwpyd8SdMcFw0qqRX1aFf8enobCMXbeJiNoKhpl2prCsCttP5QAAburghRBPg8wVtQ5vZx3uig2Bu8EBJZVmfBOfjgJT27msRkTUnjHMtCNmqxU/JmWh2iIQ7OGI2HBl91xqLFdHB9wZEwxfFx0qqi34NUcDfXgfucsiIqIbxDDTjuw7X4C80io4Oqgxuqc/VG3oht+GMmg1uKNvMEI8HWEREnynvYTdqRVyl0VERDeAYaadyCyqQPzFmhF+R3T3hbNOI3NF8tFqVLg9OgjBBgsktQP+sa8Iq/ZflLssIiJqIoaZdqDKbMV/Lw+M1z3ABR19nGWuSH5qlYT+XhaUJPwAAeDF9Un4aOc5ucsiIqImYJhpB/aez0dxRTWcdRoM7eIjdzl2Q5KAgs0fYWo3JwDAqz+dxBu/nITgaMFERIrCMNPGZRdXIjGtCAAwsrsvdBq1vAXZoRlRrpg/phsA4IPt57Bo43FYrQw0RERKwTDThlmsAltO1lxe6ubvgjAvJ5krsl+PDuuI/5scCUkCvtx7Ec98cwRmPv6AiEgRGGbasITUQuRf7r10S2deXrqe+28Kwz/u6g21SsK6wxl4bFUCTGY+/oCIyN4xzLRRxopqHEgpAAAM6ewNRy0vLzXE5D5B+GhGDLQaFf574hIe/PwQyqv4+AMiInsma5j59ddfMXHiRAQGBkKSJGzYsKHOciEEFi9ejMDAQDg6OmLYsGE4fvy4PMUqzK9ncmG2CgS5O6Kbv4vc5SjKbT38sGJWPxi0auw+m4cZn+5HcUW13GUREdFVyBpmysrKEB0djffff/+Ky19//XW8/fbbeP/993Hw4EH4+/vjtttuQ0lJSStXqiwX8stwLrcMkgQM6+rTpp6G3VoGdfLGqocGwM3RAQmpRbjn433ILTHJXRYREV2BrGFm7NixePnllzF16tR6y4QQWLZsGV588UVMnToVkZGR+OKLL1BeXo7Vq1fLUK0yWKwCO0/lAgB6B7vD21knc0XK1SfUA2v+chO8nXVIzjLi7n/uRUYRRwsmIrI3djsMbEpKCrKzszFq1CjbPJ1Oh6FDh2LPnj2YPXv2FbczmUwwmf73L2ij0djitdqTYxnFKKqohqODGgM6eMpdjiIkJydfc/niIa5YvLMA5/PKcPu7O7B4qBcCXez2R6ceb29vhIaGyl0GEVGLsdvfyNnZ2QAAPz+/OvP9/Pxw8eLVh56Pi4vDkiVLWrQ2e2UyW7A/JR8AcFMHT44pcx3GgpoWrBkzZlx3XbWLN/zufhl5CMaj357GpbULUZ17oYUrbB6OBgNOJicz0BBRm2W3YabWH+/3EEJc8x6QBQsWYN68ebbXRqMRISEhLVafPTl0oRCV1VZ4GBwQGegmdzl2r6K0ptVu/OwX0TUq5rrrV1qA3TlWFDt5IOzB9zDI1wwvnX0Prncp9RxWvfYs8vLyGGaIqM2y2zDj7+8PoKaFJiAgwDY/JyenXmvN7+l0Ouh07e8+kZLKahy+PNLv4E7eUKl4029DeQWGIbhzzwatG9LRgv8cyURWcSV+y9NiQlQgQj0NLVwhERFdi92OMxMREQF/f39s3rzZNq+qqgo7d+7EzTffLGNl9mnvuXxYLnfFjvDmSL8tReegxpQ+QQj1NKDaIrAxMRPnckvlLouIqF2TNcyUlpYiMTERiYmJAGpu+k1MTERqaiokScLcuXOxdOlSrF+/HklJSZg1axYMBgPuvfdeOcu2OzkllUjOrumuPqSzN7titzAHtQoTowPQ0ccJFiGw6VgWTma1rxvNiYjsiayXmQ4dOoThw4fbXtfe6zJz5kx8/vnneO6551BRUYHHHnsMhYWFGDBgAP773//CxYWDwNUSQmD3mTwAQBc/Z/i56mWuqH3QqFQYFxmALcmXkJxdgl9OXILJbEV0iLvcpRERtTuyhplhw4ZBiKvfQClJEhYvXozFixe3XlEKc7GgHGmFFVBLEgZ19Ja7nHZFpZJwWw8/aDUqHEkvxo7TuSg1mXFzRy+2jhERtSK7vWeGrk8Igb3narpiR4W4wdXRQeaK2h9JkjC0iw8GRNSM6XPoYiF+Pp4Ns5VP3CYiai0MMwqWkl+GnBITNCoJsWEecpfTbkmShJs6eOG27n5QScDpS6XYcDgTldV84jYRUWtgmFEoIQT2n695KnZ0iDsMWrvtZd9u9Ah0xe29g6BVq5BRVIF/H0rjAyqJiFoBw4xC1bbKOKgl9A11l7scuizU04A7Y4PhrNOgsLwaaw6mIq2gXO6yiIjaNIYZBfp9q0xUMFtl7I23sw53x4bA10WHymor1idm4Eha0TVvdicioqZjmFGglDy2ytg7Z70Gd8YEo6u/C4QAdpzOxbaTObBYGWiIiJobw4zCCCGwP4WtMkqgUaswuocfBnXyAgAkZRqxLiEdpSazzJUREbUtDDMK8/tWmZhQ9mCyd5IkITbME5OiA6FVq5BZXInV+1NxMb9M7tKIiNoMhhkFEUJg3+VWmehgdzhq1TJXRA0V4e2Ee/qHwMdZh4pqCzYkZmLvuXxYeR8NEdENY5hRkNSCcuTa7pVhq4zSeBi0uCs2GJFBrgCAAxcKsD4hg5ediIhuEMOMghy6WAgA6BnoxlYZhdKoVRjRzQ9jevrDQS0hvagCK/ddxKnsEvZ2IiJqIoYZhcg2ViK9sAIqCejDHkyK19XfBdP7hcLXRQeT2Yqfj2fjx6RslFexlYaIqLEYZhQi/nKrTBc/F7jq+QymtsDDSYu7YkNwU4QnVBJwNqcUK/el4lxuqdylEREpCsOMAhSVV+FsTs0fuBg+g6lNUaskDOjghbtjQ+DlpEVFtQU/HM3CxiOZfBQCEVEDMcwoQHxqTatMuJcB3s46mauhluDrqsc9/UMQG+YBlVTTBf+rfRexPyUfZgufwE1EdC0MM3auzGRGclYJALbKtHUalQqDOnnjvgFhCPZwhMUqsO98AVbur7n0xBuEiYiujGHGzh1JL4LFKuDvqkeQu6Pc5VAr8HTSYmqfIIzp6Q8nrRrFFdX44WgW1h5KQyofWklEVA/HwrdjVWYrjqYXA6hplZEkSeaKqLVIkoSu/i4I9zYg/mIhDqcW4ZLRhPWHMxDs4YibO3ohwI3hlogIYJixa0mZxTCZrXA3OKCDj5Pc5ZAMdBo1bu7ojehgdxy6UIhjGcVIL6zAvw+lI9BNjz6hHujg4wQVgy4RtWMMM3bKKgSOpBUBAPqGevCPVTvnpNNgaFcf9Al1x/6UApzMNiKzuBKZx7Lg5uiA3iHu6B7gAp2GgykSUfvDMGOnUvLKYKw0Q69RoZu/i9zlkJ1wdXTAbT38MLCjF46mF+FYejGKK6qx83Qufjubh44+zuge4IIQDwNUKgZgImofGGbsVGJqEQAgMsgNDmrep011Oes0uLmjN/qFeyI5y4gjacUoKK/CqUslOHWpBE5aNbr4u8ClUgJUbK0horaNYcYO5ZaYkF5UAUkCooLd5C6H7JiDWoWoYHf0CnJDTokJyVlGnLpUgrIqCw6nFgFwQMgTq/DW3kLcgXQM7uQNX1e93GUTETUrhhk7lHj5XplOPs5w4aMLqAEkSYKfqx5+rnoM6eyDC/llOJdTinM5RlTpnfFbWiV+SzsCAAjxdERMqAdiwj3RN9QdnXydea8NESkaw4ydKa8y49SlmkHyeoe4y1sMKZJaJaGjjzM6+jgjzSEfHyx9AU8s/QjJxSqcyDIiraACaQUV2JCYaVs/wtsJXf1cLncHd0KwhyOCPRzh46zjkABEZPcYZuxMUoYRFquAr4sOAW68HEA3RpKAqsyTuLeXC/r27YuSymocTi3CoYuFSLhYiCPpRSipNONsTinO5pRi07GsOttrNSoEuunh5ayDh0ELTycHeDhp4WnQwtNJCzdHBzjpNHDUquGk1cCgVV+eNNA7qBiEiKhVMMzYEYtV4GhGEQCgT4g7/xBQs3PRO+CWLj64pYsPAEAIgWxjJU5ll+DMpVKculSC1IJyZBRWIKu4AlVmKy7kl+NCfuNHHpYkwOCghkGnsQUcF50GznoNXPQaOOs0cNE7/O7/a157O2vh56qHj4uON78TUYMwzNiRszmlKDNZYNCq0dmP3bGp5UmShAA3RwS4OWJYV986y6otVmQXVyKruBIFZSYUlFWjsLwK+aVVKCyvQkFZFYoqqlFRZUZ5leXyZEZldc2DMYUAyqosKKuyNLk+LyctfF318HPVwd9Vj3BvJ4R7OaGDjxNCPQ3QO/BeHyJimLErtTf+RgW5Qc0xQkhmDmoVQjwNCPE0NGo7i1WgotqCclPdkFNWZUFppRmlpmqUVJpRUmlGqcmMksrqy/81w1hRjdwSE3JLTai2COSXVSG/rArJWfX3I0lAuJcTegS6IjLQDT0DXREZ5AZPJ20zHQEiUgqGGTtxyViJbGMl1JKEyCB2xyblUqskOOtqLh01ldUqUFhehUtGE3JKKpFjNCGjqAIX8stwIa8M53PLUGIyIyWvDCl5Zdh09H9pp4OPEwZEeGFAhCcGdPDkM6yI2gGGGTtR+0DJTn7OcLqBPwJEbYFKJcHLWQcvZx16wLXeciEE8kqrcDLbiKQMI45nFuN4phEpl4PO+dwyfH0gFQAQ4e2EW7v5YkR3X/QL9+R9OERtEP9q2oHKagtOX+6OHcVWGaLrkiQJPi46+Lj4YEhnH9v8ovIqHLxQiAMp+difUoCkjGKk5JXhX7tT8K/dKXDRazC0iw8mRAVgWFdf3nND1EYwzNiB5CwjzFYBL2ctu2MT3QB3gxa39fDDbT38AADGymr8diYPW0/mYPvJHOSXVeGHo1n44WgWXPQajIsMwOQ+QRgQ4clnWREpGMOMzIQQOJZRc4kpKsiN3bGJmpGr3gFjewVgbK8AWKwCR9KL8EtSNjYeyURWcSXWHkrD2kNpCHJ3xL0DQnF3vxB4O+vkLpuIGolhRmbphRUoLK+Gg1pCN//69wYQUfNQqyT0DfVA31APzB/TDftTCvCfxAxsOpaFjKIKvPHLKbyz5QzG9fLH/QPD0DfUg/+4IFIIhhmZHb3cKtPN3xVaDW9MJGoNKpWEgR29MLCjFxZP6olNR7Pw1b6LSEwrwobETGxIzETvEHc8NqwjRnb34yUoIjvHMCOjUpMZ53JLAfDp2ERy0TuocUdMMO6ICcax9GJ8te8C/pOYicS0Ivzlq3h08XPGo8M6YmJUIDTsCUVkl/iTKaPjGcUQAgh00/M6PZEd6BXshtenRWP3/Fvx2LCOcNFpcPpSKZ5eewTD39qB9YfTYbUKucskoj9gmJGJ1SqQlGkEUPMLlIjsh4+LDs+N6YbfFtyKZ0d3hZeTFmkFFXh67RGMe3cXtp28BCEYaojsBcOMTFLyy1BqMsPRQY1Ovs5yl0NEV+Cqd8Cc4Z2wa/5wPDu6K1z0GpzMLsGfPz+Eu/65F4dTC+UukYjAMCOb2u7YPQJdoVHxNBDZM4NWUxNqnhuO2UM7QKdR4eCFQkz5cA/++u8jyCmplLtEonaNf0VlYKysxsX8cgBAZCC7YxMphbtBiwVju2Pns8MxLSYYAPBdQjpufXMnPt11HtUWq8wVErVPDDMyOHH5XplgD0e4G/iEXyKl8XfT4807o7HusZsRFeyGUpMZL29Kxth3duHghQK5yyNqd+w6zJjNZvztb39DREQEHB0d0aFDB/z973+H1arcf/1YhcDxy2EmMpA3/hIpWd9QD2x4bBBeu6MXvJy0OJtTijs/2ouFG5JQUlktd3lE7YZdh5nXXnsNH330Ed5//30kJyfj9ddfxxtvvIH33ntP7tKaLLWgHKUmM3QaFTr6OMldDhHdIJVKwt39QrHtr8Nwd2wIAOCrfRcx6h+/YmvyJZmrI2of7DrM7N27F7fffjvGjx+P8PBwTJs2DaNGjcKhQ4fkLq3JjmfUtMp093flAFxEbYibwQGvTYvC6ocGIMzLgKziSjz4xSHMXXMYxeVspSFqSXY9AvDgwYPx0Ucf4fTp0+jSpQuOHDmC3bt3Y9myZVfdxmQywWQy2V4bjcZWqLRhyqvMOJ9XM+JvzyDe+EutJzk5We4SWozJZIJOZz+DTuoBvDrUFWuPS9h4ugwbEjOx61Q2nujvjii/xtfp7e2N0NDQ5i+UqA2x6zAzf/58FBcXo1u3blCr1bBYLHjllVcwffr0q24TFxeHJUuWtGKVDZecVQKrAPxdOeIvtQ5jQS4AYMaMGTJX0pIkAPY5gJ02oAu8J/wV+Z5BWLyzAMZDG1G083MIc1WD38PRYMDJ5GQGGqJrsOsws3btWqxcuRKrV69Gz549kZiYiLlz5yIwMBAzZ8684jYLFizAvHnzbK+NRiNCQkJaq+SrEkIgKbNmbJme7I5NraSitKZlcvzsF9E1Kkbmappf8oGd+OmLd+z685mtwLEiC86XquEaOwlBN03EAG8z3LTXD2CXUs9h1WvPIi8vj2GG6BrsOsw8++yzeP7553HPPfcAAHr16oWLFy8iLi7uqmFGp9PZVZNzrcyiShSVV8NBLaGLn4vc5VA74xUYhuDOPeUuo9ldSj0HwP4/XziAC/ll2HLiEkqqLNieo8Utnb3RK8gNksQnchPdKLu+A7W8vByqP4yOq1arFdk1+/jlVpkufi7Qauz6sBNRCwj3csJ9A8IQ7mWAxSqw/VQufkrKhslskbs0IsWz65