{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "

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Artificial Intelligence and Machine Learning

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Python for Visualization - Week 3

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Tips Case Study
" ], "metadata": { "id": "f-p7jzojj-MO" } }, { "cell_type": "markdown", "source": [ "### **Context**\n", "A tip is considered as a monetary incentive that is given by the customers or guests for polite, prompt, and efficient service provided by the staff. The practice of giving tips has been continuing for a very long time and has become particularly popular in service industries such as hotels and restaurants." ], "metadata": { "id": "86J2Qsnu_-E8" } }, { "cell_type": "markdown", "source": [ "### **Objective**\n", "Chef's Kitchen is one of the most popular restaurants in the city of San Diego and acts as a one-stop destination for food lovers. The polite and efficient service provided by the restaurant staff often gets them tips from the customer. As a Data Analyst for the restaurant, you have been asked to analyze the data provided to identify the patterns and trends in the revenue and tips received from customers across different demographies and come up with informative visualizations to convey the insights obtained from the analysis.
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\n", "The dataset consists of the following features:\n", "\n", "- **order_id**: unique identifier of each order\n", "- **day**: day of the week on which the customer visited the restaurant (Thur/Fri/Sat/Sun)\n", "- **time**: time of the day at which the customer visited the restaurant (Lunch or Dinner)\n", "- **size**: number of people present at the table\n", "- **smoker**: whether the table included smokers (No: The table did not include smokers, Yes: The table included smokers)\n", "- **sex**: gender of the payer of the bill (Male or Female)\n", "- **total_bill**: the bill amount in dollars\n", "- **tip**: the tip amount in dollars\n" ], "metadata": { "id": "wUaz-76BAYFo" } }, { "cell_type": "markdown", "source": [ "Let us first import the necessary libraries before starting our analysis." ], "metadata": { "id": "scbe1jomAbvZ" } }, { "cell_type": "markdown", "source": [ "### **Importing the libraries**" ], "metadata": { "id": "QSUUcUEdlVrF" } }, { "cell_type": "code", "source": [ "# Libraries to help with reading and manipulating data\n", "import numpy as np\n", "import pandas as pd\n", "\n", "# Libraries to help with data visualization\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Command to tell Python to actually display the graphs\n", "%matplotlib inline" ], "metadata": { "id": "Y4ffqndCliJr" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "Let us now load the dataset." ], "metadata": { "id": "Tuxsd9jylvVs" } }, { "cell_type": "markdown", "source": [ "### **Loading the dataset**" ], "metadata": { "id": "1uVFvxiDmeiF" } }, { "cell_type": "code", "source": [ "tips = pd.read_csv(\"/content/tips.csv\")" ], "metadata": { "id": "oIvstOwnmS8W" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### **Overview of the dataset**" ], "metadata": { "id": "8Sh3n5GI6oNm" } }, { "cell_type": "markdown", "source": [ "The initial steps to get an overview of the dataset is to:\n", "- observe the first few rows of the dataset, to check whether the dataset has been loaded properly or not\n", "- get information about the number of rows and columns in the dataset\n", "- find out the data types of the columns to ensure that data is stored in the preferred format and the value of each property is as expected.\n", "- check the statistical summary of the dataset to get an overview of the numerical columns of the data" ], "metadata": { "id": "POR2_GeeS86F" } }, { "cell_type": "markdown", "source": [ "#### **Displaying the first 5 rows of the dataset**" ], "metadata": { "id": "F1GyOkLYm9XR" } }, { "cell_type": "code", "source": [ "tips.head()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "S0OnIHGbm-v9", "outputId": "40f53939-aff2-42ec-da3b-0a4e0c24ba17" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "\n", "
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order_iddaytimesizesmokersextotal_billtip
01SunDinner2NoFemale16.991.01
12SunDinner3NoMale10.341.66
23SunDinner3NoMale21.013.50
34SunDinner2NoMale23.683.31
45SunDinner4NoFemale24.593.61
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\n", " " ], "text/plain": [ " order_id day time size smoker sex total_bill tip\n", "0 1 Sun Dinner 2 No Female 16.99 1.01\n", "1 2 Sun Dinner 3 No Male 10.34 1.66\n", "2 3 Sun Dinner 3 No Male 21.01 3.50\n", "3 4 Sun Dinner 2 No Male 23.68 3.31\n", "4 5 Sun Dinner 4 No Female 24.59 3.61" ] }, "metadata": {}, "execution_count": 3 } ] }, { "cell_type": "markdown", "source": [ "- *The dataset contains information about the customers who are visiting the restaurant*\n", "- *It contains details about the day and time at which the customer has visited the restaurant and gives information about their billing and tip amount.*" ], "metadata": { "id": "7k5pMkoy7wgf" } }, { "cell_type": "markdown", "source": [ "#### **Understanding the shape of the dataset**" ], "metadata": { "id": "VIGY82eznIO8" } }, { "cell_type": "code", "source": [ "tips.shape" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "vslCWaOBnHVT", "outputId": "05e30623-462a-44f2-f276-7b84bc13eb87" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(244, 8)" ] }, "metadata": {}, "execution_count": 4 } ] }, { "cell_type": "markdown", "source": [ "- *There are 244 rows and 8 columns in the dataset.*" ], "metadata": { "id": "Wj8_336hnecs" } }, { "cell_type": "markdown", "source": [ "#### **Checking the data types of the columns for the dataset**" ], "metadata": { "id": "c4xiGDEonp83" } }, { "cell_type": "code", "source": [ "tips.info()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "VC6VU_HKnk4L", "outputId": "15c676cb-762b-47fa-ae06-7fdc90aa84a4" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "RangeIndex: 244 entries, 0 to 243\n", "Data columns (total 8 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 order_id 244 non-null int64 \n", " 1 day 244 non-null object \n", " 2 time 244 non-null object \n", " 3 size 244 non-null int64 \n", " 4 smoker 244 non-null object \n", " 5 sex 244 non-null object \n", " 6 total_bill 244 non-null float64\n", " 7 tip 244 non-null float64\n", "dtypes: float64(2), int64(2), object(4)\n", "memory usage: 15.4+ KB\n" ] } ] }, { "cell_type": "markdown", "source": [ "- *The `total_bill`, `tip`, `size` and `order_id` columns are numerical columns while the rest are categorical in nature.*" ], "metadata": { "id": "o2yb-g1toBsJ" } }, { "cell_type": "markdown", "source": [ "The primary difference between categorical and object type columns is that categorical columns help to improve the processing speed and reduces the storage space when we are working with a large dataset." ], "metadata": { "id": "UTPbQYFt8oQ4" } }, { "cell_type": "markdown", "source": [ "Let us drop the `order_id` column from our dataset as it will not add any value to our analysis since it is an unique identifier." ], "metadata": { "id": "VMrc6sTU-vo_" } }, { "cell_type": "code", "source": [ "tips.drop('order_id', axis=1, inplace=True)" ], "metadata": { "id": "N9Yqspkt-__O" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "Let's print the head of the dataset to verify that the `order_id` column has been successfully dropped." ], "metadata": { "id": "gRgeZBb3_K5y" } }, { "cell_type": "code", "source": [ "tips.head()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 206 }, "id": "QazAfJdY_J3i", "outputId": "aa1412d2-706f-4887-b1b6-2b2fb4190b2b" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "\n", "
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daytimesizesmokersextotal_billtip
0SunDinner2NoFemale16.991.01
1SunDinner3NoMale10.341.66
2SunDinner3NoMale21.013.50
3SunDinner2NoMale23.683.31
4SunDinner4NoFemale24.593.61
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\n", " " ], "text/plain": [ " day time size smoker sex total_bill tip\n", "0 Sun Dinner 2 No Female 16.99 1.01\n", "1 Sun Dinner 3 No Male 10.34 1.66\n", "2 Sun Dinner 3 No Male 21.01 3.50\n", "3 Sun Dinner 2 No Male 23.68 3.31\n", "4 Sun Dinner 4 No Female 24.59 3.61" ] }, "metadata": {}, "execution_count": 7 } ] }, { "cell_type": "markdown", "source": [ "The `order_id` column has been successfully dropped." ], "metadata": { "id": "B-_VYrtm_XvZ" } }, { "cell_type": "markdown", "source": [ "#### **Getting the statistical summary for the dataset**" ], "metadata": { "id": "fTRmEc87oWT3" } }, { "cell_type": "code", "source": [ "tips.describe()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 300 }, "id": "DeiiPm3SFKul", "outputId": "6ec328e8-c14a-46fc-9bd7-2dcf85306962" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "\n", "
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sizetotal_billtip
count244.000000244.000000244.000000
mean2.56967219.7859432.998279
std0.9511008.9024121.383638
min1.0000003.0700001.000000
25%2.00000013.3475002.000000
50%2.00000017.7950002.900000
75%3.00000024.1275003.562500
max6.00000050.81000010.000000
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\n", " " ], "text/plain": [ " size total_bill tip\n", "count 244.000000 244.000000 244.000000\n", "mean 2.569672 19.785943 2.998279\n", "std 0.951100 8.902412 1.383638\n", "min 1.000000 3.070000 1.000000\n", "25% 2.000000 13.347500 2.000000\n", "50% 2.000000 17.795000 2.900000\n", "75% 3.000000 24.127500 3.562500\n", "max 6.000000 50.810000 10.000000" ] }, "metadata": {}, "execution_count": 8 } ] }, { "cell_type": "markdown", "source": [ "- *The bill amount ranges from around 3 dollars to 50 dollars while the average bill amount is around 20 dollars. Half of the bill amounts are less than 18 dollars which indicate that most of the orders are not very costly.*\n", "- *The tip amount ranges from around 1 dollar to 10 dollars. The mean and median of the tip amounts are very close to each other (~3 dollars).*\n", "- *The group size varies from 1 person to 6 people.*" ], "metadata": { "id": "_boZ_nAcoWfj" } }, { "cell_type": "markdown", "source": [ "### **Now we have got a preliminary idea about the dataset. Let us now see the distribution of each of the columns to get a better understanding. Let us start with the numerical columns and use the histplot and boxplot to plot their distribution.**" ], "metadata": { "id": "LV4bsxj8a-o6" } }, { "cell_type": "markdown", "source": [ "#### **Understanding the distribution of `total_bill`**" ], "metadata": { "id": "lOoH1PK8bx_l" } }, { "cell_type": "code", "source": [ "sns.histplot(data=tips, x='total_bill')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 301 }, "id": "F-EL6oHqUAI-", "outputId": "62e386a8-1a94-4fdf-803b-fb4e627693e5" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 9 }, { "output_type": "display_data", "data": { "image/png": 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44ZhLGpkkZwFbq+rmJKeOu54xOaWqNid5HnBdku9M3dnn998R/8HnoSRHA3TPW8dcT2+SHMog9D9RVVd1zc30f6eqehTYALwUWJBk54Bst8uZzBEnA69Mci+DFXpPAz5CO/2nqjZ3z1sZ/MN/IiP6/hv8B59rgVXd61XANWOspTfdfO4lwF1V9cEpu1rp/0Q30ifJ4cAZDP7OsQE4tztszva/qt5TVYurahmDZVu+VFWvpZH+J3lWkiN2vgZeDtzJiL7/XsA1RkkuA05lsCrfQ8D7gH8HrgCWAvcB51XV9D8Az3pJTgG+CtzBU3O872Uwz99C/3+dwR/v5jEYgF1RVX+V5PkMRsBHArcCf1xVT4yv0v51Uz3vrKqzWul/18+ru835wCer6m+SPJcRfP8NfklqjFM9ktQYg1+SGmPwS1JjDH5JaozBL0mNMfglqTEGv5qRZEGSN+7jmGVJ/mgG51o2dTnt3ez/kyQf3cO+G6afI8mpO5cmlvpm8KslC4C9Bj+wDNhn8B+IqlrR5/mlfTH41ZIPAL/c3fjib7vHnd3NMFZOOeY3u2Pe1o3Kv5rklu6xP6G9JMn13U013rezMcmP9vYmqW+uzqmWXAi8qKqWJ/kD4M+AExgsmfGNJF/pjnlnVZ0FkOTngDOq6idJjgMuAyZ3f/pdnAi8CPjf7vyfraqNw+2StP8MfrXqFOCybmnkh5J8GXgJ8Ni04w4FPppkOfAk8Cv78RnXVdXDAEmu6j7T4NfYGfzS3r2NwQJ6JzCYGv3Jfrx3+kJYLoylg4Jz/GrJ48AR3euvAiu7u2BNAL8F3DTtGIBfALZU1Q7gdQxW05ypM7qbZx/O4BZ6XzvQDkjD4Ihfzaiqh5N8rfsJ5X8A3wRuZzASf3dVPZjkYeDJJLcDlwL/CHwqyeuBzwM/3o+PvInBjWYWA//q/L4OFi7LLEmNcapHkhrjVI90AJL8DnDRtOb/rqpXjaMeaSac6pGkxjjVI0mNMfglqTEGvyQ1xuCXpMYY/JLUmP8HgZppf7Mkze8AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "sns.boxplot(data=tips, x=\"total_bill\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "6HJGVwRFUAW5", "outputId": "6d3348c8-1b7d-4544-aeae-b72b9560a049" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 10 }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *The `total_bill` column is slightly right-skewed.*\n", "- *Almost half of the customers pay less than 18 dollars for overall bill.*\n", "- *50% of the billing amounts lie between 12 to 25 dollars.*\n" ], "metadata": { "id": "lazlQtppfTes" } }, { "cell_type": "markdown", "source": [ "#### **Understanding the distribution of `tip`**" ], "metadata": { "id": "L2UgBQw2cEh2" } }, { "cell_type": "code", "source": [ "sns.histplot(data=tips, x='tip')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "U69oC2UlUAmX", "outputId": "a55c8231-ab1e-4733-a558-7cf8c6219b90" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 11 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "sns.boxplot(data=tips, x=\"tip\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "krf53oSpUBiW", "outputId": "86d3e57c-4feb-4ffc-d2e3-ee4ddd2582b5" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 12 }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *The `tip` column is also slightly right-skewed.*\n", "- *50% of the people pay less than 3 dollars as tip.*\n", "- *Half of the tip amounts lie between 2 to 4 dollars.*" ], "metadata": { "id": "BA8uEKu2gHkt" } }, { "cell_type": "markdown", "source": [ "#### **Understanding the distribution of `size`**" ], "metadata": { "id": "iM_gYPSXcKFu" } }, { "cell_type": "code", "source": [ "sns.histplot(data=tips, x='size')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "MWD0j3OBUCgH", "outputId": "d1917742-d04e-4024-8f65-c50f4d11093b" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 49 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "sns.boxplot(data=tips, x=\"size\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "HBS6baK-UCqy", "outputId": "11eef0c4-a3b3-4396-a40b-24bab24b0577" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 14 }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *Majority of the customers come in groups of 2 people (~160).*\n", "- *50% of the groups have 2 to 3 people in them.*" ], "metadata": { "id": "bHqhxH9jgyd4" } }, { "cell_type": "markdown", "source": [ "### **We have now seen the distribution of the numerical columns. Let us now move on to the categorical columns and use the countplot to see their distribution.**" ], "metadata": { "id": "lkrD42y4dNKr" } }, { "cell_type": "markdown", "source": [ "#### **Understanding the distribution of `day`**" ], "metadata": { "id": "J-c6_MpfcXVE" } }, { "cell_type": "code", "source": [ "sns.countplot(data=tips, x='day')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "pJYc7qNOUC0g", "outputId": "0c8b4df4-e2e2-4c7d-8ed7-15b44a60ddd5" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 15 }, { "output_type": "display_data", "data": { "image/png": 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VwLlV9Qbg03RXuqyqO4EFSd4ObFtV945tQmk9DL+0Yd8ETk2yY5JdgPd263cBnujO358xbZurgb/Bo33NUl6kTdqIJJ9k8NkLTwGPAnczuB77+cBK4C5gl6o6q3v8a4GHgL2ratU4ZpY2xPBLM6z7fOBTqurMcc8irYvX45dmUJJLgXczeAWQNCt5xC9JjfHJXUlqjOGXpMYYfklqjOGXpMYYfklqzP8DnY9jd1DzmlAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *The number of orders is more during the weekends than the weekdays*.\n", "- *The highest number of orders is received on Saturdays*" ], "metadata": { "id": "oiEh0RcqhxeN" } }, { "cell_type": "markdown", "source": [ "#### **Understanding the distribution of `time`**" ], "metadata": { "id": "pch3bcx0cZte" } }, { "cell_type": "code", "source": [ "sns.countplot(data=tips, x='time')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "bZPKVGLrUqve", "outputId": "d4f34d01-72eb-4e9c-f87a-a55ff2987b88" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 16 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *The restaurant receives more orders during dinner time as compared to lunch.*" ], "metadata": { "id": "akf8PlGDiSf8" } }, { "cell_type": "markdown", "source": [ "#### **Understanding the distribution of `sex`**" ], "metadata": { "id": "abi8-LSDcsKQ" } }, { "cell_type": "code", "source": [ "sns.countplot(data=tips, x='sex')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "5A-dlOQiUrA6", "outputId": "62fd2d16-f219-4276-8fdf-70132f7ad867" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 17 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *The number of male bill payers is around 155 while the number of female bill payers is around 85.