aZiRMn4pVXXkFoaCh69uyJw4cP4+2338af//xnuUtrFFO1BWdyam785dgyRO2Xo1aNSdGBOJxWhN/O5uFMTikuGSsxtlcA/F31cpdHpFh2HWbee+89LFy4EI899hhycnIQGBiI2bNn46WXXpK7tEY5eakEZquAl5MWfq72dwmMiFqPJEnoG+qBQDdH/JSUBWOlGd8eSsewbj78xw5RE9l1mHFxccGyZcuu2RVbCWpH/O0Z6Mrr40QEoOaRCPf2D8V/T1zC+bwybE3OQY7RhKFdfKBW8fcEUWPw5o0WlmOsRG6JCWpJQrcA9mIiov/ROagxISoAAzt4AQCOZRTju4R0lJrMMldGpCwMMy0s6XKrTEdfJzg6qGWuhojsjSRJ6B/hiUnRgdBqVMgqrsTXB1KRWVQhd2lEisEw04KqLVacyi4BwBt/iejaIrydML1fCLyctCivsuC7hHScK+GvaKKG4E9KCzqbU4oqixVujg4I9nCUuxwisnPuBi3uig1BZ19nWAWQWKiB5+jHYbba5wjHRPaCYaYFnbh8ialHAG/8JaKG0WpUGBvpj8GdvAEIuPQeg5d3FaC4gg+rJLoahpkWUlxRjfTL17y7BXDEXyJqOEmSEBPmgYHeZlirKnD0UhXuWL4HqfnlcpdGZJcYZlpIclZNq0yIpyNc9Q4yV0NEShRoEMhe9Rw8HVU4m1OKyR/+hviLBXKXRWR3mhRmOnTogPz8/Hrzi4qK0KFDhxsuSumEELYw04PdsYnoBlTnpOD1kd6IDHJFQVkVpn+yH/9JzJC7LCK70qQwc+HCBVgs9Z8nYjKZkJHBH7KMogoYK83QqlXo6OMsdzlEpHCejmr8e/ZA3NbDD1VmK55ak4hlW05DCN4YTAQ0cgTgjRs32v7/l19+gZvb/7obWywWbN26FeHh4c1WnFKduNwq09nPGQ5qXskjohtn0Grw0YwYvPbzSXz863ks23IGGYUVWDq1F3/PULvXqDAzefJkADU3p82cObPOMgcHB4SHh+Ott95qtuKUqMpsxdnLD5XkJSYiak5qlYQXxnVHuJcT/rbhGL6JT0deqQkf3NcXBq1dP52GqEU1Ks5brVZYrVaEhoYiJyfH9tpqtcJkMuHUqVOYMGFCS9WqCGdzS1FtEXBzdECAG5+CS0TN794Bofjn/bHQaVTYfioX936yHwVlVXKXRSSbJrVNpqSkwNvbu7lraROSObYMEbWC23r4YfXDA+BucEBiWhGmLd+DtAJ23ab2qcntklu3bsXWrVttLTS/99lnn91wYUrEsWWIqDXFhHni20cGYuZnB3E+rwxTl+/BF3/qjx6BvMRN7UuTWmaWLFmCUaNGYevWrcjLy0NhYWGdqb3i2DJE1No6+brgu0dvRjd/F+SWmHD3P/diz7k8ucsialVNapn56KOP8Pnnn+P+++9v7noUi2PLEJFc/N30WDt7IP7y5SHsTynArM8O4t3pfTAm0l/u0ohaRZNaZqqqqnDzzTc3dy2KxrFliEhObo4O+OLP/TE20h9VFivmrE7Ad/HpcpdF1CqaFGYeeughrF69urlrUbTasWW6cGwZIpKJ3kGN96b3wZ0xwbBYBf76zRF8/luK3GURtbgmXWaqrKzExx9/jC1btiAqKgoODnXvD3n77bebpTilMFthG1umOy8xEZGMNGoVXrsjCi56B3z2WwoWf38CJZVmPH5rJ/awpDarSWHm6NGj6N27NwAgKSmpzrL2+MOSXq5CtUXAnWPLEFELSE5ObvQ24wMFyno6Y+3xUry1+TTOXMzAzGgXu/wd7e3tjdDQULnLIAVrUpjZvn17c9ehaBfLai4rdQ/k2DJE1HyMBbkAgBkzZjT5PVxiJ8FzxF+w8XQZVn2zDgW/fAAI6/U3bEWOBgNOJicz0FCTcfzrG6Rx80Oe6XKY8efYMkTUfCpKa+7FGz/7RXSNimny+1woNSO+QA2X6NHoPnAk+nlZoLKTf3ddSj2HVa89i7y8PIYZarImhZnhw4dfswVi27ZtTS5IaZwiRwAAQj0NcOHYMkTUArwCwxDcuWeTtw8G4HepBD8fz0Z6uRo6J1eMifSHRsXOCtQ2NCnM1N4vU6u6uhqJiYlISkqq9wDKtswqBJwjbwUAdOeIv0Rkxzr7uUCjVmHTsSycyy3DpqNZGN8rABr2vqQ2oElh5h//+McV5y9evBilpaU3VJCSnMitgsbdHxpJcGwZIrJ7Ed5OmBgVgO+PZuFCfjm+P5qFCVEBHE6CFK9Zv8EzZsxoV89l2n6h5jlMwQYrfxkQkSKEeTnh9uhAaFQSUgvKsfFIJqot9nVDMFFjNetf4L1790Kvbx9dk8tMZuxNrwQAhDvzFwERKUeIpwGT+wRBq1YhvbACGw5nwGS2yF0WUZM16TLT1KlT67wWQiArKwuHDh3CwoULm6Uwe7fpWBYqzQLVBRnwDPGRuxwiokYJcnfElD5BWJ+YgcziSmw4nInJvQOhc1DLXRpRozWpZcbNza3O5OnpiWHDhuHHH3/EokWLmrtGu5RjrIRWDZQe2wIOLUNESuTvpsfUPkHQa1TINlZi3eEMVFazhYaUp0ktMytWrGjuOhTn8Vs7I9pQjKFv/QjcP13ucoiImsTPVY+pfYOx/nAGckpM+C4hHVP6BMGg5TBkpBw3dM9MfHw8Vq5ciVWrVuHw4cPNVZNiOGlVEKYyucsgIrohPi463NE3CAatGnmlVViXkIHyKrPcZRE1WJOid05ODu655x7s2LED7u7uEEKguLgYw4cPx5o1a+Djw3tIiIiUxMtZh2kxwfguIR35ZTWBZmpfttCQMjSpZeaJJ56A0WjE8ePHUVBQgMLCQiQlJcFoNOLJJ59s7hqJiKgVeBi0uKNvMJx0alugYQsNKUGTwszPP/+M5cuXo3v37rZ5PXr0wAcffICffvqp2YojIqLWZQs02suB5jADDdm/JoUZq9UKB4f6zyFycHCA1coxV4iIlMzDoMUdMZcDTWlNoKmoYi8nsl9NCjO33nornnrqKWRmZtrmZWRk4Omnn8aIESOarTgiIpJHbQuNwRZo0hloyG41Kcy8//77KCkpQXh4ODp27IhOnTohIiICJSUleO+995q7RiIikoGH0/8CTV5toOE4NGSHmnSbekhICBISErB582acPHkSQgj06NEDI0eObO76iIhIRp6XA813CemXu22nY2rfYDhypGCyI41qmdm2bRt69OgBo9EIALjtttvwxBNP4Mknn0S/fv3Qs2dP7Nq1q0UKJSIieXj+oYVmfUIGW2jIrjQqzCxbtgwPP/wwXF1d6y1zc3PD7Nmz8fbbbzdbcUREZB88nbSY2icIjg5q5JaasJ6PPiA70qgwc+TIEYwZM+aqy0eNGoX4+PgbLoqIiOyPl3PNSMGODmrkljDQkP1oVJi5dOnSFbtk19JoNMjNzb3hooiIyD79PtDkMNCQnWhUmAkKCsKxY8euuvzo0aMICAi44aKIiMh+eTnrMPUPgcbEQEMyalSYGTduHF566SVUVlbWW1ZRUYFFixZhwoQJzVYcUDN+zYwZM+Dl5QWDwYDevXvzUhYRkcy8/xhoEjNgMjPQkDwa1TX7b3/7G9atW4cuXbrg8ccfR9euXSFJEpKTk/HBBx/AYrHgxRdfbLbiCgsLMWjQIAwfPhw//fQTfH19ce7cObi7uzfbPoiIqGm8nXWY0icI6xLScclown8SMzG5dxC0miYNYUbUZI0KM35+ftizZw8effRRLFiwAEIIAIAkSRg9ejQ+/PBD+Pn5NVtxr732GkJCQrBixQrbvPDw8GZ7fyIiujE+LjpM6RuEdQkZyCquxIbEDAYaanWN/raFhYXhxx9/RF5eHvbv3499+/YhLy8PP/74Y7MHjY0bNyI2NhZ33nknfH190adPH3zyySfX3MZkMsFoNNaZiIio5fi66DGlT02AySquxMYjmai28Dl91HqaHJ09PDzQr18/9O/fHx4eHs1Zk8358+exfPlydO7cGb/88gseeeQRPPnkk/jyyy+vuk1cXBzc3NxsU0hISIvURkRE/+PnejnQqFXIKKrAxkQGGmo9dt0OaLVa0bdvXyxduhR9+vTB7Nmz8fDDD2P58uVX3WbBggUoLi62TWlpaa1YMRFR++XvqsfkPoHQqlVIL6rA90cyYWagoVZg12EmICAAPXr0qDOve/fuSE1Nveo2Op0Orq6udSYiImodAW6OuL13IBzUEtIKK/D90SwGGmpxdh1mBg0ahFOnTtWZd/r0aYSFhclUERERXU+guyNu7x0EB7WE1IJy/HCMgYZall2Hmaeffhr79u3D0qVLcfbsWaxevRoff/wx5syZI3dpRER0DUHujpgUHQiNSsLF/HJsOpYFs5WBhlqGXYeZfv36Yf369fj6668RGRmJ//u//8OyZctw3333yV0aERFdR7CHwRZoLuSX48dj2bBYhdxlURvUqHFm5DBhwoRmH1WYiIhaR4inAROjA7HxSCZS8srwU1IWxkYGQK2S5C6N2hC7bpkhIiLlC/U0YGJUTYA5l1uGn5PYQkPNi2GGiIhaXJiXEyb0CoBaknA2txS/HM+GlYGGmgnDDBERtYpwbyeMi/KHSgLO5JTilxPZYJ6h5sAwQ0REraaDtzPG9QqASgJOXypFfL4akPiniG4Mv0FERNSqOvo4Y2xkACQJSC1Xw2vsk7yHhm4IwwwREbW6Tr7OGNvTHxIEnHuNxEfxxbyHhpqMYYaIiGTR2c8F/bwsEFYLtqZU4MUNxxhoqEkYZoiISDYhTlbk/fA2VBLw9YE0LPxPEoRgoKHGYZghIiJZlSfvxOP93CBJwKr9qVi08TgDDTUKwwwREcluWLgBr98RBUkCvtx7EX//4QQDDTUYwwwREdmFO2ND8OrUXgCAFb9dwCubkhloqEEYZoiIyG7c3S8US6fUBJpPd6fg1Z9OMtDQdTHMEBGRXbl3QCj+7/aeAIB//noeb/xyioGGrolhhoiI7M79A8OxeGIPAMCHO87hH5tPy1wR2TOGGSIiskuzBkVg4YSaQPPutrNYtoWBhq6MYYaIiOzWg4Mj8OK47gCAZVvO4L2tZ2SuiOwRwwwREdm1h2/pgPljugEA3tp8Gh/uOCtzRWRvGGaIiMjuPTqsI54d3RUA8PrPp/DPnedkrojsCcMMEREpwpzhnfD0yC4AgLifTuLTXedlrojshUbuAoiIiJKTkxu03hBPIKOHM/59ohQvb0pGVkYGxndxauHqboy3tzdCQ0PlLqNNY5ghIiLZGAtyAQAzZsxo1HbuQ+6H281341+JRrz++msoPbypJcprFo4GA04mJzPQtCCGGSIikk1FqREAMH72i+gaFdPg7YQAkootOG1Uw2vUoxh598Po4GJtqTKb7FLqOax67Vnk5eUxzLQghhkiIpKdV2AYgjv3bNQ2wULA+WweElKLcLhQA08/X0QGubVQhWTPeAMwEREpkiRJGNzJG71D3AEAW0/m4HhmsbxFkSwYZoiISLEkScItnb0RHVzTIrMlOQcnsowyV0WtjWGGiIgUTZIkDO3ig16XLzFtPnEJJxlo2hWGGSIiUjxJkjC8qw8iA10BAP89cQmnsktkropaC8MMERG1CZIk4dZuvugZ6AoB4Jfj2Th9iYGmPWCYISKiNkOSJIzo5ovuAS4QAH4+no0zOQw0bR3DDBERtSmSJGFkdz9083eBEMDPSWyhaesYZoiIqM1RSRJu61ETaKyXAw1vCm67GGaIiKhNqg00PQIu30Nz4hKSMjgOTVvEMENERG2WSpIwsruvrdv21pM5OJJWJG9R1OwYZoiIqE2r7bbd5/JIwTtO5yLhYqG8RVGzYpghIqI2T5IkDOnsjX7hHgCAXWfzcCClQOaqqLkwzBARUbsgSRJu7uiNmzp4AgD2ns/H3nP5EELIXBndKIYZIiJqVwZEeGFwJ28AwIELBdh9No+BRuEYZoiIqN2JCfPA0C4+AICE1CLsPJ3LQKNgDDNERNQu9Q5xx63dfAEAR9KLsfVkDgONQjHMEBFRu9UryA2jevhBAnA804j/nrgEq5WBRmkYZoiIqF3rHuCKMZH+kCTgZHYJfkrKhtlqlbssagSGGSIiave6+LlgfK8AqCUJZ3NL8f2RLFRbGGiUgmGGiIgIQEcfZ0zqHQgHtYTUgnKsP5yBymqL3GVRAygqzMTFxUGSJMydO1fuUoiIqA0K9TRgSp8g6DQqZBVX4ruEdJSZzHKXRdehmDBz8OBBfPzxx4iKipK7FCIiasMC3BwxLSYYBq0aeaVV+DY+HcaKarnLomtQRJgpLS3Ffffdh08++QQeHh5yl0NERG2ct7MOd8YEw0WvQVFFNb6JT0dBWZXcZdFVKCLMzJkzB+PHj8fIkSOvu67JZILRaKwzERERNZa7QYu7YkLgadCi1GTGt/HpyDFWyl0WXYHdh5k1a9YgISEBcXFxDVo/Li4Obm5utikkJKSFKyQiorbKWa/BtJhg+LroUFFtwXcJGcgorJC7LPoDuw4zaWlpeOqpp7By5Uro9foGbbNgwQIUFxfbprS0tBaukoiI2jJHrRpT+wYhyN0RVRYr1idmICWvTO6y6HfsOszEx8cjJycHMTEx0Gg00Gg02LlzJ959911oNBpYLPW7zOl0Ori6utaZiIiIboROo8bk3oGI8HaCxSrw/dFMnMjkbQz2QiN3AdcyYsQIHDt2rM68P/3pT+jWrRvmz58PtVotU2VERNTeaNQqjO8VgK0nLyE5qwSbky+hvMqMmDAPSJIkd3ntml2HGRcXF0RGRtaZ5+TkBC8vr3rziYiIWppaJeG27n4waDWIv1iI387lo6zKgls6ezPQyMiuLzMRERHZG0mSMLiTN27p7A0ASEwrws/H+TwnOdl1y8yV7NixQ+4SiIiI0CfUA45aNTafuITTl0pRUW3BhF6B0GrYTtDaeMSJiIiaqJu/KyZF1zzPKa2ggo8/kAnDDBER0Q0I83LCHX2D4eigRk6JCd/Ep6OonKMFtyaGGSIiohvk56rHnbHBcNVrUFxRjX8f4mjBrYlhhoiIqBl4GLS4KzYE3s5aVFRb8G1COrIq2MOpNTDMEBERNRMnXc3jD0I8HVFtEdibq4Fz9Gi5y2rzGGaIiIiakU6jxu3RQege4AIBCV5jnsDKo0ZYrULu0toshhkiIqJmVju4Xne3mp5N606W4am1iTCZ6z+Gh24cwwwREVELkCQJPdysyNv0NtQS8P2RTNz/rwPs6dQCGGaIiIhaUFnSNvztFk+46DQ4kFKAO5bvQVpBudxltSkMM0RERC0s2k+Hbx4diAA3Pc7llmHKh7/hSFqR3GW1GQwzREREraCbvyvWPzYI3QNckVdahXs+3of/Hs+Wu6w2gWGGiIiolfi76fHv2Tfhli4+qKi2YPbKeHz86zkIwZ5ON4JhhoiIqBW56B3wr5mxuHdAKIQAlv54Es9/dwxVZj51u6kYZoiIiFqZg1qFVyZH4qUJPaCSgLWH0vDAZ/vZ06mJGGaIiIhkIEkS/jw4Ap/OjIWTVo195wsw5cM9OJ9bKndpisMwQ0REJKNbu/nhu8duRpC7I1LyyjDlwz3Ycy5P7rIUhWGGiIhIZt38XbFhziD0CXVHcUU1HvjXAaw5kCp3WYrBMENERGQHfFx0+PrhmzApOhBmq8Dz647hlU0nYOEzna6LYYaIiMhO6B3UeOee3nh6ZBcAwCe7UvCXLw/BWFktc2X2TSN3AURERG1dcnJyo9Yf4glIN7nj/YNF2HoyB2Pf2ooFgz0R6GJ/f7a9vb0RGhoqaw32d1SIiIjaCGNBLgBgxowZTdpe698JPlP/hgx449H1Kcjb+DoqUxKas8Qb5mgw4GRysqyBhmGGiIiohVSUGgEA42e/iK5RMU16j0oLsC/Xinw4w++uJejlbkFnFyskqTkrbZpLqeew6rVnkZeXxzBDRETUlnkFhiG4c88mbx/exYodp3JxPNOIY0UaVOtdMKKbLzRq3voK8AZgIiIiu6dRqTCimy+GdfGBJAEns0vwTXw6SnhjMACGGSIiIkWQJAnRIe6Y0jsIegcVckpMWHMwDZlFFXKXJjuGGSIiIgUJ8TTgnn6h8HbWorzKgu8S0pGUWSx3WbJimCEiIlIYN0cH3BkTgk4+zrAKYGtyDnacymm3A+wxzBARESmQVqPCuF7+uKmDJwDgSHoxNiRmoLzKLHNlrY9hhoiISKEkScKACC9MiAqAg1pCemEFvj6QhuziSrlLa1UMM0RERArX0ccZ9/QLhYfBAaUmM76NT8exjGII0T4uOzHMEBERtQGeTlrc3S8EHX2cYBEC207mYEtyDswWq9yltTiGGSIiojZCp1FjfK8ADOroBQnAiSwjvolPh7GibY9HwzBDRETUhkiShNhwT0zuEwRHBzVySkz4+kAqLuaXyV1ai2GYISIiaoNCPQ24p38IfF10qDRbsSExEwcuFLTJ+2gYZoiIiNooV70D7owJRs9AVwDA3nP5+OFoFkxmi8yVNS+GGSIiojZMo1ZhZHc/jOjmC7Uk4XxeGdYcSENeqUnu0poNwwwREVE7EBnkhmmxwXDWaVBUUY1/H0rDyWyj3GU1C4YZIiKidsLfVY/p/UMQ4uGIaovAL8cvYdtJ5XffZpghIiJqRwxaDSb3CUL/8JrHIBzLKMa/49NRVF4lc2VNxzBDRETUzqgkCQM7emFy70A4OqiRW2LC1wfScDanVO7SmoRhhoiIqJ0K83LC9P4hCHDTo8pixaZjWdh5OldxT99mmCEiImrHXPQOuKNvMGJCPQAAiWlF+DY+HcZK5YwazDBDRETUzqlVEgZ39sbEqADoNCpkGyvx9f5UpOQpY9Rguw4zcXFx6NevH1xcXODr64vJkyfj1KlTcpdFRETUJnXwcca9/UNtowZvPJKJ387mwWrnl53sOszs3LkTc+bMwb59+7B582aYzWaMGjUKZWXKSIpERERK4+rogDtjgxEd7AYAOHSxEOsOZ6DUZJa5sqvTyF3Atfz88891Xq9YsQK+vr6Ij4/HLbfcIlNVREREbZtGpcKwrr4IdHfE1uQcZBRVYPX+VIzq6YdwLye5y6vHrltm/qi4uBgA4OnpKXMlREREbV8XPxfc0z8E3s5aVFRb8J/ETOw+k2d3vZ0UE2aEEJg3bx4GDx6MyMjIq65nMplgNBrrTERERNQ0HgYt7o4NsV12ik8txLfx6SiusJ/eTooJM48//jiOHj2Kr7/++prrxcXFwc3NzTaFhIS0UoVERERtk0Zdc9lpfK//9XZafSAV6eWS3KUBUEiYeeKJJ7Bx40Zs374dwcHB11x3wYIFKC4utk1paWmtVCUREVHb1sm3prdTgJseVWYr9uc5wHPUYzCZ5b3sZNdhRgiBxx9/HOvWrcO2bdsQERFx3W10Oh1cXV3rTERERNQ8XB1rBtmLDasZZM+lzzj8Y3+hrDXZdZiZM2cOVq5cidWrV8PFxQXZ2dnIzs5GRUWF3KURERG1W2qVhEGdvDHYpxpmYy6mdXeWtR67DjPLly9HcXExhg0bhoCAANu0du1auUsjIiJq9/wcBTI+fhidPLWy1mHX48wIYV9dv4iIiOgPLPIPpmfXLTNERERE18MwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREisYwQ0RERIrGMENERESKxjBDREREiqaIMPPhhx8iIiICer0eMTEx2LVrl9wlERERkZ2w+zCzdu1azJ07Fy+++CIOHz6MIUOGYOzYsUhNTZW7NCIiIrIDdh9m3n77bTz44IN46KGH0L17dyxbtgwhISFYvny53KURERGRHbDrMFNVVYX4+HiMGjWqzvxRo0Zhz549MlVFRERE9kQjdwHXkpeXB4vFAj8/vzrz/fz8kJ2dfcVtTCYTTCaT7XVxcTEAwGg0Nnt9paWlAID0M8dhqihv9veX26XUcwCA7Auncc7JIHM1za+tfz6g7X9Gfj7la+ufsa1/vtz0FAA1fw+b++9s7fsJIa6/srBjGRkZAoDYs2dPnfkvv/yy6Nq16xW3WbRokQDAiRMnTpw4cWoDU1pa2nXzgl23zHh7e0OtVtdrhcnJyanXWlNrwYIFmDdvnu211WpFQUEBvLy8IElSg/ZrNBoREhKCtLQ0uLq6Nv0D0A3hebAPPA/2gefBPvA8tB4hBEpKShAYGHjdde06zGi1WsTExGDz5s2YMmWKbf7mzZtx++23X3EbnU4HnU5XZ567u3uT9u/q6sovqx3gebAPPA/2gefBPvA8tA43N7cGrWfXYQYA5s2bh/vvvx+xsbEYOHAgPv74Y6SmpuKRRx6RuzQiIiKyA3YfZu6++27k5+fj73//O7KyshAZGYkff/wRYWFhcpdGREREdsDuwwwAPPbYY3jsscdabX86nQ6LFi2qd7mKWhfPg33gebAPPA/2gefBPklCNKTPExEREZF9sutB84iIiIiuh2GGiIiIFI1hhoiIiBSNYYaIiIgUjWHmCj788ENERERAr9cjJiYGu3btkrukNiMuLg79+vWDi4sLfH19MXnyZJw6darOOkIILF68GIGBgXB0dMSwYcNw/PjxOuuYTCY88cQT8Pb2hpOTEyZNmoT09PTW/ChtSlxcHCRJwty5c23zeB5aR0ZGBmbMmAEvLy8YDAb07t0b8fHxtuU8Dy3PbDbjb3/7GyIiIuDo6IgOHTrg73//O6xWq20dngc7d2NPT2p71qxZIxwcHMQnn3wiTpw4IZ566inh5OQkLl68KHdpbcLo0aPFihUrRFJSkkhMTBTjx48XoaGhorS01LbOq6++KlxcXMR3330njh07Ju6++24REBAgjEajbZ1HHnlEBAUFic2bN4uEhAQxfPhwER0dLcxmsxwfS9EOHDggwsPDRVRUlHjqqads83keWl5BQYEICwsTs2bNEvv37xcpKSliy5Yt4uzZs7Z1eB5a3ssvvyy8vLzEDz/8IFJSUsQ333wjnJ2dxbJly2zr8DzYN4aZP+jfv7945JFH6szr1q2beP7552WqqG3LyckRAMTOnTuFEEJYrVbh7+8vXn31Vds6lZWVws3NTXz00UdCCCGKioqEg4ODWLNmjW2djIwMoVKpxM8//9y6H0DhSkpKROfOncXmzZvF0KFDbWGG56F1zJ8/XwwePPiqy3keWsf48ePFn//85zrzpk6dKmbMmCGE4HlQAl5m+p2qqirEx8dj1KhRdeaPGjUKe/bskamqtq24uBgA4OnpCQBISUlBdnZ2nXOg0+kwdOhQ2zmIj49HdXV1nXUCAwMRGRnJ89RIc+bMwfjx4zFy5Mg683keWsfGjRsRGxuLO++8E76+vujTpw8++eQT23Keh9YxePBgbN26FadPnwYAHDlyBLt378a4ceMA8DwogSJGAG4teXl5sFgs9Z7I7efnV+/J3XTjhBCYN28eBg8ejMjISACwHecrnYOLFy/a1tFqtfDw8Ki3Ds9Tw61ZswYJCQk4ePBgvWU8D63j/PnzWL58OebNm4cXXngBBw4cwJNPPgmdTocHHniA56GVzJ8/H8XFxejWrRvUajUsFgteeeUVTJ8+HQB/HpSAYeYKJEmq81oIUW8e3bjHH38cR48exe7du+sta8o54HlquLS0NDz11FP473//C71ef9X1eB5altVqRWxsLJYuXQoA6NOnD44fP47ly5fjgQcesK3H89Cy1q5di5UrV2L16tXo2bMnEhMTMXfuXAQGBmLmzJm29Xge7BcvM/2Ot7c31Gp1vRSdk5NTL5HTjXniiSewceNGbN++HcHBwbb5/v7+AHDNc+Dv74+qqioUFhZedR26tvj4eOTk5CAmJgYajQYajQY7d+7Eu+++C41GYzuOPA8tKyAgAD169Kgzr3v37khNTQXAn4fW8uyzz+L555/HPffcg169euH+++/H008/jbi4OAA8D0rAMPM7Wq0WMTEx2Lx5c535mzdvxs033yxTVW2LEAKPP/441q1bh23btiEiIqLO8oiICPj7+9c5B1VVVdi5c6ftHMTExMDBwaHOOllZWUhKSuJ5aqARI0bg2LFjSExMtE2xsbG47777kJiYiA4dOvA8tIJBgwbVG5rg9OnTCAsLA8Cfh9ZSXl4Olarun0O1Wm3rms3zoAAy3Xhst2q7Zv/rX/8SJ06cEHPnzhVOTk7iwoULcpfWJjz66KPCzc1N7NixQ2RlZdmm8vJy2zqvvvqqcHNzE+vWrRPHjh0T06dPv2IXyODgYLFlyxaRkJAgbr31VnaBvEG/780kBM9Dazhw4IDQaDTilVdeEWfOnBGrVq0SBoNBrFy50rYOz0PLmzlzpggKCrJ1zV63bp3w9vYWzz33nG0dngf7xjBzBR988IEICwsTWq1W9O3b19ZtmG4cgCtOK1assK1jtVrFokWLhL+/v9DpdOKWW24Rx44dq/M+FRUV4vHHHxeenp7C0dFRTJgwQaSmprbyp2lb/hhmeB5ax/fffy8iIyOFTqcT3bp1Ex9//HGd5TwPLc9oNIqnnnpKhIaGCr1eLzp06CBefPFFYTKZbOvwPNg3SQgh5GwZIiIiIroRvGeGiIiIFI1hhoiIiBSNYYaIiIgUjWGGiIiIFI1hhoiIiBSNYYaIiIgUjWGGiIiIFI1hhojapfDwcCxbtkzuMoioGTDMEJGsJEm65jRr1qzrbr9hw4ZWqZWI7JNG7gKIqH3Lysqy/f/atWvx0ksv1Xn4oqOjoxxlEZGCsGWGiGTl7+9vm9zc3CBJUp15q1evRseOHaHVatG1a1d89dVXtm3Dw8MBAFOmTIEkSbbX586dw+233w4/Pz84OzujX79+2LJliwyfjohaA8MMEdmt9evX46mnnsJf//pXJCUlYfbs2fjTn/6E7du3AwAOHjwIAFixYgWysrJsr0tLSzFu3Dhs2bIFhw8fxujRozFx4kSkpqbK9lmIqOXwMhMR2a0333wTs2bNwmOPPQYAmDdvHvbt24c333wTw4cPh4+PDwDA3d0d/v7+tu2io6MRHR1te/3yyy9j/fr12LhxIx5//PHW/RBE1OLYMkNEdis5ORmDBg2qM2/QoEFITk6+5nZlZWV47rnn0KNHD7i7u8PZ2RknT55kywxRG8WWGSKya5Ik1XkthKg374+effZZ/PLLL3jzzTfRqVMnODo6Ytq0aaiqqmrJUolIJmyZISK71b17d+zevbvOvD179qB79+621w4ODrBYLHXW2bVrF2bNmoUpU6agV69e8Pf3x4ULF1qjZCKSAVtmiMhuPfvss7jrrrvQt29fjBgxAt9//z3WrVtXp2dSeHg4tm7dikGDBkGn08HDwwOdOnXCunXrMHHiREiShIULF8Jqtcr4SYioJbFlhojs1uTJk/HOO+/gjTfeQM+ePfHPf/4TK1aswLBhw2zrvPXWW9i8eTNCQkLQp08fAMA//vEPeHh44Oabb8bEiRMxevRo9O3bV6ZPQUQtTRJCCLmLICIiImoqtswQERGRojHMEBERkaIxzBAREZGiMcwQERGRojHMEBERkaIxzBAREZGiMcwQERGRojHMEBERkaIxzBAREZGiMcwQERGRojHMEBERkaIxzBAREZGi/T9yZDRHK7u4XgAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Assuming df is your DataFrame and 'Total' is a numerical column\n",