*" ], "metadata": { "id": "gvRpC-wXiz4T" } }, { "cell_type": "markdown", "source": [ "#### **Understanding the distribution of `smoker`**" ], "metadata": { "id": "MeRTv5bucdjs" } }, { "cell_type": "code", "source": [ "sns.countplot(data=tips, x='smoker')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "Vnda8A1XUrHF", "outputId": "78773607-c7f0-4042-e344-2092b6d84c1e" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 18 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *The tables which include non-smokers is more than those which included smokers.*" ], "metadata": { "id": "8dzDjYA3ij8s" } }, { "cell_type": "markdown", "source": [ "### **Till now we have seen the distribution of the columns individually. Let us now try to see the relation between various columns so that we can find some meaningful patterns and trends from them. Let us use the heatmap to see the correlation between the numerical columns.**" ], "metadata": { "id": "6LaAbR7Tcysk" } }, { "cell_type": "code", "source": [ "sns.heatmap(data=tips[['total_bill','tip','size']].corr(), annot=True, cmap='YlGnBu');" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 270 }, "id": "_ZLDBRwLYLhl", "outputId": "0aefe198-2180-4e35-c3ab-dcd00adc29ae" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *We can see that `total_bill` and `tip` columns are highly correlated with each other.*\n", "- *The `total_bill` and `size` columns are also correlated with each other which makes sense since higher the group size, higher will be the bill amount and vice-versa*.\n", "- *The `tip` and `size` columns are moderately related with each other.*" ], "metadata": { "id": "w5DXkI_cjIUf" } }, { "cell_type": "markdown", "source": [ "### **We have seen that `total_bill` and `tip` columns are highly correlated with each other. Let us verify this relationship with the help of various plots**" ], "metadata": { "id": "hArENEiFMqfe" } }, { "cell_type": "markdown", "source": [ "#### **Understanding the relationship between `total_bill` and `tip` using suitable plots**" ], "metadata": { "id": "GKlyvT_DS-M4" } }, { "cell_type": "code", "source": [ "sns.scatterplot(data=tips, x='total_bill', y='tip')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "6Gi7exVTBTTN", "outputId": "58fff3c5-23e1-4f4a-8b3c-e11f5b8fe364" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 20 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "We can use the joinplot here to see the relationship between `total_bill` and `tip` as well as see their distribution, all combined in the same plot." ], "metadata": { "id": "8SwOeP9OCPBN" } }, { "cell_type": "code", "source": [ "sns.jointplot(data=tips, x='total_bill', y='tip')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 459 }, "id": "Y9aiPJZmS9f8", "outputId": "36174682-08e5-46b3-8d86-fdf8819c4519" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 21 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "Let us create a hexbin plot by setting **kind=\"hex\"** to take care of the overlapping of points.\n", "\n", "- Setting **kind=\"hex\"** actually splits the plotting window into several hexagons and the colour of each hexagon denotes the number of data points in it." ], "metadata": { "id": "wCnLqy8TS-P3" } }, { "cell_type": "code", "source": [ "sns.jointplot(data=tips, x='total_bill', y='tip', kind='hex')\n", "plt.colorbar(); # adds a separate axis indicating the color scale in this plot" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 441 }, "id": "SxQWSDOcUg_M", "outputId": "b4b2b5f3-720e-4b3c-b030-998ccfb47526" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *There is a cluster of points in the region where the billing amount ranges from 8 to 16 dollars and the tip amount ranges from 1 to 2 dollars.*" ], "metadata": { "id": "O1nLcexM6mzK" } }, { "cell_type": "code", "source": [ "sns.pairplot(data = tips[['total_bill','tip']])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 391 }, "id": "OnslZC0oVEf5", "outputId": "8bf225aa-1b36-410f-f4a2-39a5a00cbf1c" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 23 }, { "output_type": "display_data", "data": { "image/png": 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LtxGlp9v0utZOzh1/9jbdU453UVEm45dfxNbKOvrMFpc3gGONHXzvud0eR7C1Te6ve6Kpk9kTvL+fYKUWxOfCN4ES5JUBOo8gRBzeJquGeptuMChOt3Y5TQp+85JJbjvoHCfHslLiyUuLZ/GsbLuHxqu7jpOZ4vu6jjFnpRi5Zm4OUQaIj4ketCG+4/sRnwvP+KpD3oP7/LDN7W0Wll/eCEJsghAReBtRXpifNmQ7yqyUeCdRV8pzB51N6KZlJPHNSwr58ctnc8j3XDWDKelJVNW1ukzW9Tcf+vn1c3jgr/udfDjWb62SMrUgIwb1gjBEvI2CA3GbXpSV7GQYb+ug63+99ESjXWxNsdE88pbzKPrHL+9lQmo826rqMWvLiHnlomlcNi2DN/aftH9p5KXF893LpvC9y6byXauxkO0cUqYWXMSgXhCGiL+dcHqQtUjR0QaWzM6mcHwiJ5o6yU6NZ3JGMt959uz1Hrh2FgdONPOdZ886s5WXFNpXFgGLoG6rqmfd5kP27as37Sd7jNEp5bJ4Vjbfe243ty4oGFAuWbrwho5fOWSl1DzgIWAaEAtEAW2+DOoFYTTgbRRsm/BbvWk/i2dlE2WAC/LGcnFBmt81wWAR5dkTUu0TctOzUpiauYCahjaiDIrOXjM//fNHLk0ky+cX2I3mjTEG+qz66ri9/wSgY0rE3/y3dOEFBn8/EQ8DNwGVQDxwK/BIsIIShEjDU7nX0fo2Hn/3MCsXTSPKAGYNd768hz/vrbWXqnkqmfP0uo2PT7bwjT9+yM2Pf0D5n3awtDiXLIdJu84eMzaXT9uI+IUPj7lsz0pxbz70/PZjlJf4Z2w0lFI54Sx+V1lorQ8ppaK01n3A75RSO4AfBi80QYh86tu6uHruBKeRY3lJIWve/JiZ2SnkpyW4HVn2z+s6jjgB9hw/4yKA7kbEpVPH85lz04iPiaL86R329IVte3HeWIqyUpxSLq/uOm7PWT/5XjVlCwuYnJHEtMxkJy8LR6QLLzD4K8jtSqlYYKdS6gGgFmkqEQSfxEYZuPc196kEmx+xu5HlxrJ5bl+fcvsCPj7ZwoETzW4F0HFEvOaGOczMHmNPnaxcNM1J4FdfO4vPWFMn/VMuuakm5uam+pyItOWNO3r6WFE6iWcqjtlF35PNqOSZPeOvIC/DIsC3Ad8GJgDXBCsoQRgpeDKot9T1RlHf1uV2u6fGjpoGS2rg1gUFbvO7k8YncVvJJBZMGsf5ualO4nfZtAxe91Dt4a4+2Fe9sLu88YrSQrubXf/0huSZfeOvIC/RWq8FOoG7AZRSK4C1wQpMEEYCGclGtw0aUzOTKX96B3dcOoW8tHiq6zvsxxhjDC61x7bXk4zRLJ9fQGJcFHctnm4ffRtjDNy1eDqPbj3MwVOtXDc322PKI1ApBE9t4Ru+eiHpSXEuo19xe/ONv4J8C67i+xU3rwmC4EBuqonbSwqdTH7uvrKIZz+oobq+g5XP72b9smLKnqxwEs5pGUmsX1ZMRXWDvWb4Sxfl8WlTJ4+9azEqKs5L4bFbivn0TCfGmCg2/LOKz8/MojwjkT6z+1SIv+LnT2rBU95Yo91eQ/LMvvHVqXcTltWhJyqlXnHYlAw0BDMwQRgJ1DS2u5j8rHplH8vnF/DWQYuhe0yUckol5KaaXEa3dy2eTl+fme9b/SuyUoyUTM1k+YazQl5eUsjTH9Tw+C0Xcqpl8OLnb2phoG3h4vbmG18Tc/8Efg4csP60Pe4A/iO4oQlC5ONpVGhLXxhjDGQkG51K5moa211Gt/e+9hGpCXH2166Zm8O6LZWkmmL55iWTuHVBAV29fdx4QS51rZ0eF0eNj4nyuQCpvyVsA3VvE7c33/jTqVcNXKyUygAusG7ar7XuDXZwghDpeBoVau1ZkDyJuO1Ym6CnmmJZNi/P7jVhG0lnJBk5fLrVZT28+5bMoPzpHVTXd3idUPM3tTDQtnBxe/ONv5161wMPYllLTwEPKaW+p7V+LoixCULE466t+oFrZ5E9Jp7z88aQN9Z1dOhJxKMNigeum8X3n9sNwPXFOWysqGH5/AL7iHv91sPMPCeZ257aQaopltsumUR6YhzpSXEcOtVCd69lVOwtpzyQ1MJA3dvE7c07/k7q3QlcoLU+BfbVpP8GiCALghf6jwrTE40cqW/lS4+971QPfM4YI2kJlsoEdyJ+1+LpfNLQhikumuf+62LOdHTT1tWHMTrKaYRcXlLIaWspXXpiLFMykmho76bNuuzT1xcW8OutVfayOnc55fy0BB7+4nnsPtaEWUOUgpk5KZJaGAb8be4w2MTYSr0/xyqlJiil3lJKfaSU2mctlUMpNVYp9aZSqtL6M3UQsQtCRKE1tHb1cNtTO5zysyuf383bH5/m8nXvsGnfCWoa2shKiePJr13IL5bOpmxhAQ9vOcSav1XS0tlLa1cvH33aDCi3i6AmxcWQlxbPTRflcfvTO1j5/B6+99wu+rTFp+Lmi/MA7xNq3b2a9VureHjLIX6ztco+shaCi7+C/Bel1F+VUl9RSn0F+DPwuh/H9QLf0VpPB+YB31RKTQd+AGzWWhcCm63PBWHEYTZrtnx8kpd2Hucfh+v5+ESLx0k+WxrhjX0n2Ha4gXcOneaHL+xh3eZD9hHt2s2VtHf30aehs9d908mZ9h7uvWomd7+6z6VGeGxCHEXnJJOXFi++FGGIv4Ksgd8As6yP9X4dpHWt1vpD6+8twH4gG7gK2GDdbQOwZAAxj0oaGxvJyM71+phTfFGowxT6UdPQRuXJVvto8/iZDrfVDzZrzs4eM1ljTKzbUolZuzeir2/rZu3mSqIMyu25xifHEROl3B574GQLZU9u545Lp3DZtIwB+1IIwcXfHPKlWuuVwAu2F5RSdzOApZuUUvnAecD7QIbWuta66QSQ4e95Ritms+aSVRu97vPW3UuHKRqhP54aKU42dzktt/RMxTGX6gebbzFYBLW9q9er/WVTRzedPWaONbZz71UzuKvfqiDTMpI51tThsbrDliaZmZ3idnJN6oVDh6/GkG8A/w0UKKV2O2xKAv7h70WUUonA88C3tNbNSp39VtZaa6WU2wSVUqoMKAPIzc3193KCMCgG83kzmzVHTrexv7aZylMtPFNxzO7jsKgok7buXidhq23q5Ilt1Tx2SzHdvWaiDIoDtc0Adi+I021ddvvLHy6aSn17t31yLT0pjpbOXotwd/dhoMteZaE1PPJWJcV5qeSnJfDz6+c4mdh/+3OT+f0/jwLem0T8NdwXAo+vEfJTwF+A/8U5z9uitfarU08pFYNFjP+otbaNsE8qpbK01rVKqSzglLtjtdbrsaZHiouLZVZBCCoD/by562izjXZtJWV5YxNcRpuN7d1o4Bt//NChRngmE9NM9PSZefCNA5SXFLKxoobOXstado6iGqVgRWkh45PjePCvB50sNQFOtXSSn5ZAXIyibGEBZg0GBUYHQ3xvI16pFw4dvhpDmoAmLOb0A0ZZhsKPYWkkWeOw6RUs/hg/s/58eTDnF4RQ4m7yy9GT2NMipw9cO4v/eXGP03F3vrSH5fMLeOzdKlZfO4u8sfEU56dy8+P/ctrvF387yIavXsgnje3kjDGRPSaOa+bmWBpF4mOYMNZEQ1s3H9Y0OlVzgEWEbdfwNeKVeuHQ4LdB/SD5NyzWnXuUUjutr/0IixA/o5RajqUT8IYgxyEIAcfT5FeSMYry0km0d/dxtL6Nz00Zz8ayedQ2dZKVEo9Zm53c3WzH2SotVj6/m9fLLcszuTv/Pw6fZt3mQ+SlxbusLG2zv7y+OMftsTOzk3m9fIGMeMOUoAqy1vpdLJ197igN5rUFIdi4m/zKS4snyRjDL//m3LL80JZKe8vy6mtnOVluZqUYub44h3PHJfC7rxYTpRQf1TYzPinO7eSabV28xbOy7WIMZ0vbls+3pCncHZsSHyNiHMbIqh+C4Afu1rdzZ5bzkytnuKwQcudLe1k8K9v+fOXzu/nBomlW32MjN1+cx8s7j9PV08eJpi7KntzObU/t4IFN+7nnyiKn869aXMQ7By1TLnHRBg8j9Gi36+GVlxSy59gZqScOY4KdshCEiMebHWX/yS9f7m6255WnWlk+v4DpWUl859ldLJ9fgCkuhu8+t8t+/EUF6Tzy9iGnKopfbz3E4lnZ7D7ezMRxrhOGxhgD07KSqG3qZOcn9Tz+lQuoa+5iTEIMf3zvCIUZY8R/OIwRQRYEH/ha6aL/5Jen+l/H5zFRiq5e6Ojp41dfnktclGU5p/+7bja/3XqY3cebUQqq6zvsi5aCJb0xLdOyTFNMlOKHi6byv5sOOFV5nGnvpjgvhc9NO4ev/f4DJ2N8haa9u4+qulZJXYQhIsiC4IOBrHThrob3nitn8MjblQD25xnJsfzXHz5k8vhEbrooz97mbEtL8C9Lo4jj8k/xMQaS4qLto2hjjIE7Lp3MitJC2rr70Bo2VtTwv1fP4juXTeWrVjG2xbvqlX08eN1svvb7ClnPLkwRQRYEH/jTuebYqTc9K4k/376AutZOopRi9ab9dlHVGh55u5LvXTaVzh4zty48l+87pCk6e8zc/do+HrhuNk/8s4offX4qPX3Q1tVLgjGa9q4eUk2xdm+LNW8etJsPGWMMrLqiiEOnWoiLjnL7JdLW3Wv/XdazCz9kUk8QfOBrpQtbjvnyde9w02/fZ9Had9jxyRkykoycbOmiorqJFz48hra6rV0xO5s+bRHLjq5e9zlnYNUVM2ho7+W7z+1i5Qt7+O6zu+jTim/8e4HTvoXjk3jg2pmsX3Y+UWh+9fcqTHHR7lcMiY12Olb8KcILGSELgg98da65yzHf+dIeyhYWcHFBGnlp8SwtznXyLb73qhlkpRjtwtl/9J07Np6O7j4Xx7a7X93Hb5ad77Rv5akWcscmcKC2md/9s5rapk5+u/Uwq64ock6FXFHEo1sPOx0r/hThhQiyIPiBt841Tzlms4au3j7uvnIGX//DdidhvevlvZQtLHArnPctmUFRVgp//eiER3tNsAjq/VfPZG7uGHLGWBZGbWzvBuDgqVbOGRPHxv+cx4nmTjKTjZzp7ObgqVb7seJPEX6IIAvCEPG2bt4rO47z71Mz3Apr7lgTX5tfQF6akSe+diGnWrrITDYy65wUoqMNjEuMdXvesaZYyksnMXl8EsZYA7ljE9yO4nNTTdQ0ttPe00dSfAxF56Q4rW4tVRbhhwjyCMLmmeyLrKwsdla8PwwRjQ7y0xJYfe0sVj6/28VkaNXi6ew/0exWWI+cbue13cf53n9M5eDJFswaKk+2cKajm5IpGUQZFD+5ooif9Es7rN38MSVTM/np6/tpbO/mdevEnOMo3lvttEzihS8iyCMIfzyTQXyTA43BoPjCjCzSEmM50dRJTUM7T75XbUkfKHjrwCnW3DCHAyeaMWt4dddxbrukkDVvHuTmi/P4pKHdydFtRWkhk9ITSYiLIjk+mgevm01HTx8ZyXH09JlZ8bkp/N+mA3aXN3fld75qp4XwRARZEAJAdLSBeflpfHSiiaS4aC64diapCbF09vTx+ZlZLguWFqSbqG3qZEKqif9744B9degxCbFos+bAiRbSE+N4/N0qKqqb7NcxxhgoW1jAgsnjqWvt5vriHLeNHgOpnRbCh1EjyHOKL6K2ttbnfo1nzgxDNEKk4mllELNZ88b+k07Cu6K0kLl5Y9i8/wQPXDebjq5eTHHRvLrrEwrGnUt56STGJcaybF4+D77xMammWG6+OM9pNZFVi4vo7q1m93GLib1tsjDJGOWyr2Ojh6z6EZmMGkGura3163b+ufJLhyEaIdLwtTLIkdOuKYK1myt5/CvFXDs31978kZcWz39/dpJTF50tXXHN3Byn5Z4cm0TK/7QDsIiqQcHcCanc/Lt/eUxJyKofkcmoEWRBGCy+VgaZcvsC9tc2u00RtHT0cfdrZ2uJb7wgl+NnOrh1gaW5wxR7tqPO5ofc/xyd1u4626i7MCORPq29piRk1Y/IRARZEHzga2WQmoY2Kk+1uE0RGGPPvpaVYiQ5PsYpzXDX4ulO3sjuzlGQnsjvvlKMKTaajOQ4cscmcLS+zWdKQlb9iDykdZNVbRcAACAASURBVFoQfODNUtMYY8AUG81bB07xkyucvYtXlBaSGHu2hfmauTkuXsn3vvaR3Rv5+e2WFakdz3HfkhnMyRnDJVMzuKggjfxxltFvbqqJ9cuKKS+dxG0lk8hLi5eUxAhARsiC4ANPE2QGBWtumENyfBSLZ5/Dr/5u8S6OMsDUzGR+/fYhdtTUc8+VRfz4lX2eUxI9fdx2ySQ6ey3bVpQWMnFcAlkpRoqyLE0ijribQFx97Swum5YhKYkIR0bIguADd+ZC9189k2vOy2ZRUSZdPWZau3q5YrbF0e3ZimPc8cxOFkwezxsfncagNL9Zdj4X5KW6NfxJTYjl4bcO8fCWQ6zdXMkYUyxTM5OYPSHVRYzBfQpl5fO7qWlsD/4fQwgqMkIWBB94a0veXtNAdb1zY4dtwi8u2oAxxsA5Y+LpNUNbdx8/vXqmfcVp274b/nGEB66bjdYapRSPbj3MxHEm8se5z/1KjfHIJaiCrJR6HFgMnNJaz7C+NhbYCOQDR4EbtNaNwYxDEIZK/7bkLR+fZPexJrJT4vm0qcPJo3jdlkrKFhZQOD6R33x5LqdbuzlU14ZZQ2JsFL9ddj4N7d0cPNnGk+9Z3Nm2HWmwTxIaYwykJ3quF5Ya45FLsFMWvwcW9XvtB8BmrXUhsNn6XBAihpqGNipPtrJ+axUrX9jDb7ZWsWxeHlkpFkHs7DGTm2riZ5v2kxgXw/EznazfWsXDWw7xy82V7P20mZwxJh57t4rapk77BOALHx6z/36k3rKQqjt8+TMLkUtQR8ha661Kqfx+L18FfNb6+wbgbWBlMOMQhEBysrnLpYHDsQzOGGPgRHMn1fUdtHT1uuy7dnMl65edb3deM8VE8V5VPdeen4PW8MS2aifToP74W2PsqatQCF9CkUPO0FrbephPABmedlRKlQFlALm5vl3MBGEo+Pt5a+v2sMqHtQzOlkM2xhjo6O7zUFlhtqdAth0+zf1/+djlOt5ywr5qjL25vYkohy8hrbLQWmvA/X2ZZft6rXWx1ro4PT19GCMTRiP+ft7yxia4rZY4P3cMZQsL7E5v5SWFtHT2uN134riz6QVbTrj/PkPJCXtyezta3zbocwrBJxSCfFIplQVg/XkqBDEIwqCZOC6BB66d5VIGFx9j4OKCNK4vzmH5/AI27a2lo7vPpdnj/qtnMtEh3xuMnLC3SgwhfAlFyuIV4BbgZ9afL4cghlGNGNkPHVNcFGULCzBrSIiNQin4yu8rnBzbls8v4H83HSDVFMvy+QUoBQYFp1s6qWlst6cbguE7IZUYkUmwy97+hGUCb5xS6hiwCosQP6OUWg5UAzcEMwbBFTGyHxpH69u47akddrG758rpxBgM3H1FEaa4aF7Y/gllCwuYmplEZ4+Z2qZOHnnrkP3420omueSHA+07IW5vkUmwqyxu8rCpNJjXFYRA41ix0NFzdqJuVnYycTFRfNdqr2nzMP7Tv6r5t0nj3I5SE2Kjgj5SDdSoWyo1hhfp1BMEH/SvWFhROskutLcuPNfudQxnPYwfvG42GUlx/Pz6OXznWWfT+pzUeHJTTUGPe6ijbqnUGH5EkAXBB/0rFp6psLiyrd1cSUeX+xI4DeSOtaQHbLlmxxrjonNSwr7NWdblG35EkAWP+DP5Nxom/vpXLNQ2dfLEtmo2fPVCe+1x/7REbmo8BoOitqmTdZsPuZwzEnwnxDNj+BFBFjziz+TfaJj4c1ex0NjeTXpSHLmpJu5bMoM7X9prv62/b8kMis5J8XhspFQ7RHLskYrYbwqCD7zVCUdHG1gyO5uNZfP4zZfnsrFsHktmZ9ttMyPZdyKSY49UZIQsDInRUtMcG63suWCDsjy3ER1tYPaEVGZPcD0ukte2i+TYIxURZGFIjIaa5v51x2AZLXoy/+lPJK9tF8mxRyKSshAEH0gbsjBciCALgg+CYf4jCO4QQRYEH8jkljBcSA5ZiDjmFF9EbW2t130COYkok1vCcCGCLEQctbW1IauP1h7duwVh6IggC4IPxNNBGC4khywIPpDVN4ThQgRZEHwgZW/CcCGCLAg+kLI3YbiI+ByyPzPuAI1nzgxDNIIn/GmxbmltJSnRd0fYcP9byuobwnAR8YLsz4w7wHPllw5DNIIn/Gmxfq78Ui75v/D7t5SyN2G4iHhBFoThQDwdhOFAcsiCIAhhggiyIAhCmKB0hLQeKaXqgOpQxxEExgGnQx1EEAnH93daa73I2w4h+ryF499KYvIPbzH5/LzZiBhBHqkopSq01sWhjiNYjPT3F0jC8W8lMflHoGKSlIUgCEKYIIIsCIIQJoggh571oQ4gyIz09xdIwvFvJTH5R0BikhyyIAhCmCAjZEEQhDBBBFkQBCFMEEEWBEEIEyJGkBctWqQBecgjEA+fyOdNHgF8+E3ECPLp0+HWmCOMZOTzJoSCiBFkQRCEkU5QBVkp9bhS6pRSaq/Da2OVUm8qpSqtP1ODGYMgCEKkEOwR8u+B/qYaPwA2a60Lgc3W54IQEMxmTVVdK9sOn6aqrhWzeUApPEEIKUE1qNdab1VK5fd7+Srgs9bfNwBvAyuDGYcwOjCbNZv2nXBZamlRUaas7iFEBKHIIWdorW2L4J0AMkIQgzACOVrfZhdjsKwMfcczOzla3xbiyATBP0K6hJPWWiulPN5TKqXKgDKA3FzvC2QKwsnmTrsY2+jsMXOqpdOvpZeC/Xm7+sYvU1vX4HF7VvpYXnz6DwG/rhA5hEKQTyqlsrTWtUqpLOCUpx211uuxmnYUFxdLMlDwSkayEWOMwUmUjTEGxicZ/To+2J+32roG8pfe5XH70Y33BvqSQoQRipTFK8At1t9vAV4OQQzCCCQ/LYE1N8zBGGP5WNtyyPlpCSGOTBD8I6gjZKXUn7BM4I1TSh0DVgE/A55RSi3HskTODcGMQRg9GAyKRUWZTC1fwKmWTsYnGclPS5AJPSFiCHaVxU0eNpUG87rC6MVgUBSkJ/qVMxaEcEM69QRBEMIEEWRBEIQwQQRZEAQhTBBBFgRBCBNEkAVBEMIEEWRBEIQwIaSt04Ig+Ie0XY8ORJCFiMNs1hytb+NkcycZyaOj+UParkcHIshCRCEWm8JIRnLIQkQhFpvCSEYEWYgovFlsCkKkI4IsRBQ2i01HBmKxKQjhjAiyEFGIxaYwkpFJPSGiEItNYSQjgixEHGKxKYxUJGUhCIIQJoggC4IghAkiyIIgCGGCCLIgCEKYIIIsCIIQJoggC4IghAkhE2Sl1LeVUvuUUnuVUn9SSkmrlSAIo5qQCLJSKhsoB4q11jOAKODGUMQiCIIQLoQyZRENxCulogET8GkIYxEEQQg5IRFkrfVx4EGgBqgFmrTWb4QiFkEQhHAhVCmLVOAqYCJwDpCglPqym/3KlFIVSqmKurq64Q5TGGXI500INaFKWXwOOKK1rtNa9wAvAJ/pv5PWer3WulhrXZyenj7sQQqjC/m8CaEmVIJcA8xTSpmUUgooBfaHKBZBEISwIFQ55PeB54APgT3WONaHIhZBEIRwIWT2m1rrVcCqUF1fCA6jcUVoQQgU4ocsBAxZEVoQhoa0TgsBQ1aEFoShIYIsBAxZEVoQhoYIshAwZEVoQRgaIshCwJAVoQVhaMiknhAwZEVoQRgaIshCQJEVoQVh8EjKQhAEIUwQQRYEQQgTRJAFQRDCBBFkQRCEMEEEWRAEIUyQKgvBLeFsEhTOsQnCUBBBFlwIZ5OgcI5NEIaKpCwEF8LZJCicYxOEoSKCHMaYzZqqula2HT5NVV0rZrMO6nE2wtkkKJxjE4ShIimLMGWwt+aBuKW3mQQ5Cl+4mASFc2yCMFRkhBymDPbWPBC39OFsEhTOsQnCUJERcpji7dbcm0/EYI9zJJxNgsI5NkEYKiLIYcpgb80DdUsfziZB4RybIAwFSVmEKYO9NZdbekGIXGSEHKYM9tZcbukFIXIJmSArpcYAjwIzAA18TWu9LVTxhCODvTWXW3pBiExCOUJeC2zSWl+nlIoFTCGMZVQjrciCEB6ERJCVUinAQuArAFrrbqA7FLGMZPwRWmlFFoTwIVSTehOBOuB3SqkdSqlHlVIy6+SDgXTg2YT28nXvcNNv3+fyde+wad8Jl2OkFVkQwodQCXI0MBf4ldb6PKAN+EH/nZRSZUqpCqVURV1d3XDHGFb4K7A2/BVaaUU+i3zehFATKkE+BhzTWr9vff4cFoF2Qmu9XmtdrLUuTk9PH9YAw42BjmT9FVpb3bIjo7UVWT5vQqgJiSBrrU8AnyilplhfKgU+CkUs4YxjiqKupYtUU6zTdm8jWX+FVuqWBSF88HtSTyk1F5iPpUTtH1rrD4d47duBP1orLKqArw7xfCMKd5NtK0oLeWJbNbVNFhH2NpK1CW3/yTqDgm2HTztN8kndsiCEB34JslLqx8D1wAvWl36nlHpWa33fYC+std4JFA/2+JGOuxTF2s2VlC0sYN3mQz5Hsv2FNj3RyJH6VhatfcdtNYXULQtC6PF3hPwlYLbWuhNAKfUzYCcwaEEWvOMpB3zehDE8XXaRXyNZR6Gtqmvltqd2uOSgp5YvECEWhDDBX0H+FDACtoRlHHA8KBEJgGeToLy0hEEJaCBc4ARBCC7+CnITsE8p9SaWHPKlwL+UUusAtNblQYpv1OIpBzzYyTYxdh8err7xy9TWNbjddqjqCPnDG44QYfgryC9aHzbeDnwogiOBnmwLtMAL7qmtayB/6V1ut+2/5+ZhjkaINPwSZK31hmAHIrjibbJtoP4TgxX43l4z+2qbqG3qJCslnqKsZKKjxbVVEIKBV0FWSj2jtb5BKbUHS6rCCa31rKBFFmBGkoHOYPwnBvP+e3vNvLTrOHe+tNd+nfuWzGDJ7GwRZUEIAr5GyCusP/cD33N4XQEPBCWiIDDSDHQ8de15qpgY7PvfV9tkF2Pbde58aS+F4xOZPSE1OG9OEEYxXgVZa11r/XWS1rracZtSamrQogowAxWw4aT/yDU31URNY7vXkayniolqDyPgI6fdv/+csnm0dfd5vG5tk/vr1DZ1MnvC4N+jLbbB3rWMpLsdQXDEV8riG8B/AwVKqd0Om5KAfwQzsEASriVf7kau9y2ZwUNbKqmu73A7kjWbNb192m3FxI5Pzjg1jdiOq25oc/v+D5xo4fvP7yEvLZ7bSwqdUhNrbphDTmq82+ukxMdgNmu/xdPd6PyyaRm8sf/kgEftI+1uRxAc8ZUIfAq4AnjF+tP2OF9r/eUgxxYwwtVAx93I/c6X9rJ4Vrb9eX8DoaP1bdz58h7KSwqd/CdWlBbybMUxt8clxEa7ff/xsZbv48Wzsl1SE3c8s5OkuGjuvWqG03VWLS7i528c8Nue09Pdyb7apkHZfopdqDCS8ZWyaMJSg3zT8IQTHMK15MvTyF0p5+eOI/mTzZ1U13fw5HvVLJ9fgFIwJSOJ+1/fb/e46H9cRnIcK0oLWbu50skX41hjOwBK4TaOky2dTBqfwAPXzaaju5f42Gge3XqY3ceb/b678PQePaVDfJ03XO92AsGhgweZV3q5+21SwzwqGBWLnIargY6nZg3tUM/SfyRvO6a2qZNH3joEwIrSSTS2Oy+44nhc7tgECjMSKVtYgFmDQUFCbBS/+nuV0/6emkZu+u37g2ooMZs1JuvovP/xWSnu0yG+zjuSG1x6tJIa5lHOqKldstX0zisYR0F6YsjFGNxbX963ZAav7T5uf95/JJ+bauK+Jc5phEnjE/n59Z4tNA0GRcmUDJbMyWb+pDSump3NOanxdhF/dddxl3PajrfFmJcWzzcvmUR56SR+u6yY3FTvSyDacr3lT3/okl5Zc8McirKSB2X7KXahwkhmVIyQwxV3I/fcVBNzc1M9juRrGtt5aEulPV2hNTz4xsds+OqFvO7lDqB/k8nEcQlO+3u77mXTMujpM7Py+d1+T6Q55npt6ZUoA5ROHc/M7DGDvmsJ17sdQQgEIsghxl03njcrTFsO2ZausHGiudM++g/0dWsa2+1iDP6VDTrmeh3TK585N80unoO1/RS7UGGkMmpSFiOFQFaM+Lto6mDW3QvXyhZBCGdEkCOMQOVQB7Jo6mDEVXK9gjBwJGURYdhyqNNXLOBkcxdt3b3kjR24yA2ke3EwZYOS6xWEgSOCHGCG0tbr77Fms6amoYOK6gbMGu5+dR8rF00bULfaQOp5hzIBJ7leQfAfEeQA4m9brzvhBfw+9s97a50qHspLClm9aT9TM5P8tuocaD2viKsgBB/JIQcQf9p6PeVuaxr8awk+Wt/mUvGwbksli2dlu51k83S93FST5HgFIcwI6QhZKRUFVADHtdaLQxlLIPDHhU1r3ArvE1+7kG99rpDWrj6e337M3lrcP4Xg6RpRBtyObj19SbxevkByvKMEb8tKZaWP5cWn/zDMEQmeCHXKYgUWr+XkUAYxmLyvpzRAXlo8158/gfTEOExx0dSeaeeThnbauvuYYO1uu3VBAc9vtxgBXTM3B6XgVEsX8dFR/OlfNSybl8eT71UTG62Ij4li2+HTLqmGVFOs/dgoBf9WmEZLRw+b9tY6rezhK1cciDSE2GGGN96WlTq68d5hjkbwRsgEWSmVA3wB+ClwR6jiGOzqG+6O+dyU8S42litKC0lPiqOzsYPvPrfL/voPF02ls9fML/520GnfGy/IZe3mSu74XCFjE+NYuv49F9vKh794HpUnW53MgnJSTTz81lnbTtvKHsH2fhA7TEEIHKHMIf8S+D5g9rVjMBmMnaOnY/afbHaxsVy7uZI+M6x586DT6/Xt3XYxdtw3J9VEZ4+ZaVkpbi0xaxrbmZiWaBdj27a7Xna27bzzpb3sq20Kej2w2GEKQuAIyQhZKbUYOKW13q6U+qyX/cqAMoDc3NygxDIYO8eBWkq2dfW6vG7W7i0v27t6McYY+LSpw2Nc2sOx/W07TzR1MntCcOuBR5Id5nB83gTBG6FKWfwbcKVS6nLACCQrpf7Q3/Rea70eWA9QXFzsvq93iAzmlt7TMZ4sJROMrhaUUcq95WVDezflJYWcbu1yuz090UhrVw/lpZMwa+wTgO5sOzNTLO8hmCVrI8kOczg+b8FCvJRHBiFJWWitf6i1ztFa5wM3AltCtQLJYG7pPR1TlJXsYoO5orSQGIPijksnO70+IzvFZd9VVxQB8OR71TxT8Qmrr53lco0j9a0sXf8e6zYf4tF3qlg2L4+8tHjuucrZtvO+JTMoykoZ0t/GH68LaZEOD2xeyu4ePT29oQ5P8JNQV1mEnMF0oXk6BiAuRrGitJCxplgS4qLJSjFyx7M76e7VdstMg4KsFCPTs1KYlrWAk82d9PRp7np5j9NaepdNy2BmdgonmzsxxUbR26f50mPvO+Vr122pZGPZPKZlJDMlI5ETTZ1kphgpykohOnrw37f+TtZJi7QgBI6QC7LW+m3g7VDGMJhbenfHVNW1cttTO5xu31dfO5Pq+g4AJ8vMoqxkZmSPsZ/DbNb87isXuohafloCB0608NXff8CtCwrc5ms7evqIjY1i9oTUAa0G7Y2BeF1IF58gBIaQC3Ik4ave1jbBlZVi5OaL8yhIT8QUE8W6G2cTHWXg0Kk2uvvMvLrrOGmJcWw7fJqsFCO9fZpPGttJiIump89Mn1nzUW0Txxo7SE+M4/F3D9PZYyYxLsqeOwZL/rixvTso+VpPk3Unm4M/WSd1zcJoRQTZT/y5hbc1hnzz388lKtpAVV0rT39Qw9LiXNZtOVszfM+VM1i/tZI9x1u5+eI8p3ri8pJC7qzYy40X5PLEtmoa27tZtbiIpLhaFIr1W6uc6pYnjU9Ea5yaRwIhXp7WwjPFRg353N6QumZhNCOC7IH+ozSDct/y7HgLn5+WwM+umcWZ9h72n2hm/dYqls8vsIux7bgfv7KX5fMLKMwY41JPvM66PNPazZafj7x1iLtf28dvlp3Pfz253Wnfpz+o4Vulk/nCQ+8EXLy6+/ooLyl0+iIpLymkpy+4ZeMDSZWEAm9tyCAVDcLQEEF2g7tR2v1XzyTVFEtt01kDn/71tgaDwqAU+0802+uMlfJeM+xpW/99zrT1uOy7eFY2P3xxT1DEKy0hjo0VNU5r922sqGHRjMwhndcX4V7X7K0NGWR1aGFoiCC7wd0o7Ucv7qFsYQHrNp+dmDPGGFy8Jrr7+igcn0RHdy8rSicRHxvl9tZfazDFGjxuc6wrNsYYGJ8S51rLbHAv6IEQr/y0BFYumjYgU/pAMJLqmkcCYkw0vIggu8HTKG1yRpJdLGy1vuVP76C6voO8tHh+ds0sTjZ3c+dLe+z73HHpZH64aCr/u+mAUw654mgdl804h7sWT+fe1z5ySgtsrKhhRWkhT2yrtueKjzW08+3PTXbyvrggb6zH5hF/8DZ5FqpytsGsTiIEDzEmGl5EkN3gaZQ2LTOZ160CFR8TZRfjrBQjS4tz2VZVb590A4uIr3nzIL+8YQ4PXDebo6fb6Oo188jblay6ooj//uOHpJpiKVtYQH5aAvExUfT09bHmhjlsP9rAtefnoDX2yb0VpYUsn1/ArOxkCjOS7J7GjuK1orSQI/WtTByX4NUUPzfVxBv7T9qPzUuL596rZhITpZzEebjL2aSuWRjNiCC7wdMozSZyuakmPqxp5JuXFJKVYhHviqONTB6fxP/74lx6zJojp1vZ8M9qaps6aers4ZPGDrZ+fIoFk8dzxexs0PCjy6fS3NFLtMHAuMRY2rr6SE8y0mfW3P+Xj13iauvu47F3q3jdIUc8LTOJsoUFmDV28Y6NVqQnxNHe04cpNhqzNlPT0OG0ysjqa2ex5s2P7WV6S4tzKXuyYsCTg45Cn5VipM8Mp1qcV0IZaAmb1DULoxURZDd4G6X19pp5addxuxNbXlo8t5cUOpWurSgtJCE2iq8vLODxfx6hpqGD13Yf5+sLJ3H3a/vs+626oohntx+xd+fZ0hXlpZPJS4u3N5SA1RMjNsrl9v1IfZtTXtsmrkt/62zb2X+VkZXP77ZXcVwzN8elEsSfyUHHyc9UU6xLCd+aG+YQG63szTJSwiYI3pElnDxgG6XNKxhHQXqiXUD21TY52WIunpXt1nLzdFs39e3drFw0jRc+PMbiWdl2Mbbtd/er+5wsM9dtqeTGC3Kprm/j+/8xlRWlk8hKsdQ2/+KGORSOT2RKRpJTnAnWemEb7sT1wIlmtznxKOthnipB3C0J5Yjj5Oc1c3NcSvjueGYnu481iTWnIPiJjJAHSH+LTU9iZuumO3SqldqmTp/lbwCppliS42OcRpmrrigiNlrxbQ+NEhnJcawoPTtCd1d5YdbuneWKrZOCtucDrWxwnPz09XdwfC1cStgEIdyQEfIAMJs14xLjKC+dxG0lltEr4DRCtT03WE2EunqdRa7/fo6WmdcX59grLuDsKLq6vt3jKDN3bAKFGYmULSzgtpJJ9koQR17ddZy7Fk93cWT7TEEar5cv4LOTx7l1lvNV2WCb/PT2/vpnJqSETRA8IyNkPzGbNVs+PsnuY02YtcXP+OsLC3h193HuvWoGd73svGxTQmwUSfEx/PJvBwGLKN5zZRE/fsU5h/zrv1vyv8YYA7ljTQMeZRoMipIpGRSMS+RUSyeZyUaXCcmlxbm8+OEnrF9W7LGKYq5ZMzM7ZUCVDY6Tn89vP+Y0UnfMITuWCkoJmyB4RgTZT2oa2qiqa3Pykrjj0sn8z+WWkecTX7uQhrZuEuOiiYlW7Ko5w3PbLbljm+Xm1Mwk/rD8Is60dxMbbeDBv35s3661JQXgLnXga5TZvyohd2wCU8sX2G07e/rMLJqR6VVkB+t45zj5mZls5LLpmdS1OluSvi4lbILgFyLIDnhrlDjV0uWyLt6aNw/y5NcuZNo5Y5zOs+XASXvZ2u7jzfbXp2Um8x/W3O/7VfUcPNXqtD0vLZ77r57Jj17cM6RRps22Ewi6Y5o7IT93vLOoSwmbIPiHCLKV/v4Vjo0SWSlGGtu73aYTGtt7OHq6ldyxFgE8crqNnl4zD3/xPI41tttrkY0xBvrMmj3HzzAze4zLZJwxxsCNF+Ryft4YpxFlbqqJtytP2WuNDQpio33XBkeaY5pYbgqCCLIdxxIux0aJyeMTuemiPJrau92mE8xmzV/2nmD6OUm0dpr5zrPOXXO2WuQbL8jlk8Z2jta3cfxMJ5dNy6AwI9FpdZFxibFkp5iIjjbYR5TuTO+NMQan5hBv7wXCzzGtP5H4BSIIwUCqLKw4lnA51vLeuvBc7n51HxpYUVrosl6eMijWbq6kpaPPLsZwth65vr2b7102FVNMFE9/UENuWgJ3PLOTmsZ2Pls4nnPGxLPq1X3c9qcdfOX3H/DG/pNOa9d5cz/z5734e0wo8fQFIvXKwmhDRshWHP0rbDW1WSlGzGZNZ4+Ztu4+nt9+zMmO8olt1dx0Ya5le1evxwoJDTz+zyMsLc5FazO3Liigoa0LwKWDrv9INpCrYodruVm4W24KwnAhI2Qr/VdPzkuLZ9m8PKKjlNVm00BjezePvHWIh7cc4pG3DtHY3k1Xr+UWO8Ho3DEHZyskkozRLJ6VzcaKGg6ebOPRd6o4fqaT+rYuUk2xfPMSS13zbSWTSDXFOo1kA7kqdriWm/WvZ4bw/gIRhGAhI2QrjiVcDW1dFOel8vU/bOfiiWP59ZfPp6Gtm18sncPP/rLf7j3x7c9N5ql/VbOitJDYaINLhYStHrmr18xj71ZRXlLIk+9V270knvv6xS7+DytKC8lMNjpNck3JSGLTigWcaB7aqtjhmo8Vy01BsCCC7IBjCde2w6dJNcVywcQ0vv6H7XahuGvxdFo6e2jv7mN2TgrZY6bySWM7P/3zR/xg0TRuu2QS6YlxmOKiOdbYzq/+XsWPLp/K8vkFPPletX3FEUuao8/F/2Ht5kounZYxU4MR1wAAD/5JREFU5EmuSHJMi7QvEEEIFiERZKXUBOAJIANLinW91nptKGLxREaykeuLXY167n3tI7tLGsC6zYfISjFyzdwc2rp76ekz88vNlXbhtdyKKx57t8olp9vW7T7v/Elju8sk1+pN+8keY6S9u8+vsrBIKyOLpC8QQQgWoRoh9wLf0Vp/qJRKArYrpd7UWn8UzIs6itT4JCNRBotZkM2w/Wh9G0fq2zDGRBEbpZhxTrJHQyBjjIHPnDuO83PHcLqth/9xSFXcc2URKaZYqk+3MjE9kU8a2rn3qhkca2znmYpjxEYr7r1qJrHR7pdwSjbG2CcPAfYdO8P1F+Sy+cApzNrShn3HpVP4wowsoqMNbt/bkfpWJ9vLh794HvljE6hpbCchNpqM5Dhyx4a3SAvCaCMkgqy1rgVqrb+3KKX2A9lA0ATZXePHDxZNo/JUK8Zoxbgko0v+d3JmosdW5ruvLOLxdw/x71MyWb/1sNNo9sev7KNsYQHjEmJpau/hgb9+bD/v/VfPxBQbRdmTFaSaYl2aQx7+4nkcP9NhH1EbYwzcfWURqzftd/JNXvPmx6SaYpk/aRyAS4pjRWmhfVHWVFMsVXVtTgK9orSQwoxESqZkiCgLQpgQ8ioLpVQ+cB7wfjCv467x49vP7GTNmwdp7e6zizGczeUePNHq4pJ21+LpxMdE8f/ePsTi2RO497WP7J7GNmzlbqfburnzZWev5B+9uIePai3+xLVNnTyxrZqyhQWsvmYmZQsLGJ8Yx/f7lcKtesXVN3nxrGwqqhs4Wt/mto537eZKrpmbA1jqqvu3fa/dXMnuY01S6ysIYURIJ/WUUonA88C3tNbNbraXAWUAubm5Q7qWp8YPsPgFu0tNtHX3oRT85svn80F1I1rDw1sO2fPDHdYccFS/rzWbraYZ3x7BtU2drNt8iNtKJvHwlkNMz/KcJnF8HmXAvlyS9hC/7RhvXsVS63uWQH7eBGEwhEyQlVIxWMT4j1rrF9zto7VeD6wHKC4u1u728Rd3jR+OeEpNtHf3ERtt4NF3XCfl4q2rdUzNTHYy/7GVt91QnENeWrzd0Q0s+V937m3aaiKflRLvNhZH32TbNVdv2s+1c7O9xg8Wq1BP26XW9yyB/LwJwmAIScpCKaWAx4D9Wus1w3FNd80SNmxevv3bosclxFI4PpHTrR3cc2WR0/ZVi4t44p+W2uLH3z3M//vSXB66aQ5lCy3lbY3t3WSPMfLNzxby2LtVPLzlEI++U8XtJYWcnzfG6VzlJYW8tvs4a26YQ1FWskuc9y2ZwWu7j9uf37V4Oo+/e5iVi6aRn5bgsRHkmvOyebrsIq4+L5ufXz/H5f3NykmRWl9BCCNCNUL+N2AZsEcptdP62o+01q8H64L9Gz8Kxyfa25Yb27sxxUTx3csmk2qKZVxSHLFRiiiDgQc27aeiuonLpo/jD8svoq27l47uPlLio1n5+Wm0dPYwN28qh0628GF1I9ecP4FpmckkGaMxxUbxxUffd8rd3vnSXv58+wJe9+JX3L8mNzfVxNzcVKf9H7hujlMpm6c63vxxDh7JmQuoaWjDJFUWghCWhKrK4l1g2JXAVuuan5bAuMQ2Nnz1Qurbutj3aQu/3loFwLJ5efzPS3tJNcVyfXEOSy/I45Kpnfx17wk+ONrg0lW3YNI4rvvNNlJNsVwzN4f3jjQQpWDJnGxOePBoqDzVwuSMJC6amOZWEN3V5Hqq0e1fb3xhvudznjs+0cWrWBCE8GFUdeqZzZrq+jY+aWznRFMnda1dxBjONm1885JJbKyo4bZLJpGRbORYYztr3jxIY3u3U2svnK1UKDonmVRTLMvm5dknCo0xBiaMTeC8CWPc5m73HG/mWxt3DtliUmwrBWFkEfKyt+HCtibepn0nKHtyO99/fg8PbTmEwWDgR5+fijHGQJIxiqXFuTz81iG+99xufrO1imXz8kg1xXLgRLPb0W5nt9ltR9+dL+0hyoBLbre8pJAXPjwWEItJsa0UhJHFqBHko/Vt7D7W5OId8eAbH9Pc2cuD181mds4YF2Fdt8VSz2vW7ldVzhwT53Fx0hPNnSwqyuT18gWsX3Y+D1w3G4MBrj0/h6wU45A9iiPN91gQBO+MGkE+2dzpsd64u89MXUsn3X0Wr+LbSiaRlWK0b1fKUq72kyuKXCoZpmemkJXi2T7Str5dR08f339uFz/7y8c8+o5l5J2XFj+ksjOxrRSEkcWoySFnJBs91uPOzknhdGs3//XkWVc3Wy1xY3s3BgVfuiiPp963dNVNzkhiWmYyE8dZqhQuyk9j9bWz7FUb/e0jj9a3uRjRr9tSyfplxUMqOwukbWWkmREJwkhk1AhyfloCM3NSXLwjVl1RxJHTbTz4xkEXwSxbWEDuWBPTspLo7dUUnZNMV4+ZvLQEuxgDREcbuGLWOczMTnFrH+kptRATpYYkeoGyrZTJQUEID0aNIBsMipIpGUxKT2RGdgqfNnZQ19rFus2VXHt+jlvBzE6JJz/NxLTMFJ+C5c0+0tOSShnJQ08tBMK2MtIWRRUCx6GDB5lXernn7VVHyB/ksVnpY3nx6T+43Xb1jV+mtq5hUMeOZCJWkH3dYvffnptqoqaxnZPNnSQbY/jPVytcBLL/8+NNHVwwcSw1DW0cONHMrQsKAEtnnzfBcnftcF4RQ9a0G730aEX+0rs8bt9/z82DPvboxns9bqutaxj0sSOZiBRkX7fY7qw2by8p5M6X9tqf37dkhv35q7uOc+9VM7jL6szmaE+Zm2rild2fsn5rlUt+2Z1geYrtsmkZvB6mK2JE2qKogjBSiUhB9nWL3X/74lnZdvEFqK7v4KEtlWwsm0dHT59Te3L/1uKj9W0u1py2/LI7wfIU2+vW2MJxxClr2glCeBCRguzrFrv/dnfubtX1HXT09DGvYJz9NXetxZ6uNTkjya1gReLtv6xpJwjhQUQKsq9bbE/bB3NL7ulc0zKT3QpWpN7+y5p2ghB6IrIxxJPdpG3E2n/7q7uOc9+SGR73H8y1Jo5zf6yv2ARBEDwRkSNkX7fY3iwsB3pLPtDbebn9FwRhsESkIIPvW+yBWFgO9VpD3V8QRiLe6pS91Tf7Ilg1zL7O+0n1ESbkTQzoNfsTsYIsCEJ4461O2Vt9sy+CVcPs67z777nZ4/ZA1U1HZA5ZEARhJKK0joy1HJVSdUB1qOMIAuOA06EOIoiE4/s7rbVe5G2HEH3ewvFvJTH5h7eYfH7ebESMII9UlFIVWuviUMcRLEb6+wsk4fi3kpj8I1AxScpCEAQhTBBBFgRBCBNEkEPP+lAHEGRG+vsLJOH4t5KY/CMgMUkOWRAEIUyQEbIgCEKYIII8TCilJiil3lJKfaSU2qeUWmF9faxS6k2lVKX1Z2qoYx0KSqkopdQOpdRr1ucTlVLvK6UOKaU2KqViQx1jqPD0Gei3z2eVUk1KqZ3Wx4+HKbajSqk91mtWuNmulFLrrP+Ou5VSc4MczxSHv8FOpVSzUupb/fYJ+t9KKfW4UuqUUmqvw2t+/Z9VSt1i3adSKXWLXxfUWstjGB5AFjDX+nsScBCYDjwA/MD6+g+A1aGOdYjv8w7gKeA16/NngButv/8a+EaoYwy3z0C/fT5r+9sNc2xHgXFetl8O/AVQwDzg/WGMLQo4AeQN998KWAjMBfY6vObz/ywwFqiy/ky1/p7q63oyQh4mtNa1WusPrb+3APuBbOAqYIN1tw3AktBEOHSUUjnAF4BHrc8VUAI8Z90lot/fUPHyGYgErgKe0BbeA8YopbKG6dqlwGGt9bA3hmmttwL9DS78+T/7H8CbWusGrXUj8CbgszlEBDkEKKXygfOA94EMrXWtddMJICNEYQWCX8L/b+/+QqQqwziOf3+BRFloZhGlsBh2k5QXtpQZeKORiBAa9ofMDELEi4QSpYtuCyEIrKuCLgoD01IqK/svRhhKq0ZBRkFuprBQZiWUPV2879hh3D8zu7PnnN39fWDYmfO+M+eZs+/7zDnvnHkPG4HGZNBXAr9GxD/58XHGTgIaVU1toNltknok7ZF0Y0khBfC+pIOSHu2n/Drgp8LjMv+X9wLbBiirYlu10meHtb08uVDJJF0G7AAei4jTaScyiYiQNCZPe5G0FDgVEQclLaw6njprbgNNxYdIh+ZnJC0B3gRmlxDWgojolXQ1sFfSt3nvsFL5O4dlwOZ+iqvaVud1us96D7lEkiaROuKrEbEzLz7ZOPTLf09VFd8I3Q4sk/Qj8BppqOI50qFt44N/BtBbTXj1MEAbOC8iTkfEmXz/HWCSpOnN9TotInrz31PAG0B3U5VeYGbhcVn/y7uAQxFxsrmgqm1Fa312WNvLCbkkeTz1JeCbiHi2ULQbaHwD+xCwq+zYOiEiNkfEjIjoIh1ifhQRDwAfAytytTH7/jphkDZQrHNNroekblIf7RvluCZLurxxH1gMHG2qthtYlc+2uBX4rXDYPpruY4Dhiiq2VdZKn30PWCzpinwWxuK8bHBlfVM60W/AAtI43WHgq3xbQhpn/RD4DvgAmFZ1rB14rwv5/yyLWcAB4BiwHbi46vhq2AbWAmtznfXA10AP8AUwv4S4ZuX19eR1P5mXF+MS8DzwPXAEmFdCXJNJCXZKYVmp24r0YXAC+Js0DvzIQH0WmAe8WHjumtzujwEPt7I+/1LPzKwmPGRhZlYTTshmZjXhhGxmVhNOyGZmNeGEbGZWE07IZjYoSVMlrcv3r5X0+lDPseFxQq5IsZEPUqdL0v0tvFZXcXrAfspXS9o6QNnnza+RpzV8a6j12oQxFVgHEBE/R8SKIerbMDkhV+d8Ix9EFzBkQh6JiJg/mq9v48LTwPV5zuHthQ/u1ZJ2Sfokz/n7VMVxjnlOyNUpNvIt+XY0TxK+slDnjlxnQ96L3SfpUL61k0xn9tdxJJ3p5JuycWkTafrLucATTWXdwHLgJuAeSfPKDm488Wxv1dkEzImIuZKWk34SejMwHfhS0me5zuMRsRRA0qXAoog4K2k26WedrXaAbmAO8Gd+/bcj4oIrQ5i1aW9E9AFI2kn6ebjb1TA5IdfDAmBbRJwjzST1KXAL0Dw14yRgq6S5wDnghjbW4Y5jo6F57gXPxTACTshjywbgJGlP+iLgbBvPdcex4fqddMmp/iySNA34i3TljDWlRTUOeQy5OsVGvg9YqXSB0KtI1/E6wIUdYQpwIiL+BR4kXWusVYvyxRkvIXWc/SN9AzYx5COr/fnLvC1NxQdI8zsfBnZ4GGxkvIdckYjok9Ro5HtIDbqHtOe6MSJ+kdQHnJPUA7wMvADskLQKeBf4o41VNjrODOAVdxxrR0QMdLbP8YiYsNdJ7DRPv2lmwyJpNWle5PVVxzJeOCGbmdWEhyzGEUl3As80Lf4hIu6uIh4za4/3kM3MasJnWZiZ1YQTsplZTTghm5nVhBOymVlNOCGbmdXEfzHrDxm5xc+wAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *From all the above graphs, it can be clearly seen that there is a linear relationship between `total_bill` and `tip` i.e higher the billing amount, higher is the tip amount and vice versa.*" ], "metadata": { "id": "9SPzALc650sF" } }, { "cell_type": "markdown", "source": [ "### **Is the relationship between `total_bill` and `tip` valid with respect to the gender of the bill payer, smoking status, days and time at which the customer has visited the restaurant and also the group size?**" ], "metadata": { "id": "BlSoYb247DkZ" } }, { "cell_type": "markdown", "source": [ "**`sex`**" ], "metadata": { "id": "-z34CJSfOqgf" } }, { "cell_type": "code", "source": [ "sns.lmplot(data = tips, x = 'total_bill', y = 'tip', hue='sex')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 387 }, "id": "2S4nOmboD1D3", "outputId": "ef5e3d33-0ef7-46e5-f306-e5df5838e9f3" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 24 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *The relationship between `total_bill` and `tip` is linear with respect to both the genders.*\n", "- *There are some far away points where both the billing amount and tip amount are high and the bill payer is a male.*" ], "metadata": { "id": "wjpPh_skGHoT" } }, { "cell_type": "markdown", "source": [ "**`smoker`**" ], "metadata": { "id": "V4oI3DlTDOtJ" } }, { "cell_type": "code", "source": [ "sns.lmplot(data = tips, x = 'total_bill', y = 'tip', col = 'smoker')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 387 }, "id": "uOrH6gHwD1Ks", "outputId": "bd2b049c-2a40-4840-8cde-eec671600dca" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 25 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "sns.lmplot(data=tips, x='total_bill', y='tip', hue='sex', col='smoker', ci=False)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 387 }, "id": "hrcDNDgGHCTK", "outputId": "afac02c3-929a-43d3-de43-21f2204125f4" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 26 }, { "output_type": "display_data", "data": { "image/png": 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125bu87Jzf11czysivadAQkT6p2AzvPArV5WpZS7Ex74G5/6wfXlWEemeBJU3HpebQWVtAxn+tkuS+kCQsbn6HIskOw1tEpH+p+Id+O/z4OmbXRAxbBJ8sQjm/0xBhEhPJaja21VnTSIQtNQ1NWOtewwELVedNSmu5xWR3lNGQkT6j2AzvHAHPPtzCDahLIRIDCWo2tvc6SO5CTdXYuf+OsaqapNIv6FAQkT6h8pNbi7E7jfc89xjXUWmCXMS2y6RgSRB1d7mTh+pwEGkH1IgISLJLdjs7pCuvTWchQA+ejWctwz8QxLbNhERkUFMgYSIJK/KTfDw12H36+557kRY/BuYeHpCmyUiIiIKJEQkGQWbYf2dsPZnykKIiIgkKQUSIpJcqt6Ff16tLISIiEiSUyAhIskh2Awv3gXP/AyCjW7bqVfB+T9SFkJERCQJKZAQkcSrKnUVmXZtcM9zJrjVqY89M7HtEhERkS4pkBCRxAkF4cX/gqdvactCnPIVOP9GSM1MZMtERETkKBISSBhjcoD/BgoAC3zJWvtiItoi0m+UrgkvFLXN3bHvg4Wi4uqwLMT4cBbirMS2S0RERLolURmJFcBqa+0SY4wf0JK0IkdSugaKrgWPH9JyobbCPWd5/wsmOstCzP4yzLtJWQgREZF+pM8DCWNMNnAWcCWAtbYJaOrrdojEVayzB+tXuCDCH465/RnuU7N+Rf8KJPa859aF2PmKe54zHi75L5h0dmLbJSIiIlHzJOCcxwJVwB+NMW8YY/7bGHNYSRZjzFeNMRuMMRuqqqr6vpUiPdWSPaitaJ89KF3T89es3ga+9PbbfOlQvb13be0roSCsvwvuPqMtiJj9Zfjaiwoi4kx9qYiIxEsiAokUYBbwW2vtScAh4PqOB1lr77XWzrbWzs7Ly+vrNspAVLoG7lsEdxS6x95c2B9JZPbAGPfo8bvtPZUzAQL17bcF6t0d/WS35z34w3x44gZoboDs8fD5lbDolxrK1AfUl4qISLwkIpDYCey01r4cfv4ALrAQiZ94ZAm6Eo/swZylEGqCpjqw1j2Gmtz2ZNVpFuJL8PX1ykKIiIgMAH0eSFhry4Edxphp4U3nAe/0dTtkkIlHlqAr8cgeTJ0HC5ZD1ihoqHaPC5J4ovWe9+GPCzpkIR6BRb+C1KxEt05ERERiIFFVm64B/hKu2LQF+GKC2iGDRfU2l4mIFK85BnOWumxHU/gcgfrYZA+mzkvewKFFKAgv/Rae/okLIABO/iJc8BMFECIiIgNMQgIJa+2bwOxEnFsGqZwJbjiTP6LScLzmGEydBywPV23a7s7R39d86I69H7iKTDtecs+zx8Eld8Fx5yS2XSIiIhIXWtlaBod4ZQm60h+yB7ESCsHLd8NTN0FzeEjXyVfCvJ9A2tCENk1ERCRZhauW/gMYC3iBnwDvA78EMoE9uOUS6oBXgEuste8aY/4GPG2t/V0i2h1JgYQMDoM1SxBvez+AR74B28ML0w8dC4vvguPOTWy7RKRnYr0GjogcyXxgt7X2Imhda60IWGytrTLGfBK4xVr7JWPMfwD3GWNWALnJEESAAgkZTAZTliDeQiF45R548sdtWYhZn4cLblEWQqS/aqlu5/G3r25HEhd2EOnfioHbjTE/Bx4F9gMFwBpjDLgsRRmAtXaNMebjwK+BExLT3MMpkBBJhP5812/vB/DIf8D29e750GPgkjth8vmJbZeI9E5kdTtwj03h7f2lfxLpR6y1pcaYWcBC4GbgaWCjtfa0jscaYzzADNwwp1zccgoJl4h1JEQGt75c0yKWQiF46W747eltQcRJn4Ovv6ggQmQgiMcaOCLSJWPMGKDOWvtn4Dbgo0CeMea08H6fMWZm+PBvA5uAfwP+aIzxJaLNHXUrIxGOls4ALPCCtfb1uLZKZCDrj3f99m1xWYhtL7jnQ4+Bi++EKQogRAaMvqxuJyIAhcBtxpgQEAC+BjQDd4bnS6QAdxhjmoF/B0611tYaY9YBNwA/SlC7Wx01kDDGLAM+DjwU3vRHY8z91tqb49oykYGqL9e06K1QCF79HTx5IwTq3LaTPgcX3gJp2QltmojEWF9XtxMZ5Ky1jwOPd7LrrE62zYj4ue/ErVFR6k5G4jPACdbaBgBjzK3Am7ixXCISrf5y12/fh+EsxPPuedYYNxdiSpJmTUSkd1TdTkSi1J1AYjeQBoSXqSUV2BW3FokMdMl+1y8Ugg2/hzU/gsAht+3Ez7osRHpOYtsmIvGl6nYiEoXuBBI1wEZjzBrcHIl5wCvGmDsBrLXfjGP7RAaeZL7rt3+ry0Jsfc49z8p3cyGmXpDQZomIiEjy6U4g8c/wfy3WxqcpIoNIst316zQL8Rm48KfKQoiIiEinjhpIWGv/1BcNEZEE6TQLsQKmXpjQZomIiEhy6zKQMMb8w1r7CWNMMW5IUzvW2o/EtWUiEl+hELz2B3hiWVsW4oR/g/k/hfTcI/+siIiIDHpHyki0zPzcBHw3YrsBfhG3FolI/O3fBiv/Az5c555njnZZiGnzE9suERGRQcwYEwSKIzZdaq3dGqdzbQVmW2v39PQ1ugwkrLVl4X9OttZu63Di6T09oYgkkLWw4Q+wZhk0HXTbTvg0zP+ZshAiIiKJV2+tPTHRjeiuIw1t+hrwdWCSMebtiF1ZwAvxbpiIxM6dT5by2POvsCz0W073lLiNmaPh4jtg2oLENk5ERKQfmnj9Y/Nxo3aOBT4Ebtt660WrY30eY8zJwC+BTGAPcKW1tswYsxZ4AzgTGAJ8Hvg+bsXsv1trbwj//MPAONxyDiustfd2co7PAt8E/MDLwNettcGjte1IQ5v+ChQBPwOuj9hea63dd7QXFpH21m6u5J51W9ixv45xuRlcddYk5k4fGffz3rnmXSqfvYcHvX8h0+OWg/ln8AwqZ97IVdNOifv5RY6qdE24HPI2t2BjspRDlujpbymDRDiI+DXQCOwD8oFfT7z+sW/0MphIN8a8Gf73h8AngLuAxdbaKmPMJ4FbgC+Fj2my1s42xiwFHgFODrfnA2PMr6y1e4EvWWv3GWPSgVeNMQ+GtwNgjJkBfBI43VobMMb8Brcg9f8crbFHGtpUg1tD4tNRvX0ROczazZUsW7kRn9eQk+6jsraBZSs3chPEN5io3s4pL3yZ01LccMsqm8OPQl9hTWgW6S/v4yolIyTRSte4BRo9fkjLdau+F10LLNcFaH+jv6UMLt/FBRF14ed1Edt7E0i0G9pkjCkACoA1xhgAL1AWcfzK8GMxsLFlaoIxZgsuC7EX+KYx5rLwceOAKeHtLc7DBSCvhs+RDlR2p7HdWUdCRHrpnnVb8HkNZ9g3ufzAg4wKVVBmRvL4E59k7vRrYn9Ca+G1++CJH3IatQCsDJ3JT+2V1JCJx4Q41HTUjKVI/K1f4S48/RnuuT/Drfq+foUuPvsb/S2lrxzaAxv/CSUPwmX3QO6ERLTiWNyd/0h14e2xZHABwmld7G8MP4Yi/t3yPMUYMxc4HzjNWlsXHg6V1sk5/mSt/X60jVMgIdIHduyv41zvW1xddzcBUqglk+F2P5/bdxeUTo/tl2z1Dlh5DWx5BoA9ZPOD5n9nnTm19ZCQhSF+b+zOKdJT1dvc3etIvnS36rv0L/pbSjw1HIDNj0HJA/DBM9AyfL/kQTjzO4lo0Ye44Ux1Edsywttj6V0gzxhzmrX2RWOMD5hqrd3YzZ/PBvaHg4jpwMc6OeYp4JHwUKhKY8wwIKtjsaXOKJCQ5NDdcbUJGn/b2/kN43IzuKziQQKk0GjcjYB6m8oQr2l/t643789aeP1P8PgN0OSyEBR+gocyvsKTz+3BY0JgLYGQ2zUq08vazZWcND6X96sOcvKEBFVt6k9jqvtTW/uLnAluCEzLXWyAQD3kjE9cmyQqLf3jtQeGMqp2H9lDs8lKC19eJOvfUp/lhM3bi0qgAd57wgUPpY9Dc0PbvtShMONimHhGolp3G26OBLhgIgNIDW+PGWttkzFmCXCnMSYbd+1+B9DdQGI1cLUxZhMuKHmpk3O8Y4y5AXjCGOMBAsA3gKMGEsbaw9aaSzqzZ8+2GzZsSHQzJF4ix9X60t0XT6gJFnQYV9vd42Iscn5Dus9LfSBIIGi56ZKZ3e50126uZOrfT6eWTDweDyFrscAxQ9PI4iB86+3evb8OWQiGjIRFv4IZiwBXtenudVuoawriMTB8iI+sNB/V9c0EgiH8Xg9P/+dcsjN8vfhN9UCC/qY9kjxtNT39waTsS5Pn9yo9ENk/nm7f4OpDv6WJFIZn55DlDSTn31L/z8Xkey1ugs3w4VoofhA2PwqNB9r2eVNh6oVQ+HGYcgH4Oo7QiUqP+9IWfVW1KZkpIyGJ191xtQkaf9syvyHD7z4uGf4U6pqauWfdlm53uHOnj2R/3iRCe3dxMOTHn+IhLzOVLE8TZIXv1vXk/XWahfg4LPgFZAxrPeyb50/lxS37qKxtIMOfQkMgyO7q+tZ5EpmpKWzcXcOcySOi/v30Sn8aU92f2tqfTJ0HLA/fHd7u7l4PwrvD/VVk//gGp3APhkvrHyCjtpKscVOT82+pz3JMvtdiylrY8QoU3w/vPAyHqtr2GS8cdw4ULIHpF0Ha0L5vXxfCQcOgChw6UiAhidfdcbUJGn+7Y38dOent79Sn+7zs3F/XxU90Lvf8a8ktuhY83vZ3weaEF5GP9v3V7ISV34QPnnLPh+TBojtasxCdvY+hqSmU1zRQdbBtPla6z8uT3zmb0dm9urPTM/1pTHV/amt/M3XeoLmAG2g69o+vp87mNf/J1NQHeO7KcxPYsiPQZzlm32u9Yi1UlEDxA1DyENR0+P2P+xgULoGZl8GQPr7JJd2mQEISr7tjpBM0lnpcbkbrnfwW9YEgY3MzjvBTnTjandfuvj9r4Y3/hcd/0JbyLbgCFtwGQ4Z3efpMfwqllQdpDrnhjH6vh+GZPiYOz0xMEAH9a3x8f2qrSB+JWf/Yl/RZTuzfbd8WN2yp5AGo2tx+3+hCl3kouAJyxsW/LdJrnkQ3QIQ5S92d+aY6d5HcVNf+Tn20x8XYVWdNIhC01DU1Y617DAQtV501KfoXmzoPrnzUzYm48tH2d2G78/5qdsFflrj5EI0HXBbiE/8LS/7QZRCxq7qer/zPBjZX1LYGEXmZfo7JTcPn9fbsfcRKgv6mPdKf2irSR2LaP/YVfZb7/u92oAxe/DXcew7ceRI8c3NbEDFsEpx1HXzjFbj6eTjjWwoi+hFNtpbk0FpB4yhjpLt7XIy1VLfYub+OsfGsbtHV+7MW3vgzPP7/2rIQMy+Hhcu7DCACwRC/f/5DVjz5HvUBNxdiZv5QfF4Pew81xvd9RCNBf9MeSY62DqzJ1tLv9Vn/GEvJ8VlOqLj/3er3wzsr3byHrc8DEdebWfnuO6xwCYw5CUyv5z33REJOOtAokBBJdjW74F9L4f017nnGCFj0Szh+cZc/8vKWvdzwcAnvVR4EIC8rlR8uOp6LP5KPSUyHLbGjQEJEklPTIXi3yK3t8N4aCAXa9qXnwoxLXPAw4XQ3XzCx9GUYA5ojIZKsrIU3/wqrvw+NNW7bzMvCWYjOJ57tPdjIz4o288BrOwHwGPj8aRP5zgVTGZrWx6VdRUQk9pJtDYzmJvjgaTfnYfMqCBxq2+cbAtMXunkPx50LKf7EtbOfMMZY4C/W2s+Gn6cAZcDL1trOq6m44+YC1x7pmHhQICGDV7J1xpEO7HZZiPeecM8zRsBFt8PMSzs9PBSy/H3DDm4t2kxNvbsDdMLYbG65rJCCY7L7qtUiIhJPkWtgpOW6SeNF1wLxWQOjIRAkzddJ5iAUhG3rXfDwziNuGFMLjw+mzHMTpqctAP+QmLdrgDsEFBhj0q219cA8YFeC29QlBRIyOPVxZ9xtPchCvLP7ADc8XMzr26sBGJqWwnXzp/PpU8fj9Rw5c9svVjYVERGnD9bA2HuwkSfeqaCopJw3t+/nlR+c74IJa2H3667i0saHoLYs4qcMHHumyzwcf4kbxjQY3Jh92IJ03FgTi3UlVgEXAQ8Anwb+BpwJYIw5FVgBpAH1wBette9G/rAxZghwF1AA+IAbrbWPxKBdh1EgIVjiaMYAACAASURBVINTMi5IdFgWYjhc9MsusxAHG5v51ZpS7lu/lWC4GtNlJx3D/1s4g7ys1KOeLnJl05x0H5W1DSxbuZGbQMGEiEgyitMaGJW1DTy+sYKi4jJe/nBf63cKwIYNL3FG/VqXfdi3pf0PjpnlFkGdeRkMze9VG/odF0T8GmgE9gH5wK+5MfsbMQgm/g9YZox5FPgI8AfCgQSwGTjTWttsjDkf+ClwRYef/wHwtLX2S8aYHOAVY8yT1tpDxJgCCRmckmlBImvhrb/B6uuhIZyFOH4xLLwdMvM6OdxSVFLOTf96h/IDDQAclzeEmy8t5LTjul5HoqOkW9lURESOLIZrYJTXNFBUUkZRcTmvbttHZO2dyf79XDPybc5pXsfQxze1/8G86eG1Hi6H4cf18I0MCN/FBREtq/jVRWzvVSBhrX3bGDMRl41Y1WF3NvAnY8wUXCmsziZAXgBcYoy5Nvw8DRgPbOrk2F5RICGDU7IsSHSgDB79NpQWuecZw90wpoLLOz18295DLHtkI8+WVgGQ5vNwzblT+MqZk/CnRLcsTFKsbCoiIt03Z6kbhtuEu/kVqI9qDYyd++tYXVLOquKy1uGwLcan1fHN0SWc1/wcuXtegz0RO7PHQ+EVLoAYNTNR5VqTzbG4TESkuvD2WFgJLAfmApF3CX8CPGOtvSwcbKzt5GcNcEXHIU/xoEBCBqdedsa9Zi28/Xcouq4tCzHjEjeUqZMsRGNzkHue3cKvn3mfxuYQAOdOH8mPL5nJuGE9W4m0X65IKyIymE2dByyPag2MrXsOUVRSTlFJGW/vrGm3b0xagG8e8y7zQs8zrPwFTHmwbWfGCDdkqfDjMO5UBQ+H+xA3nCny7ltGeHss/AGottYWhysytcimbfL1lV387OPANcaYa6y11hhzkrX2jRi1qx0FEjI49aAzjpmOWYj0YbDwNlfhIrKjDleVeqEihR8e+jhbmnIAyM9O48ZLZnLB8aN6tSbEVWdNYtnKjdQ1NZPu81IfCCb/irQiIoPd1HlH/a76oOogRcVlrCou552yA+325WfAN8Z9yIX2OUbsXovZ1dC2M3UoTF/k1no49mzw6jLxCG7DzZEAF0xkAKnh7b1mrd0J3NnJrl/ghjbdADzWxY//BLgDeNsY48EFN3EpC6sF6UT6SqdZiIvDWYgOcxJK11D56I+5uXYRK+sLAUghyJcLfXxzyTyGpMamc++XK9KKFqQTkXastZRWHGRVcRmrS8p5t6K23f7RmSl8bfxOFvACebvWYBojggtvKky90GUeplwAvrQ+bn3C9D7FEr+qTf2GQk2RvlBb7rIQ74bnTHWVhQCCIcufH3uK5VXfpta6Dv2U1B3cnP0vpgUMpC6IWbPmTh+pwEFEpB+y1rJx94HWCdNb9rQvyJM/NJV/P3YPi8zzjNyxGrOlqm2n8cJx57g5D9MvgrShfdz6AcIFDYMqcOhIgYRIPFkLxffDqu9CQ3hi2/RFsOhXh2chgLd2VHPDwyUUV7gqb7meOr4/7FmWZBbjwUJ19WE/IyIig4O1lrd31rAqHDxs39e+OMbYnDS+MPkQF5sXGLX9Mcy7O9q/wPjT3A2smZd1uTaRSDQUSIjES21FOAsRHsKYnhuuyHR4FqKmPsDyx9/lzy9vay3B96mM1/jeiBfI9YbHrzYloKqUiIgkVChkeWNHNUXFZRSVlLOrur7d/onDM/i3KUEu8b7IqO2PYko2t3+B0YXhcq1XQM64Pmy5DAYKJETCk5qp3ubKwvZ20nVnWYhpF7ksRNaoDodaHnlzNzc/tok9BxsBmD46i1tOrufk1x+EoB88CagqJSIiCRMMWTZs3ddabaniQGO7/ZNHZvLxqSks9r3sgoc3X2v/AsMmueChcAnkTevDlstgo0BCkl+sL/Q7vnbRtW6V67Rcl0UouhZY3rNz1FbAY9+BzY+652k5LgtRuOSwLMT7lQf54cMlvLhlLwBD/F6+PW8qV86ZSIrXA6M8iakqJSIx1VLUYMf+OsYNtKIG8eyfB5nmYIhXPtzHqpIyVpdUtN5cajF9dBaXTh/CZakbGLX9UdjwHG49srCsfJh5uVvvYcwslWuVPqGqTZLcIi/0I9d7WNDDC/2O7lt0+MJ0TXUuc3Dlo91/HWuh5EFYdS3U73fbpi0MZyFGtzu0vinIfz3zHveu20Ig6D5/CwpGs+zi48nPTu/tO5KBT1Wb+pG1mytZtnIjPq9pV2b5pktm9v9gIt798yAQCIZY/8FeiorLeOKdCvYdamq3v+CYoVw8I4dLM95m1LZH4b01EAq0HZCWAzMvddmHCXPA4+3jd9CvKdKKAWUkJLmtX+G+pFou9P0ZbhG59Sti80VVvc1lIiL50l0WoLsOVrq5EJFZiAW/gI984rA7Qs9srmTZyhJ27HNjXMcNS+emxQWcM62fX1CISKfuWbcFn9e0LvyY4U+hrqmZe9Zt6f+BRLz75wGqsTnI8+/tYVVxOU9uqqCmPtBu/0njc7jo+OEsznqXvK1/gpdXQSCiIpMvw1VaKlgCx50LKf4+fgcibRRISHKLxYX+keRMODwjEejmpObOshBTF8DFdxyWhdhdXc81f3uD17a54wyw6CP53PbxE0jz6Q6SyEC1Y38dOem+dtvSfV527q/r4ie6L+FDpuLdPw8gDYEgz5ZWUVRcxlObKqltbG7dZwycPD6XBQWjuCTnQ/K2/gNefqTtewXA44Mp89yE6WkLwD8kAe9C5HAKJCS59eZCvzvmLHWp+Sbap+aPNqn5YKWbC7HpX+55WnY4C/HJdlmIQDDEH1/4kNufKKWxOQS4uRDDhvh5a2cNL32wt//flRSRLo3LzaCytqE1IwFQHwgyNjfjCD91dJFDpnLSfVTWNrBs5UZugr7rU+LdP/dzdU3NPLO5ilUlZTyzuZK6pmDrPo+BU48dxsKC0Vw0ooLhH/4LXnkQassiXsHAxDPcHLsZl0DGsL5/EyJHoUBCkltPL/S7a+o8YHl0k5pLHoLH/hPq94VfYz4sugOG5rc7bMPWfdzwcAmby90Ko15jGJOTRna6D2PMwBneICJduuqsSSxbuZG6puZ2cySuOmtSr143KYZMxbt/7odqGwI8vbmSouJy1pZW0hAIte7zegynTRrOwsJ8Fow+QO6WlbDhfti3pf2LjJnlVpmeedlh3ysiyUaBhCS3nlzo9+Qc3Xm9g1Ww6j/hnUfc87RsmP9zOOFT7bIQ+w41cWvRJv6xYSfgdmX4vYzPzXDVmMJiNbxBRJLX3OkjuQl34b9zfx1jYzQEKZ5DprqtL/rnfqCmLsCTmyooKilj3Xt7aGpuCx58XsPpk0ewoGA0F44NkrNlJbxxP5QXt3+REdNc5qHgChh+XB+/A5GeUyAhvRfD8n+dj/nt5oV+PJU85OZC1LlSrUy5EC5e0e5uUShkuf+1HdxatJn9dW7yXOEx2dxyWQE/W7WZytqGdoFELIY3iEjymzt9ZMyzBJ0NmSqoe4XPhh6BO5b2XSnW7t6IGWD2H2pizTsVPFZcxgvv76E51FYB05/i4awpeSwoGM28iSkM3fIoFC+Dx15s/yLZ46Hgchc8jC5UuVbplxRISO/EcB2GpBjz29GhPW4uREsWIjUbFhyehdhUdoAfPlzChvBk6qy0FL574TQ+89EJeD0mbsMbRGRw6tinFNS9wjWN95CTmRmbNXHkMFW1jTzxTjlFxeW8uGUvwYjgIc3n4ZxpI5lfMJpzj00na+sTUHwrPPo02La5EWSMcEOWCpfA2FPB4+nkTCL9R8LWkTDGeIENwC5r7aIjHava50ms4zoMDTVQWw42BONOjeqO2KfvfemwO2x1Tc2MzErjb1/9WDxaDxyh8snGh91ciLo97sAxs8CTAgfLW+/2HZpwDnc8WcofXtja+qWy+MQx/OCiGYzMSuv0PLEc3pAwWoQqkbSORIREVC7q8TlL18BTN8Ke99xfcdhkOP/HR/7sHOGzFtmn/DZ4I5M9FaSFDkKwCbx+8A+FEcd1f02cvvpc96P+o+JAA6tLyllVXMarW/cRETuQ4fdy7vSRLCzMZ+5xWWRsfRpKHoDSx6G5oe1AfxbMuNgFD8eeDV7dw00SSgHFQCIDie8As4GhCiT6sTsK3d0vY1wQcWAXYFwgkXtsVIsTnfHzp8kJT0RuYa2lpj7Ac987Ny7N72yxqIzman4/4u+M3LHKHZSaDSd91q0T4U0FXzq2qZ7H66bw48BnKAuX956UN4SfLC7g9Mkj4tLWpKFFqBJNgURYIhZ76/E5S9fAI9+A+r2Ax/WZNgjpw2Dxbzr/7ETzWfvFcdB4ADDh17aAdf3Xde8f/Y311ee6H/Qfu6vrKSopp6i4rDXL3CIrNYXzZrjg4azJuaTteN6VAd/0r/DvP8ybClMvdMHDlAvce5Vko0AiBhISFhtjxgIXAbcA30lEGyRGIsv/Haqi9XOZkhr14kSJGPPbsfLJ+fZlrm74Nbk7atwBk+fBJXfCQ191Xwz+DLYHsvnR/iU8U+8mxKWmePiPcybz1bMnkZoyCNaE0CJUkiQSUbmox+dcv8JdaBpv23CWENBY2/VnJ5rPWijgggdvuA8yBoLN7iK9O/rqc52k/cf2vXUUlZRRVFLOmzuq2+3LTvdx/oxRXPSR0Zx+3HBSy16Dktth1T/D33thxguT5rqKS9MvgrShffoeRBIhUfm1O4DrgKyuDjDGfBX4KsD48apJnbQiy/81N+LuhgGZ4S/UKBYnSsSY35bKJ0NDNVx16G7OaloHwEEyyFx8G5z4GfeFXL2NxtQR/K76VO6qPo1G66qlzPW/y01Lr2b88EE0aVqLUPUrA7kvTUTloh6fs3obhJrd8MgWxrhtXX12ovmseVOBOgiFwHhcVrh1ezf01ec6ifqPLVUHXeahpIySXQfa7Rs2xM+FM0cxvyCfOZOG4duzCUp+C0UPQk2Hto77mMs8HH8pZOb14TsQSbw+DySMMYuASmvta8aYuV0dZ629F7gXXDq+j5on0Yos/1ezDfC4Skap4TsxUSxO1LFM4mdDj5CTmcmQzHC8GYc7V+NyM5i272m+1Xg3OdZlIV7xzuJPI77Dr0+6uPW49b7TuGHX6WxpdsOWRntr+VH2Kubn7cMMH2RJNS1C1a8M5L40Xou9xeWcORNcCWkbvtAHl0HwpHT92Ynms5Y3za1H0FDTNkciLRuGdbOgQ199rhPcf7xXUcuqYhc8tKzx02JEZirzC0axoCCfjx47jJSabVByH6x5EKo2tX+h0YVQsMRVXVLfJ4NYIjISpwOXGGMWAmnAUGPMn621n01AWyQWWsr/tYx9NSnuC7IHixO1K5N4x9L43rk6tJc7Uu5kVMNj7qnJ4DepX+Zf5lxuOqcAcFU6frpqE//csRgALyG+OHQD3xryJJkchNOXx6Yt/YkWoZIkkYhqaD0+55ylbXMkgrZtjkRadtefnWg+ay3HZo3p2eeyrz7Xfdx/WGvZVFbbOmzp/cqD7faPHprG/ILRLCgYzeyJw/AeqoCSf8AzD8Cu19q/WO6xbthS4RIXuIlI4iZbA4QzEtdqsvUA0lqNIwaLE3WsCAXQVAdZo7pfhaQr76x0ZV3D41vfTJ3NT7gK//DxXHXWJM6cmsdfX97GLx5/l9qGZgBOHmm4OeP/mNHw5qBdeKlVLP/OEi1Nto6QiGpoPT5nr6o2deOz1tvPZV99ruN8HmstJbsOsKqkjKLiMrbubT/s7JicdBYWjmZBYT4njs3B01jtvhNKHoAPnwMirosyR7usQ+ESV7lPaz0MJPpjxoACCYmdWJf0i0d1j7p9VPzfNYza7gKROpPB9lNuYPqCr7d+QRTvrOGGh4t5a6cb6pST4eP7C6bz8ZPH4fGo35GEUyAx0PWj8qjJIhSyvLmzmqJil3nYub++3f4JwzOYXzCaiwrzKTwmGxOoh9IiKH4A3lvjJqu3SMuB4xe74GHC6eAZBEU0Bid9ocdAQosZW2vXAmsT2QaJkRguTNcqcv5FLO5cbXqUpkeWMqrBrQvxmm8Wt/m/zu6SEdw0qYpZE3O5/fF3+d+XtrXWCv/E7LFcv2AGw4b4e3ZOEZFoxKMvHaBCIctr2/ezqriM1SXllNU0tNs/KW8ICwvyWViYz4z8LEwwAFuegYfuh82rIHCo7WBfBkxb6IKH486DFPX5It2hVVGka9HcFYtXSb+W+Re9UbcPiq6D4vvxA4dI5w9DvsITqReAMaQ0Brhl1Saq6wNU1Ta6047K5JbLCjll4rDenVtEJBpJWh41WTQHQ7yydR+rS8pZXVJOZbjPbjFtVBYLCkezoCCfqaMyMdbC9vXw6P3wziNQH7EuhMcHk893wcO0BeAf0vWJlSUS6ZQCCelctHfFkqikXzubH4N/fQsOVQLwiucEfpu1lD0powBoDASpONDIoaYg4FYq/db5U/ji6cfi83oS1mwRGaSStS9NoEAwxIsf7KWopIwnNlaw91D7tTFmjhnKgoLRzC/IZ/LITFfsY/cb8MSDUPIQ1O6OONrAxDNc8DDjEsjoxs0iZYlEuqRAQjoX7V2xZCsJGpGFAMCfxbsnfI9/f3UKh6qCpHpr8aV4OFDf3Dqt7sKZo1h28UyOydEKpCKSIMnWlyZIU3OIF97fw6riMp54p4Ka+kC7/SeMzWZhYT4LCvLb1vGpKnXVloofgH0ftH/BMbNc8DDzMhg6JrrGKEsk0iUFEtK5aO+KJVNJ0M2r4NFvwcEK9zwljeqsyfzurUYy/CkcagpSFwhBwC3Y5PUYrjlnMt+aN7Xv2yoiEimZ+tI+1hAIsq60itUl5azZVNFaMa/FrPE5LCzMZ37B6LZ1O2p2wgu/c8FD+dvtX3DENFeuteByGH5czxumLJFIlxRISOeivSsW64nRPVG3D1ZfD2//PbzBwJA8yBzNwT17+Fzw77waGksw1Lagut9ruOvTJ3FhQX7ftVNEpCvJ0Jf2ofqmIGvfrWRVSTlPb6poHWYKrpDeqROHtQ5bGp2d5nYc2guv/hWKH3TzHyJlj4OCK1z2YVRBbMq15kzo3WJ/IgOYAgnpXE/uih1tYnQ8J6u9uxr+tRQOlrvnaTnuDlJ6Ns3W8KfGufy5+VzqSQVgiN9LfnYajc0hBREiklxiUWQiiR1sbObpzZWsLinjmc1V1Afaggevx/CxScOYX5DPhTNHMTIrHDw01sJbD7vhqh884xbza5Exwg1ZKlwCY08FT4znt008E7a/CBgwXmhudBnvWV+I7XlE+iEFEtK5Tu6KvTX+C9y6Nosd/3yaTL+Xg43NVB10k94mjRjC9+ZP73pRpu5OVosMNvxZ7m5S44HDA4+W4/Z96O4QhSdT48+EC34Cz/0S0obyWsMYfrD3AjY3u3YNp4bPpa5jX+Z0XuDEtvS4iEgHLQvP7dhfx7g+XuyuN+fs7mv05furqQ/w1KYKikrKeba0iqbmUOu+FI9hzuQRLCwYzbzjRzE8093wIdAAm/7lhi2VrobmiPKu/iyYsQgKlsCkueCN4+XM1ucgYyQ0HXDfNymp4B/qtvO9+J03WamClURI6IJ03aVFlBJv7eZKlq3ciM9raA6G2LGvnhCQ4gGPMYQs5Gb4uG3JCZ1/EXVnlerIYCMYgAM73Pbsca5MX8tidOCOaw4HEKHwONpRhfCpv0DuBPb//gp+vusE/q/uZAAMIT7tfZprUh4m4M0gxQb4pe+rLLr883G/MBCJMS1I1wci+7x0n5f6QJBA0HLTJTPj1mfE4pzdfY2+eH/VdU088U4FRcVlPP/+HgLBtusNv9fDmVNGsKAwn/NnjCQnI7xuQ7AZtq5zw5Y2rXQ3klp4U2HqBW7ew5QLXLa8L9xR6G6ARQ6TshYaquFbb3f9cwNRPBaKTRwtSBcDykhIt9yzbgs+ryHDn8KWqoOtlY5CFnxeD8ZaahuauWfdls6/hLozWS2yMsbe910KGeBQFQyf3FYlIxhw8yFavmCMx6W207KxOeN5YMMOfrbjS+wL37ya6dnOLb4/8hHvFipMHnWhVDI9hh/krCF3+rWx/DWJyAAR2ecBZPhTqGs6Qh+XJOfs7mvE6/3tOdjIExsrKCop48UP9tIcagseUglwduYOLjp5Cueecx5ZaT63w1rY/jKUPAAb/+n6/BbG6zIOhUtg+kVubkJfUyWtNqpgJR0okOgvEpxKHFP1HNfblYw6VMGHDOduzyKeDZ1IS0LLGLdQ0M79dZ2/QHc64shgI9jkAgSM+ze4wKNqswsiWsbH+jNdxsLr5909Tdxwz4u8utUtOJTlg//MfY7PHfgdXl8qZI0jP3Uo+RC+m1QWq1+PiAwwO/bXkZPua7ct3eftuo9LknN29zVi+f4qDzTw+MZyVhWX8/KHe4mIHUhPgXNSilmYvplzsnYwJHgASpvguOWQPcbNeSh58PAKSOM+6oYtzbwMMvOiblNMDeJKWodRBSvpQIFEf5DoxXBK13Bd6L+pD3mpNZnkmRpuSrmPZc1X8pw9EXDX5SkeT9dzDo7WEZeucRUxDuyGlDQXRFgLWFchI9TsOqrWNLeBocdAxnDqrJ8Ve07l9wc/RvNeF0RcfMIYfnjRDEYOvQjuK9HdJBGJyrjcDCprG1rv2APUB4JxnVcVi3N29zV6e66ymnpWl5RTVFzOq9v2ETlKOjM1hfNmjGRBwWjOfuVrpB/a1db/Wi/U1cL9n4dAh6BlVCEUXgEzL4fcCd1+z3E3yCppHZGyM9KBAon+INGpxPUryMwYwv5DbkCh9aZBs+Uq76O8EDyRYCjUOkfiqrO6KId3pI64JVDyZ7p5E82NYMMT8YwBfw5UbmrLQoycCQ3V2JQMnjg0hR/vO4/dQZfunjg8g5/MbuLMbT+EP4SzNxPPhLf+qrtJItJtV501iWUrN1LX1NxuDkGXfVySnLO7r9GTc+3YV8fqknJWlZTxxvbqdvuy0lKYd/woFhTkc+aUEaT5wkNTn/wAfJluuFL9/sODh9xj3bClgiUwcnq332efG+CVtLpN2RnpQIFEf5DoVGL1NoYMyeWYlCBVBxtpag4RSklnYmgPXuvK7E3JO0rVJui6I24JlNJyXDWMg5WuOofHF34eXljOmwoX3gKzv8yON57kxlXv8dShiQD4vfCNc6Zy1ZgPSVtzXfvszVt/hRP+zVXYGOx3k0SkW+ZOH8lNuLkEO/fXMbYPqjbF4pzdfY3uHrd1zyFWlZRRVFxO8a6advtyM3xccPxo5heO5vTjRuBPiSi7Wr/fVVxqOHD4d5XxukIbn/gzHDMrNms9SN9QdkY6UNWm/qA7FY8Sdf45S1vnbuz3j+Ge5kU8Wj8zulKCnVXEaKhxnVRLFmLCGbD4LpqGTuR3z23hrqffoyG8MnVqiocZ+UP51nlTmPvSlxL7uxKJP1Vtkrh6v/IgRcVlrCopZ1PZgXb7RmT6uXDmaBYW5vPRY4eR4o0IHprqoLTIVVx6f03b/DZww1XTcsCXAR4vLLxdF5+SaIpgY0AZif4gHqnEaCZvd3X+iWe2zt2oJYuaqh18nruoG/I1Xqg9iWUrN3ITHD2YiBxzGWp28yTq97l9vgw4/8dwyr/z4of7+eF9z/F+5UEAvMYwIsvPiCF+ahsCLFu5kcfNh6RnDW//+poIJiIJFvc1G3pRkMNay7sVtawqLmd1SRmlFQfb7R+Zlcr8Ahc8nDJxGF5PxPVXMAAfPO3Wetj8GAQOte3zZcC0BTBsCmx7Dmp26g62yACjQKI/iHUqMdrJ212dP2LuRtWeQwRMGh4auaLhId7IPqXrUoIdv/Ba5jAcPBReFyLgjht5PHzqL+zxH8NP73+bh97YBYDHwKisNNJ8HjLD5QMz/B7qmpr5oHE4BYF6TQQTkaQRuWZDTrqPytqG7t9o6Y4eFOSw1rJx9wGKwsOWtuw51G7/mOw05hfks7BwNLPG5+KJDB5CIdi+3gUP7zzshjG18Phg8nlurYdpC8A/JLzj+71/nz2lBdRE4kaBRH8Ry4lePZm83dn5V32nde5GU3MIr8fQaFMZFXJzGjotJRj5hYcXdm6AbS+4O1dN4btgxgOzriS0cDl/27CTnxet5UCDW3TuxHE53HJZAVf972sMSW3/v2+6z8sfGy7m9tCfNRFMRBIr4uJ1RF0uczyL2Zj+USAOa1J0s0+31vLWzprW4GH7vvb987hh6SwsyGd+wWhOHJeD6bgAW9mbLngoeQhqd0f8pIGJZ7hJ0zMugYxhhzUxEauEA4mveigywCmQGIxiNXk7YkiSP8VDIBginUYqPKOALkoJtnzhhQJQu8t9OdlQWxCRNwM+/VdK6odzw90v8eYOVxkkO93H9+ZP51OnjMPjMV2WLtyddybMPTG2E8F0N0tEotHh4jWzeg9LPfdyd4qX11NnAzFek+IIfXooZHl9+36KSspZXVLOrur6docdO2IICwtHs6Agn5ljhrYPHgCqSt1CcSUPuoVCI42Z5YKHmZfB0DFdNi/uGZkjOVqQpf5dpFcUSAxGPawD3fGO0vWTv8AJxTdDE+QN8bO3ppoUmnkw7XLqmpo7LyXY8oW3d5ebD9FS5hUgI4/a1NHc/nw9//Pi862LGl0xayz/b+F0hmemth56xNKFU0fG7otAd7NEJFodLl5Dvgwam+u4vOHB1kCi0xstPb2o7dCnB63h1YN5FDUvZPWtT1FxoLHd4ZNHZrKw0A1bmjYq6/DgoWanyzoU3w/lb7ffN2KqG7ZUcAUMP65bv454raLdrSzHkW6cqX8X6TUFEoNBV3MSohj+09kdpWs2jOCu2TdwwvY/kVW9nea8cdzTvIhn6mcyNjet8049ZwLs3dJ+Qh4Gm5LOo95z+cmWc6h8fysAU0ZmcvOlBXx0UofJ0/RhacZEr+EhIv1Ph4vXvMxUdlUHGRksx1rb+ZoNvbmonbOU5lXX8dKB0RQ1FfL4oSnsCWWGd7oguy3N+QAAIABJREFUYvroLC4qzGdB4Wgmj8w6/DUO7XXzHYofcPMfImWPg4LLXQAxqiDqcq3xWCW821mOI904U/8u0msKJAa6zr6c3vorW45ZTF3pWoYFytjnyyf4ses44QgdZ1d3lG59fxx/+6orq5oLXB/+r1MNB9wq1bW72rYZL1vtaH4Y+CrPHZwCQJrPw9LzpvLlM45tX5e8g7nTR8Y/LZ7oNTxEpP/pcPGalZbCuEzDh4351NQHOr/x0YOL2qbmEOs/2ENR8Sie2H8z+9snHvjI2GzmF7hhS8eOGHL4CzTWukpLxQ/AlmdclrhFxgiYealbKG7cR8HTdV98NPFYJbzbWY4jVT2MmOfXSv27SFQUSAx061dAoAma9ria3l4/DZ5M9r/zNNcNuZnmlBAVtY0EnrRMfXsd35vvVhbtmC5uuaN0oD7AnoONNAVD+L0eaurCdcJbsh7lb7v5DqEQAV8WD6Uu5q7g5SxM38R3Gu4ira4MgHpSsdby2+Bl3BNYSBPubtX56aXceKpl7NZfw5tHSe/3xdjWHg4DE5HBZ+3mSl564u98bt+75FOJwWC8fkgfzhCfn4KLf8j/b+/O4+Qqy0SP/95zauu9O72TdDaSAElHUCNiCBgDAQIIEVAvo+M6Q1yuNw4yroMiV+/VO8wo4yiCuIyjg0pYZRIkAiEBDBAioRMIAbI3nXSn03tVd1Wd894/3uqluquX6lR3dVc9388nn+qu9Zyiec55zvs+z7tt0aqEr1t8ZB8nnTx83i7K8/0UBDwJT2p7Xn2Mpx9/iI0nKtkcrqXd9cc9/vbZxayprWJN3pvU1H3PxNGDA+JjpNus8VC3AfY9ahb/7OUrgLOuNMnD/JVgp+YUYUyraCeK5zBsjB/zKMdIXQ+fTXN8T3Kfx/R6GUkRk0wWpMt0/+906GkHlBmO1pqI49BOHtfk/gdvtYWwUGg0llLkBzwooDDHGxfwc70WraEIzV1hLBRKgaPNa/6wqtPUSnR3QKgZAA1EzWGU/dZ8FrmmSK8bHz/3/y0brMtpauug0/UBMFOd4NvFm7jY+7JZyTq3AvLL+68erRk0vD9wpGXgVabBzztVk/U5QoydLEg3BW3Z28gj9/+ar4V/RCEdgMbCxQKU5YUL/xFWfiXh67758B5u77mZUt1iLrIAM4tyKLDCUFBJ6G8e4ql9TWx69q88fiBIpw70vV7h8q5Km8vedRaX1VZxWnHO0LgVDkK43bTUrt8JPQNWqLb9sOgSkzwsutQ8f4K+n2GnoiaKs91tgI4tYjc09l5/1/YhoxzBcJSKggD33HDe2DYqnfE94T63AgoCRaNvjxybUkEWpEsBGZHIdG7EdEaybfO7Umgnik9FOdHZg4XCshQacFxNZ08UNFQVmYNJ73CxUoqWoFnfQVnmLRWKGXle7O0/ggJffxBUps2ghfnXm0S8qM/ga846jqsa2kI9gA8bh+u9W/n6aS+Ra0Wguc28R7gdVMXww/tjmAaQknaDqV7DQwiRke7cup8vOw+SRwg3Fv0cwMLFZ3ng4DZgaCLRO0XnwZzr+EzwDgBC2kdDW4infIvZ5PsIT35nM8GwE3tFAAuXcwNHuSJvL5d6X6aiOA9WPNL/ps/eDsoLaGivN7HZjZqLNGCC+PyVJnk460pz4jrBRpyKmiietx0xP/d2gxoU48c0yjGadMb3Efe5uv++4aa3SX2HmCIkkch0th8ImgWElAXaRQER7SXsuNixojmtwWdbhB2XwaNUOV6btlCEgoCHYE+UiKvx2RblBX7y/R5mtDSAtxq0QyyLQAG9M2o18POcT/O91vcR1RZETUKS57O52/oeJXSSaxWaJzthULa57ZVozuootQspbTeYyjU8hBAZ6UhLkGrdiE0UZ8Ch1UGZk/hh5t33TtHZqZbxb+7nqe7aw4vRufzFOYtw0AutprOdbSmWe15jTcF+Lsl7gzI7NoVH6/j3Pv4KNOwyU5YGxlEwx4NLvsMz/hX8+/PtHHksSM0Lr07emg7DSRTPB9Zr9BoQ41PWcCNd8X0c+zzq66W+Q6SBJBKZrvwMOLnfDBPHaiQcXwkHesqxLYXrmpN+raG8wM+x9m7Q8aN9A4viEg0ln/RWc1okZBIAba6a9b6DC7ykF3Jb52qiuv+AWF0YoDjXS6BNk0+k/8NsH0R7wDNg3m+iOauj1C5MVLtBIYRIpKYkl4bjFRTTisJFxy6l2GiwPMPOu68uDHDwZBfdEZfd3aej6W+p6rUVKxaUsWZpNavPqqTk3p+YuGcPint5FbD1NrPWQ+Mr8R/gCUBOCdgBKJ7FlqK16VvTYTiJ4rmV4PRk0LFgUhpuTJRx7vOIr5f6PZEG42/DIKaH5evB9kLBaWaxt4LTCAQCeFasZ+6MXJzY6EF1kR/bUuT7PWbkIRxFax23HsS6C+cTcfSQx5zzvgBOd1wQ1ECn9vGNyKe4tucWuiMmiQh4LGpKcijO9RKKOPxCvx9bRzjY0MT+pk667Xzzal+hyW7CwcStaZevN/eHgwmfd6QlSI7XjntJSheAEkKIAdZdOJ/f2mvpIgcLF4UDOHiUBn9BXAw72RXm9y8c5uO/eJ6dh1tp6gjT0R1FYy7C5Hht/v6Ceez4p9X88pPn8qFlNZTk+eLjXjQMbfXQehDqX4An/nd/EpFfaaYrFc2BsjNMEbXSsHx93EUWpcyt11bcuXV/Gr61mETx3F9ovrdhYvy0l3CfC8x+j2WfRzkGCjFZZEQi0w0zB/TsRat5dFV8AVxFQYCbr1gMDD9cnGgo+WzfK/BiCBzTe1ADjznv5GvRv+ekNlOWcn02N168iAUV+X2vz/PZbLfewe0eD9dHH6TCOcYet5KSxR9mfufOkeesjjK3dSLaDQohxHBWnlkB13yMnz3m59qWnzFHv4XHsrDKFsDF36ap+kL+tP0Qm3Y3sH3/SRy3fwqpz7bID3gAzYLyAj638vTEV9prlsGiNbDrnlhN2gD5VWath9rrYOY74PU/J4yPRx54IuVrOpyyRPH80v9jHsvU+rRT3Wep3xNThHRtyjApKTAeTW/LuZYDZk5nxzFzv+2n6dwv84UD57H9oOkKku/3cOPqRXzsPXPw2PEDYNfftZ2DzZ20h6J97WQLczzMLc0fe9eNYQyskRhYiHfrVUum71C4EIZ0bZomjrd38+juY/x3XQMvHDzJwMNtns9m1VmVXF5bxXvPKI+76BEnHDRtWus2mLatA+seAkWw+GqzUNyc88GyE7/HACnpdiREZpCuTSkgIxIZpPfkebm7k69GH6Si4Rhv/aGSXSvWc/aqD6bmQ/Zthoc+D6EWM4wa45Yu5Oezvsv3n3KIuiaJuOJt1dx8xWKqigIJ3+r1xg7aghEsS2FbiqirOdERJuJ0nPJmTtrK10IIMUB9a4hNdQ08uvsYOw61xD1W4Pdw8eJK1tRWceGicgLeYU78nQi8+STU3QuvbTRr8/Ty5MCZl5uRhwUXxdeTjUFKuh0JIUSMJBIZ5M6t+1nu7mR9+C4ieOhUBZTqk+Q8808wqzg1Q56bb4auRswEJuN1dxafOraeI/Wm48Sc0lxuvbqW9y4qH/GtwlEXFFixzlFKgau0uT8FpnUhnhBi2jjU3MWm3cfYVNfArqNtcY8V5XhZvbiSK5ZWs3xBKX7PMMmD68Lhv8DuDbDnQQid7H/M8sDpF5mRhzPWgD9/3NsqF1mEEKkkiUQGOdIS5KvRB4ngoUeZUYCIygEnlJre0ge2QdOrfb/24OV/hz/Cb9xLAPBZ8Nn3LeSzK08f/krbAF5bEYpgOkeZrrHmfWwZbRRCTG37mzrZtPsYG+sa2PNWe9xjM/J8XLqkksuXVnPe/FK89jB9TbSGhpfMtKU9D5g1H/ooM11p6XVm+lLujJRtu1xkEUKkiiQSU0QqahtqSnKpaDhGG/lEY+tBKKXQduDUekv3dMKfb4EXfgaYsYjn3MV8OnwjXZji5RVWHbeWPsb8OV8D76Ixve2iykIOnOiko7u/RqIg4GVe2fivtgkhxETQWvN6Yycb6xrYVHeM147HT8EsL/Bz2ZIq1tRWce68GUNqwuKceN0kD3X3wsk34x877e1m5GHJB/oXYxNCiClKEokpIFWLp627cD5Hf19BiXOSCGberNYaj9tDi6+GklFen9CBbaYmovUQAJ1WEeu7/47H3XcCUE4LN3t/w/u9O1G+OUmNfPTO1a0q8shcXSHElKO15tWGDjbtbmBjXQNvNnXFPV5VGGDN0irW1FazbE4JljXCaGpbvVnnYfcGs2DcQGWLTM3D0uug9PTErxdCiClIEokpIFWLp608s4J/yrmWG7ruAA3dyk++FcZHlDujV/LVZDYq3GVGIZ6/CwBt+/jv0k+y/vAKHGwsXD5mP8aNnnspVCHIrUx6Vc0Jn6vb212q9ZBZvEda4wkhRqG1pq6+jY11x3h0dwMHm+Pbos4szuHypVWsWVrNObOKR04euprhlQdNAnHomfjHCmfB0mtNAlG11BSJCYnbQkwzkkhMAUdaguPu673riXspeua7VDtHUcDfchpbAhdztrObSvc4x61K7gtcQ1dHN9xxvhlSV8AM09s8YYA++LQZhWg5CEBzUS1/1/Yp/nq4CoCzi4J8t/v/UKv2g7IAj+niZHnMCqq/unLMB4EJm6u7bzNsugksHwRKzAqgm24CbpODkhBZaKTpo66r+euRVjbVNbBp9zHqW0Nxrw14LC46q4LPvHcBtTMLUSOd9Pd0wN6NZuThzSdMi+yYk7qATfo97CxYxfvXfICVZ1VNyL5OWxK3p4xJaSUvMoIkElPAeBdP2/XEvczc+iWK6MTFQqOZp49S2rORH+X/Azv9ywBY0vUc/+T8GJo6MIuZKzjxGjz0Obj6J/0BOtwFf/42PH8nAK7l4xeeD/N/j1+Cg41tKT5y7my+1fI17OZuCPnMeykFrmO6OTkRs+Jqug8Cz95uDka+2Hfoy4UwqSk6F0JMK4mmj9780G4+enwODW1mrYdj7d1xr/FYioKAh9I8H67W1NW309zZkziJiHSbNR7qNpg1H6L97xX15PEn553cF34P26klige3BZ66r47brrPk5GwgidtTQqqmW4vsIInEFDDevt729h+RRyiWRMQK+5RLrg6yNrSBF33vJBRx+GD4AQpUCLDBij3PxVw56w3Qh56FBz9nFpkD6nPP4pOtn2SfOwuA4hwvRbletuxr4mtqPzkF5eD1Q1eTWSDJ4zcH00DxuA4CKb/60XrIJDMDJTn1SgiRGXqnj+Z4bbrCDm2hCG2hCP930964551ZVcBltVU8ubeRzp7okEXb4qabOlE4uBXq7oNX/wg9A9q+2n5YdAnUXsenni7h+SNBdKzVtQ0oV9PZk/z01YwncXtKSNV0a5EdJJGYAsZbKzAj0oAHF4f+7iAaC4+KMpNG2kIRZpXksthtwRNyzNSjXkqZIfeWg7DpK/DcnYDGsbzcqT7Ev5y8DAcbr62YVZJLvt+8NhiO8mZPKbWRkFlVNVBk3i8chLZDJugPNIaDwIRc/SieY0ZEfANGdSIhKJ49vvcTQkxLEcfl9cYOHFfT3h3FcXXc47UzC1lTW82a2irml5uOcRtePJp4uunJLjjyfH+71q7G/icoC+avNDUPZ13ZFxv3P/IEUdeN6+KkFDiuHtP01awicXtKOJXp1iL7SCIxRYynVuCkt5qScGtsUlNsUTdcXDxU1Cxi2ydWmSf+ah4cbQbtxmoaMP3LlTIjCs/9FIADvoWs6/g79ukaAl6LPNtiVkkOttV/AMzx2vyy+/38i/sbM9rgzTGB3g2buotIKOmDwIRc/Vi+3kyrGryNy9eP7/2EENNGT9ThmTdOsLHuGJtfOU5bKBL3eI7XJsdnMWdGHg98/vwhrx883XRO9CDLQ09ykfM0/PzYoCe/2yQPS9ZC/tB4VVOSy4mOnr6QCyb82pYadfpq1pG4PSWMd7q1yE6SSExjznlfoKuvRgLMeITGDRTFB97l603xdKgZnNjVODdC7+rUjvJwe/Raftx+JQ42F51ZwS1XLeHLG16OBZP+RCIUcXir/AJYeU6ss8Zh8BeA9kLncQh3Qm4p5JaN+SAwIVc/Fq0GbuvfxuLZ0v1DiAzWHXF4al8Tj+4+xp9fOU5HTzTucZ/HosBvah4crYk4mvUXLUz4XusunM8dDz7OJT1Pc7GzlTnOoFHVylqovdb8K5kz4natu3A+/7hhFy3BCFqZmOtqKPZ7pdX1YBK3p4TxTrcW2UlprUd/VpotW7ZM79ixI92bkX4J2uLtOtoa17Wpp2g+BVd8d2jg3bcZHr8Fml6LdREx/91fs07nC6Eb2KdrOK0owLeuWsIliytRSrFlbyM3bdhFZ4+ZDmBbiny/h9uuO7t/pGBglw1vDnQ2QfdJM0dYYW7LzxjxYHD9XduHXP0IhqNUFAS454bzUv41CjHNjbtPaKbF0mA4ypbXmthY18ATexsJhp2+xywF75o7g8uXVnPpkir2NrSPPn2047iZslR3L9THf0+hvBpy3vFhs9ZDxVlJbeeWvY18/9G97D9h1qGYV5rLV9ecJfPNxZTVW7c4Ia3Zpw7puZwCMiIxXQzTFu/sNbfBzS/1Pc033Ovnng/z3gvH9wCaKB5+GPkAP3XeD5aXdRfM439dtJA8f/yfhALQprc6Wg39v25wl42CWKDpPglFs01yMUr3Jrn6IYQYq86eKE/sbWRTXQNPvtZId8Tte8y2FO+ZX8qapVVcsriK8gJ/32NVRYHEJ0KhVlMsvXsDHNhqpoD2yq+C2mug9jpyZr5j3Gs9TFibayEmiPzNirGSRGK6OJW2eIefgwc/CyffBOAVPY8bw+vYq2fzrrklfGftUs6oKgD6r0Kc1rSND0Ue4CGaaApUcX/gWnb6lw2tXUjUZSPcbkY9xritvcXm2x/7Patbf0eNasJbOo8S6yZAhrSFyHZtoQiPv3qcjXXH2Pp6E+Fo/8m+x1Kcv6CMy5dWsXpxFTPyhr2c0i8cNG1ad98Hrz9mOs/FdKp8nrDO4+Xi1ay46GpWLq6eiF0SQoiMIInEdDGetniREDzxHfjLjwFNBA//FlnLHc5VBPwBTi/081ZriFse3tN39f+bD+9hubuT9c7ddLkWzeRS5DTzmeAd/JTP8qLvnfG1C4m6bES7zZSmJLZ1pbWLlfpuKPGBtwoiJ2UhIiGyWGswzGOvHGdTXQNPv3GCiNM/DddnW1ywsIzLl1Zz8VmVFOV6R3inGCcCbz5ppi29ttHUc/VRhP0z+I1zEX8IfAiPL0Ao7PDYI3u51bLlyqwQQgxDEonpItm2eIefMwvONb8BwG53LjdFPsNePZsLF5bxZpOZq1uS6+trt5rrtfDaiuvDDxLBQ7fygdZ0un4sO8w13ffxtDonvnNDoi4blgdyiuO3Z7TuTeMdcUlQNyKJhxDT04nOHh7bc5xNuxv4y5vNRAe0avV7LFaeUc7lS6tZdWYFBYExJA+uC4f/YpKHVx6C0Mn+x5QNHh/4iyC3jMbmNi5zn+IQS9iplknvfCGEGANJJKaLsbbFi41C6L/8GDVoFGJBVQn3faCW2/60j4DXGtJu9UBzkIUV+VR2HaeDfDw2RKIarTU9+Klwjg2tXUjUZWPpdbDrv8z0gbG28BvPiMswdSMyiiHE9HG8vZs/7TnGxroGnj9wkoHLPOR4bVadVcGa2ired0bFkBquhLSGhl0medjzALTXD3hQwZzzYzHqdxA82XfxotP1kas013Tfx07/sr7Pl975QggxPEkkpouxtMU78ryphWh+AwXscefwpchnOeydx1cvW8Qnls/FY1vDtlsF0971uFVJiXuSHhVA2xau1njdbpp91dx61ZKhV+cWrR564n7aO5Jr4TeehYhOpW5ECJE2b7WG2LT7GJvqGnjxcAsDmwfm+z1cFEse3ruoghyfPbY3PfGGKZiuu7dvJLZP9Tkmeai9FgpPM/c9/a9xFy98HotQ1Eele7zvvjH3zpeRUSFElpJEYjpJdMIO5oT7ye+aUQjtEtE2P4p+gJ84V3HJ0ln88srFVBf1rzg93GIz88vy6Ao73ONZy/rwXbhuCAc/cwsUeR4vrLkZFo1xiH+4bR3OeBYiGs8ohhAiLY6cDLJpdwMb647x0pHWuMcKAx5WL65iTW0VFywqw+8ZY/LQVg977jfJQ8Ou+MfKFpmF4pZeB6WnD33toIsX5fl+mltbaFAVaK3H3j1ORkaFEFlMEonp7sgLsVGI11HAK+4cboqso6PkLH52dS3vO2Poif9w7VZvvuJMALY/tpvOHj9z9FvYloWdswAu/vbEHhTHsxDReEYxJpJclRQizsETXWzc3cCmumPU1bfFPVaS6+XSJVVcVlvF8tPL8HmsYd5lkK5meOVB03Hp0LP0rokDQOEs06516QehaunI7VoHXbwosMJ4ci1+5/8wbaHI2HvnDx4ZdSMmLv3+I1BzbubEAYlvQogEJn1BOqVUDfBroBJzBLhLa337SK+Z8osojRZgxxCAe9uuHmkJUjPoAJboMcvpoW3jt7m86z5szCjEv0fX8jPnCj7teZTP2w8SsDUUVEOgkFBnK29GSrkzegVPueegtUYphc9WLKws7P+8fZtNkXZPB64TRmsHBTh46C46PfFid6fyffkLzZzmcEfyB6fBi+H1jmKsSXAlcKIPgslsixCnZkovSPf68Q427TY1D3uPdcQ9Vpbv49IlVVy+tJp3z5uBxx5j8tDTAXs3mqlLbz4RW1QzJrcUFq+FpR9kS3Ae2zffy+rW3zFTN3LMquQ/rat5q/yCxElBX1wwFy92zf4433ujht31rQQjLlprLvXX8fWizdRED4PTA5bXLEg39wI4uM0kM94cyCs379leDyizHkV+BQSbwZdvXjNa3EnHyfpYPnPL981UMDcKngD4CsHrG1d8G+lYN+7tPpXjiMhmsiBdCqQjkagGqrXWO5VSBcCLwFqt9SvDvWZKJxKjnUCO4QRzy95GvvnwHry2ihshuPWqJQBDHlvTeT+f078jlx6gfxSiSHXxHc8vON1qiNtEF5t6yoliY+sItzifZJs+h9I8Hyt4iW8Ub6Yk/JYJwC2HoaMeR4PS0b7/yzTgYOMGSvBf89PxB+mB34cbgbYj5v7CGrC9yZ98DzoRSHgAmYyT/F9dOXR0JByEgkr4xCOp+QwhjCmVSGitee14BxvrTPLwRmNn3OOVhX7W1FazpraKZXNnYFtj3PxoD7y+2SQPrz0K0VD/Y758OPNKM21p/kqwvWzZ28gj9/+aGyN3EcZDh+MlhzAlVpAWVUQuIXLK51Ny8U0J/7/vjcMd3WFagiZRea/1Erd6foUHh0qrDY+lzCiHJx8i7ZBfaRa0c8LmfmXRV/ChYsmE1uDxQ8FpI8eddFyMGMtn7tsMf/gouA5Ydmz/NOSUQdnpScW3kY51SSUTqT6OiGwliUQKTPrUJq11A9AQ+7lDKfUqMBMYNpGY0kYr+B1DQfCdW/fjtdWQLkp3bt0P0PeYV4f5avdtnO8+g1IQ0TY/ca7mnuhKvuTdwDXWNmyVKDF0KaWN/bqaAHCD9QjPOG/nbd0vcKP9S7qafZSUzzAnwm2HwPKgYiMRvRTgYqG7O06tmHng99H8hmnBCBBsgtIFyRdLj6UWYzKKsqVeQ2QRrTV73mpnU2za0v4TXXGPzyzOYU1tFWuWVvP2mmKssSYPrmNWl969AV75I/QMnA6lwBswFzzedzMsvjLupXdu3c+XnQeJKi+djs+c7+NSqDvIJcRhNRO3uZ6SYeoXeuNwW8gkEUrBOvsRIngoVe1EUXhsj2kpG24zSUN3m7lY0HbUnGD3jlio2PaiwLJMojFa3ElH84ixfOazt5uRiN79Uir2HbQnHd9GOtYllUik+jgihBi3tNZIKKXmAm8Hnkvw2A3ADQCzZ6dpzvtYjHYCOYYTzOG6KB1tCaKB4hwvCyOv8cXOHzDbPQIKXnVnc1PkBt5uvckf/TdTqtqJmyscR+MlgtaabuVjlmpEKfgkDxNVXoKuzxwcfLmAip82EPcuFhbRUzs5Hvh9OOHYAUD3ryw7ESffk3GSP9XqNYSISVUs1Vrz0pFW021pdwNHTobiHp89I7cveTh7VhFqpPqEwTobYdu/mHatnf1dk1AWVC6F9qPgLwZ/vvn/avM3zFX+ASeKR1qCVOtGOshHaxelFGW04qDw4GBZFp2uz1xVT3CS2RuHB7afrVFNtJCHjyhRHZuGpRRox5xYO2EzraZolvn/342Y9y+sNsmFss2ohB1bbXukuJOOixFj+czWQ2aBUTdq/nuA+Q6i3UnHt5GOdePe7sk6jgghEkpbIqGUygfuA76otW4f/LjW+i7gLjDD8ZO8eWM32gnkGE4wh+uiNKskF48Os+bEL/lw5AFsXKLa4sfO1WxyzuV/+jexihewicRepUicTCgieFFKEaCHo7oCrc1BsksXxBc5evzmADHovTQKhYuL59ROjgd+H7bPrDYL/QfaiTj5noyT/PF0nRJiEpxKLHVdzc7DLWysO8ajuxt4q6077vH5ZXlcvrSay2qrWHJaYXLJw0AeP+z4pbmiD1DzbtNxacla2PApiJSOeqW+piSXhuMVlOoWepSJJz6iuEAEL67WJtYNc5LZG4ctRV8ycUSXU6FaCePBoxxzp9axBMEx2w0mmVAeM60m0mV+7k00lOqvnxgp7qTjYsRYPrN4jhkp6moyIxHKik1z8iQd30Y61o17uyfrOCKESGiMlW6ppZTyYpKI32qt70/HNqTM8vXmhDEcjBV7BeNPIEd7HHjP/BkcbQnxSkMbbzZ2cKKzm4ijuWlJJz9qX8/fRExB9atuDR8O34yDh3/23c1Cq54WqxgLTQSL4af7WTRTRJ7qwUeEu9wrcdEcsyrx00N5vr//qYEZYHnRVnyO6aCwcFGBglM7OR74feRwYxqLAAATwklEQVSVm4OxdiC3POF3kxJj+G9wyhatNnNyCyqhu9XcyhxdMc05WvP3v97BL5450JdELKzIZ/1FC3n0ixfw+Jfey02XnkHtzCRHIAYLFMG718FF34L1L8OnH4N332CKlVsPmZP/gRIkA+sunM9v7bV4dIR8qwetXaJY2ErTTBEa0+J1uJPMdRfOJ+JoinJM7NMa7nSuxEuUNp2HBw1OFNDgKzK3gaL4mHLxt/vjgC/PjE7klJlEY7S4MxlxajyfuXy9SZDyyk3y0DvqsuLGpONb73ccDEfR2tyOqcXuSNs9WccRIURC6Si2VsB/ACe11l8cy2umdLE1jF7wO8LjvcVn4ahDR3eUnqhLwIpy9+w/c+5b/4kVG4W4w7mKu60PcnXJYb4W/Qmu5aO+Cyynm0I66bCKmeXrxO+GzFU91zVBf5iuTT5bcV3Ra6zvuZOcQE78VfSz/wYObqOn4VXcng5sooBFT9H8FHdtOgz+gtgBrHNsLV9T8ZkT+TlCTLxJLbb+8oZd7K5v5/KlVVxWW82Civzxfvz4JNHIYMveRrY/9vtY16YmulQORW4L3XYhRQWFFNiREQtxezsKjdy1yQcVZ/Z3bRqt0UMycScdcWqsDStStF293/HRluDYW+yOtt2TdRwRmUaKrVMgHYnECmAbUAe4sbu/rrXeONxrpnwicQquv2t73FDvgshrfKHjX5mvjwKw163hB3lf5GPXruX8BWXmRfs20/Ln2wg17ee4VckDOdfyjHr7+LtfnOoBQvqLCzGZJjWRCEfdsa/xMBFOtZtRb3xqei2+favEKSGynSQSKTDpicR4ZGwisW8zL/7uFmbSRKMqp1GVsjKyDY8yoxA/01fjXvCP/N37zhyy0uvgBAQgGI5SURDgnhvOm9R9kPUThJhUU6r966Q41QseEqeEEENJIpECsrJ1usQObJXKocPxUa2P8Da1GxS85s7in9Un+Ob6zzO7NHERWsq6X5yqdLQsFEJkl7G0eR6JxCkhhJgQkkiky7O3g/IQUTbz9IG+UYjfOBczg3Z+GLiD/OZzoDTxQW607hcpWz10NLJ+ghBiqpM4JYQQE0ISiTRpaTxKKNjJPJpAwT53JlvdpXzI2oLfcrCiLh3//Q0KBl0t600QXm/soKM7Skmul7J8f98KoesunB+3emhxjpfGjm6++fAeboXUJxOyfoIQYqqbrDgl9WJCiCyTxgq67OREenj51zdR0HWI02jC0Yr7oiuIYvEpz6PkWT1o02gVf9v+uNf2JgiNHd1UFQaYkeelJRjhWFuIioJAX6H1wNVDlYqtim2rvpWyUyodLQuFEGIUW/Y2cv1d21nx/Sf4XvulhLpDycepfZtN16gfLjW3+zaP/NxNN5mEJVBibjfdNPJrhBBimpMRiUn0+ktP4/3j53mbcxAUvOmexpveRazlKSxlit6dvtofNWRpuYEJAkBZfoBcn2dIgfW46ifGeyVt0WrgNmmtKoSYMgaPym6OLOVE5BN8I28zJd0NY2/F2lugPTAxYJgCbanDEEJkIUkkJkF7Vxc7//PrrGj4NR7l4mjFU+XXc86COVyy4wfoWBKhARsXTQSFot6ezdwB7zPWBCHp1UOTPWAOdqqFkEIIkUKDL7rk+jz8lWV8zrOCez43xq52ySYGUochhMhCkkhMkC17G/nLn37P7OanOJdXWGnVg4JDVg1da/6NVe9aZYbKi2YT6unB23kUGxfQ2FpzggLu9n+Mij/v4y/7T3KkJUh7KILjupTlB/o+pzb4PB91H4Ifru8bSVh34dl88+E9BMNRcrx2XP1EQhN5JW2azhmetGJ1IUTKjXjRZWBM8hfGpjp1DI1PySYGA+swutugqwmi3WaF632bp0XcE0KIZEmNxATYsreRP/zhN5x+YjMfUk+w0KrH0YoXWcxp136Pxe9aZQ4sR56HlgPkhptxA6V0EyCqbRwUHVYxnwvewbu2fpyqxq0U53jJ9dk0doQ50dmN1polXc/xhZ47mefvjBtJWGnt4tarllBREKAtFImrn0io9ZA5QA6Uiitp03TO8MBalIHF6lv2NqZ704QQY1BTkkso4sTdF4o4XJGzpz8mKRua9sKJ1wB7aHwqnmMKsgcaqUC7t16soxHa6yHaAyjw5U+LuCeEEOMhIxKpMOAKV3fhfP5Yfx7/M/pfLLbNiXi9LqVJlVJpd+B94afg9ZsDi4rlcU4Ev9NKg12GcropoROfcjjp5lFOKzdGfsbdYR87C5YB0NXj4LEifNR9iOL8fPLyC8z7DBhJWPmJR8Z+BX2iOppM0znDiaZFBMNR7ty6X0YlhJhoKRjFXHfh/MSjsjmPgBOLSc1vmGQCINgEpQvi49Py9SZOh4lfxG64Au3eerH7Pw3aBU8A8ivMqEc4OOXjnhBCjIeMSJyqAVfdn3LO4Z4DOXwv+s8stg7jaMUePZ+QXUSe7dLpeM1V/t4T7IIq6C2p1lDsnKCETtpUIT0qgNbQrfz0aA/XdN8HQFm+n6IcL9u+sora3Bby8vLjt2c8IwkT1XlpokY6JtiRliA53viVxNOy2J8Q2SZFo5grz6xIOCpbEn6rPyY5YXMxRynzM8THp0WrzcrXBZXQ3WpuR1sJe9FqCBRBxRKTmPgLh76vEEJkEBmROFXP3s4xXcovTr6Ttc6feK99CIATupCgysNnW2jA1Zp8OwLFc/vn3qrYlfquJoj2YAOd5NGmigBQSqG1plv5qXSPA4OKplM1kjABnZe27G2kLFhCfusJXG8u5fl+CgKeabHGRNLF6kKI1EjhKObKMyuGjiBuHxAzbR84EXO/7TO3g+PTeBpJyNo6QogsIiMSpyDquNxdX8MtTRfwj+7PWWwdwkXR6J2FUgqPcvHrblzX3JYGMCfoxXOgs8kMrbfXmzfLLaer4p0csGrw6m4AbMu0gs1TYY5blQTD0fii6VSOJCxaDZ94BL74srk9xSTimw/v4TfW1bHF9YLUtwbp6uyYFmtMrLtwPhFHEwxH0VoP/d6FEBNjokcxB8bMvHLQjvmXW566kVhZW0cIkUUkkThFD4TfzVbnbTRSTIdViJqxgIrCXKyKs/h1yRdoopgSq4ui8hpyrv6BOUGfewEEG2PFeJa5DTZSsngVnhXrybEcvE4Iv604LU+Tazv8Wl01tGh6PEPvk6C3xmBP3rv5ae5nabNLKaKTAz35U2L7RjPctAipjxBigiVb4JysgTFTu1B+JpSdAbipi59TNC4LIcREUFoPXvZs6lm2bJnesWNHujcjoZee+RMbHn+ar+Q/SkGO3yQFbhjW3MYW9+zELUR/dSWc3G9aBDphQGFqJRSULYTudug6bu4qWwgX3TKtDkIrvv8ExTlelFJ992mtaQtF2PaVVWncMiEyghr9KYlN5VgKxK9pM7DAWU7EhRCpN+5YKvpJjcQpOuf8Szmn3IJn/xpXX7DFPTtuZdXeFqK3AitbD0FumRla726LTW9S4EZNO0KAwhqwvRDuTOfujYvUGAghxmUC6rWEEEJMHEkkUiFBQd6dd20fvoXowGK8ribikuKR2hFOE8O2XpQaAyHEaMZT4CyEECItpEZigozYQnRgMV60xxTkoU0bwpHaEU4TUmMghBBiytu32Uw1/uFScyuLBgqRNBmRmCAjTu9ZdB59w/dthwALCquhs3H0doTTRMLWi0IIIcRUMLAeZ+CaJUg9jhDJkBGJCTJqC9Hedqsf+q3p6qE8E9eOUAghxJhs2dvI9XdtZ8X3n+D6u7azZW9jujdJTISBa5YoZW4tn7lfCDFmkkhMkDFP75mMdoRCCCFG1bsGTmNHd1yTDEkmMtBEr1kiRJaQqU0TaMzTe6ZRceGWvY2JW9oKIcQ017sGTsImGRLnMousQC5ESkgicQqy7aS692pdwpa2GbzfQmSrVMS4aRMn923mpmO3MJMmjocquT9wLTv9y/qbZIjMsny9qYkIE79miUwlFiIpMrVpnLJxCHzg1TqlzK3XVty5dX+6N00IkWKpiHHTJk7GCm8rVRttOo8S9ySfCd7BO3p2yBo4mUpWIBciJSSRGKdsPKkesaWtECKjpCLGTZs4GSu8LSosQitFCD8RPKwNbZA1cDJZb9OTL75sbiWJECJpkkiMUzaeVNeU5BKKOHH3ydU6ITJTKmLctImTscLbgoCHmUU5eG2LoOtjJo2yBo4QQoxAEolxysaT6lFb2gohMkYqYty0iZPFc8wceaAg4GF+WR5nlnqoqFkkSYQQQoxAEolxysaTalmxWojskYoYN23i5PL1ptA2HAStZQ0fIYQYI6W1Tvc2jGrZsmV6x44d6d6MIXq7kRxtCTJrKncjEUJkEjXeFyYbS1MR46ZNnNy32dRKtB42LUCXr5c580JktnHHUtFPEgkhhJheJi2REEKIDCaJRArI1CYhhBBCCCFE0iSREEIIIYQQQiRNEgkhhBBCCCFE0iSREEIIIYQQQiRNEgkhhBBCCCFE0iSREEIIIYQQQiRNEgkhhBBCCCFE0iSREEIIIYQQQiRtWixIp5RqAg6lezsmWBlwIt0bkQay39lF9vvUndBaXzaeF0oszWiy39kjG/cZUr/f446lot+0SCSygVJqh9Z6Wbq3Y7LJfmcX2W8x0bL1u5b9zh7ZuM+Qvfs91cnUJiGEEEIIIUTSJJEQQgghhBBCJE0SianjrnRvQJrIfmcX2W8x0bL1u5b9zh7ZuM+Qvfs9pUmNhBBCCCGEECJpMiIhhBBCCCGESJokEkIIIYQQQoikSSKRBkqpXyilGpVSuwfcN0MptVkp9XrstiSd2zgRlFI1SqknlVKvKKX2KKXWx+7P2H1XSgWUUs8rpXbF9vnbsfvnKaWeU0q9oZT6vVLKl+5tnQhKKVsp9Vel1COx3zN+v5VSB5VSdUqpl5RSO2L3ZezfeDplYyzNxjgKEksllkosnaokkUiPXwGDF0H5KvC41noh8Hjs90wTBb6ktV4MnAd8Xim1mMze9x5gldb6bOAc4DKl1HnA94EfaK0XAC3Ap9O4jRNpPfDqgN+zZb/fp7U+Z0DP80z+G0+nX5F9sTQb4yhILJVYamT63/m0I4lEGmittwInB919NfAfsZ//A1g7qRs1CbTWDVrrnbGfOzBBcSYZvO/a6Iz96o3908AqYEPs/oza515KqVnAFcDdsd8VWbDfw8jYv/F0ysZYmo1xFCSWIrG0V0b/nU9HkkhMHZVa64bYz8eAynRuzERTSs0F3g48R4bve2xI+iWgEdgMvAm0aq2jsaccxZwIZJofAl8G3NjvpWTHfmvgMaXUi0qpG2L3ZfTf+BSTNd91NsVRkFiKxFLIgr/z6caT7g0QQ2mttVIqY/vyKqXygfuAL2qt283FFSMT911r7QDnKKWKgQeAM9O8SRNOKXUl0Ki1flEptTLd2zPJVmit65VSFcBmpdTegQ9m4t/4VJXJ33W2xVGQWCqxVGLpVCQjElPHcaVUNUDstjHN2zMhlFJezMHvt1rr+2N3Z8W+a61bgSeB9wDFSqneRH4WUJ+2DZsY5wNXKaUOAr/DDMPfTubvN1rr+thtI+Zk51yy5G98isj47zqb4yhILEViaVb8nU8XkkhMHQ8DH4/9/HHgoTRuy4SIzev8OfCq1vpfBzyUsfuulCqPXT1DKZUDrMbMaX4SuC72tIzaZwCt9de01rO01nOB/wE8obX+CBm+30qpPKVUQe/PwCXAbjL4b3wKyujvOhvjKEgslVgqsXSqkpWt00ApdQ+wEigDjgPfAh4E/gDMBg4BH9JaDy4inNaUUiuAbUAd/XM9v46Z35uR+66UehumIMzGJO5/0FrfqpSaj7m6NAP4K/BRrXVP+rZ04sSG42/SWl+Z6fsd278HYr96gP/SWn9XKVVKhv6Np1M2xtJsjKMgsRQklkosnZokkRBCCCGEEEIkTaY2CSGEEEIIIZImiYQQQgghhBAiaZJICCGEEEIIIZImiYQQQgghhBAiaZJICCGEEEIIIZImiYQQQgghhBAiaZJIiIyklCpWSn1ulOfMVUr9zRjea65SavcIj39CKfXvwzz27OD3UEqtVEo9MtrnCiFEukksFUKMRBIJkamKgREPfsBcYNSD36nQWi+fyPcXQogJJrFUCDEsSSREpvoecLpS6iWl1D/H/u1WStUppT484DkXxJ7zD7ErXduUUjtj/5I5cNUopbYopV5XSn2r906lVGcqd0oIISaZxFIhxLA86d4AISbIV4FarfU5Sqlrgc8AZwNlwAtKqa2x59yktb4SQCmVC6zWWncrpRYC9wDLxvh55wK1QDD2/v+ttd6R2l0SQohJJ7FUCDEsSSRENlgB3KO1doDjSqmngHcB7YOe5wX+XSl1DuAAi5L4jM1a62YApdT9sc+Ug58QIpNILBVCxJFEQoh+/wAcx1xts4DuJF6rR/ldCCGyhcRSIbKE1EiITNUBFMR+3gZ8WCllK6XKgQuB5wc9B6AIaNBau8DfAnYSn7daKTVDKZUDrAWeOdUdEEKIKUBiqRBiWDIiITKS1rpZKfVMrE3gJuBlYBfm6taXtdbHlFLNgKOU2gX8CvgJcJ9S6mPAo0BXEh/5PHAfMAv4jczpFUJkAomlQoiRKK1l1FAIIYQQQgiRHJnaJIQQQgghhEiaTG0SYoyUUpcC3x909wGt9QfSsT1CCDEdSSwVInPI1CYhhBBCCCFE0mRqkxBCCCGEECJpkkgIIYQQQgghkiaJhBBCCCGEECJpkkgIIYQQQgghkvb/AZfxJuxh4ZAiAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *Highest tip was given from a table which included smokers*\n", "- *Non smokers show a more prominent linear relationship between total_bill and tip as compared to smokers*" ], "metadata": { "id": "C3p8XhU1INR9" } }, { "cell_type": "markdown", "source": [ "**`day`**, **`time`**, and **`size`**" ], "metadata": { "id": "0nI5QrzxDTV6" } }, { "cell_type": "code", "source": [ "sns.lmplot(data = tips, x = 'total_bill', y = 'tip', col = 'day', ci=False)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 319 }, "id": "qhiIjMQ7W5ra", "outputId": "eb66eb82-485a-4a9f-af3c-f170e5564d91" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 27 }, { "output_type": "display_data", "data": { "image/png": 