+    "sns.histplot(df2['Total'], kde=True)\n",
+    "plt.title('Distribution and Kurtosis of Total')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 160,
+   "id": "694bb97e",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "tight_layout() takes 0 positional arguments but 1 was given",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[160], line 28\u001b[0m\n\u001b[0;32m     25\u001b[0m ax\u001b[38;5;241m.\u001b[39mlegend()\n\u001b[0;32m     27\u001b[0m \u001b[38;5;66;03m# Show the plot\u001b[39;00m\n\u001b[1;32m---> 28\u001b[0m plt\u001b[38;5;241m.\u001b[39mtight_layout([\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m0.96\u001b[39m])\n\u001b[0;32m     29\u001b[0m plt\u001b[38;5;241m.\u001b[39mshow()\n",
+      "\u001b[1;31mTypeError\u001b[0m: tight_layout() takes 0 positional arguments but 1 was given"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "# Assuming df is your DataFrame with multiple numerical columns and a categorical variable (e.g., 'Time')\n",
+    "# Example columns: 'Total', 'COGS', 'Profit', etc.\n",
+    "\n",
+    "# Set up the figure and axis\n",
+    "fig, ax = plt.subplots(figsize=(12, 6))\n",
+    "\n",
+    "# Specify numerical columns to plot\n",
+    "numerical_columns = ['Total', 'COGS', 'City']\n",
+    "\n",
+    "# Choose a color palette (adjust as needed)\n",
+    "colors = sns.color_palette('husl', len(numerical_columns))\n",
+    "\n",
+    "# Plot each numerical column as a separate line\n",
+    "for i, col in enumerate(numerical_columns):\n",
+    "    sns.lineplot(x='City', y=col, data=df2, label=col, color=colors[i], ax=ax)\n",
+    "\n",
+    "# Customize the plot\n",
+    "ax.set_title('Multiple Line Plot')\n",
+    "ax.set_xlabel('Time')  # Replace with your actual x-axis label\n",
+    "ax.set_ylabel('Values')  # Replace with your actual y-axis label\n",
+    "ax.tick_params(axis='y', rotation=45)\n",
+    "ax.legend()\n",
+    "# Show the plot\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 165,
+   "id": "3b1ac0ea",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x1600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "# Assuming df is your DataFrame with 'Date' and 'Sales' columns\n",
+    "# Make sure 'Date' column is in datetime format\n",
+    "#df[''] = pd.to_datetime(df['Date'])\n",
+    "\n",
+    "# Set up the figure and axis\n",
+    "fig, ax = plt.subplots(figsize=(16, 16))\n",
+    "\n",
+    "# Plot the line\n",
+    "sns.lineplot(x='City', y='Product line', data=df2, marker='o', color='blue', label='Sales Trend')\n",
+    "\n",
+    "# Customize the plot\n",
+    "ax.set_title('Sales Trend Over Time')\n",
+    "ax.set_xlabel('Date')\n",
+    "ax.set_ylabel('Sales')\n",
+    "ax.legend()\n",
+    "\n",
+    "# Show the plot\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 167,
+   "id": "2c3f61e7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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IPiCyl7d1Ud4wyMdH8vW9snh5OS7WgMf+eUUEbgAAANchQhsAANyBO7QuMgxLIGQNhnJzpfR0KTX1yvO8LYcKGk/Iy8sS8NgHPoUFPPbPadUDAADggNAGAIDKLG/rIm9v1463D3lycq50Gbt06cpzazBkr6BBo729HcMeH5+iW/TQhQsAAFznCG0AAEDJ2QcuzrK26Mkb+Fy8KF24cOV53qDH2hop70IXLgAAcJ0itAEAAOXLOuCxl4tfQ6xhj7UFjzXwSU+Xzp+/8jxv2EMXLgAAcI0itAGuFdabCwCorEoa9tCFCwAAXKMIbQB3l5FhuUkIDJQ6dZLOnZPOnpUuX67oygDg2lDWXbjyTt1uP/26dcnbqsfbu/hWPRUxixkAAHArhDaAO7t8WZoxQ5o719L0PyREio2VRo2SkpMJbgCgrJS0VY/ZbFnyduFKS3N8nncqdmvIYx/4WLtw2Qc+xbXqoQsXAADXFUIbwF1lZFgCm4kTr6w7f/7K80GDpOPHK6Q0AEAhPDwsS3l04bLO+mU/To+Hx5UuXPateoobmNnVegEAKG2GceXHD+ti/fexqHX2z3NyLP+uRUdfNz9imAwjbwduoPJIS0tTcHCwUlNTFRQUVNHlOMrKkmrVsgQ1eYWESH/8IfXubWmqb//l3PqLrJ9f/ub4ebcXtM26/Tr5kAOA65Z9Fy7rF1ZrwGP/3JkuXF5els9+unABAIpiDVacCVMKC1iys6/8e5WdfeVv3mMLCnHytlS1ZzJZzhsSYhlWwo1/kHDlPtR9rwKo7M6fLziwsW5LSZFOnJB++qlsXr+owKegoKeo7QWFSAWFRjTrBwDnlVYXLmvrnsuXHQOfwmbhogsXALi3vEGHqyGL9d8F+0Al7+yN1kDF+gOCfcBSVLsQk+lKS1Hrkve5t3fR+xQlPd1Sz3WE0AZwVyEhlqWwlja1akkDBli2Z2Y6LllZlr+XL195XND2vIvZfOU1rOvS08vlciVZPoSdDX1cDZIKa1lknfkFACqLq+nClbdFT2amYxcu+39HJLpwAUBhnO3uU9g6+1AlJ8dxKazFin3AUlywUligkve5/TqTiRkTywD/+gHuKjvbMuiw/Zg2VrGxlrCmY8fSfU3rL62FBT2XLxce+li3FxYIFbXdymy27FPeAyx7ehYd6pS0+1lRgZKPD90KAFxbrMGLKwrrwnXxouVHAfsuXPbowgXAHZS0C5D9GGUFLdbPxLytU+zXWT8XCwtXnAlPrJ+BeQMV63NcEwhtAHcVECCNHWt5XNjsUaXNy8sytXh5MgxLQFVQ0HM1LYeKC5mys6/UkJtrGfg5I6N8rz3vzYcrYw4V1z2tsOOtzU0BoDy4Wxcu+xaWxbXq4bMScH95xzxxNWTJ2w0ob7BSVPcf+5kAC5M3KMkbnlg/bwrah2AF/4eBiFGpufVAxFYZGZYb7XPnpOBgy9+zZ5nu+2qZzUW3CnImJHJluzVEqug+tiZT/lDoalsOFRcyWce4AICyVtygzK504cobrPv4FN+qx9WWSEBlYA04StpipbDWKtZuQHlbpxQ2cG1e1kCkoK49RbVOydu6Be7FOqYNAxEDKDcBAZa/6enSrl1SjRoVWs51w8PDEjT4+ZXv6+bklKx7WXGtiooKkTIzHZvY5u2WVh48PYvufna13dMKOt56gwXnWG86rV+EgWtRaXbhysiQ0tLyd+GyzlhibUXk6Zm/VY994GMdr6eowIcbP1S0q+kClHdGIPuWKvYzAhXU/ceVgWuLC09KOnAt4OYIbYBrhfXmHNc26xf0KlXK7zUNw/LlyZXuY84MXF1ciGQfDOXmWgYrvXSp/K5byt8tojRaDhU3sLWv77XVnNnPT6pe3bKcOydVq2ZpzUeLPlQW5dmFy/7m0z7wsX5WWT9b6MKFgrgSqBS0T2HTLBe0b94WK6U1cK2vb+H7ACgQoQ0AXO9MJssvvd7e5TtmkWGUXvcyZ8cwyspyHK/I+mtfeY9X5MpMZ6UxsLW1C5qrX3r9/KSoKGnGjMLHziK4AQp2tbNw2S+ZmZbBme3DHnvWoMe+RY+np+Vz3b7FoTMDM9MCsewU1DXH1RYrhU2zbO0KVFj3H1eDlYIClbwD1zK+CuAWCG0AAGXDZLoSKJSn3Nz8wU5R3c+cmRnNmRDJfrwi67b09PK7busYHK60DBo5Upo+XZo06cp5zp+/Mmtdv37S779LVauW/39H4HpVGl24rEtWlqULl/1MNPbowpWffehRknFW8g5ca/+3uNYqxXUDkoqfVpmBa4FKh9AGAHB98fSU/P0tS3my74LmbPez0giRrDcAZrNlnbMtY2rUkBYtkrp3L3j73LmW1ja33SadPm25uata1XEJDMy/zn5bUNCVx97epfI2A5XS1XThyhv0ZGc7duHKO0C+O3ThKmjgWlcClsKClbwzAhU1M1BR/y2KGrjWw+PKTI2F7QMALiC0AQCgNFhvVKyDh5cHw7DcjBQU9BTXsqhGDcu4NefPF3zu8+elU6ekiAhLaJOVJZ05Y1lKws+v8HCnalVLwFNYCBQYSJcOoCTsQwRXlHYXLvtWf15eV8ZaK2pGoMK6/1gDFlfHV3F1ZiAAcBOENgAAXKusU7j7+Lg+XpGXl1SzpmUMm4KCm5AQKTzc0honLU26cMHS3Ss9Pf/z9HTL87S0K4/t10tXWgGdOlWyaw0IyN96p6hWPtYgqGpVy8Df3IQBziuPLlzOhCf246swcC2ASorQBgCAyignx9LSJjb2yhg29mJjLdvNZksIEhgo1a7t+uvk5loGgi4o3LEPePIGQdbHFy9azpORYVn+/NP1GkymgkMeZ1r5VK1q6WrHDSJQtJJ24QIAFIlPVQAAKquzZy3j1kiFzx51tTw9LaFIUFDJjs/Jyd+qJ+9SWCuf9HRLlw7DuPK8pNfgbMBjv82677U2DTwAAHAbhDYAAFRWly9bgplBg6S///1KaHP2rPtM9+3lZakpJKRkx2dmXgly7Fv1FBTwFBQEWQcuTU21LCXh7V3w4MyFBT95FwZxBgCg0iK0AQCgMrt8WTp+XEpJsQQkJ09agorrhXV689BQ1481jCtTtxcV7hQ1zo915pqzZy1LSa/B2Vm68rbyCQykuwoAANcw/hUHAABXZm3BFSaTZbYbPz8pLMz14w3DMiZPSVr5WP9ag6PMTMssXiVRpYpjwFNcKx/7ICgggEGcAQCoQIQ2AAAAZcFksoQeJZ0GPjf3SuhTXCufgoIg6yDOFy9alpIO4hwQUPLp2qtUYTwfAACuAqENAACAO/L0vBJ+lIR1EOfipmsvLAiyDuJsPceJE67X4OFRdDcu+/UFTdfOIM4AgEqO0Aa4lly6ZPml1GSyfBG2/1vYYw+PK03b7R8DAK5vVzuIc1ZW/mnYnZ2uPS3NMpaP2XxlEOc//ijZNZS0lU/VqpKPT8muHQAAN0FoA1wrQkOlJk0szeVzcixfhO0fW58bhuWx/V/rY7PZci7DKPq1rL9qWkOegoKg4tYRFAHAtc3HR6pe3bK4yjoWT3GtfIqart36b9y5c5alJHx9r266dgZxBoBri7e3ZSy66wj/EgHXitq1LUtB8gYz9qFNSZ9bp7m1LtZwyLrelaCooJDIZHJcT1AEANcP+0Gca9Rw/XjDsLQuLUkrH+tj+0Gcz5wp2XX4+7s+Xbt134AASxc3AEDZ8/Oz/MhQrZol6DebpYyMko8r50YIbYDrgX1wUV5KIyjKu84aCNkHRM4GRdZWRARFAHDtM5ksgxhXqSLVquX68WZz0YM4F9fKJyPDcp5LlyxLSkrJrqOwQZydCYKqVLn+/l3x8rIszFYHoDT5+UlRUdKMGdLcudL585auwbGx0tix13zLG0IbACVzrQRFRe1TWEuiwoKiwrqb2Z+3oGCouKDImXGJCIoAwHkeHpYgJDBQCg93/ficHEtwU5Lp2tPSpMuXLefJyLAsJ0+W/BpKOl27n5/7DOJs/QW8enXLL+DVqklnz1oW63sFACVVvbolsJk48cq68+evPB816ppucWMyjOIGtwDcU3x8vLp06aJz584ppISDLKalpSk4OFipqakKCgoq3QJxfSivoMh+nTPjEhUVFOVVWkFRRQR1AHAtys52fpaugvbLyrr6GuxnHyvJQM6+vldfg1T0L+CjRknJyQQ3gDNDDRS1T1HfE505viT7lnY9he1b3PGBgdLs2VKdOpbPl7xCQiwTubjZwPSu3IfS0gZl6uTJk5o8ebJWrFihP/74QzVr1lSrVq300ksv6e67767o8oDiuWuLIle6o9kHQvahUUFBkbMtiopjfd9cnemMoAjA9cDb29KapFq1kh2fmVmyVj7Wfa2f7+fPF3wT4wwfn6IDnqKmaw8MtLwHUvG/gA8aJB0/XrIa3VF53VwXtE9F31w7+1pXU2NJrqc8A42SXiNK7qabLKFMYZ91589bZjAMCyvPqkoVoQ3KTHJysjp06KCQkBDNmDFDLVu2VHZ2tlavXq2hQ4fq559/rugSAffkLkGRK8FQWQRFeb/gFPZeWbeVNCjK292MoAhARfP1tSwlHcT58uXix/MpaiBns9nS2ufMmZIP4mxtYZOQYGlhU5C5c6XRo6WXX7bcWJXWzbGrN9KlGXIA5aUkP4A5+8NZSY4v6PtUYetKs+7gYMtkLSEhhbe0CQ4up/8oZYPQBmVmyJAhMplM2rZtmwLs+hA2b95cAwYMkCTNmjVLcXFxOnz4sKpXr66ePXtqxowZCgwMlCT99ttveuGFF7R582ZlZWUpKipK//jHP9SjRw/b+RITEzV69Gjt379frVq1UlxcnBo3bly+Fwtc667loMi6riRBUUFfuosLiuw5GxQVNy4RQRGA0mIyWWa98veXatZ0/Xiz2TKIc3HTtRcUAlkfS5bgyMvLMohzUb+Ap6RI+/ZJP/1U0iu+9nHzXfGve7U1lsf7kHdfXHH+vKXLpX2LPqvYWEuXVTfrHuUKQhuUibNnz2rVqlWaPHmyQ2BjZR2DxsPDQ3PnzlVUVJSOHDmiIUOGaNSoUXr33XclSUOHDlVWVpa+//57BQQEaP/+/bZAx+rVV1/VzJkzFRYWpkGDBmnAgAHasmVLgXVlZmYqMzPT9jwtLa2UrhiAyyoqKLqaYKgkQVFBx0oERQDck4fHlUGca9d2/fjc3CuDOGdlWQaCLuoX8Fq1pN69pZgYbr4BlMzZs5YxsqTrcvYoBiJGmdi2bZtuu+02LV++XA888IDTx3322WcaPHiwTp8+LUlq2bKlHnroIU2YMCHfvtaBiL/77jvb+DgrV67Ufffdp0uXLsmvgP9zvv7663rjjTfyrWcgYgBlpjyCooJmPcvbkkkqvPtAYUwmy2CmHh6Wv/aPrTch9usAIK+ICOm99wr+BXz8+OtvTBsAFcM6S121apbQpnp1SwsbN501ioGIUeGsWaCpmF8PNmzYoClTpmj//v1KS0tTTk6OLl++rIyMDAUEBCg2NlaDBw/WmjVr1LVrVz300ENq2bKlwznsn4f/37SeKSkpqlu3br7XGzt2rIYPH257npaWpsjIyBJfJwAUyxp8lCdng6LC1lmDoOxsyy/l2dlXHufmWh7bdzGzPi5IQSFP3vDHfjuA60tRv4BbZ48CgKt1+bIlAD582PK9okYNtw1sXEVogzJx4403ymQyKSkpSb179y5wn99++009evTQoEGDNGnSJFWvXl2bN2/WwIEDlZ2dLUl65plnFBMToxUrVmjNmjWaOnWqZs6cqRdffNF2Hm/r7AS6EhKZC7l58PX1lW9pTWEJAO6qLIMi+4GmnVkyM/OHP9bg5/LlK4FPbm7BrX7suxkUFPbkDYToagC4l8uXLcHMoEHS3/9+JbQ5e5bpvgGUPuv3i+sIoQ3KRPXq1RUTE6N33nlHsbGx+ca1OX/+vBISEpSTk6OZM2fK4/9+Xf3000/znSsyMlKDBg3SoEGDNHbsWC1YsMAhtAEAlCNrQGIXmLvMldAnJ8cS+FiX7Owr3cDsu4XZtxzKK283r4JCIPv1BD9A6bL+Ap6SYhmc+ORJy/9vAQDFIrRBmXn33Xd1++2369Zbb9XEiRPVsmVL5eTkaO3atZo/f74+/vhj5eTkaN68eerZs6e2bNmi9957z+EcL730ku699141atRI586d0/r169W0adMKuiIAQKmwhiQlZT+2jzOLfUsfa/hj3ZaV5dh6yJVuXkUFPwDyy8khrAEAFxHaoMzUr19fO3bs0OTJkzVixAidOHFCYWFh+stf/qL58+erVatWmjVrlqZPn66xY8eqY8eOmjp1qp566inbOXJzczV06FD9/vvvCgoKUvfu3TV79uwKvCoAQIUzmSy/1ntdxdcYV7t52bf0Kcn4PkV18yoo/KG1DwAAELNHoZJzZdRuAAAc2A/a7Gw3r4LG98kb+BQ1vk9xgQ/j+wAAKrP0dMu/o506Xd2PO2WM2aMAAADK2tWO72OducvZ4Keg2bysx9l38ypqfB9nAx+mcQcAwC0Q2gAAAFQEa8sZT0/Jx6dk58g7vk9x4U9Ju3kZhqVeV7p5Mb4PAABXjdAGAADgWlVW4/sUFv4U1c3LOotXUd28DMO1wIduXgCASo7QBgAAoDIrzW5ezoQ/9tO4l7SblzWsopsXAOA6R2gDAACAkrPv5lVSxU3jnjf8KWwad2dn85LyT9VONy8AgBsitAEAAEDFKq9p3K3hT06O47g+9uP7ONPNy1qzNdBxptUP3bwAACVAaAMAAIBr39V285KKD33sw5+CxvcpSTcv+5CHbl4AgDwIbQAAAACp7Lt5OTublzUUcqWbl33Ikzf8oZsXAFyzCG0AAACA0lBe3bzsl8zMgmfzys6WLl92rZtXQWEP3bwAoEIR2gAAAADuojy7eeWdzStvNy9rax/7Vj/OdPMqqtWPhwfBDwC4gNAGAAAAuJ6Udzevwmbzyju+j7W1T2HBj2Fc+VsUV/Yt6pi84ZH1ed6/ruxbUCBV0fsWdB2lsS+AckFoAwAAAOCKsu7mJV0JTor7W1b72odH1sfFLQUdX9R+xe3rbH3FXVvex86+V1ezb3GuJoRz9pjC1lVUiFVU2Fea+5ZWmIhrBqENAAAAgNJVGt28KhN3CLHK45jSPH9xgZkz25xd52rYVlrhWGnua33uSkhW0kCtuGPKIpiyPs7MlAICiq7xGkNoAwAAAAAViRYR165rOfiqiPM7E4wVFZI5s2+VKlfXRdTNENoAAAAAAFASBG4oYx4VXQAAAAAAAADyI7QBAAAAAABwQ4Q2AAAAAAAAbojQBgAAAAAAwA0R2gAAAAAAALghQhsAAAAAAAA3RGgDAAAAAADghghtAAAAAAAA3BChDQAAAAAAgBsitAEAAAAAAHBDhDYAAAAAAABuiNAGAAAAAADADRHaAAAAAAAAuCFCGwAAAAAAADdEaAMAAAAAAOCGCG0AAAAAAADcEKENAAAAAACAGyK0AQAAAAAAcENeFV0AUJEMw5AkpaWlVXAlAAAAAIDKwHr/ab0fLQqhDSq19PR0SVJkZGQFVwIAAAAAqEzS09MVHBxc5D4mw5loB7hOmc1mHT9+XFWrVpXJZKrocgqVlpamyMhIHTt2TEFBQRVdDoDrEJ8zAMoanzMAytq18jljGIbS09MVEREhD4+iR62hpQ0qNQ8PD91www0VXYbTgoKC3PrDB8C1j88ZAGWNzxkAZe1a+JwproWNFQMRAwAAAAAAuCFCGwAAAAAAADdEaANcA3x9fTVhwgT5+vpWdCkArlN8zgAoa3zOAChr1+PnDAMRAwAAAAAAuCFa2gAAAAAAALghQhsAAAAAAAA3RGgDAAAAAADghghtgGvU66+/rlatWhW5T//+/dW7d+9yqQcAChIfHy+TyaTz589XdCkAypDJZNJXX30lSUpOTpbJZNKuXbsqtCYA7q20viNc7981CG2ACnDy5EkNGzZM0dHR8vPzU61atXTHHXfovffe08WLFyu6PABuqn///jKZTJo2bZrD+q+++komk6mCqgJQGaSkpOj5559X3bp15evrq9q1aysmJkb/+9//JEknTpzQvffeW8FVAnA31u8uJpNJ3t7eatCggUaOHKmMjIwSna9z58566aWXHNbdfvvtOnHihIKDg0uhYvfjVdEFAJXN4cOH1aFDB4WEhGjKlClq0aKFcnJydPDgQS1cuFARERG6//77K7pMAG7Kz89P06dP1/PPP69q1aqVyjmzsrLk4+NTKucCcH166KGHlJ2drcWLF6tBgwb6888/tW7dOp09e1aSVLt27XKtJzs7W97e3uX6mgBKpnv37oqLi1N2drY2bdqkZ555RhkZGXr00UdL5fw+Pj7l/hlUnmhpA5SzIUOGyMvLSwkJCXrkkUfUtGlTtWjRQg899JBWrFihnj17SpKOHj2qXr16KTAwUEFBQXrkkUf0559/Fnre3NxcDR8+XCEhIQoNDdWoUaNkGEZ5XRaActK1a1fVrl1bU6dOLXSfL774Qs2bN5evr6+ioqI0c+ZMh+1RUVF688031b9/fwUHB+vZZ5/VokWLFBISom+//VaNGzdWlSpV9PDDDysjI0OLFy9WVFSUqlWrphdffFG5ubm2cy1ZskRt27ZV1apVVbt2bT3++ONKSUkps+sHUP7Onz+vzZs3a/r06erSpYvq1aunW2+9VWPHjtV9990nybF7lD2z2awbbrhB7733nsP6HTt2yGQy6fDhw5Kk1NRUPffcc6pZs6aCgoJ01113affu3bb9rd3CFy5cqAYNGsjX15fvOcA1wto6LzIyUo8//rj69u1b4OfFmTNn9Nhjj+mGG25QlSpV1KJFC3388ce27f3799fGjRv19ttv21rvJCcn5+seZf1Os3r1ajVt2lSBgYHq3r27Tpw4YTtXQS12evfurf79+9ueW78vPfXUUwoMDFS9evX0//7f/9OpU6ds92ktWrRQQkJCab5d+RDaAOXozJkzWrNmjYYOHaqAgIAC9zGZTDIMQ71799bZs2e1ceNGrV27VocOHSoyjZ45c6YWLlyoDz74QJs3b9bZs2f15ZdfltWlAKggnp6emjJliubNm6fff/893/bExEQ98sgj6tOnj/bu3avXX39d48aN06JFixz2+8c//qGbbrpJiYmJGjdunCTp4sWLmjt3rpYtW6ZVq1YpPj5eDz74oFauXKmVK1fqww8/1L/+9S99/vnntvNkZWVp0qRJ2r17t7766isdOXLE4QsPgGtfYGCgAgMD9dVXXykzM9OlYz08PNSnTx999NFHDuuXLl2q9u3bq0GDBjIMQ/fdd59OnjyplStXKjExUW3atNHdd99ta8kjSb/++qs+/fRTffHFF4yXA1zD/P39lZ2dnW/95cuX9Ze//EXffvutfvrpJz333HN68skn9eOPP0qS3n77bbVv317PPvusTpw4oRMnTigyMrLA17h48aLeeustffjhh/r+++919OhRjRw50uVaZ8+erQ4dOmjnzp2677779OSTT+qpp57SE088oR07dig6OlpPPfVU2YbIBoBy88MPPxiSjOXLlzusDw0NNQICAoyAgABj1KhRxpo1awxPT0/j6NGjtn327dtnSDK2bdtmGIZhTJgwwbj55ptt28PDw41p06bZnmdnZxs33HCD0atXrzK9JgDlp1+/frb/T7dr184YMGCAYRiG8eWXXxrWf9Iff/xxo1u3bg7HvfLKK0azZs1sz+vVq2f07t3bYZ+4uDhDkvHrr7/a1j3//PNGlSpVjPT0dNu6mJgY4/nnny+0xm3bthmSbMds2LDBkGScO3fO9QsG4DY+//xzo1q1aoafn59x++23G2PHjjV2795t2y7J+PLLLw3DMIwjR44YkoydO3cahmEYO3bsMEwmk5GcnGwYhmHk5uYaderUMd555x3DMAxj3bp1RlBQkHH58mWH12zYsKHx/vvvG4Zh+d7j7e1tpKSklPGVAihN9t9dDMMwfvzxRyM0NNR45JFHnPqO0KNHD2PEiBG25506dTKGDRvmsE/e8xT0neadd94xatWqVeR5evXqZfTr18/2vF69esYTTzxhe37ixAlDkjFu3Djbuv/973+GJOPEiRNFvAtXh5Y2QAXIO2Dotm3btGvXLjVv3lyZmZlKSkpSZGSkQ3LcrFkzhYSEKCkpKd/5UlNTdeLECbVv3962zsvLS23bti27iwBQoaZPn67Fixdr//79DuuTkpLUoUMHh3UdOnTQL7/84tCtqaDPhypVqqhhw4a257Vq1VJUVJQCAwMd1tl3f9q5c6d69eqlevXqqWrVqurcubMkSxdPANePhx56SMePH9fXX3+tmJgYxcfHq02bNvla8RWkdevWatKkia2bw8aNG5WSkqJHHnlEkqWF4IULFxQaGmpr1RMYGKgjR47o0KFDtvPUq1dPYWFhZXJ9AMrOt99+q8DAQPn5+al9+/bq2LGj5s2bl2+/3NxcTZ48WS1btrR9HqxZs6ZE3ynyfqcJDw8vUfftli1b2h7XqlVLktSiRYt868qyazihDVCOoqOjZTKZ9PPPPzusb9CggaKjo+Xv7y9JMgyjwJlgClsPoPLp2LGjYmJi9Pe//91hfUGfE0YBTXYL6qKZd1BP60wPedeZzWZJUkZGhu655x4FBgZqyZIl2r59u61bZlZWlusXBcCt+fn5qVu3bho/fry2bt2q/v37a8KECU4d27dvXy1dulSSpWtUTEyMatSoIcky7k14eLh27drlsBw4cECvvPKK7RyFdS0H4N66dOli+//05cuXtXz5ctWsWTPffjNnztTs2bM1atQorV+/Xrt27VJMTEyJvlMU9P3F/vuQh4dHvu9HBXXZsj+P9ftVQeus343KAqENUI5CQ0PVrVs3/fOf/yxymrtmzZrp6NGjOnbsmG3d/v37lZqaqqZNm+bbPzg4WOHh4frhhx9s63JycpSYmFi6FwDArUybNk3ffPONtm7dalvXrFkzbd682WG/rVu3qlGjRvL09CzV1//55591+vRpTZs2TXfeeaeaNGnCIMRAJdKsWTOnp+19/PHHtXfvXiUmJurzzz9X3759bdvatGmjkydPysvLS9HR0Q6LNdgBcO0KCAhQdHS06tWrV+Ssb5s2bVKvXr30xBNP6Oabb1aDBg30yy+/OOzj4+Pj0HK4pMLCwhwGJs7NzdVPP/101ectC4Q2QDl79913lZOTo7Zt2+qTTz5RUlKSDhw4oCVLlujnn3+Wp6enunbtqpYtW6pv377asWOHtm3bpqeeekqdOnUqtMvTsGHDNG3aNH355Zf6+eefNWTIENsI6gCuTy1atFDfvn0dmhiPGDFC69at06RJk3Tw4EEtXrxY//znP0s0+F5x6tatKx8fH82bN0+HDx/W119/rUmTJpX66wCoWGfOnNFdd92lJUuWaM+ePTpy5Ig+++wzzZgxQ7169XLqHPXr19ftt9+ugQMHKicnx+G4rl27qn379urdu7dWr16t5ORkbd26Va+99lqZz8oCwH1ER0dr7dq12rp1q5KSkvT888/r5MmTDvtERUXpxx9/VHJysk6fPl3iFi533XWXVqxYoRUrVrj9vROhDVDOGjZsqJ07d6pr164aO3asbr75ZrVt21bz5s3TyJEjNWnSJNu0mdWqVVPHjh3VtWtXNWjQQJ988kmh5x0xYoSeeuop9e/fX+3bt1fVqlX1wAMPlOOVAagIkyZNcmje26ZNG3366adatmyZbrrpJo0fP14TJ04skxmdwsLCtGjRIn322Wdq1qyZpk2bprfeeqvUXwdAxQoMDNRtt92m2bNnq2PHjrrppps0btw4Pfvss/rnP//p9Hn69u2r3bt368EHH7R1CZcs3QtWrlypjh07asCAAWrUqJH69Omj5ORk23gRAK5/48aNU5s2bRQTE6POnTurdu3a6t27t8M+I0eOlKenp5o1a6awsLASj6E3YMAA9evXz/bDeP369dWlS5dSuIrSZzIK6ugOAAAAAACACkVLGwAAAAAAADdEaAMAAAAAAOCGCG0AAAAAAADcEKENAAAAAACAGyK0AQAAAAAAcEOENgAAAAAAAG6I0AYAAAAAAMANEdoAAAAAAAC4IUIbAAAAAAAAN0RoAwAAUAFOnjypF198UQ0aNJCvr68iIyPVs2dPrVu3rlTOn5ycLJPJpF27dpXK+cqTyWTSV199VdFlAABQ4bwqugAAAIDKJjk5WR06dFBISIhmzJihli1bKjs7W6tXr9bQoUP1888/V3SJ5SI7O1ve3t4VXQYAAG6LljYAAADlbMiQITKZTNq2bZsefvhhNWrUSM2bN9fw4cP1ww8/SCq4pcz58+dlMpkUHx8vSTp37pz69u2rsLAw+fv768Ybb1RcXJwkqX79+pKk1q1by2QyqXPnzpIks9msiRMn6oYbbpCvr69atWqlVatW2V7D+rqffvqp7rzzTvn7++uWW27RwYMHtX37drVt21aBgYHq3r27Tp065XBdcXFxatq0qfz8/NSkSRO9++67BZ63c+fO8vPz05IlS/K9N1FRUZKkBx54QCaTSVFRUUpOTpaHh4cSEhIc9p03b57q1asnwzAUHx8vk8mkFStW6Oabb5afn59uu+027d271+GYrVu3qmPHjvL391dkZKRiY2OVkZHh5H85AADKF6ENAABAOTp79qxWrVqloUOHKiAgIN/2kJAQp881btw47d+/X//973+VlJSk+fPnq0aNGpKkbdu2SZK+++47nThxQsuXL5ckvf3225o5c6beeust7dmzRzExMbr//vv1yy+/OJx7woQJeu2117Rjxw55eXnpscce06hRo/T2229r06ZNOnTokMaPH2/bf8GCBXr11Vc1efJkJSUlacqUKRo3bpwWL17scN7Ro0crNjZWSUlJiomJyXdN27dvl2QJgE6cOKHt27crKipKXbt2tQVSVnFxcerfv79MJpNt3SuvvKK33npL27dvV82aNXX//fcrOztbkrR3717FxMTowQcf1J49e/TJJ59o8+bNeuGFF5x+zwEAKFcGAAAAys2PP/5oSDKWL19e5H5HjhwxJBk7d+60rTt37pwhydiwYYNhGIbRs2dP4+mnn3b6eMMwjIiICGPy5MkO62655RZjyJAhDsf9+9//tm3/+OOPDUnGunXrbOumTp1qNG7c2PY8MjLSWLp0qcN5J02aZLRv397hvHPmzCnyug3DMCQZX375pcO6Tz75xKhWrZpx+fJlwzAMY9euXYbJZDKOHDliGIZhbNiwwZBkLFu2zHbMmTNnDH9/f+OTTz4xDMMwnnzySeO5555zOO+mTZsMDw8P49KlS8XWBQBAeaOlDQAAQDkyDEOSHFqHlNTgwYO1bNkytWrVSqNGjdLWrVuL3D8tLU3Hjx9Xhw4dHNZ36NBBSUlJDutatmxpe1yrVi1JUosWLRzWpaSkSJJOnTqlY8eOaeDAgQoMDLQtb775pg4dOuRw3rZt27p+oZJ69+4tLy8vffnll5KkhQsXqkuXLrbuVFbt27e3Pa5evboaN25su7bExEQtWrTIocaYmBiZzWYdOXKkRHUBAFCWGIgYAACgHN14440ymUxKSkpS7969C93Pw8Py25o15JFk6+Zjde+99+q3337TihUr9N133+nuu+/W0KFD9dZbbxVZQ97AyDCMfOvsBwi2bsu7zmw2S5Lt74IFC3Tbbbc5nMfT09PheUFdwpzh4+OjJ598UnFxcXrwwQe1dOlSzZkzx6ljrfWbzWY9//zzio2NzbdP3bp1S1QXAABliZY2AAAA5ah69eqKiYnRO++8U+AAuOfPn5ckhYWFSZJOnDhh21bQ9N1hYWHq37+/lixZojlz5uhf//qXJEvIIUm5ubm2fYOCghQREaHNmzc7nGPr1q1q2rRpia+pVq1aqlOnjg4fPqzo6GiHxTogsiu8vb0d6rZ65pln9N133+ndd99Vdna2HnzwwXz7WAdyliwDNR88eFBNmjSRJLVp00b79u3LV2N0dLTt/QIAwJ3Q0gYAAKCcvfvuu7r99tt16623auLEiWrZsqVycnK0du1azZ8/X0lJSfL391e7du00bdo0RUVF6fTp03rttdcczjN+/Hj95S9/UfPmzZWZmalvv/3WFr7UrFlT/v7+WrVqlW644Qb5+fkpODhYr7zyiiZMmKCGDRuqVatWiouL065du/TRRx9d1TW9/vrrio2NVVBQkO69915lZmYqISFB586d0/Dhw106V1RUlNatW6cOHTrI19dX1apVkyQ1bdpU7dq10+jRozVgwAD5+/vnO3bixIkKDQ1VrVq19Oqrr6pGjRq2Fk2jR49Wu3btNHToUD377LMKCAhQUlKS1q5dq3nz5l3V9QMAUBZoaQMAAFDO6tevrx07dqhLly4aMWKEbrrpJnXr1k3r1q3T/PnzbfstXLhQ2dnZatu2rYYNG6Y333zT4Tw+Pj4aO3asWrZsqY4dO8rT01PLli2TJHl5eWnu3Ll6//33FRERoV69ekmSYmNjNWLECI0YMUItWrTQqlWr9PXXX+vGG2+8qmt65pln9O9//1uLFi1SixYt1KlTJy1atKhELW1mzpyptWvXKjIyUq1bt3bYNnDgQGVlZWnAgAEFHjtt2jQNGzZMf/nLX3TixAl9/fXXtlY0LVu21MaNG/XLL7/ozjvvVOvWrTVu3DiFh4e7fsEAAJQDk2HfURoAAABwY5MnT9ayZcu0d+9eh/Xx8fHq0qWLzp0759K06QAAuDNa2gAAAMDtXbhwQdu3b9e8efMKHEgYAIDrEaENAAAA3N4LL7ygO+64Q506dSq0axQAANcbukcBAAAAAAC4IVraAAAAAAAAuCFCGwAAAAAAADdEaAMAAAAAAOCGCG0AAAAAAADcEKENAAAAAACAGyK0AQAAAAAAcEOENgAAAAAAAG6I0AYAAAAAAMAN/X8X+T+Hwx0HnAAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "fig, ax = plt.subplots(figsize=(12, 6))\n",
+    "sns.lineplot(x='Customer type', y='Product line', data=df, marker='o', label='Product line', color='green')\n",
+    "sns.lineplot(x='Customer type', y='Payment', data=df, marker='o', label='Payment', color='red')\n",
+    "ax.set_title('Customer type with respect to Product line and Payment')\n",
+    "ax.set_xlabel('Customer type')\n",
+    "ax.set_ylabel('Product line and Payment')\n",
+    "ax.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 169,
+   "id": "3dc31f64",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Distribution of Ratings by Product Line\n",
+    "sns.violinplot(x='Product line', y='Rating', data=df2)\n",
+    "plt.xticks(rotation=45, ha='right') \n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 174,
+   "id": "6908df9c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\User\\AppData\\Local\\Temp\\ipykernel_10180\\1751264427.py:8: FutureWarning: \n",
+      "\n",
+      "The `ci` parameter is deprecated. Use `errorbar=None` for the same effect.\n",
+      "\n",
+      "  sns.barplot(x='Product line', y='Rating', data=df2, ci=None)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.barplot(x='Product line', y='Rating', data=df2, ci=None)\n",
+    "plt.title('Average Rating by Product Line')\n",
+    "plt.xlabel('Product Line')\n",
+    "plt.ylabel('Average Rating')\n",
+    "plt.xticks(rotation=45, ha='right') \n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 176,
+   "id": "d47ae8c8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "# Assuming 'City' and 'Customer type' are columns in your DataFrame\n",
+    "# Replace 'your_dataframe' with the actual name of your DataFrame\n",
+    "\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.countplot(x='City', hue='Customer type', data=df2)\n",
+    "plt.title('Customer Type Distribution by City')\n",
+    "plt.xlabel('City')\n",
+    "plt.ylabel('Count')\n",
+    "plt.legend(title='Customer Type')\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 178,
+   "id": "35e01c93",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "# Assuming 'City' and 'Total' are columns in your DataFrame\n",
+    "# Replace 'your_dataframe' with the actual name of your DataFrame\n",
+    "\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.boxplot(x='City', y='Total', data=df2)\n",
+    "plt.title('Total Sales Distribution by City')\n",
+    "plt.xlabel('City')\n",
+    "plt.ylabel('Total Sales')\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 180,
+   "id": "bd093bd0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x800 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "# Assuming 'Product line' is a column in your DataFrame\n",
+    "# Replace 'your_dataframe' with the actual name of your DataFrame\n",
+    "# Calculate the distribution of product lines\n",
+    "product_line_distribution = df2['Product line'].value_counts()\n",
+    "# Plot a pie chart\n",
+    "plt.figure(figsize=(8, 8))\n",
+    "plt.pie(product_line_distribution, labels=product_line_distribution.index, autopct='%1.1f%%', startangle=140)\n",
+    "plt.title('Product Line Distribution')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 181,
+   "id": "a69b97d8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x800 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Assuming 'your_dataframe' is the name of your DataFrame\n",
+    "# Replace 'your_dataframe' with the actual name of your DataFrame\n",
+    "\n",
+    "# Selecting only numerical columns for the correlation matrix\n",
+    "numerical_columns = df2.select_dtypes(include='number')\n",
+    "\n",
+    "# Calculate the correlation matrix\n",
+    "correlation_matrix = numerical_columns.corr()\n",
+    "\n",
+    "# Plot the correlational heatmap\n",
+    "plt.figure(figsize=(10, 8))\n",
+    "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt=\".2f\")\n",
+    "plt.title('Correlational Heatmap')\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 187,
+   "id": "1841bc37",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Assuming 'Product line' and 'Offers' are columns in your DataFrame\n",
+    "# Replace 'your_dataframe' with the actual name of your DataFrame\n",
+    "\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.countplot(x='Product line', hue='Offers', data=df2)\n",
+    "plt.title('Product Line vs. Offers')\n",
+    "plt.xlabel('Product Line')\n",
+    "plt.ylabel('Offers')\n",
+    "plt.legend(title='Offers')\n",
+    "plt.xticks(rotation=45, ha='right') \n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 188,
+   "id": "1e9b96ac",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "\n",
+    "# Assuming 'Product line' and 'Offers' are columns in your DataFrame\n",
+    "# Replace 'your_dataframe' with the actual name of your DataFrame\n",
+    "\n",
+    "# Creating a DataFrame with counts for each unique combination of 'Product line' and 'Offers'\n",
+    "data_counts = df2.groupby(['Product line', 'Offers']).size().reset_index(name='Count')\n",
+    "\n",
+    "# Plotting the bar plot\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "plt.bar(x=range(len(data_counts)), height=data_counts['Count'], tick_label=data_counts['Product line'] + ' - ' + data_counts['Offers'])\n",
+    "plt.xticks(rotation=45, ha='right')  # Rotate x-axis labels for better readability\n",
+    "plt.title('Count of Product Line and Offers')\n",
+    "plt.xlabel('Product Line - Offers')\n",
+    "plt.ylabel('Count')\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 190,
+   "id": "4fec2d56",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "# Assuming 'City' and 'Tax 5%' are columns in your DataFrame\n",
+    "# Replace 'your_dataframe' with the actual name of your DataFrame\n",
+    "\n",
+    "# Create a line plot\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.lineplot(x='City', y='Tax 5%', data=df2, marker='o', color='b')\n",
+    "plt.title('Tax 5% Across Cities')\n",
+    "plt.xlabel('City')\n",
+    "plt.ylabel('Tax 5%')\n",
+    "plt.xticks(rotation=45, ha='right')  # Rotate x-axis labels for better readability\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 191,
+   "id": "84479c55",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "\n",
+    "# Assuming 'Product line' and 'Rating' are columns in your DataFrame\n",
+    "# Replace 'your_dataframe' with the actual name of your DataFrame\n",
+    "\n",
+    "# Create a line plot\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "sns.lineplot(x='Product line', y='Rating', data=df2, marker='o', color='b')\n",
+    "plt.title('Rating Across Product Lines')\n",
+    "plt.xlabel('Product Line')\n",
+    "plt.ylabel('Rating')\n",
+    "plt.xticks(rotation=45, ha='right')  # Rotate x-axis labels for better readability\n",
+    "plt.show()\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Data_Analysis_salesdataset/sales.csv b/Data_Analysis_salesdataset/sales.csv
new file mode 100644
index 0000000..f57a733
--- /dev/null
+++ b/Data_Analysis_salesdataset/sales.csv
@@ -0,0 +1,100 @@
+City,Customer type,Gender,Product line,Offers,Tax,Total,Profit,Payment,Rating
+Hyderabad,Gold,Female,Health and Beauty,September,65.026,1300.52,122.83,Ewallet,9.1
+Mumbai,Normal,Female,Electronic Accessories,July,175.0205,3500.41,746.4,Cash,9.6
+Delhi,Silver,Male,Home and Lifestyle,July,15.0105,300.21,24.31,Credit card,7.4
+Chennai,Platinum,Male,Health and Beauty,September,44.755,895.1,165.76,Ewallet,8.4
+Chennai,Silver,Male,Sports,March,41.718925,834.3785,104.17,Ewallet,5.3
+Hyderabad,Normal,Male,Electronic Accessories,October,100.0255,2000.51,397.73,Ewallet,4.1
+Delhi,Silver,Female,Electronic Accessories,November,49.9625,999.25,213.04,Ewallet,5.8
+Mumbai,Gold,Female,Home and Lifestyle,July,38.619,772.38,75.6,Ewallet,8
+Delhi,,Female,Health and Beauty,September,78.6205,1572.41,172.52,Credit card,7.2
+Bangalore,Silver,Female,Sports,March,97.11,1942.2,164.52,Credit card,5.9
+Bangalore,Silver,Female,Fashion Accessories,August,38.0408,760.816,57.92,Ewallet,4.5
+Hyderabad,Normal,Male,,,48.1175,962.35,102.04,Cash,6.8
+Delhi,,Female,Electronic Accessories,November,123.324375,2466.4875,434.75,Ewallet,7.1
+Hyderabad,Normal,Male,Food and Beverages,December,22.67475,453.495,31.9,Ewallet,8.2
+Delhi,Normal,Female,Health and Beauty,September,37.4745,749.49,71.8,Cash,5.7
+Bangalore,Platinum,Female,Sports,March,45.0218,900.436,62.32,Cash,4.5
+Hyderabad,Normal,Female,Health and Beauty,September,40.331775,806.6355,182.51,Credit card,9.1
+Chennai,Gold,Male,Sports,March,77.87215,1557.443,235.66,Credit card,6.9
+Chennai,Normal,Male,Food and Beverages,December,8.610525,172.2105,16.01,Credit card,8.6
+Hyderabad,Gold,Female,,,42.0315,840.63,50.6,Ewallet,4.4
+Mumbai,Normal,Female,Electronic Accessories,October,77.0855,1541.71,330.2,Ewallet,4.8
+Bangalore,Normal,Male,Health and Beauty,September,38.85685,777.137,63.94,Ewallet,5.1
+Bangalore,Platinum,,Home and Lifestyle,July,34.536,690.72,66.4,Credit card,4.4
+Delhi,Gold,Male,Electronic Accessories,November,40.522,810.44,172.8,Ewallet,9.9
+Hyderabad,Normal,Male,Sports,March,13.959225,279.1845,25.89,Ewallet,6
+Hyderabad,Gold,Female,Home and Lifestyle,July,60.26,1205.2,150.72,Credit card,8.5
+Bangalore,Silver,Male,Fashion Accessories,August,71.257,1425.14,53.52,Cash,6.7
+Delhi,Gold,Female,Fashion Accessories,August,59.20535,1184.107,75.34,Credit card,7.7
+,Silver,Female,Sports,March,32.1945,643.89,41.8,Cash,9.6
+Delhi,Normal,Male,Health and Beauty,September,11.760525,235.2105,24.01,Ewallet,7.4
+Bangalore,Gold,Male,Fashion Accessories,August,47.059125,941.1825,170.65,Credit card,4.8
+Hyderabad,Platinum,,Sports,March,36.888075,737.7615,102.63,Cash,4.5
+Bangalore,Normal,Male,Fashion Accessories,August,35.1876,703.752,70.24,Cash,8.3
+Delhi,Normal,Male,Health and Beauty,September,101.0409,2020.818,193.16,Credit card,5.1
+,Silver,Female,Food and Beverages,December,20.8782,417.564,97.68,Ewallet,7.5
+Chennai,Normal,Female,Sports,March,84.6263,1692.526,68.12,Ewallet,6.8
+Delhi,,Male,Sports,March,61.43775,1228.755,313.1,Ewallet,7
+Delhi,Gold,Female,Electronic Accessories,November,87.2658,1745.316,447.92,Ewallet,4.7
+Mumbai,Platinum,Female,Health and Beauty,September,30.5664,611.328,43.36,Ewallet,7.6
+Bangalore,Normal,Male,Home and Lifestyle,October,12.6504,253.008,40.96,Cash,7.7
+Bangalore,Gold,Female,Home and Lifestyle,July,45.5028,910.056,86.72,Ewallet,7.9
+Mumbai,Silver,Female,Home and Lifestyle,July,57.89155,1157.831,112.22,Cash,6.3
+Bangalore,Normal,Female,Sports,March,52.5728,1051.456,414.72,Cash,5.6
+Mumbai,Gold,Female,,,41.454,829.08,78.6,Credit card,7.6
+Chennai,Platinum,Male,Health and Beauty,September,22.51385,450.277,30.74,Cash,7.2
+Hyderabad,Normal,Female,Electronic Accessories,October,145.7316,2914.632,375.84,Cash,9.5
+Bangalore,Silver,Male,Health and Beauty,August,26.786025,535.7205,110.21,Credit card,8.4
+Chennai,Silver,Female,Food and Beverages,December,9.454725,189.0945,80.09,Ewallet,4.1
+Chennai,Platinum,Male,Electronic Accessories,November,59.51295,1190.259,113.58,Credit card,8.1
+Hyderabad,Platinum,Female,Fashion Accessories,August,43.38075,867.615,126.3,Ewallet,7.9
+Hyderabad,Gold,Male,Food and Beverages,December,33.5895,671.79,89.8,Cash,9.5
+Delhi,Silver,Female,Food and Beverages,December,11.704875,234.0975,22.95,Cash,8.5
+Delhi,Silver,Female,Fashion Accessories,August,37.9027,758.054,71.48,Ewallet,6.5
+Mumbai,Platinum,Male,Food and Beverages,December,29.560075,591.2015,150.43,Credit card,6.1
+Bangalore,Normal,Male,Home and Lifestyle,July,16.7968,335.936,42.32,Ewallet,
+Mumbai,Normal,Female,Electronic Accessories,October,161.0116,3220.232,687.84,Cash,8.2
+Delhi,Silver,Male,Home and Lifestyle,July,46.7557,935.114,88.68,Cash,5.8
+Chennai,Silver,Male,Health and Beauty,September,37.632,752.64,71.8,Ewallet,6.6
+Hyderabad,Platinum,Female,Home and Lifestyle,July,37.98375,759.675,73.5,,5.4
+Hyderabad,Silver,Male,Electronic Accessories,October,96.04215,1920.843,283.66,Cash,9.3
+Chennai,Gold,Female,Sports,March,38.54655,770.931,74.22,Credit card,10
+Mumbai,Silver,Male,Home and Lifestyle,July,17.55495,351.099,44.38,Ewallet,7
+Bangalore,Gold,Female,Sports,March,26.020575,520.4115,95.63,Ewallet,10
+Delhi,Gold,,Sports,March,83.00025,1660.005,158.1,Credit card,8.6
+Bangalore,Silver,Male,Health and Beauty,September,15.9054,318.108,82.96,Cash,7.6
+Delhi,Platinum,Male,Health and Beauty,August,48.33175,966.635,158.7,Cash,8.5
+Chennai,Gold,Female,Health and Beauty,July,35.36435,707.287,66.94,Ewallet,9.6
+Bangalore,Gold,Female,Fashion Accessories,August,30.74715,614.943,85.66,Ewallet,9.9
+Delhi,Silver,Male,Sports,March,41.35425,827.085,87.7,,6.4
+Delhi,Silver,Female,Health and Beauty,September,70.962325,1419.2465,94.4,Cash,4.3
+Mumbai,Silver,Male,Food and Beverages,December,46.977,939.54,94.8,Credit card,9.6
+,Gold,Male,Fashion Accessories,August,32.613,652.26,62.2,Cash,5.9
+Bangalore,Silver,Female,Food and Beverages,December,7.6419,152.838,15.56,Ewallet,4
+Mumbai,Platinum,Female,Electronic Accessories,October,39.01165,780.233,45.46,Cash,8.7
+Delhi,Platinum,Male,Home and Lifestyle,July,35.281575,705.6315,72.03,Ewallet,9.4
+Mumbai,Platinum,Female,Electronic Accessories,November,76.86625,1537.325,416.5,Credit card,5.4
+Mumbai,Silver,,Fashion Accessories,August,23.1714,463.428,41.36,Credit card,8.6
+Delhi,Silver,Female,Fashion Accessories,August,9.454725,189.0945,18.09,Credit card,5.7
+Mumbai,Gold,Female,Food and Beverages,December,41.11275,822.255,73.1,Ewallet,6.6
+Mumbai,Gold,Female,Health and Beauty,October,53.29975,1065.995,101.9,Cash,6
+Mumbai,Silver,Female,Health and Beauty,September,31.24485,624.897,95.14,Credit card,5.5
+Bangalore,Gold,Female,Food and Beverages,March,15.2271,304.542,90.04,Ewallet,6.4
+Mumbai,Gold,,Food and Beverages,September,8.085,161.7,15.24,Ewallet,6.6
+Hyderabad,Platinum,Female,Food and Beverages,December,16.8756,337.512,31.44,Credit card,8.3
+Chennai,Gold,Male,Sports,March,12.838875,256.7775,44.55,Cash,6.6
+Chennai,Normal,Female,Sports,March,30.52455,610.491,81.42,Ewallet,4
+Mumbai,Silver,Male,Fashion Accessories,August,20.0865,401.73,32.6,Cash,9.9
+Delhi,Gold,Male,Food and Beverages,December,18.14715,362.943,35.66,Credit card,7.3
+Delhi,Gold,Male,Sports,March,47.729675,954.5935,42.47,Cash,5.7
+Chennai,Silver,Female,Health and Beauty,September,24.25185,485.037,61.94,Cash,6.1
+Hyderabad,Platinum,Female,Home and Lifestyle,July,99.0498,1980.996,189.52,Cash,
+Chennai,Gold,Female,Sports,March,23.5515,471.03,48.6,Ewallet,8.2
+Delhi,Gold,Female,Sports,March,80.52765,1610.553,153.86,Ewallet,5.1
+Bangalore,Silver,Male,Health and Beauty,September,30.4101,608.202,79.24,Credit card,8.6
+Mumbai,,Female,Health and Beauty,September,47.211875,944.2375,89.75,Credit card,6.6
+Delhi,Platinum,Male,Electronic Accessories,October,53.1009,1062.018,97.16,Ewallet,7.2
+Bangalore,Gold,Male,Health and Beauty,September,46.13175,922.635,878.7,Ewallet,5.1
+Mumbai,Silver,Female,Electronic Accessories,November,148.12175,2962.435,304.7,Cash,4.1
+Delhi,Gold,Male,Food and Beverages,December,8.308125,166.1625,15.25,Ewallet,9.3