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vna7bLilSsos8BGDkGcxx5bVdLXpwRY22HDgmScpKTdZnrpmqu+ZN4VwOAICzONMWGUclHZV0W/TCiT8U6DAUJ056/QGrXc3t6vEH5DJGj1TVRaWYUpSbIU9bV+ikW5I6vX725QxDIGD15p5WVVU3qaqmSXtbg01gZk/O1fzp+Q5HB8QHjqmDZ63Vi1s9enhlnXZ4jkuS0txJ+scrS7T4qnPZIxTAiDaQ48r+I536xqo6Pf3O/tDYrbMn6t7KGSrITotarAAAxDP+6hgiCnQYisbWDrmMdOBot4yRXElGgYDVNs9xra3zRLzIvHh+iZasqFFHj0/pbpc6vX55/VaL55dE9HUThdcf0Kv1h1VV3aRntxzUobbufrdPycsMLVEHcHYcUwenet9RPfRMrTbWB5tPGSP99cUT9bnrp2v86HSHowMA553puNLl9eu/19Xrv9buDJ2vXVCUowdvnqmLJuU6FTIAAHGJAvMQUaCLnIHsTRzvzaCKcjP01p5WGSMl9e6LaSS5XYrKkvAFpQVaquBr7W3tUFZqstxJVl/+U7WK1sXf5xkNXV6/1m07pKqaJj1f69HRTm+/20sLs1VWmK365nY1H+/W4+sblOpK4nMETqNvHs9KcelY7++U08fUWD6+7DvSqe+s3qo/vLUvNHbltDw9sKhMM88Z5WBkABJNrOXCwcZzqr/VenwBzZmcq2u/+1JoxVleVqruX1Sqv7pogpKSor9X/WDfV6z9XAAAMNZap2M4qzlz5tjNmzc7HcZpnTjA723t0EQO8MOi797EfYsMS28pD322A7lPrFtb59EnfvG6XMYoyRhZKwVkdc7oNAWs9PJ910Q1lnj/PCOlrcurF7ce0urqJr241aOOnv6zki+elKOK8kJVzirUrkPtsfQ5hv0XUqznXSSGU+Wdo51e5Wel6ni3z7Fjaqzmw2NdXv147U797JVd6vEFJEkzxmXrizeW6Sq24okVYeVdci5iUazlwnDj6fu32pjMFHn9NrTPsttl9PF5U/Tpa6YqO8192ueIpMG+r1j7ucQA8i4ARNcp8y4zmIfBgtKCkXowj5iBNORIhGZQC0oLNC0/Sw0tHfIHrFJcScrLSlOyy0R9z3s8/NUAACAASURBVLdE+DyHU0t7j9ZsOahV1Qe0fsdh9fgDodtcSUaXlYxRRXmhKsoLNW7U+z+r+3//Hp8jMECnyjuSlJORolX/Oj+m4nLy99jrD+ip1/bo+2u2q6W9R5JUkJ2qz10/XbfOLpLLgdl2ABJfrOXCcONZUFqgiybl6ntrtunJV3fLHwhOsLp6Rr6+ctNMleRnRSX+0xns+4q1nwsAABIFZsSogTTkSJRmUPcvKjvlLIRoLwlPlM9zKJqOdml1TZOqqpu0addhBfos8EhJTtL8aXmqKC/UtWXjlJuZcsrn4HMEBi5Wf19iJS5rrZ7dclCPrKpTfXO7JCkjxaXF88/VP86f0m9PUQAYbrGSC4cSjz9g9ZvXG/XtZ7eGLtBNycvUV24q0zWl4yIa70AN9n3F2s8FAGLdO41HVDZ+lFKSk5wOJaHxlwli0kAaPSVKM6iT90F2akl4onyeg9XQ3K6q3qLy241H+t2WmeLSgtICLZpVqAUzCpSVevaUOVI/RyAcsfr7EgtxvbWnVd9YWafXGlokSUlG+ttLivRv105XwajornABMDLFQi4cSjyvN7TowRU1qtkf3A4jM8WlexZO053zipWa7IpKzAMx2PcVaz8XAIhFXn9Aq6qbtHz9Lr2154i+97cX6MMXTXQ6rIRGgRkxaSDNExOpwWIsbLOSSJ/nmVhrtfVgm6qqg0Xluqa2frfnZLi1sHScFs0q1BXT8pTmHtwfICPlcwSGQ6z+vjgZV2NLhx6pqtOf3z0QGrt6Rr4euKFM08dlR/z1AeCEWMvRA42n6WiXvrGqVn96e39o7K8vnqj7KmfE5AW6wX7OsfZzAYBY0tLeo19v2q0nX92tg8e6Q+Mvb2+mwBxhFJgRkwYyqzdWZv4mikT+PAMBq7f3HtHqmiatrm5Sw+H+SwgLslN1ffk4LZo1XpdOGSO3K/ylM4n8OQLDLVZ/X5yI60hHj370wg79YuPu0J7vM8eP0pduLNO8qXkRe10AOJ1Yy9Fni6fL69fPXtml/3xxR6gh8wUTR+vBW8p10aRcR2IeiMF+zrH2cwGAWFB74JiWr9+l/3t7f6gZdpKRrp9ZqLvmFevSKWMcjjDxGWvt2e/lMDq8Ahgsnz+g1xpatLq6SatrDqrpWFe/2yeNyVBF+ThVzhqvi4pylJSYTbLCflPkXSA6un1+Pblxt374wg4d7fRKksaPTtMXKmboQxdOSNTclMjC+oGRc4Hwndiv/qFnarWnJTiJIC8rRfdWlurWiyeSRxMfeRcYofwBqzW1B7V8/S69Wt8SGh+VlqyPXjpJt182WUVj2D4oAk6Zd5nBDPSxts6jZevq1djaoSJmA8Sdbp9f63c0q6q6Sc9tOajWDm+/26ePy1JleaEqZhVq5vhRMoY/OAA4w1qrZ947oEeq6tTY0ilJykpN1qeuPlcfnzdl0NvzAMBItMPTpq89vUUvb2+WJCUnGd01r1ifWThNo9LcZ3k0ACAeHe306n9fb9QTGxu0t7UzNH5ufqbunDdFf33xBGWkJGttnUf3/u5d6jtRQoEZ6LW2zqMlK2rkdhnlpLvlaevSkhU1WiqRhGJYe7dPa7ceUlVNk16s8+h4t6/f7RdMHK2KWYWqKC/UuflZDkUJAO97vaFFDz1TG2osmpxk9HcfmKQ5k3P11GuN+vWmPZwEA8AZHO306gdrtusXGxvkCwRX5F41PV9Lbp7J+R4AJKidh47r8fUN+v2be0NbIUnBfiV3zpuiK6fmhVatUN+JPgrMQK9l6+rldplQR+aMlGR19Pi0bF09CSjGHOno0Zpaj6qqm7Ru+6HQHktScJ+lOcVjtKi3qHxOTrqDkQLA+3Y1t+uRVXWqqmkKjVWUj9N9laXac7iDk2AAOAt/wOq3mxv1H6u36nB7jyRp8tgMfeXGmVpYVsDqNABIMIGA1brth7R8fYNe2nYoNJ6Z4tKtsyfqH+YWn/LCIvWd6KPADPRqbO1QTnr/pXTpbpf2tnac5hGIJs+xLq3eclDP1jRp487DodkqkuR2Gc09N0+LZhXq2pnjlJeV6mCkANBfS3uPHn1+u3756u5Q7rpg4mh96caZoYYjX/pjNSfBAHAGmxta9ODTNared0xSsLjw6Wum6eNXFCs1mW2FACCRtHf79Ic392r5hgbVH2oPjReNSdcdlxfrby4pOuNWSNR3oo8CM9CrKDdDnrau0B/3ktTp9WtiLpvCO6WxpUNV1U2qqmnSm3ta1bcnabrbpaum52vReYW6urSAffYAxJwur1/L1zfov17cobbe7Xsm5qbr3spS3XTe+H6NpzgJBoBTO3isS99YWav/e3t/aOyvLpqg+xaVatyoNAcjAwAMt8aWDj2xoUG/2dyotq73t7+8vGSs7ppXrIVl4+QaQPNW6jvRR4EZ6LV4fomWrKhRR49P6W6XOr1+ef1Wi+eXOB3aiGGt1Q7PcVVVN2lVdZO2HDjW7/bstGRdVzZO15cX6qrp+UpPYbYKgNgTCFj96Z19+vbqbdp3JNh4ZFRasj5zzTT9w9zJp5xpx0kwAPTX5fXrZ6/s0n++uCO01+Z5E0brwVvKNXtyrsPRAQCGi7VWr9a3aPn6XVpTe1AnFiunJifpwxdN0J3zilVaOGpQz0l9J/ooMAO9FpQWaKmCe/Xsbe3QxBhtsLS2zqNl6+oTphOqtVbv7Tsamqncd/mLJOVlpei6mYWqKB+nuefmKSU5yaFIAeDsNuxs1sMra0NLuN0uo9svK9Y9C6cqJyPltI/jJBgAgqy1WlPr0def2aLdh4OrOPKyUnRvRalunT2x3+oPAED86vL6teLt/fr5+l2qa2oLjReOStPtl0/WbZdO0pjM058/n0m81HcSCQVmoI8FpQUxnXASpROqP2C1uaFFVTVNWl3dpP1Hu/rdPiEnXRXlhaqcVajZk3MHtAQGAJy0w9Omb6ys0/N1ntDYjeeP170VMzR5bOZZH89JMAAEc+nXnt6il7c3S5KSk4zunFuse66dxnZoAJAgmo526clXG/TrTXvU2uENjV88KUd3zZuiylmFcruGPrEs1us7iYYCMxBH4rkTao8voA07m7W6pknP1hwMdf4+oSQ/U4tmFaqyfLxmTRhFF3AAccHT1qXvr9mu37zeKH/ver7Zk3P1xRvKBr2Em5NgACPVsS6vfrBmu57Y0BBqhjp/er6W3DRTUwuyHI4OADAc3tzTquXrG7TqvQOhXO92Gd143njdNW+KLijKcThCDAUFZiCOxFsTqI4en9ZtO6Sq6iY9X+fpt0m/JM2aMEoVMwu16LxCTS3IdihKABi8jh6ffvryLv3kpZ2hvUGLx2bo/kWlqigv5CIZAAxAIGD12zca9a2qraHJB5PGZGjJTTO1sKyAXAoAca7HF9Cq6gP6+foGvdN4JDSel5Wiv/vAZP39ByapgIatCYECMxBH4qEJ1LEur16o9aiquklrt3nU5Q2EbjNGmjM5VxXlhaooL1TRmNiJGwAGwh+w+v2be/WdZ7fq4LFuSVJuhlufXThNf/eByewTDwAD9MbuVj24okbv7TsqScpIcenT10zVx+dNUZqbRs4AEM+aj3frqU179OSru+Vp6w6Nzxw/Sh+/YopuvmD8KRtfI35RYAZOIVYb6cVqE6jm4916bstBVVU3acPOZnn9NnRbcpLR5eeOVUV5oa4vH6eCbK5OAohP67Yd0sMra0NNSFKSk/TxeVP0qavPZW9QABigg8e69M1VdfrjW/tCYx++aILuX1SqccxiA4C4VrP/qB5f36A/vbNfPb7gZLMkI1WUF+queVN0SXEuq1MSFAVm4CSx3EgvlppA7TvSqdXVTaqqadLmhhYF3q8pKzU5SfOn56uyvFALywqUkxFe51cAsSFSF91i9WLeyWoPHNPDK2tDTaekYDHkc9dPj6kVJAAQy7p9fv3slV360Qs7QlsLnTdhtB68ZaZmTx7jcHQAnBAv54I4M58/oDW1B/Xz9Q16bVdLaHxUWrJuu3SSbr98MufMIwAFZuAksd5Iz8kmUDsPHdfqmiZVVTfp3b1H+92WlZqsa0oLtGhWoeZPz1dmKukFSASRuugWyxfzTmg62qXvPrdVv31jr2zvRbTLSsboizeU6fyJNCEBgIGw1ur5Wo/+/Zkt2n042DdkbGaK7q2coY/MLlJSEjPZgJEoHs4FcWZHO7z6zeY9emLDbu070hkan1qQpbvmFevDF03ot70nEhs/aeAk8dZIL5KstarZfyxUVN7uOd7v9jGZKbq2rECLZo3X3Klj2UMJSECRuugWyxfzjnf79NhLO/XYy/WhfeTPzc/UA4vKaDoFAIOw89BxLX16i17adkhScOu0O+YW656F0zQ6na2FgJEsls8FcWY7PG1avr5Bf3hznzq9/tD4NaUFumtesa6Ymsf58ghEgRk4STw00oukQMDqrcZWVfVuf9HY0tnv9sJRaaooH6fKWeN1SXGukl00tAISWaQuusXixTyfP6DfbG7U957brubjwWYkeVkp+tdrp+ujlxSR7wCEbaQtAz/W5dUPn9+u5esb5OvdRy01OUmlhdm6cmoexWUAMXkuiNMLBKxe2nZIP1+/q9+2cZkpLn1kTpHumFusKXmZDkYIp1FgBk4Sq430IsnrD2hTfYuqag7o2ZqD/bq8SlLx2AxVzCrUolnjdf6E0SxlBEaQSF10i6WLedZavVDn0TdW1WlH70qNNHeSPnlFif5pwbnKYssfAEMwkpaBBwJWv3tzr75VVafm4z2SgrOW87JSNDYzRce7fQn73gEMTiydC+L02rt9+t0be/XEhgbVN7eHxiePzdAdlxfrI3MmKptm1xAFZuAvxFIjvUjq8vr18vZmVVU3aU3tQR3t9Pa7vbQwW5WzClVRXqjSwmyWuAAjVKQuusXKxbzqfUf10DO12lh/WJJkjHTrxRP1uetnqHB0WlRjAZCYRsoy8Df3tOprK2r0Tm+fjnS3S3lZKUp2GWWlBosPGSlJCfneAQxerJwL4tT2HO7QExsb9L+vN6qt2xcanzd1rO6aO0VXlxbIxcQz9EGBGTgFJxvpRVJbl1cvbj2k1dVNenGrJ9TB+4QLi3K0qLeoXMzyFiBuDOfS61M919Jbyof9opvTF/P2HenUt1dv1R/f2hcau3Janh5YVKaZ54yKSgwARoZEXwbuOdalb1bV6Q9vvp9PP3jhObp/Uak+8pONyjypwVMivXcA4XP6XBB/yVqrjfWHtXx9g9bUHgw1uU5NTtJfXTxBd86dohmF2c4GiZhFgRlIcC3tPVqz5aCqapr0yvZm9fgDodtcSUaXFo/RovMKdf3MQmbrAXFoOJZenygqb/e0qa3Lp9wMt/KyUt9/rlvK9dTdlw177E5czDvW5dWP1+7Uz17ZpR5fMB+WFmbrgRvKdNX0/KjGAmBkSNRl4N0+v5avb9APn9+u9t5JC+XnjNKDt5TrkuIxkhL3vQMYHok6sSvedHn9+r+39unxDQ2qa2oLjY8fnabbL5+s2y6ZpNzMFAcjRDygwAwkoKajXVpd06Sq6iZt2nVYvb1VJEkpriRdMS1PlbMKdW3ZOI3hQAHEtaEuve5boO7o9ilgrQ639yg12aVR6e6EWcrs9Qf0q1d369EXdqilPbgvaEF2qj5//Qz99eyJLPEDEDGJtgz8xL71//7nLWo4HJyJPCYzRZ+/fob+9pKifvk00d47ACSSA0c79eTG3XrqtT1q7Xh/y8w5k3N117wpqigfR5NrDJhjBWZjjEvSZkn7rLU3ORWH0+K1o3Ssxz0c8cX6ezxZQ3N7sKhc06S39hzpd1tGiktXlxaoorxQV8/Ij/gm/PH22QHREKnfi6Euve5boPYGrFxJRjYgNR/v1qh0d9wvZbbWanXNQT1SVaddvY1JMlJc+qerztUnr5zSb1YdAEiDy9d975uV4pIxRm3dvn6PO9Uy8MtLxmjZunp9+U/VMX+u1Pc95mWmKmCt3t0X3GfZlWT0D5dP1r8unK7RGX95fskSeAAYvEj+PW2t1Zt7WvXz9Q2qqm6Sv3c2mttldPP55+jOecU6f2LOsLwWRhYn/6r6rKRaSSN2o8N47Sgd63EP13LxWH6PUvDAsPVgm6qqgzOV+y5lkaTR6W5dN3OcKsoLdeW0PKW5XVGJKx4+OyDaIvl7MdTlx30L1CmuJPkCVsYotJ1OPC9lfmtPqx56plabd7dKkpKM9LeXTNK/XTdNBdlsCQTgLw0mX/e9r8tIOw4FL2JNyEn7i8f1XQYeT+dKJ2J1Gamrx6+3W9+fxHDF1Dx99eaZmjbuzPtxsgQeAAYuUseIHl9Az7y3X4+vbwg1Y5WkvKxUfewDk/SxyyZxfowhcaTAbIyZKOlGSQ9J+n9OxBAL4rWjtJNxD+RK3nDEF6s/m0DA6p29R1RV06TV1U2hZYkn5GenqrK8UJWzCnXplDFyO7CcJVY/O8BJkfy9GOry474F6vzsVO0/0qWArFJcSero8cXlUuY9hzv0yOo6PfPugdDY1TPy9cANZZp+lkIIgJFtMPm6733rDx2XyxjJSM3He1SSnzWgx53tNZz2k5d2qtPrU2u7V77eWW7JSUYl+Zl68hOXyhi2FwKA4TTcx4hDbd369aY9+uWm3TrU1h0aP2/CaN01r1g3nj9eqcnRmYyGxObUDObvS7pX0mn/yjPG3C3pbkmaNGlSlMKKrnjtKO1U3AO9kjcc8cXSz8bnD+j1htbQnspNx7r63V40Jl0VMwu16LxCXVSUqySH9xGNpc8OgzMS8q5TIvl7MdTlx30L1FmpyRqb5VZLu1fp7iQVZKfF1VLmIx09+uELO/SLjQ3y+oOFkPJzRulLN5Rp7tQ8Z4MDTkLOjU2Dydd979vjD4QKzCdWgAzkcWd7DSe9tadVb+xpDeVTY4J714/NTFFbl4/iMuIOeRfxYLiOEdX7jmr5+gY9/c7+0HHJlWRUWV6ou+YVa/bkXPI4hlXUC8zGmJskeay1bxhjFpzuftbaxyQ9Jklz5syxp7tfPIvXrspOxT3QK3nDEZ/TP5tun1/rdzSrqrpJz2052G/DfUmaVpClRbMKVTGrUDPHj4qpA4PTnx3CNxLyrlMi/XsxlOXHJxeoi8dm6Rsfjp+ishTMmb/YsFs/fGG7jnX5JEnnjE7T5ytm6EMXTnD8whtwKuTc2DSYfN33vimuJPl6C7EpvSvIBvK4s72GEzzHuvRI1Vb9/s29obHR6W6NH50md+/qlliJFRgM8i7iwVCOET5/QM9tOajl6xv0WkNLaHx0ulu3XTpJt18+WRNy0iMSN+DEDOZ5km4xxtwgKU3SKGPML621f+9ALI6K167KTsU90Ct5wxGfE++xvduntVsPaXVNk16o8+h4t6/f7RdMHK3re7e/ODc/K2JxDFW8/n8NRFKs/17E6/6Y1lr9+d0D+tbqOjW2dEqSslOT9c9Xn6uPz5sStb3nASSOweTrvvfNy0rRviNdkpUKR6WecYuhWD0m9PgCWr5+l374wo7QeeikMRnq8vqVnZas5CQTt1snAUC8COcYcaSjR//zeqOe3Lhb+450hsanj8vSnXOn6MMXTVB6CufFiKyoF5ittQ9IekCSemcwf34kFpel+O2q7FTcA72SNxzxRes9Huno0Zpaj6qqm7Ru+yH1+AKh25KMdEnxGFXOKtT15YVxc6UxXv+/BiKJ34vh99quFj20slbvNAYbTiUnGf39ZZP1mWumamxWqsPRAYhXg8nXJ993an6mjDE63u074xZDsXhMeLHOo6V/3qJdzcFGhbkZbn2+YoY+eskkvbztUEzFCgCJbDDHiO0H27R8Q4P+8OZedXmDtQRjpIWlBbpz7hTNmzo2plY7I7EZa51bGdKnwHzTme43Z84cu3nz5ugEhZjVdw/mvlfylt5SPuST3IE0DxwunmNdenbLQa2uadLGnYdDDVMkye0ymjc1TxXlhbpu5jjlUSTB0IR9NkHejU+Prtmmn76yS+09fmWmuPTJK6bonmunOx3WsKo/dFzfXFWnZ7ccDI1VlI/TfZWlKonh1R0YMcLKu+RcOGVXc7v+/c9b9EKdR1Jwf87bL5usf7t2ukZnuM/yaCAmkHcxogQCVmu3ebR8fYNe3t4cGs9KTdZH5kzUnXOLNXlspoMRYgQ4Zd51qsmfJMlau1bSWidjwMBFswh7KpGa7THQ5oFD0djSEWrS98aeVvW9rpPmTtKC6QWqnFWoq0sLNDqdk3kAg/fomm36wQs7lGSk5KTgCo8fvLBDkhKiyHz4eLcefX67frVpT+jC3AVFOfryjWW6pHiMw9EBQHxp6/LqRy/s0M/X7wo18Zs3day+enO5po87bR92AIBDjnf79LvNjXpi4+7QahNJKh6boTvmFuvW2ROVnUYtAc5xtMCM+BGNIuxARGKf0IE2DxysHZ42rXqvSVU1TarZf6zfbdlpybq2bJwqygt11fR8x/ZDcvqiAYDh89NXdvUWl4PNpZKM5AsE9NNXdsV1gbnL69fP1+/Sj1/cqbbePUEn5qbr3spS3Xz+eJb9AcAgBAJWf3hrnx6pqtOhtm5JwZz65RtnqqJ8HDkVAGLM7sPtenxDg367eW+/Pk1XTsvTnXOLdfWMAhpaIyZQYMaARKoIGwsG2jzwbKy1em/f0dBM5Z2H2vvdnpeVoutmjlPlrPG6vGSsUpKThhz7UMTKRQMAw6O9x6+T00qSCY7Ho0DA6k/v7NN/VG3V/qNdkqRRacm6Z+E03X75ZKUm06gEAAbj7cYj+uqKmtDe9WnuJH1qwVTdPb+EpqgAEEOstdqw87CWr9+l5+s8oRXQae4k/dXFE3XX3GJNY7UJYgwFZgzIcBVhY83aOo+OdXp14Gin0pJdys9OVXaa+5TNA0/FH7B6Y3erVlUf0LM1B/t1bJWkCTnpqigvVEX5OM0pHiNXDF1ZTOSLBsBIlJkS3Ju+b5oJ2OB4vNmwo1kPr6pV9b7g6g+3y+iOy4v16WumKicjxeHoACC+eNq69K2qrfrdG3tDYzedP15fvKFM58RJE2kAGAk6e/z6v7f36fH1Ddp6sC00fs7oNP3D3GJ99JIizoURsygwY0CKcjPkaesKFSMlDbgIG6tOzODN6C3K9PgD2tfaqbxsv9wulxbPLznl43p8AW2sP6yq6iY9t6VJzcd7+t1ekp+pyvJCVc4q1HkTRsfsUsNEvWgAjFSfvGKKfvDCDvkCASWZYHE5YIPjThrMVjzbD7bpG6vqQs2mJOnG88frvopSTRobv8cbAHBCjy+gxzfs0qPP7wgtqy4bP0oP3jxTHygZ63B0AIAT9h/p1C827tb/vL5HRzq8ofFLi8foznnFun7mOCW7nF0BDZwNBWYMyOL5JVqyokYdPT6lu4MFWa/fnrYIGw9OzOAdnZ6m1GSXmo93q9sXUHu3X49+9Px+BZDOHr9e2nZIq2uatKb2oNq6fP2ea+b4UVo0K1hUjpelKkW5GWo4fFzHOn3q8QeU4krSqPRkFY/Ncjo0AGE4sc/yT1/ZpfYevzJTXPrkFVMc3X95oFvxeNq69L3ntus3r+9Rb/8+XVKcqy/eUKaLJuU6EzwAxLEXt3r0709vUX1vI6jcDLc+d/0M3XbppJhaUQcAI5W1wdXQy9c3qKqmSf7ek+AUV5JuvuAc3TWvWLMmjHY4SmDgKDBjQBaUFmipgkXZva0dmpiboctLxmjZunp97rdvy+u3SklO0rSC7FDR+Wwz1gYyq21tnUePVNWFTo7zM93KTk9RW7dvyE3p+s7gHZXu1qh0t6y1Otrp1YLSAh3r8urFOo9Wvdektds86vIGQo81Rpo9KVeVswpVUV6oojHxN7Pu8pIxeq2hRUkmuE9rjz8gT1uPbrtkjNOhOYamh4h391w7PaYa+p1tK56OHp/+e90uLVu3Ux29e0VPycvUfZUzVFFeGLMrQACMTPFwnrCruV1f//MWPd+7EsSVZHT7ZZP1/9m78zg7y/L+45/7OessZ5bMkslKEkhImACiURPCEhFIAEVtrS1Wq/zqC2ztz2qlVbF1wbZKd/21taAtiAu2xRWBBBDCEhIQw5ZlSEL2ZWYyk8nsc5bn3L8/zpKZyezLWeZ8368XJHnO8jzPeZ1znftcz3Vf96euXqpp1SIi4zBdMT8cc3no1RPcs+Ugrx1rT2+vCQX40NvP4YNvX0hNKDDp/YhkmhLMMmbrltemA2qqKi0Sc+lIVvP2RlwOtnZx2wOvYEgkbYerWBtLVdvmhmb+/IFXaOuJJqd7W462h3HawyyYVTTpRelK/R72nezCjVv8Hofq0gAY8HkcPnrPC2zZ10LUten7ex3DmnOruLa+jvUXzKa2LDiZlzPrtu4/RU2pn86+MxXMoaCXrftP8clsH1wWaNFDkbEb64B7uFY8R05189+/Psw/PrqH5s4wkKiu+9TVy/jg2xfi0xRAEckxuT5O6ArH+Ncn9vGfz+5Pj1/XLKniSzdewPK6siwfnYjMJPlwsW2ypiPmn+wM84PnD/H9bYdp6Qqnt180v5yb1y7ihgvn4h+8YrdIHlGCWSYkVZXW2hXDweA4hri1dPTGcK0FC3XliUVDhlo8biwLzN319H46+2J4HINjDLFYorrNGmjpirCkpnTCi9JtbmimtTtCzLUYLH1Rl0OnzvQeTlVM+70OVyytYcPKOq5eUTujKj+OtPVQXRqgJnQmUW6tLdgezFr0UGRsxjPgHqp/f2t3mPbeGJ/98WtAIs7+4WWL+aN151IWHJiMFhHJFbk6TojHLT996Rh3bmxIX7CbV1HEX96wgg0rNRNERKZWrl9smypTGfNfO9rOPVsO8MtXTxBxE7OiPY5hw8o6/s/aRbx5YaVitcwISjDLhKSq0iJuHE8yGJpkmwVIJCr7G7x43FgWmDvS1kMsHk83s089pbVn9jPRRen+5fG9uNbiGEPEHXispQEv71hey/r6NdX7tQAAIABJREFU2bzj/FpKAjPzYzITF26cDC16KDI24xlw9+/fb4Bjp/vojbrp2993yTxuW38+8yqKht1fIVTJiEhuGSru5OI44ZUjp/nygzt56fBpAII+hz+68jxuvXIJQZ8na8clIjNXrl5sm2qTjfkxN86mnU3cs+UALx5qS2+vLPZx09sW8uE15zCnfPjxr0g+mpmZM5l2qeSk3+MkqoBNIvHr9zjJCuaBV+AGJy7HktxcUFlMS2cYaxPJ69Q+jEnsZ6jHDMday64THWza0cjGnY3saeoacLvHMYSCXryO4dnPXlUQg/KZuHDjZCjhLsNRgnOg8Qy41y2v5dPdEf72kQZO9psKuGZJFV+4YcWoC5cUSpWMiOSO4eJOKOClN+rmxDjhZGeYv9vYwP/+5mh62w0XzeH261eMeMFORGSycvFi23SY6G/D0z0R7n/hCN/bepDj7X3p7efPDnHz2kW895J5BZFrkMKkBLNMSCo5GQp6ae2OEI8n2mKUlfiIuhYDIyYux5LcvPWKJekezNbYZB9mMBaqS/30RGIjJkTjcctLR9rYmEwqHznVO+B2j5P44VBW5KPEnziG2lCwYAL+UAs3FnLiTAl3GUohJTjHmkgf64C7Kxzjrqfe4NvP7E8vknpebSmfv245Vy2vHdNUwEKpkhGR3DFc3LHWEnVtVscJkVic+7Ye5BuP76UznFgDZXldiC/fWM/qJVUZOw4RKVyFUpQz3t+Grzd2cu9zB/jpS8fS415j4OoVs7n50kWsObdKbTBkxlOCWSakf3Iy5nYQcS1+r8OiqtJ00B0pcTmW5Oa65bX8/fsv5s6NDexv6cZjDHUhH6EiP13hGLWh4FmPibpxXjhwio07Gtm0szHdiy7F4xhmhwJcuayGZ/e14Pc6BZ1M7L9wY6FTwl2GUigJzvEk0kcbcMfcOD/69RH+5fE9tHRFAKguDfDpa5byu6sWpNsejUWhVMmISO4YLu6090b56ntWZm2c8NSek3zlwZ3sP5lYJ6Si2Mdnrj2fm946vrgqIjIZhVKUM5bfhvG45YmGZu557gBb9rWmt4cCXj7w1gV8ZM0iFlbNrMS7yEiUYJYJGy05OdqAeyzJzbHcpy/q8szeFjbuaORXDU2c7okOuH1BZRHtvVHKinyUB730xeJseaOV33nLfLbuP6VkoqQp4S6D5UOCcypaeIwnkT7cgPvK82t4fFcTX9/YwL7mRBuioM/hlsuXcMuV51I6gX72hVIlIyK5Y6S4k41xwsGWbv76oV08vrsZAMfAh1afw59ds2xGLT4tIvmhkIpyhov5nX1R/vfFo9y39SAHW8/8JlhcXcJHL13Eb79l/oTGvSL5Tu96ycv+ol3hGE82NLNxZyNPNjTTE3EH3P6mBRWsr69jw8o6bv/Ja/i9ff0SJw49kRhb95/i/ltWZ+PwRSRP5HqCc6paeIw3kT54wP3a0XZu+vY2tu0/BSSmBP7OW+bzZ9ecT115cPwnllQoVTIikjvWLJnFv21+AzduCXgdQkEvfq9n2LgzXePo7nCMf31yH//5zIH04tarl8ziS++uZ8Wcskk/v4jIRBVaUU4qzh9o6QIMp3sj6TYYAJcvreb/rF3MlctqcBy1wZDCpQRzgcun/qJt3REe293Eph2NPLO3JT3YhkQ1x9sXV7FhZR3X1s8esCJrPlQgikhuyvUE51S08Njc0ExHb5TG9j4CXofq0gBlRb4xJdKPtvXwD5te52cvH09vu2JZDZ+/bvmUJEAKqUpGRLJvc0MzD2w/xqwSH+09UfpiLrEeyyfWLRwy7kzHODoet/zs5WPcubGBpo5Eq7d5FUV84YYVXLeyTj08RUQy6MndTfzFT16jOxwbUNTm9zp8YNV8PnrpIs6rDWXxCEVyhxLMBS7X+4s2tvfx6K5GNu5o5PkDp3DjNn2b3+Ow9rwqrls5h3euqKWqNDDkc+R6BeJE5GPVuUg+ynSCc7yf7YleQEvtZ09TB11hlxK/BwNE3DjH23sJx9wRK/bae6P8++Z93LPlIJFY4mLf8roQt1+/giuW1YzvpEdRaFUyIpI9qXFxeVGQ6tLE7IvUrLdPjnD/qRpHv3r0NF/+xU62Hz4NQMDr8EfrzuXWK86lyF8Yi1CLiOSC3ojLT186xld/uYve6JnEss9jCAW9nFtdyl+/98IsHqFI7lGCucDlYnXvodZuNu5oZOPORl5KDrBTiv0e1p1fw4aVc3jH+TWEgr5hnuWMXK9AHK98qjoXmQkyleCcyGd7IhfQ+u+nqy9GxLWEY3F8HoMDxKylJ+Ly9d+66Kz9RmJxfvD8Ib75q720Jfvdzy4L8Jlrz+e33zwfzzROC9SFNRGZbuMdF0/VOLqlK8zfb3yd//nNEWyyluKGC+fw+euX53VBhIhIvjl2upf7th7kRy8cob33zNpOJX4PVaUByoKJMXdjR1+WjlAkdynBXOByobrXWsvrTZ1s2tHExp2N7D7RMeD28iIf71xRy3Ur53D50mqCvvFVcExHBWI2Ex2jVcsoCSOSnyZSCTeRC2ip/cRcS9g9Mysk5lq8HsP8iiLidmBS21rLpp2NfP2RhvRiJiV+D7deeS4fu3zxgO+Q6TBdF9YUL0Wkv/GOiyc7jo66cb773EG+8fheOsMxIDEb5EvvrmfNuVWTOBMRERkray0vHmrjv549wKadjaQmTfs9DuVFPgJeQ2XJmdnSPZGYLv6JDEEJ5gIz+Mf0miWzeGD7sYxX98bjllePtfPIjhNs2tE4YPVVgJpQgGsvmM2GlXWsXlKFz+NMan9TWYGY7Qrikaplsn1sIjJxo1XCDZcMvQP4+iO72dvcBcCS6pIx7edAezfpemMDWHAwNHWGuWRBZfr+2w+38bcP7ebFQ21Aouf9TW9byKeuXkZNaOjWRFNtOto5KV6KyGDjvWg3mVlyT+85yVce3MkbJ7uBREHFbdcu46a3LcQ7yXGviIiMLhxzefCVE9yz5QA7j58pcqsJBfjw6nP44NsXsuNo+4yaDS0ynZRgLiBD/Zh+YPsx3rKwnF81nKQ7kujD+bHLFk/Lj+uYG+fXB9vYtLORTTsbOdE+cFrJ/MoirltZx4aVdVyyoDJnV2DNdt/qkaplsn1sIjJxI322R0qGAvRE48yvLEoPfEdKlKb2E3HjeB1DLG7BgjFgscTcRNLkcGsPd25q4KFXT6Qf+87ltXzuuuUsnZ3ZxUymo52T4qWIDDbeWW8TmSV3uLWHrz60i8d2NQGJi3YffPtCPnPN+VSW+KfhrEREpL/mzj5+sO0wP3j+EC1dkfT2i+eXc/PaxVx/4Rz83sSFPi04LTJ2SjAXkKF+TLd09fHwjibmVxaxMJmYeGD7MS6aXzGuoDlUZfQjOxrZ29RJzCaK4xwD/WZjA7C0tpQNK+tYX19H/dyyvFgZO9t9q0eqlvnLn+/IuZ7aE6Fp6zKTDPd+7r+91O+hpTtCS1cEA/g9hsoSf3qhvf5tLQ60dxNx43gcw9cf2U1lSWBcidI1S2bxb5vfIJYMyOnYbCHiWop8Dve/cJgnXm8mmrzPynll3H79Ci49tzpTL9sAY5mGnqkFEnPRUOcOKI6KTMB4Z731v3/qs/iXP9+RHg9v3X+KI209zC0vojYU4NFdTUTcxOKob188iy+9u54L5paNOYZpjCQi+WiofEEqPmYqlr169DT3bDnIL189nh7jAlSV+PmjK8/lDy9fPGQ+ItcXnNb3guQKJZgLyFA/ptt7orhxO6kKrsGVdftbOtm2v5X+uWTLmeTyoqpifmfVAjasrOPcmtIpOLPMynbf6pGuoi54Ovs9tSdL09ZlJhnu/fz+o6d5YPsxfB6Dx8De5i5cm0j2Wgth19LSFeaTVy1l3fJa/vLnO/AYON7eh4PBYwzxuGXvyS4quyPUlQUH7He4ROnmhmYe2H6MWSU+WjvDROKk9+sYiFvoi8bZlKysm1dRxG3rl/Gei+dldVbJaNPQM7VAYi4a6txve+AVDFBW5FMcFcmQwZ/Fg61dvHDwFNUlPnweD7853IabbOw5r6KI269fwfUX1mGMGXMM0xhJRPLR4Nh1oCURH2tDfqpKAtMay6JunI07GrlnywG2Hz6d3u6YxDhpdihALG65b9shzqstzbtYqu8FySVq8FVAFlQW0xt1B2wLu3EC3oFvg/FWcN319H4cA+FYnMOnemjqiGCHuW/Aa5hTXsQn3nFeXiaXIZHoiLqWnkgMaxN/ZroP07rltdx/y2qe+exV3H/L6vSXRy4c22T1r7Q3JvGnz2O46+n92T40kXEb7v38nWcPpLe3dEWIJ2d6AAR9HgIeB6/HYev+U0Aifjd1hnEwOI7BmMR/PschEoufFduHS5Smjqe6NMj5c8o5Z1YxhkRi2Y0n/rQkBt0LZxXzq89cyfsumZ/1lkXrltdyx4311IaCtPdGqQ0FuePG+nTsm0jcmAnxEoY+965wjM6+mOKoSAYN/ix29MYwWE52RTh6uhc3bjHA/IoiHv+zK7nhojnpSrmxxrCx3m9zQzM33b2Ny+58gpvu3sbmhuZMvQwiImcZHLs6+2I4hkScnKZxSlt3hH97ch+X3/kk//f+l9LJ5eV1IZZUl3BOVTELKovxez15PU7Sb2fJJapgLiBDVYB5HYdQcODbYKwVXM2dfTy2q4nth9sIx+JjOoa4JS+nH/eXy32YcvnYxmomTVsXGe793B1xWejzABBx41iS6+wlr84ZA27cpt/3t16xhD+870U8JpEAtjbxX115gO5wLJ0oHW3xkcHH4+mXOE5dGKwq8VNT6qc74hJMHmMuGGl64kTixkyIlzD0ubtxi7UDL/UqjopMr/6fxZgbpyfq0v9jWBb0UlcWpDfqUuT3DPvYlKE+s2O5n6rZRCTXDI5dETeOY0i3C4KpG6c0NHZw75aD/PSlY+kchTFwzYrZ3Lx2MauXzOLyv3tyxvze1G9nySVKMBeQoX5Mv+fiuTyw/diYV0U9cqonvUjfi4faBgycjYFQwEs46hJO9sMwyf/ZZHWexzF5N/14KLnchymXj20sZsq0dREY/v1c4k/E22K/F7/HIeYmKpBTbd+sHRgv1y2vZVltKQdaunHjFr/HoSYUwOMYls4uS/dpHi1RmjoejzE0dvTR0RdL31YW9FJXHiTg9dATiQ37mcvFPm8TjRv5Hi9h6HP3OAbswKpzxVGR6bWgspimjl56o3GaOvoGXDBcVFVCacA7bGwdawwby/20gKmI5JrBscvvcYi4cfyeMzOpJzNOceOWJxqauWfLAZ57ozW9PRT08rurFvCRSxexYNaZ555Jvzdn0rlI/lOCucAM9WP6ovkVIyYm9jV3snFHIxt3NrLjWMeAx4aCXlbOLWdvcyehoJcSv5fW7jBNHeFEhR2ky+IMUBrw5t30Y8ms0XqtiuST4d7PH7tscfriXnWpn6NtvbgWPAbceJy4hYqAb8D7/rMblqer0gZ/NsaaKL3pbQu4/ac76AqfSSx7HUNpwENVaQC/xxmxVUSuVsYVctwY6txLA14MFOTrIZIta8+r4l8e30ss2Wc5dcGwttRPid+Tjq1rlszipru3DbhIN9YYNpb7qZpNRHLN4NgVCno52RWhrMiLtXbC45SOvij/8+sj3Lf1EIdPnYlxS2pKuPnSRfzWm+dTEjg75TWTxo0z6Vwk/5nBUyhz0apVq+yLL76Y7cMoGNZadh7v4JEdJ9i4o5E3TnYPuL2qxM+19bNZX1/HpedW4/c66Yq2VJJ6zZJZPLKjkX3NXcSsxWPgvJpSPnfdClVPyKgGv59yoUIyT024ca7i7tQZ7v3cf3uJP9E2o7kzDMDiquIh4+VEPxt9UZf/fPYA39r8Rjq57HEM51aX8PnrlmOMGdPz3nT3trOqJHoiMWpDQe6/ZfVkXqZJK+S4MdS5Q/63/8hTE4q7irn563BrD3/90C4eTS6OClAS8LCirowrllazdf+pAePj1AKv/RMBd9xYD4ztMztarMvlOC0yTRR388BQ+YL+8XE845T9J7v47nMHeeA3R+mOnFmH5MplNdy8dhFXLK0Zdf2QmTRunEnnInljyA+YEswCJKaVbD/clqhU3tHIsdO9A26fWx5k/co6NtTXsWrRrAF9O0UkZynBXODicctPXzrGPz76Osfb+wAoL/Lxf686jw+vOYeA1zOulheX3fkEFUW+9MJUkLgo2d4b5ZnPXpWRcxLJcUp0ZFA2W/b0RGL8+5NvcPcz+4kk+3y+bfEsvvzuei6YWzbkYzKR/O0/02RwElsJB5mhFHcLgLWWp/e2cO+WAzz5+sn09mK/h99+83w+cukizqstzeIRihSUIeOuWmQUsEgszrb9rWzc2cijO5to6QoPuH1JdQnrV9Zx3co6LpxXPiCh0F8u9uMUEcmGXIqHW/a18LcP72bn8URrI7/H4SOXnsOfvGMp5cW+9PGOp+WF+ryJSK7IZMue/rF9fkURb1pQwc9ePk5jR+LC3ZzyIJ+/fgXvvmjOsONlyEz7ipmygKmICCQuwv14+zHu3XJgwMzq+ZVFfGTNIj7w1gWUD4qrIpIdSjAXmN6Iy1N7TvLozkYe3900YIEngPq5ZayvTySVz6stHXGQDLnbj1NEJNNyJR7uaerkaw/vHlDd8a6L5vAX65ezsGpgIni8i0Gpz5uI5IpMLWbXP7YHvA4vHznNtgOnAPB7HT5+xRI+vu7cARfehpOpi3QzYQFTESlsR9t6uG/rIX70wuEBOYvVS2Zx89rFXL1itmZVi+QYJZgLQEdflCcbmtm4o5HNr5+kN+oOuP0t51Ry3co61tfXDVhddSy0UrWISEK242FzRx///Pge/vvXR0iuMcVbF1Vy+/UruGRh5ZCPGW81nSrjRCRXZGoxu7ue3o9joK07yqmeSHr7rGI/P/+TteMaO+sinYjI8Ky1vHDgFPdsOcijuxrT41m/1+E9F8/l5rWLh21BJCLZpwTzDNXSFebxXU388PnDvHasnf6dtj2OYc2SKtavrOPaC2Yzuyw44f1opWoRkYRsxMPNDc38++Y3aGjsoCscSw/EF1eX8NkNy1lfP3vEmSgTqaZTZZyI5IJMVANH3Ti7TnTQ2RdNx9eA12FOeRA3bsddmKGLdCIiZ+uLujz4ynHu2XKQXSc60ttnlwX48OpzuOltC6kqDWTxCEVkLJRgzjGT6d95/HQvm3YmFun79cFT6YEwJDpwF/k9BH0e7rixnnddPHdKjlf9OEVEEjIdD5/Y1cRtP36V9t4objLgOwY++LaFfOnGenweZ9TnUDWdiOSr6Y5fz+5t4SsP7qS9Nwok4uvssiBVJX56oy5zyosm9Ly6SCciktDc0cf3tx3iB88fprX7zAyRNy2o4Oa1i7j+wjljGs+KSG5QgjmHTKR/5/6TXWzc2cimHY28crR9wG2OSayqOqskQGnAi8cx9ERi/OD5w1OWYE4N7lu6+mjviRJ243idxBSWXJNLi2+JyMyTqWSttZan9pzkE/e/lG55ZIDq0gAlAQ9vnOwe82Bc1XQikq+mK34dbu3hrx/axaO7moBEfC0JeKku9VMa8OpC3BA0xhaR8Xj5yGnu2XKAh149QSxZJOF1DNdfOIeb1y4atrWbiOQ2JZhzyFj6d1pr2XWig007m9i0o5HXmzoHPEdlsY+rV8xmw8o6vvjzHVQW+wdMj56Olarff/Q0/7b5Ddy4Jej1EAp6eWD7MS6aX5Ezg8tcWXxLRGauTCRrdx3v4GuP7OaZvS3pbRVFPmaXBfF7Hay1447xqqYTkXwxVCLz/ltWT8lz90RifGvzG9z19H4isTiQ6GP/pXfX09IZ1oW4YWiMLSJjEXXjPLKjkXu2HOClw6fT22eV+Png2xbyodXnUFc+8dadIpJ9SjDnkOH6dx451c1vDrWl218cPjUweTC7LMCG+jq6wzE27WzkJy8dY9PORsqCiSqL/tO1W7vDdIddLrvziSmrMNi6/xTzK4sG7CfXFvrL9uJbIlJY7Oh3GZNUMuVAazeua2npCqefuyzopSzopbLkTE+66YjxIpOl6kaZCuNNZI71fWet5cFXT/C1h3dzor0PAL/HoTTowWMMLZ1hXYgbgcbYIvltur+jW7vC/OjXR/je1kM0dvSlt6+YU8bNaxdREfRxz3MH+dnLxzRGEMlzSjDnkP79O621dIddWrvD9EZdfvtbzw2478JZxVy3so71K+t40/wK/vWJvXz/+cM4BrxOou9nVzhGqd9DTVmQIp+H1u4wzZ0Rakr9U1phkA8L/eXDMYpIfpvqKq7NDc385c930BWO0d4bxSYzy3PLg3z1vStxgC89uCvdkmOyMV5JQJkOqm6UqTKeROZY33c7j7fzlV/s4oWDp4DEFO1iv4eqUj8lfi8nu8J6v45CY2yR/DWd39G7T3Rwz5YD/Ozl4+lZIY6Bay6Yzc1rF/P2xbN46vWTGiOIzCBKMOeQmy9dxO0/e43mjjA9ERfXDqyBO392iA0r61hfX8eKOaEBrS++8+yBZHI50XfTMQBxYnGoDQU52tZDd9ilptRPTSgx9WSqKgzyYaG/fDhGEclvU1nFFXPjfOWXuzhxuhc3+VXgdQyVxT4WzirmnStmA2CMSU/bnkyMVxJQpouqG2WqjCeROdr77lR3hH949HV+9MLh9KLYG+rraOroo6MvqvfrOGiMLZK/pvo72o1bHt/dxD1bDrBt/6n09lDQy++9dQF/sGYRC2adiQ0aI4jMLEowZ1lXOMbm15t5ZEcjmxua6Y64A25fUl3CB966gPX1dSyuLhn2ebojLt5Bazo5BsJuPN2b7rI7n5iWCoNMLWw1GflwjCKS36aiistay+O7m/n6I7s50NINgDFQUxqgujSAY+DY6d70/ftP255MjNcAX6aLqhtlqownkTlS27l7txzgnx7bQ0dfDIBls0v50rvrWXte9bSNlWcyjbFF8tdUfUe390b53xeP8N2tBzly6sw4dUlNCTdfuojfevN8SgJnp540RhCZWZRgzoK27giP725i085Gnt7bkp4yAomk8NsXV7G+fjbrV9Yxp7xoTM9Z4k8M6JwzRc3EbWJ7ynRVGGRiYavJyodjFJH8NtkY++rR0/zNQ7t5/sDAio95FUX4PIkriD2R2FnPl2ptcbIzTEtnmLryIKGgb1z71wBfpouqG2WqjCeROdT7rrU7wumeKF9+cBeQ6GP/6WuW8aHV56RjrN6v46cxtkj+mmzMe+NkF/duOciPtx+lp1+h3Lrza7h57WIuP68ap3+CYor3LyK5RQnmDGnq6OPRnY1s3NnItv2ncONn2l/4PQ5rz6tiw8o6rl4xm6rSwAjPNLSPXbaYbzyxj1g8jmMSyeW4TWxPmc4Kg3xY/CQfjlFE8tdEY+yRUz38w6Ov8/OXj6e3XbmshqtX1PLtZw4QdeN4HTPk8/VvbVFXFuDY6T6OtvUyr8ISjsVp64nS3hvlpru3jfiDXwN8mS6qbpSJGqov/B031o8pkdn/fecxhmOne9OzBI2B33vrQm67dtlZY+5br1jCnz/wCsfaeonF43gdh1DQy1/dcEFGzjlfaYwtkp8m8h0dj1ue3nuSe7Yc5Kk9J9Pbi/0efuct8/nIpYtYUlM6bfsXkdylBPM0Otzaw6adjTyy4wTbD58ecFux38O682tYX1/HO5bXUhb0DfMsY/PJq5cBiV7M3RGXEr+Hj122OL0dVGEgIjKdxhtj23uj/Pvmfdyz5WB6JsvyuhBfuGEFly+tARKJ35Geb3BrCzA0dfZx7HQvHsdhVomPqpLAqD2VNcCX6aKxh0zEsH3hb6xPt34bybrltXwh5vLVX+7m2OleUmUdq86p5Ms31rNyXvmwj7UAJtHjHgN22HuKiOS38XxHd4dj/GT7Ue597iBvnOxOb18wq4iPrFnE76xaQHnR+HIaGiOIzCzG2twfNq1atcq++OKL2T6MUVlr2dPUxaadjWzc0ciuEx0Dbi8v8nH1itlsWFnH5UurCfo8wzyTwNCVK/qyERmX4eekjSJf4m4uGG+sisTi/OD5Q3zzV3tp64kCUFcW5DPXLqOq2M+3nz3AnqYOoq7F73VYWhsa9jlT/UL7L/pqrWVvcxfzK4sGVCT3RGLUhoLDJmdS56EBvsikTCjuKuYOdNPd286aVTFaDEux1vLLV0/wtYd3c7y9D0jE2M9fv5wbL547IF5O5X5FJGsUd6fRkVM93Lf1ID/69RE6k73rAdYsqeLmtYt454rZeEZogyEiM9KQH3pVME+BPU2d/GT7MTbtbEwvypRSXRrg2vrZXLeyjtVLqtI93mRkw1auMHT1nYhINownVllreWRHI1/5xU6aOsNAou/+e980j79534U8v7+VL/5iJ5GYm158qjficrC1a9jnHK61BSR6KPc3Wk9lTXEWkVwx0b7wu4538OUHd/JCspe93+twy+VL+KN15w65wNRU7VdEZCZ5cncTf//oHva3dNEXPbNeVMDr8N43zeOjaxexYk5ZFo9QRHKREsxTYMu+Fv7jqTfS/55fWcT6+jquW1nHJQsrdUVvAgZP+y72e+mJxLjr6f1KgIhIzhhrrPrNoTb+5qFdA9olVRb7KCvy8eKhNp7f35p+rtauGA4GxzHEraWjN0ZduXfI+Ddca4sl1SX0Rl31VBaRvDTevvBt3RH+8bHX+eHzh0ktc3LNBbP5qxsuYGHV2ONevvSj1yw/EZkOfVGXv9vYwPe2HSLqnpnp7jGG914yly/ccAGzSvxZPEIRyWVKME+B9fV1/PD5w2xYWcf6+jrq55aNOP1ORqcKEhHJB6PFqkOt3dy5sYGHX2tM317s9zCvoijdJimVkE49V8SN40l+hxgDETc+bPwbrncdoJ7KIpK3xtoXPubG+cHzh/mnx/bQ3ptoOXRebSlffNcFXLGsZtr2m02a5SciU62po4/vbT3ED184zKnuSHp7sd9YHmfHAAAgAElEQVRDVYkfn8dw/HSfkssiMiIlmKfA3IoiHvuzK7N9GDNKvlSQiEhhGy5WzS4LcseDu/jetoPpCpAL55Vzor2XurLggIuQqeRx6rn8HoeYazEGrAW/xxkx/g3X2kKLpohIvhrLwk/PvdHCV36xi9ebOgEIBb18+uplfHjNORNuSZcPC05plp+ITJWXDrdxz5aDPPzaCWLxMxXL5UU+qkv96ThjrVWhl4iMSglmyUn5UEEiIjI4VnVHYrR1RznR3seLh9oAmFdRxJ+vP58bL57L73/n+XRCurMvysnOMH0xlxK/l995yywe2H6MUNBLa3eEeNyChbIS34Tin3oqi0g+Gy6GHW3r4W8f3p2eGWIM/N5bF3DbtedTVRqYtv3mCs3yE5HJiLpxHn7tBPdsOcjLR860bqsq8fP7b1/Iln2tnO6NqNBLRMZNCWbJSflQQTJW6pMnMnOlYtV/PPUGe5o76Q67hGOJxVBCQS9/8o7z+Mili9LtMFIJ6ZauPlo6I2DAMYZiv4cHth/j/W+ex9b9p4i5HURci9/rsKiqNO/jhuKgiExWb8TlW0+9wV1PvZGOs285p5Ivv7ueC+eXT+q58ylGaZafiExEa1eYHz5/mO8/f4imjnB6+wVzyrh57SLeffFcgj4Pb17YrEIvEZkQY60d/V5TuUNjFgD3AbMBC9xtrf3GSI9ZtWqVffHFFzNxeNMm0wPXofYHDNi2Zskstu4/NaZjSj3f3uZOIrE4Po9h2eyyIR8z3nPN1qA+E/vt3yev/xf0HTfWj/pa58OPHMl5E24GPxPi7nhN5LO3uaGZv9/0OnuaO9OtMDzGUBMKEI7FcOPg9zosrQ2ln29zQzOf/NFL9ERcAl6H6tIAZUU+eiIxakNB7r9l9YSPJxPnPN7Hf/PxPfzb5jdw45aA1yEU9OL3ekaMg9N5zFP9PCKDTCju5kvMnarPzTcf38N3nj1Ad8SlxO/hY5ct5pNXLxtyH7dcvphfH2rjO88cIOImEstex2AM6bjrGJhV7CPo9541xg0FvFhr6Yq4A465/9i2rTtCaj0rx0CJ38P/u+nNORkTJjK2FJnhZnTcnaz7njvI/3tiHye7ziSVHZNYR+rmtYt566LKs9aPSsXHfC/0EpFpM2TczUaCeQ4wx1q73RgTAn4DvNdau2u4x+R78M/0QHCo/bX3RjFAWZGPIp+Hlq4wJ7si1Ib8VJUE6I26dPRGqSrxDzkA/+IvdhJ13XTFHSSm0QxOEoz3XLM1SM7Ufm+6e9tZVSaDk0jZOC4pGEowj9Hgz15rd5hT3VFKA54BF9P6Jz78HoejbT1E+q2y7fcYSgJeAl6H1tQiKRaqQ358njPx8rI7n6CiyDdgQG+tpb03yjOfvSojsWCy+xjL4zc3NHPr939D3Fo8xmAtxLFUlfhZXF06ZByczmOe6ucRGcKMTXRM1efmm4/v4RtP7MMxiSRH3Cb++9OrzuOi+RUD9nG6N0pje9+A3qCGRIXKUMoDHoqDXpo7I9SU+gl4HY6d7gNgXkUQr8ch6lre/+Z5PLD9GD6P4VBrN8mC6AHmlwd49vNXj+MVyhwlf0QGmLFxd6LcuOWxXY3882N7033qIXkBLeDlS++6gPevWpDFIxSRPDdk3J3YChiTYK09Ya3dnvx7J7AbmJfp48ik/otxGJP40+cx3PX0/oztrysco7Mvlt7W2RfDMdDRG8MYgxu3tPVEOXiqZ8CK1KkBrM9j6OiN4TgGr+PgkHiOwecx3nPN9GuT6f0eaeuhKDk1PmWkPnnZej1ECl3/z15XOEZrV5S4tfRF4+l4+M3H9/DFX+zkeHsvPeEY+1u608nlIp+HJdUlOMbQG3UTMZZkvHQS8bP/Z3lBZTG9UXfAMfSf4pyJWDDZfYzl8Xc9vZ9YPI7HMRhjcByT/v6YSL/QqXpdFGtFxm+qPjffefYAjiERH42T/DOxPbUPv8fheHsfR9t608nlUNBLkc/BP8ICfu1hNzFeNdDZF6OlK4LHMXiMoaUrkj7m7zx7IH0ug5PLqet+x/pNIc8165bXcv8tq3nms1dx/y2rlVwWEQDae6J8++n9XPF3T/Lx729PJ5cDXoe5FUFW1JVRGwrw4+3HsnykIjITZbUHszFmEXAJ8PwQt90C3AKwcOHCjB7XVMv0YhxD7c+NW/pXq0fcOI4hPdXwZGcYxyTul/rRkFqROvV8ETeRJIDE4Dvixs86j/Gea7YWKsnUfsfbJ08Lt0g2zaS4O179P3snO8MYAw6GiBtPx8NvP7Mfn9fhdE+UfsV0BLwO59aUYIwhFo8nLtqRqNiFoePlaAuZZiIWTHYfY3n8kbYeAh4H155J2hgD4Vh8Qv1Cp+p1UayVXJBvMXeqPjfdERfvoByxYxLbD5/qJm7hYEcPbr9xq2NgUVUJDY0d6dg6nMFj3NTYNfXvxIKsLgsHFQAMluFJniKSAfkWd0eTKgbb39IFQFtPlEi/q2ZBr0NdWZDSoDc9a07jHRGZLhmvYE4xxpQCPwY+Za3tGHy7tfZua+0qa+2qmpqazB/gFBqtUi0T+/MkK49T/B6HuCVdBZIadPevCkl9+aSez+9x0oNtm3zs4PMY77lm+rXJ9H5vvWIJUdfSE4lhbeLPkRZJyNbrIQIzK+6OV//PXsSNY8yZOGetpS/q0hl2OdWdSC57jMHvMfgciFubHrR7HQePY0aNl+uW13LHjfXUhoK090apDQUHTDPPRCyY7D7G8vgFlcWUF/sSrTGsxWJxrcXjmAktFjNVr4tireSCfIu5U/W5KfF7Blykg0SLjIDH0NYT5UR7H661OAbmlAcJeE16fNo/tg6n/xg3dX/bb8zbG030fU6dizM4X518/mL/yAloEck/+RZ3R/LE7ib+/IFXefnIaZo6wjR1hInE4gS9Dh+9dBFP3raOSxZW4vGYAS3ZNN4RkemSlQSzMcZHIrn8A2vtT7JxDJk03iTjdOyvNOAlFPSmt4WCXuIWyooSC594jCFuobo0kH6e1JdP6vnKirzE45ZYPE6cxHMMPo/xnmumX5tM73e0JFK2jktEBur/2fM5ibZBcSwlAS/7Tnale3gCVJf6Ob8uxNyKIiwGj2PSn9dQ0JuOt3GS8TKeiJ+DP8sjTXHORCyY7D7G8vhbr1iCz+OhqtSHx0DUjeMYwyfWnTuhKd1T9boo1oqM31R8bjY3NFMW8BB1Lb1Rl5jrEnVdYq6lJxqnJ5JI+oaCXpbVllLs9xAK+tJj2OpS/4DK5sHKA57EeNUmnqO61I8bT1zYqi71p4/5Y5ctTp9LdYl/wHNYEknnjyseiEgO6g7HuG/rQf74h9s52RVOXyzzexyqSvxcOL+cL99Yz+LqEo13RCSjsrHInwG+C5yy1n5qLI+ZCQ34M70Yx1D7AwZsS62wfbSth9KAl5NdYcqTiwAOXril/0rbkVgcv8ewtN/CV5M512wtVJKrC6Tk6nFJXtIif+PQP86190YxxgyYZnj+7FI6+2IU+T3pOJlaHLU74p4Va/c2dRBxLX6vw9La0Lg/y5mIBZPdx1geP9XnMVXPp1gr02RGLzY1mc9N/0UCO3ojtHRFz1qs780LK3j3RXN5dFfTWWPYOzc2sL+lGzcex+/xEIvH033wHQOzin0U+b1DjnGttQPidP+xbWqqeEtXmIhrKfF7+Nhli/nk1cum7HUTkWk1o+NuyuHWHu7bepD/fvEInX2x9PaSgIfqkgChYKIlY2rB6BSNd0RkGgwZd7ORYL4MeAZ4DUj9cr/dWvvwcI/Jt+Cfr/TlIzLjKME8Ts0dffzTY3v47xePpKdhG2DhrCK+cuNKAMVJERlJQSQ6JuKmu7fR3NlHkc9DR1+ME+29RJMJ4tpQgM9dt5z3XTJvwFTulP7J6aEKIUSkoM3YuGutZev+Vu7ZcpDHdzelx6YBr0N5kQ+/16Gy+MwsjJ5IjNpQkPtvWZ2lIxaRAjFk3M34In/W2meZRNJDps+65bUapItIQeoOx7j76f3c/fT+9FRDr2OoLvVTVeKnLxbni7/YyR031ufcoD11cfBIsme+kt4ikms2NzSz/XAbbjxO3JLuwWyA0qCXJ25bR2lg+J8ldz29H5/HpBdN7r8YteKdiMw0fVGXn798jHu2HKShsTO9fU55kA+vOYeb3rqQV46cHnHBaBGRTMt4gllGpkSBiEjmxNw4//ubo/zTY3s42RkGYFaJn/KgD2MsJQEfAMV+JyeTGf2r+iqKfDR39iUS4ZBTxykihWtzQzNf+NkOYm4ct9/EySKfh5qQn3kVxSMmlwGOtPVQUeQbsC21GLWIyEzR2N7H97Yd5IfPH6atJ5re/pZzKrl57SLW19fhSy5Yum55LXegmXUikjuUYM4hmxuaue2BV+jojRJ1LUfbevn1wVY+edVS9YETEZlC1lo27znJ1x7ezZ6mLiAx3fBjly/m41eey3XfeCYvkhmq6hORXObGLV/55S5OtPcOqFr2OGCxgBlTtd2CymKaO/vSsQ7OLEYNKtAQkfxlrWX74dPc+9xBHnntBLFksPR5DO+6aC43r13ERfMrhnysZiCLSC5RgjmHfP2R3bR1RwZUd8Ti8M0n9nLR/Ap9eYiITIGdx9v524d3s2VfKwDGwPsumcdt157P3IoiYPRkxlSaTGJEVX0ikque39/Klx/cxYGWbiCxEF95kY9w1CXixrGWUXso9198tbMvRmWxj+rSwICp4JrJISL5KBKL8/BrJ7hnywFeOdqe3l5d6uf3334Ov796IbWhYBaPUERkfJRgziEHWnuI22SD6mSXamvBjaNqNBGRSTrR3ss/bNrDT146ml4kZc2SKr5wwwpWzitnc0Mzn/mfVzjS1kMo4KW9NzE1cTr72k02MZLJRLiIyFgcP93L3z68m1++eiK9LRT0Mq+iKD21O7UQ1WjJ5VR8rCsL4vOEOdUdJebGWTq7LH0x7qa7t2kmh4jklX/fvI97thxMt2cDWDmvjJsvXcy7Lp5DwOvJ4tGNTrNGRGQoSjDniM0NzYlqjtQGm6iqS8lkNZq+MERkJunsi/IfT73Bd545QDgWB2BpbSm3X7+CdefXYIw5K9HbG3UxgM8xtPdGp62v3WRbXNx6xRIt8CIiOaEv6nLXU/v51lP76IsmYu0lCyt490VzuPe5Q0TdOF7HjDlODY6P1aVBiv1eakPBAYutaiaHiOSbhhOdnOwM43EM6+tnc/Paxaw6pxLTPwGQozRrRESGowRzDkgHaccQ6dcfI1Vh5/OYjFWj6QtDRGaKqBvnRy8c5l8e30trdwSA6tIAf3bNMj6waj7eZCUdDJ3oBagsCbDx06vPfvIpMtnEiBZ4EZFss9aycUcjf/3Qbo6d7gWgJhTgcxuW875L5uE4hiXVpeOOU2ONj5rJISL55mOXL2ZuRREfXnMO85Lt2fKF1v8QkeEowZwDUkF6bkURR071DOjB7DFQVuTLWDVa/y+Mjt4oLV1hwrE4n/zRS3zz9y7Rl4aI5DxrLY/tauLrGxvYfzLR+7PI5+GWK5ZwyxVLKAmc/dU3UiJjOmd1TEViZCYv8KIZNSK5bU9TJ3/6o5fYfaIzvW1WsY87bqznugvnpLcNF6f6f8ZL/R6MMXSGYyyoLCYU8NIbdUeNj7k4k0OxS0RGctH8imEX7ssFqRi2p6mDqGvxex2W1oa49YolmjUiIsNSgjkHpIK0MYYFs4ppbO+jr9807s9dtyJjg9LUsXT0Rjne3ouDweNAdySmSmYRyXmvHDnN3zy8mxcOnAISi0p9YNUCPn3NMmaXBYf90Z9K9MZcS0tXmIgbx+MYqot90zqrIxcTI7lCM2pEcld7T5R/fnwP9209SDxZGGEArwMdfTH+6uc7KPJ5xtxj2WNgX/KC4LyKIM2dfbT3RlNLkowYH3NtJodil4jks1QMi8RcOvpiAPRGXA62dvHFX+wc88U/ESk8SjDngP4VbKGgj1DQl178pH+PuUweS0tXGAeD4xjiFoJeB5/HaOqLiOSczQ3NfONXe2lo7KQ36qa3X7mshtuvX8H5daH0/Yb70X/rFUu47YFXON0TxTGJREnMtTR1Ragq8VNelFjFe6qnAeZaYiSXaAqmSO55YlcTf/3wbg62dg9ILHsck17ALx63dIVH/6z2/4zvP9mFxySCb0tXhCU1pUCiD35lSWDU+JhLMzkUu0Qkn6ViWGtXrF8+wNLRG6Ou3Iu1lqhrVRwhImdRgjkH5FIFW+pYwrE4HgfiNtELuiYU0NQXEck5D71ynM/99DU6kxUWkOhb/6l3LuUTVy0dcN+RfvTff8tqakoDdPXFcK3F73GoCQU40tZDZ1+MmtCZ55nqWJhLiZFcoimYIrllc0Mzf/7jV9M97dNrUVnwes4sTGUMuHE76me1/2c84sbTCeaIm5jFV+Tz0N4bndY++NNBsUtE8lkqhqXjMom4HnHj6bj81fesVHGEiJxFCeYckEsVbKlj+eSPXqI7EiPoTSRZUlXVmvoiIrkgEovzvW2H+NrDu4kly+i8jqGuLIjfa3h2X+tZCebRfvR3hmOcV1s6YAXvgMchnGxZlKJpgJmhhbtEcstdT++nvMhLd7IgYnZZkIMt3UTcONaeSThbm6hoHu2z2v8z7vc4xJKLkPiTldD59nlPtWA62RmmpSvM7FCQsuR3Tr6di4gUrlRsTsVlYxJx3e9x0rFMxREiMhQn2wdQ6DY3NHPT3dv4y5/vAOCr71nJ/beszmrAXre8lm/+3iXMqyimrjxIaSBR5aepLyKSbdZaHn7tBNf881N89Ze7iMUtjoHZZQHOnx2issRPsd87ZKXYgsriAS00YOCP/qFuLy/24XEMPZEY1lrFwgy69Yol6SmYeu1Fsu9IWw/Ffi/n1pQyv7IYn8dhdlkASFQsu/F44j9rKQ14R/2s9v+MV5f6ca3FjVuqS/1593lPtWBq7uyjrixAzLUcO91LR28k785FRApbKjaHgl7iWGLxOPG4pazIq1gmIiNSgjmL+g9G+/cD3dzQnO1DS1Qy31hPbShIe2+U2lCQO26s15VKEcma3xxq47e/9Rx//IPtHGrtweMYZocCLJhVTG0oiOMkyueGqxQbLWE51O0+j4dPrDtXsTAL9D0kkltSF+GcfrM8vB6H82eHWJqc/WGM4byaEv7h/ReP+lnt/xmPWzivpoSltaXELXn3ee/fgqmsyM/8yiK8jqGxI5x35yIihS0VmxdXl1Ie9FLk81Be7GNRValimYiMSC0ysijXFwHR1BcRyQWHWru5c2MDD7/WmN529YpaPnfdCo6e6hlzD/uh2hGtWTKLu57ez20PvEIkFidu4zjGwe91WFobSrcr+mQGz1fO0PeQSO4Ybs2Qv7phOZCIrUfaeqgsCYz5OWfKZ3xwC6ZQ0EdpwEt7bzTjC3aLiEzWTInNIpJZSjBnkRYBEREZXlt3hG8+sZfvbztENNmb86L55dx+/QpWL6kC4Lza0nH1sO8/YE7NIom6Lu09UUgW5VWVePB7PVqwRESkn+HWDAH44i924vOYATPy7kg+phCoZ7yIiIgUOiWYs0iDURGRs/VFXb773EH+9cl9dPbFAJhXUcRfbDifd180N90KI2WiVRapWSStXTEcx+AYQzxu6eyLUVfuzZnZJJLbUgt7HWnrYYFWUpcZbqh4e9Pd23J6Rl4mDFfdrV6lIiIiUiiUYM4iDUZFRM6Ixy0Pvnqcv9v4OsdO9wIQCnr5v1edxx+sWUTQ55nS/aVmkUTcOJ5k0toYiLhxzSaRMUlVwRdy5aaIZuQNX92tOCAiIiKFQgnmLNJgVEQkYesbrXztkd28erQdAK9j+NDqc/jTdy6lssQ/LftMzSLxexxicYsxYC34Pc64Z5OoirUw5fpaCiKZoBl5CepZKiIiIoVMCeYs02BURArZvuYuvv5IA4/vbkpvu/7COv5i/XIWVZdM675Ts0jKiry0dEaIm0Sf51DQN67ZJKpiLVyq3BTRjDwRERERUYJZRESyoKUrzL88vof7XziCG08kdt+8sIIv3LCCt5wzKyPH0H8WSdTtJBKL4/cYFleXjqsCWVWshUuVmyKakSciIiIiSjDLJGhKuIj0N5aY0Btx+a8tB/jW5jfoCicW8DunqpjPbVjOhpV1GGOGeuoJ7WssJjuLZHNDM9sPtxG3Fr/Hobo0QFmRT1WsBUKVmyIJmpEnIjJ2+h0tIjOREswyIZoSLiL9jRYT3LjlJ9uP8o+P7qGxow+AimIfn7xqKR9afQ5+rzNl+8qU1HEYwAAx13K8PbE4oddjVMVaAFS5KSIiIuORK+NYEZGppgSzTIimhItIfyPFBK/H4W8e3s3uEx1AYhG9j65dxCfWnUd5sW+kpx33vjIZf1LHUVce5PjpPjBgLDR19lEbCqqKtUCoclNERETGKlfGsSIiU00JZpkQLWwkIv0NFRMM8NLhNj70n8+nt9148Vz+fP35LJg18ereXIk/qeMwxjC3Ak52hgnH4hhruOPGev1IEBEREZEBcmUcKyIy1ZRglgnRwkYi0l//mBB14zR19NHWE03f/rbFs/jC9Su4eEHFlO4rJRvxp/9xhII+QkEfPZEYtaGgkssiIiIicpZcGceKiEy1sTe9FOnn1iuWEHUtPZEY1ib+1MJGIoXr1iuWEI7FOdrWw+tNnenkcl1ZkG//wSr++5bVU5JcTu0rF+JPrhyHiIiIiOQHjR9FZKZSglkmZN3yWu64sZ7aUJD23ii1oaCmhIsUsHXLa1m9eBZtPVGsBa9j+IPV5/DMZ9/BNRfMxhgzpfvKhfiTK8chIiIiIvlB40cRmanUIkMmTAsbiUh/X3nPSp4/eIobL57Lx688l1Bw/Av4jVWuxJ9cOQ4RERERyQ8aP4rITKQEs4iITImSgJdf/dk6/F5NjhEREREREREpFMoCiIjIlFFyWURERERERKSwKBMgIiIiIiIiIiIiIhOiBLOIiIiIiIiIiIiITIgSzCIiIiIiIiIiIiIyIUowi4iIiIiIiIiIiMiEKMEsIiIiIiIiIiIiIhOiBLOIiIiIiIiIiIiITIgSzCIiIiIiIiIiIiIyIUowi4iIiIiIiIiIiMiEKMEsIiIiIiIiIiIiIhOiBLOIiIiIiIiIiIiITIix1mb7GEZljDkJHMr2cWRINdCS7YPIIp2/zl/nP3VarLUbJvJAxd2CovPX+ev8p86E4m6BxVzQ+07nr/Mv1POfjnNX3B2bQn7fQWGffyGfO+j8MxZ38yLBXEiMMS9aa1dl+ziyReev89f5F+75Z0uhv+46f52/zr9wzz9bCv111/nr/Av1/Av53LOt0F/7Qj7/Qj530Pln8vzVIkNEREREREREREREJkQJZhERERERERERERGZECWYc8/d2T6ALNP5Fzadv2RDob/uOv/CpvOXbCj0113nX9gK+fwL+dyzrdBf+0I+/0I+d9D5Z+z81YNZRERERERERERERCZEFcwiIiIiIiIiIiIiMiFKMIuIiIiIiIiIiIjIhCjBnEXGmP8yxjQbY3b02zbLGPOYMWZv8s/KbB7jdDLGLDDGPGmM2WWM2WmM+dPk9oJ4DYwxQWPMC8aYV5Ln/5Xk9sXGmOeNMfuMMf9tjPFn+1inizHGY4x5yRjzy+S/C+ncDxpjXjPGvGyMeTG5rSDe+9lUyHFXMVcxFxR3FXczT3FXcVdxV3FXcTdzCjnmguKu4m5hx1zIbtxVgjm77gU2DNr2OeBX1tqlwK+S/56pYsBnrLUXAKuBTxhjLqBwXoMwcJW19mLgTcAGY8xq4E7gn6215wFtwB9m8Rin258Cu/v9u5DOHeAd1to3WWtXJf9dKO/9bLqXwo27irmKuaC4q7ibefeiuKu4q7iruKu4myn3UrgxFxR3FXcVcyFLcVcJ5iyy1j4NnBq0+T3Ad5N//y7w3oweVAZZa09Ya7cn/95JIgjMo0BeA5vQlfynL/mfBa4CHkhun7Hnb4yZD9wAfCf5b0OBnPsICuK9n02FHHcVcws75oLi7jAK4v2fTYq7irvJfyruoribVBDv/2wp5JgLiruFHncVc4eVkfe/Esy5Z7a19kTy743A7GweTKYYYxYBlwDPU0CvQXL6xstAM/AY8AZw2lobS97lKIkvxJnoX4C/AOLJf1dROOcOiS/6R40xvzHG3JLcVjDv/RxTcK+7Ym5BxlxQ3FXczR0F97or7iruJv+tuFtA7/8cUpCvueJuQcbdQo+5kMW4652OJ5WpYa21xhib7eOYbsaYUuDHwKestR2Ji0wJM/01sNa6wJuMMRXAT4HlWT6kjDDGvAtottb+xhizLtvHkyWXWWuPGWNqgceMMQ39b5zp7/1cVQivu2Ju4cVcUNxNUtzNQYXwuivuKu4q7iru5opCec0Vdwsv7irmpmUt7qqCOfc0GWPmACT/bM7y8UwrY4yPROD/gbX2J8nNBfUaAFhrTwNPAmuACmNM6uLPfOBY1g5s+qwFbjTGHAR+RGLayjcojHMHwFp7LPlnM4kv/rdRgO/9HFEwr7tibkIBxlxQ3FXczS0F87or7iYo7iruoribTQX1mivuJhRg3C34mAvZjbtKMOeeXwAfSf79I8DPs3gs0yrZD+c/gd3W2n/qd1NBvAbGmJrkVUWMMUXANSR6RD0JvD95txl5/tbaz1tr51trFwG/Bzxhrf19CuDcAYwxJcaYUOrvwLXADgrkvZ+DCuJ1V8wt3JgLiruKuzmnIF53xV3FXcVdxd0cUTCvueJu4cbdQo+5kP24a6ydsTMDcp4x5n5gHVANNAFfAn4G/A+wEDgEfMBaO7hJ/4xgjLkMeAZ4jTM9cm4n0SNpxr8GxpiLSDRY95C42PM/1to7jDFLSFxxmwW8BHzIWhvO3pFOr+T0lduste8qlHNPnudPk//0Aj+01v6NMaaKAnjvZ1Mhx13FXMXcFMVdxd1MUtxV3EVxV3FXcTdjCpw6UjAAAAMFSURBVDnmguKu4m5CIcZcyH7cVYJZRERERERERERERCZELTJEREREREREREREZEKUYBYRERERERERERGRCVGCWUREREREREREREQmRAlmEREREREREREREZkQJZhFREREREREREREZEKUYBYRERERERERERGRCVGCWQqGMabCGPPHo9xnkTHmg2N4rkXGmB0j3P5RY8y/DnPbc4Ofwxizzhjzy9H2KyKSTxR3RUQyS3FXRCSzFHdFEpRglkJSAYwY+IFFwKiBfzKstZdO5/OLiOQQxV0RkcxS3BURySzFXRGUYJbC8nXgXGPMy8aYv0/+t8MY85ox5nf73efy5H0+nbz694wxZnvyv/EE7QXGmM3GmL3GmC+lNhpjuqbypEREcpjirohIZinuiohkluKuCODN9gGIZNDngJXW2jcZY34b+DhwMVAN/NoY83TyPrdZa98FYIwpBq6x1vYZY5YC9wOrxri/twErgZ7k8z9krX1xak9JRCSnKe6KiGSW4q6ISGYp7oqgBLMUrsuA+621LtBkjHkKeCvQMeh+PuBfjTFvAlxg2Tj28Zi1thXAGPOT5D4V+EWkUCnuiohkluKuiEhmKe5KwVKCWWRknwaaSFyBdIC+cTzWjvJvERE5m+KuiEhmKe6KiGSW4q7MOOrBLIWkEwgl//4M8LvGGI8xpga4Anhh0H0AyoET1to48GHAM479XWOMmWWMKQLeC2yZ7AmIiOQZxV0RkcxS3BURySzFXRFUwSwFxFrbaozZYozZATwCvAq8QuKK319YaxuNMa2Aa4x5BbgX+Hfgx8aYPwA2At3j2OULwI+B+cD31RdJRAqN4q6ISGYp7oqIZJbirkiCsVbV9CIiIiIiIiIiIiIyfmqRISIiIiIiIiIiIiITohYZIpNgjFkP3Dlo8wFr7fuycTwiIjOd4q6ISGYp7oqIZJbiruQjtcgQEREREREREfn/7dwhAQAAAICg/6/9YIYZBgFYLDIAAAAAAFgEZgAAAAAAFoEZAAAAAIBFYAYAAAAAYAlSfw4ewgnU5AAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "sns.lmplot(data = tips, x = 'total_bill', y = 'tip', col = 'time', ci=False)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 387 }, "id": "om63SKTL7jvH", "outputId": "3bf052e4-3f83-49ca-e989-7f09a1e35156" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 28 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "sns.lmplot(data = tips, x = 'total_bill', y = 'tip', col = 'size', ci=False)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 224 }, "id": "_GdU2sHm7j0O", "outputId": "22530353-3689-4298-f39d-6397ced1ef87" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 29 }, { "output_type": "display_data", "data": { "image/png": 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qXB0AADDTPJeAxv4km0opX0xSJXl9kq+XUv5HklRV9Ss1rA8AAAA4CQNDw/nstx/JjRu35Vu79o+Nn31Ka37+yvPyjpcvySntzXWsEGD8HTwymP/5le/mpo3b0j80nCS5Ytmpef81F+XFZ8+rc3UAAMBzNTRc5eCRwRw6MpiDRwbT0zdyebBvZKxn9OeDRwZy8MjQ2P3e+4YLJuV7/+cS0Pj70X9PWV+bUgAAAIDx8mRvf/7q6w/nL2/bkUcP9I2NX7J4fq5fvjRvvPisNJvWH5hmhoer3HzP7nzwc1vS1XMkSbJwflv+89UvzhsvPsvyTQAAMAGqqkpv/9BIkOIZwxSDx9x2zP36Ry6fuu/hgaETquFfXnHu1AxoVFX10YkoBAAAADh5W/cezE23bsvf3r177CBGQ0muuvisXL98aV62ZIEvKIFp6d6dT+YDt2zKNx5+MknS2tyQf/XDL8iqFS9IW0tjnasDAIDJraqqHBkcPiY0ceioIEVP37GzWBx92zFBi77BHOwfTFXVrtamhpI5rU2ZM+vpf7NnNWVOa1Pmjl4/Z35b7Qo4Cd83oFFK+WRVVT9ZSvl2RpY2OUZVVS+taWUAAADAc1JVVW57aF9u3LgtX9nSNTY+d1ZTfurli/PzV56Xxae217FCgNrZ23Mkf/D5Lfmbu3eNjV390rPzn9704iycpAdlAQBgvAwMDY+FJQ4dGcrBIwNjy4AcOm5JkINHBp9xuZCnrg8M1S5VUUoyp+XpIMXx4Yq5T40dd9vR15+636ymhil78smzzaDxntHL+5K896jxkuQPalYRAAAA8Jz0DQxl3b17ctPGbdnyaM/Y+OJT2/KuK5fm7ZcvytzW5jpWCPDs1m/pytoNW7OzuzeLF7Rn1YplWdnZ8Zx+t39wOB+9bXs+9OUHc/DIYJKk86y5ueHai3LFstNqWTYAAJyU4eEqvQNDo6GJgRw8MnTcUh8DIwGKp8ITxy0LcujI0Gi4YiB9A8M1rbWtufHYAMVTs1XMaszc1uax22a3HHf9uJBFe3NjGhqmZqhiPH3fgEZVVY+M/vjCqqp2HH1bKaWzplUBwHN0MgfzAACmqscPHsnH7tiRj92xI48f7B8bf/OeyrMAACAASURBVPl5C3L98qV5/YVnpdFBD5jSZsJnnfVbuvKrn7o3B48MZmi4yuMHj+RXP3Vv/uhtl/zAff2nLV357U9vztbHDyVJ5rc351d/7IK84xVL9D8AAGriqSVAjp+dYmw2itEgxbGzUwyMzmrxvbNY1FJzYxkNSzRmzqzmzJ3VlNmzjg1aPBWgmNvaNBasmDN6/9mzGjN39LKpsaGmtc40z7bEyS8l+ddJlpVSvnXUTXOT3FrrwgDgB1m/pSur121Kc2PJ/LbmdPX0ZfW6TVmTTLsDlwAASXL/oz25aeO2/P09u9M/OHKGTFNDydUvPTvXL1+aly6aX+cKgfEwUz7rfPBz9+XJ3oE0lpLGUlINJ0/2DuSDn7vv++7ntscP5bc/vXlsOafGhpKfe+WS/PvXvyjz21smsnyAkzYTwngAk8HA0PD3zEBxdFji+SwDMjhcuyVAGkpGAhSznl4GZG5rc+bMaszs0aVB5rU+8xIhc1qbxgIVs2c1pbW5sWZ1cnKebYmTv0ryuSS/l+R9R433VFX1RE2rAoDnYO2GrWluLGlvGXk5a29pSm//YNZu2OrDLAAwbQwPV/nqg3tz08Zt+dqDj4+Nn9LWnJ955ZL8/KvOy1mntNaxQmC8zZTPOtv29aahZGya41KSarjKtn2933Pfnr6B/M+vfDc33bptbF3sVy07Le+/9sJ0njVvQusGGA8zJYwHMN4e3d+XDQ/uPWbZj++/DMhIuOLIYG2XAGlvaTwmKHH07BRj4YmnxluOWipkNGzxVCCjvaUxpZgNbrp7tiVO9ifZn+QdE1cOADx3O7t7M7/t2DXV25obs6v7ew/mAQBMNYf7h/K339iVj9y6LQ/tPTQ2vuyM2bnu1UvzL162KG0tzoiB6WgiP+tM9rO3h4er/O03duUP/vH+7O05kiRZOL8tv3n1i3PVxWc5gA1MWTMljAcw3h7s6smvfepbP/iOP0BLY8NYcGJ2y/eGK45eBmTu97ltzujvWmKP5+PZZtAAgElt8YL2dPX0jX2QTZLDA0NZtKC9jlUBAJycR/f35S9v356/+vrDebJ3YGz81S88LdcvX5qVL+oYO9scmJ4m6rNOvc/eXnb67DzYdTClqkZmz6iS4So5/4zZSZJvPtydG27ZnHt3PpkkaW1uyL9e+cK8e8UyUzYDU54TjwBOzPy2liyc3zYalmjMnNbmkcBEy1OzVjRmbmvzUcuAjF5vOXrWisbMavJ+kvoQ0ABgylq1YllWr9uU3v7BtDU35vDAUAaGqqxasazepc0o433G3WQ/g+/ZTOXaASa7mdBjv7N7f27cuC233LtnbE3blsaGvOXSc3Ld8qV58dmm8IeZYqI+69T77O1fv6oz7/3UvenpG8zA4HCGq5FlTgYGh/Kzf3ZHbn1o39h9r7nknPzGGztzzvy2mtd1smbCaxbU0kz5G3Li0XMzU54PwHO37+CRLDm1PTu7e3Pq7JZcd+V5+gJjpsLrRkO9CwCAE7WysyNrrr0oHXNbs//wQDrmtmbNtRdNuhfb6eypM+66evqOOeNu/ZauSfF4E2kq1w4w2U3nHjs0XOUfNz2an1x7e978Jxvz99/cncHhKqfNbsl7Xnd+bn3fa/OHb79EOANmmIn6rLOzuzdtx81EMZFnb6/s7Mgfvu2SLD19dlJKWppK5rU25aF9vWPhjBefPS+fXPWq/Mk7Lpsy4Yzp+poFE2Em/Q2tWrEsA0NVevsHU1Ujl048OtZMej4Az42+wLOZKs8PM2gAMKWt7OwQyKij8T7jrt5n8J2MqVw7wGQ3HXvswSOD+Zu7duYvbtueHfue/iK086y5ue7VS3PtpeeYvh9muIn4rDMZzt5e2dmRtRu25ow5LXni0ECePDyYJGkoyXmnzc6nf3n5lFrTezq+ZsFEmkl/Qys7O7ImI/u8q7s3iybpWb71NJOeD8Bzoy/wbKbK80NAAwA4YeO9XupUXn91KtcOMNlNpx67q7s3H71te/76n3emp29wbPxHLjgj1y9flle/8LSUMnW+iASmtsmwbOTWvQfzzYe70zc4PDZ22uyWdMydlYNHBqdUOCOZXq9ZUA8z7W/IiUfPbqY9H4AfTF/g2UyV54eABgBwwsb7jLvJcAbfiZrKtQNMdtOhx969ozs3bdyWz33nkQxXI2OtzQ35iZctynWvXpoXdsypb4HAjFTPs7cP9A3kT778YD5y6/YMjjbG2bMac84pbWltbkxv/+CU6vNPmQ6vWVBP/oY4mucDcDx9gWczVZ4fDfUuAACYusZ7vdSpvP7qVK4dYLKbqj12cGg4t9y7J2/901vzL/73bfnMt0fCGR1zZ+W9b7ggt7/vdfkvP/4S4QygrlZ2duQT774iX/v11+YT776i5uGM4eEqn/znnXntH63Pn31tWwaHq5wxZ1ZOn9OSM+fOyqymhinT55/JVH3NgsnC3xBH83wAjqcv8GymyvPDDBoAwAkb7zPupvL6q1O5doDJbqr12P2HB/LXX384H71te/bs7xsbf8nCU3L98qV500vOTkuT8yWAmecbD3fnA+s25d5d+5OMTDf8b37kBfnF1yzLHQ/tmzJ9/tlMtdcsmGz8DXE0zwfgePoCz2aqPD9KVVX1ruEHuvzyy6u77rqr3mUATHUntHCvHgwwLvRgmAG2P34oH7l1W/7m7l3p7R9KkpSS/NiFZ+b65cvy8vMWpJQTagecHD0Y6qzrQF8++Pkt+btv7B4be8ul5+R9b+zM2ae01bGyp63f0pW1G7ZmZ3dvFk/SA7lT1Am/8OnDACdNDwaor2fsw2bQAAAAgBNUVVXu2PpEbty4LV/e8lieOgdidktjfvLli/OuK5dmyWmTa61TYHKajgGBI4NDuWnj9vzPrzyYQ6PBtYsXzssN11yUy887tc7VPW39lq6sXrcpzY0l89ua09XTl9XrNmVNMuX/HwAAAJOLgAYAAAA8g2f7srR/cDi33LsnN27cls2PHBj7nYXz2/ILV56Xn3rF4sxrba5X6cAUM90CAlVV5cv3deW3P7M5O/b1JklOnd2S977hgvzk5YvT2DC5ZhNau2FrmhtL2ltGDpW2tzSlt38wazdsnZL//QEAgMlLQAMAAACO8/2+LH1v30B2PNGbj96+I3t7jozd/2VL5uf65cvyhovOTFNjQx0rB6ai6RQQ+G7Xwfz2pzfnqw/sTZI0NZS881Xn5T0/en5OaZucwbWd3b2Zf1xtbc2N2dXdW6eKAACA6UpAAwAAAI5z/JelDaXkyd4j+ZX/d8/YMiaNDSVvvPisXL98aS5bsqCO1QJT3XQICBzoG8iHvvRgPnrb9gwOjzTK15x/et5/zYV5YcfcOlf37BYvaE9XT99Yz0+SwwNDWbTAElUAAMD4EtAAAACA4+zs7s0prU3p6RvI4wf7c/DI4Nht81qb8o5XLMk7rzwvC+e31bFKYLqYygGB4eEqf3P3zvzB5+/PvkP9SZIlp7bnN69+cV5/4ZkpZXItZ/JMVq1YltXrNqW3fzBtzY05PDCUgaEqq1Ysq3dpAADANCOgAQAAAEfpGxhKS2NDHug6mIGhamy8ubFk4fy2fOZXXpPZs3ycBsbPVA0I3L3jidywbnO+vXt/kqS9pTH/5kdemOuXL01rc2Odq3vuVnZ2ZE1GZk/a1d2bRQvas2rFsim3vAwAADD5OaIEAAAASboO9OX/3rEjH7/z4TwxehZ4ksxuaczc1qY0NzbkhmsuEs4Axt1UCgis39KV//GVB7Pl0Z709g+Njf/4ZQvz61d15qxTWutY3Ylb2dkxKf97AwAA04ujSgAAAMxom/bsz40bt+WWe/eMzZjR3FjyivNOTU/fYLp7+yf1l6XA9DAVAgJf+M6jee/ffisHDg/kqfmFWhob8mtvuCC/OMln+wAAAJgMBDQAAHhGA0PD+dqDe/Oa889Ic2NDvcsBGFfDw1W+sqUrN27cltu37hsbP3V2S372lUvyL684Nx3zpuZZ4ADjraqqfOm+rvzyX38zRwaHkyRNDSVnzmvNrKaSL2/pEtAAAAB4DgQ0AAAYU1VV7t7RnZvv2Z3PfOuRdPcO5KZfuDyv7Tyz3qUBjIve/sF86u5d+cit27Pt8UNj4+d3zMl1y5fmxy9bmNbmxjpWCDC5fLerJx+4ZXO+9uDjY2Onz2lJx9zWNDaUVFWVXd29dawQAABg6hDQAAAgDz7Wk5vv2Z1/uGdPdnUfHhsvJdm0+4CABjDl7XnycD56+/Z84s6Hc6BvcGz8Neefnl98zbKsOP/0lFLqVyDAJLP/8EA+9KUH85e3b8/g8MiCJqe0NWdea1Pmt7eM3e/wwFAWLWivU5UAAABTi4AGAMAM9cj+w7nl3j25+Zt7svmRA8fcduHZ8/LWy87JtZcszFmnmOIfmLru2flkbty4LZ/99iMZGv2CsaWpIT9x2cJct3xpXnTm3DpXCHCs9Vu6snbD1uzs7s3iBe1ZtWJZVnZ2TNj2h4arfPKunfmjf7w/+w71J0nOPa09v3X1hWksyftv2Zze/sG0NTfm8MBQBoaqrLK8CQAAwHMioAEAU0S9D9RORC2TaR+nq/2HB/K5bz+Sm+/ZnTu3PZGqevq2RQva8pZLz8lbL12Y831hCUxhg0PD+cLmx3Ljxm25e0f32PgZc2flnVecm5955ZKcNmdWHSsEeGbrt3Rl9bpNaW4smd/WnK6evqxetylrkgl5X3zX9idywy2b8p3dI+Hd2S2N+bevPT/XLT8vs5pGln8qpWTthq3Z1d2bRd6zAwAAPC8CGgAwBdT7QO1E1DKZ9nG66RsYyle2dOXmb+7O+vv3pn9oeOy2U2e35OqXnJ23XnZOXrZkgen9gSntQN9APvnPO/MXt20/ZrmmC8+el+uXL82bLzl77AtGgMlo7YataW4saW8ZOWTX3tKU3v7BrN2wtabviR/Zfzi/99ktWXfvnrGxn3jZwvz6VZ05c96xs6mt7Ozw/hwAAOAECWgAwBRQrwO1E1nLZNrH6WBouModW/fl5m/uzue/82h6jgyO3dbW3Jgfu+jMvOXSc/Ka889Ic2NDHSsFOHkP7+vNR27blr+5a1cOjva7UpLXdZ6Z65cvzRXLThVAA6aEnd29md/WfMxYW3NjdnX31mR7fQND+fOvbc2f/tNDOTwwlCR56aJTcsO1F+VlSxbUZJsAAAAzmYAGAEwBtTxQ+3yXFalVLRN9MHo6qqoq39l9IDffszu33LsnXT1Hxm5rbCh5zfmn562XLszrLzwzs2d5GwhMbVVV5Z+3d+fGjVvzxc2PZXh0yaa25sa8/fJF+YUrz8uyM+bUt0iA52nxgvZ09fSNhZaT5PDAUBYtaB/X7VRVlX/c9Fh+97Obs/OJkRmHTp8zK7921QV528sWpaFBqA0AgOnNctvUiyPzADAF1OpA7YksK1KrWibqYPR0tGPfofzDPXvyD/fszkN7Dx1z22VL5ufHL1uYq19ydk6bM6tOFQKMn/7B4Xz224/kxo3b8u3d+8fGzz6lNT9/5Xl5x8uX5JT25md5BIDJa9WKZVm9blN6+wfT1tyYwwNDGRiqsmrFsnHbxgOP9eQDt2zKrd/dlyRpbix516uX5pdf+8LMbdU/AQCY/iy3TT0JaADAFFCrA7UnsqxIrWqZiIPR08njB4/k0/fuyc337Mk9O5885rYXnDE7b710Yd5y6cIsOU3ABZgenuztz199/eF89LbteezA0zMEXbJ4fq5fvjRvvPgsSzYBU97Kzo6sycj79F3dvVk0jmfy7e8dyH/70gP5v3fsyNDotEM/csEZ+a03X2jGIQAmpaqqcmRwOAePDOZg32DOPa3d0oXAuLDcNvUkoAEAU8DzOVD7fKZmey7LijzT46259qJxP2hcy4PR08WhI4P5wuZHc/M392Tjdx8fO7CeJB1zZ+Utl56Tt1y6MBedM88BC2DaeGjvwdy0cVv+9hu70jcwnCRpKMlVF5+V65cvyw+du6DOFQKMr5WdHeP6HnhouMpf//PD+aN/vD/dvQNJkqWnz85vvfnFeW3nmeO2HQB4ylPBip6+wfT0DYwFLHqeuhwd6zkymENjY0/ffvDI0/cZGHr62MeW374qrc2NddwzYLqw3Db1JKABAFPEczlQ+3ynZvt+y4rMmdWUd3z4jjzY1ZOevsEsaG/O6XNmPf14116UT7z7ivHexXE/GD0dDAwNZ8MDe/MP9+zJFzc/lsMDQ2O3zZ3VlDe+5Ky89dKFeeWy09JorXBgmqiqKrc9tC83btyWr2zpGhufO6spP/Xyxfn5K8/L4lPNEATwg3x92xO5Yd2mbH7kQJJkdktjfuV15+ddr16aliazDgFwrKqqcnhgKAf7BnNgNCgxEpgYSM8x10fCFD19gzn4VNhiLFgxEroYPOqkkvHS0zcooAGMC8ttU08CGgAwjTzfqdmeaVmRA4cHUiXpHxpO75HBDFdV9h3qz6ymxsxrazbV2wQYHq7yjYe7c/M9u/OZbz0ydqZjkrQ0NuS1nR1562XnZOUFHQ5MANNK38BQ1t2zJzfdui1bHu0ZG198alvedeXSvP3yRZnb2vwsjwBAkux58nB+73Nbcsu9e8bG/sXLFuXXr7ogHfNa61gZALUwPFyldzRYMTZjxTPOTDFy24G+p4MWh0ZDFT19AznUP3TMbJ3jqZRkdktT5rY2Zc6spswZvZw7dtmc2bOaMnd0bOR649jPc2Y15dTZLTWpDZh5LLdNPdUtoFFKaUxyV5LdVVW9uV51ADCzPZ/lQCbLdtdv6crvf35Ltj5+KEmy9LT2vO+NL87Kzo7vmZrtwOGBPH7wSLbv6807PnzH92znmZYVaW4oGRiu0t7SlIHhKo0NJdVw8vjBI5nX1jwpp3qr1//H8fbAYz25+Zu78w/37MnuJw+PjZeSXLH0tLz1snNy1cVn55Q2X07CVDPRfWo8tjeRNe/tOZKP3bEjH79zRx4/2D82/orzTs11y5fm9ReeOaVmCZour0swE02lv99nqvWKF5yWP9uwNf9r/UNjM69dunh+brj2oly6eH6dKwbgeMPDVQ71Pz3zxNGzVPQcNzPF0TNXHDNrRd9gDvYPpqpNriINJWPBiTlj4YrmkeDErKfDFnNbmzN3VlNmj10/9ndmtzSlYQq9pwemN8ttU0/1nEHjPUnuSzKvjjUAMIM93+VAJsN212/pyns/dW+6ewfy1Gfa7+49lF/91L35o7ddcszUbAcOD2TP/pEv+Wc1lu+7neOXFVn++18ZC3m0NDZkcLj6/+zde3xc9X3n/9f3nJnR6GrJlmVb8k3CNgJDbBNIIDiOkxJ+BBLb2bLd0ibZFlLc3fbBdn9NNkmbktTtdsOv6TbJbrc1G9I2bZZe6NaYBGhCqGNMuASwDTYWxkjGsmRbF+sy0tzP+f7+GGksyZKs6+j2fj4exuacmXO+usx3zpzv+/v5YkymogbMvlJvM/VznCrnumLsP9LMviPNnOgrPd1vY2UJOzdXsmNTFcsXaaajyFyV635qKs6Xqza/dT7CI4fq2XekmWQ68z4TcAwff88K7t1azXtWzr3BxLn+viSykM2l1+/Qtl7ojvG5x44CZINuS4vz+OIdtXxyS5UGxEREppjn276AROpSoGJAxYrexMD/v1TR4tIyICl64ml6k96VTzZBrmMy4YlsRYpMeKK/GkVxOBOa6A9TlPTt769m0f//BSEXY/Q+IiLzj5bblpkyIwENY8xK4C7gvwL/70y0QUREZLzLgcyG8+49WE8knsZ1DE7fh2PTd1Ng78H6QaXZ2noSmf0YKkrCYz7PwJDH0uI8mjvj+FhCrkM0maY7liLoGLY+9OysmFU4Uz/HyeiKpnjy2Dn2HW7i5dMXB81yWbU4n52bqti1pZJ1FcUz10gRmTK57qem4nzT2Wbft/zkZCuPHGrg0Km27PbSgiC/9L7VfOaWtXM6lDYX35dEJGMuvX4HtjWe8rgQSdCbyAzyBV3DvVur+c0Pr9OyUCIiQ6Q8f8CSHgOW+BgQmhhczeLyAEZPIk10GoMVAccMWOJjaOWKS1UrisOZShaXBTD6HpcfVLBCRERkNpqpChrfAP4LMOKogzHmfuB+gNWrV+eoWSIiAgunDx66HAiQk+U7JnPexo4oad8n4DrZbcZkZm6c7YgOKs12uj1KnpsJZ/TfmB3LeQaGPIryAiwpCnKxN0V+0CHkOlgg5dtZM6twpn6O4xVPeTxb18K+w00ceKs1W5EEYHFhiI+/ZwU7N1dxw+pS3UBZ4BZKH7yQ5LqfmorzTUebY0mPf3rtLN95voH61t7s9pryQu7dWs3P37CS/JA74ePPFnPlfUmGpz54YZtLr9/GjihFeQGaO2O0915aGiocdHjygQ9Ss7RoBlsnMnHqh2UkybQ/ICgxJEiRDU6kshUs+itWDA1bxFP+lU82QaGAk61YMTA0MXAJkGywYsDjssuD9G3PCzi6LyAzQn2wiEhu5DygYYz5ONBirX3VGLN9pMdZax8GHga48cYbp2n1NBERGc5C6YMHVorol4vlOyZz3lVlBbRFElibCWYAWJspW9n//P7SbPc8/OKEzjN0/b21S4r4b5+syR4z6fmzalbhTP0cx8LzLS/Wt7PvcBNPHztPJJHO7ssPuty+cRm7NlexdX05wQGhG1nYFkofvJDkup+aivNNZZvPd8X57gun+T8vn6Ezmspuv3XdEu7bWs32DRXzqvT+bH5fkitTH7ywzZXXr+dbgq7DyQsR/L7f0lDAYXFBkOryIoUzZE5TPywAj758hu+99G4mVNEXwOhfDm86hAIOJdmKFW52iY9BQYrwwEoWwWEDGHmBuR82loVNfbCISG7MRAWNW4Edxpg7gTBQYoz5W2vtp2agLSIisoANrBSRH3SJpTxSnmX3tppZe97d22r4/GNH6YimsCbzOcm3UJoXvOz5kznPSOvvzcZZhTP1cxyJtZbjzd3sO9zEE683c6E7kd3nOoZt68vZtaWKj167bNDNfxGZv3LdT03F+abiGG+c7eKRQ/V8//VzpPtGEEOuw64tldy7tZra5SXj/trmgtn2viQiYzcXXr8v1bfz1SfepKEtU4nIGFhWnEdByCXtM6vaKiIyUR3RJMeauq/4uPygOyg4URwOUBi6FKYoDgezS4MUD9g/MHxRmBcgFNCECREREcmdnI8KWGu/BHwJoK+CxucUzhARkZkwtFLEyrICdm+rmfZKEJM57/baCv747k089HQd9X03ZdeVF/DFj11z2fOn4+ubjbMKZ+rnONS77b08fqSZfUeaBpXuB7hhdSm7tlRx1/UrWFKUl9N2icjMy3U/NRXnm+gxPN/yozcv8J1DDbx8+mJ2e3lRiE/dvIZffv8alhbP735wtrwvicj4zebXb1NnjD968gQ/eP1cdtsH15cTTXi0ROIsK8mfNW0VEZmsD1xVzu/cafoqWgysXBEYtERIQJUoRUREZA4y1s5claIBAY2Pj/a4G2+80b7yyiu5aZSIyPw1odrh6oPnrgN1Lew9WE9jR5RVU3Rz+UBdCw/uP07QNYNmFe7ZsXFB3gxu60nwg9fPse9IE4fPdA7at66iiF2bK9m5uYpVi2dXWWyZEeqDZV7rSaT5h5818lc/Pc2Zi5eqKtUuL+berdXs2FRJOKiSzzJj1AcvQNNxLTxdRmtrLOmx9+A7/MVP3iGeypT337K6lK9+YiObVpXOZLNFxmrC65ipHxYRmTT1wSIiM2vYfnhG62pbaw8AB2ayDSIiIvPRwCBFaX6QlkicB/cfZw9M6sb0bJ5VmCu9iTQ/fPM8+w43c+hUG55/Key6rCSPHZsyoYyNlSUYM+HPwSIyy8ylgb5carwY5a9/epq//1kjkUQ6u/3DVy/lvq013LpuifpCEcm56boWng4jtfX3rSWa8vmjJ0/Q1BkDoKI4jy/cUcsnt1ThOOpbRURERERE5iItfC4iIjIP7T1YT9A12aVICkIBosk0ew/WT/qm9Pbaill3Y3u6pTyf595uZd/hZn705gViKS+7rzgvwMeuX86uzVW8v2YJrm6Wi8w7c2mgLxestbx2poNHDjXw9LHz9OfUwkGHn79hJb96azXrKopmtpEisqBN57XwVBuurR3RJP/p74/QHc8E30Kuw30frOY3PryOorz5dStPAUgREREREVlo5tenOhEREQGgsSNKaX5w0Lb8oMvZjugIz5ChrLW8+m4H+4408YPXz9ERTWX3hVyHj9RWsHNzJR+urVDZfpF5bi4N9E2ntOfz1LHzfPtQA0cbLy3rtKwkj8/cspZfet9qygpDM9hCEZGMuXQtPLCtac/nQiTBxd5kdv9t11Tw5buuZW154Uw1cdooACkiIiIiIguRAhoiIiLz0KqyAloi8exgIkAs5bGyrGAGWzU3nLwQ4fEjTTx+pJmzHbHsdmPg5uol7NpSyR3XrWDRkJv+IjJ/zaWBviuZyEzlrmiKR392hu/+9DTNXfHs9uurFvHZD1Zz5/UrCLrOdDddRGTM5sq18IG6FrpjKZo7YwQcQ9q32apE+UGXP//UDWy/ev4GFRSAFBERERGRhUgBDRERkXlo97YaHtx/nGgyTX7QJZbySHmW3dtqZrpps9K5rhj7jzSz70gzJ851D9q3sbKEnZsr+cSmSlYsyp+hForITJorA31XMt6Zyg1tvfzV8w3846tniSYzSzsZA7dfu4zPfrCGG9eUYYyWdRKR2WcuXAv398muY/AtJL1MMsMAiwqCfP3u98zrcAbMrwCkiIiIiIjIWCmgISIiMg9tr61gD5lZaWc7oqzUes6X6YqmePLYOfYdbuLl0xex9tK+VYvz2bmpil1bKllXUTyt7dC62yKz31wY6BuLscxUttbyQn073znUwI/rWrJ9Y2HI5RduWsWvfqCa1UvmVjBFRBaeuXAt/K0fv017T4LevgAcZMIZhXku3/iFvLLJmgAAIABJREFUzbOqrdNlvgQgRURERERExkMBDRERkTnuQF0LX3vqBA3tmZlmNeWFfOGOWrbXVox6Y3eqgwFzIWgQT3k8W9fCvsNNHHirlaTnZ/ctLgxx1/Ur2LWlkhtW52ZWuNbdFpkbhhvou6VmMXsP1vPlx48N2+dNVZ/4rWdO8u1DDfQmPQpDLp/dWs0Dt22Y0Ncx2kzlRNrjiaPn+M6hBt4cUEmoqjSfX711Lb9w0ypKwlraaSGYC+/nImNxpWvhiZiK10cs6fHnP3mH1xo7s9sKQi6Vi/IJBx26YqkF85qbLwFIERERERGR8VBAQ0REZBpN9yDHgboWPvfYUTqjKZy+PMHbLT18/rGj/PHdm0Y811QHA771zEn+7MA7eL4lL+CQ9vxZEzTwfMsL77Tz+JEmnj52nkgind2XH3S5feMydm2uYuv6coKuk9O2ad1tkblj4EDflfrQqepjv/XMSb757CkcAwEnM6v4m8+eAphQSGPoTOXuWIrz3THSPlz3lX8h5V0qJfTeNWXct7Wa269dRiDHfaPMHAUHRUY22deHtZYfvHGOP/rBCZq74gC4jmHFojCl+UGMMUST6QVVPWIuVDoRERERERGZagpoiIiITJNcDHLsPVhPTyKNawxOX0LDWEskPvog/1QGAw7UtfBnB97Bt5aAY0h7lvbeJEsKQzMWNLDWcqypm31HmnjiaDMtkUR2n+sYtq0vZ9eWKm67ZhmFeTN3OaR1t0Xmpiv1oVPVx377UENfOCMTkHAMpH2fbx9qmFBAY+BM5WgyzfmuBP2RjP4C+++vXsyX7ryGzatKx318mfsUHBQZ2WReH282d/PVJ47zcsNFAEKuw+3XLuPI2U7yApk+PppML8jqEdNR6URERERERGQ2U0BDRERkmkzXIMfAqhytkQRp3xJ0Li3HYQykPX/UQf6pDAbsPVhP2vcJug4GgzGAD5F4OudBg3fbe9l3uJnHjzZR39o7aN8Nq0vZtaWKu65fwZKivJy2ayRad1tkbrpSHzpVfWxv0iMwpHiFYzLbJ+JDVy/l3753Jd8+1EBXLDXomIsLQxSGXBxjRg1naPmL+U3BQZGRTeT1cbE3yZ/88C0effkMfl8i7rZrlvF7H7+GNUsKs32qqkeIiIiIiIgsHApoiIiIjNNYB6emY5BjaFWOtp4Evm9JA0E3E9KwNjPberRB/qkMBjR2RMlzHTybCYdA5u9E2s9J0KCtJ8H3jzaz70gzRwas5Q1w1dJCPrmlih2bqli9ZPaFHrTutsjcdKU+dKr62MJQpl8YkMHDt5nt4xFPefzf15r4zvMNnGrpyW4PuQ5LikKUFYRwHYO1dtT3KC1/Mf8pOCgysvG8PtKez9+++C7//Ucn6Y5nlte7amkhX/nERrZtWJp9nKpHiIiIiIiILDwKaIiIiIzDeAanpmOQY2hVjmXFYRovRkn7Fsf4QGbwrqwgOOog/1QGA1aVFeD5Pu09KXwsxoBnLa5jpi1o0JNI88Pj53n8SDOHTrXh9U9JBJaV5LFjUyU7N1exsbIEY8woR5pZWndbZG66Uh86FX3sgboWSsIBuuNpUp5H0AGMwbfw2a3VYzpGS3ecv3nxXb730hku9iaz22+uWUxHb4qU51GYdylIeKX3KC1/Mf8pOCgysrG+Pn56qo3ff+JN3roQAaA4HOC3btvAZ25ZQ9B1hju0iIiIiIiILCAKaIiIiIzDeAanpmOQY2hVjpL8IKsW59PUGcsGEdYvLeQLd9SOOlg2lcGA/q9zSRF0RVMkPJ+A4/Ab26/KHm8qSuKnPJ+DJ1vZd6SZH715nnjKz+4rDge487oV7NxSyfurl+A6szeUMZRmTorMPVfqQyfbx/aHAfOCLkuLgrT3pkj5UBB0+PUP1fDAbRtGff7x5i4eOdTAE0ebSXmZAFvQNezYVMW9W9eysXJR9hzjeY/S8hfzn4KDIiO70uuj8WKU//qDEzx9/DyQqSj3izet4rdvv5ryWbK8noiIiIiIiMw8BTRERETGYTyDU9MxyDFcVY6A63DT2iU8ev/N2SDElx8/xqqDo59vqoIBg75O5/KvczIl8X3f8uqZDvYdbuLJN87REU1l94Vch4/UVrBrSyXbr64gHBxfyX8Rkcm4Uh86mT52YBiwIBRg+SKIJtNUFIdHDGf4vuXHdS08cqieF+svZrcvLgzxy+9fzadvXkNFSXhQ+8b7HqXlLxYGBQdFRjbc6yOaTPMXB97hLw7Wk0xnAsQ3rinjqzs2cl3VoplopoiIiIiIiMxiCmiIiIiMw3gHp8YyyDGe6hKjVeUYGoRoaOth99++SnE4wPqK4mmdAdv/dQ4XEJlISfyTFyLsO9zE40eaaeqMZbcbA7fULGHn5kruuG4Fi4aEZUREptNUVAMai/GEAXsTaR579Sx/+XwDp9sv7V9fUcS9W6v55JaqEQNs4x2I1/IXIiKXWGt54vVz/LcnT3CuKw7A8pIwX7qzlh2bKmf1MnsiIiIiIiIycxTQEBERGYepHpwab3WJ0WY83/Pwi9kgRHcsRXtvEoBoIj2uqhUTHYAc6WvpTaRYsSh/0GOHG2g81xVj/5Fm9h1p5sS57kH7NlaWsGtzFZ/YVMnyRWFERHJtMtWAxmssYcDmzhh//dPTPPryGbrj6ez2bRuWct/WaratL5/ywUEtfyEiknGsqYs9T7zJy6czFYtCAYf7P1jDf/zwVYP6bhEREREREZGh9KlRRERkHKZ6cOpK1SVGCksMd76BM67behI4GIwDKd+OWrVi4DmKQi7tvUlK8oPjHoAc6WtJeZZYyht2oLErluKpN86x70gTLzVcxNpLx1u9uICdmyvZubmSdRXFE/n2TqtczaQXkdlhItWAJmq0MOCRxk6+/Vw9Tx07j+dnOs28gMO/uaGKe2+tZv2y6e0vtfyFiCxk7T0Jvv7Dk/zdz85kr1tvv3YZX77rWlYv0XJPIiIiIiIicmUKaIiIiIzTVA5OjVbGfryztQfOuE56Pq4xWAsh1xl03IGGnuNUaw9pz1KYF8AYM64ByJG+llDAIeXZ7EBjbzJNJJ5mUX6Qm/7wGZKen3384sIQH3/PCnZuruKG1aWjzv6eyYBELmfSi8jsMJ5lRyZiaJ929w1VvFB/kbMdUapK83nvmjL+x7+e4tV3O7LPWVqcx2duXsMv37yGxYWhKWmHiIhcLuX5/M0L7/Knz5wk0le1aMOyIr7yiY3cuq485+1RUFhERERERGTuUkBDRERkBo1Wxn68s7UHzrgOuQ5Jz8dgWFqcN+i4Aw09h+dbHAOtkQTF4cxA5FgHIEf6WtZXFPNrW6v5+o9O0tDWSzzl41lLW0+y7+tyuf3aZezcUsXWdeUE+wIlo5npgMREK5+IyNw1lmVHJmq4Pu2x15r44h1X09wV5y+fP82LDRezj792RQn3ba3m45tWkBdwJ31+EREZ2XNvt7LniTd5u6UHgJJwgP/80Q18+uY1BMZw3TrVpus6WNevIiIiIiIiuaGAhoiISA4NvfF5S81iHnutadgy9l9+/Ni4Zmv3L7/ytadOkEh7pH0IuWCtzS41sntbzaDnDJ0RHnIdUp4/qKrFWAcgh5bkjybTRJM+JUsDfPGf36Alksg+1nUM29aXs2tLFR+9dtm41+rO5VIDw5nKyiciMjcM7ePaexNc7E3RGU1yz8MvTulyV65jaOtJ8JuPHqZvFROMgZ+rXcZ9W6u5uWbxqBWGRERk8s60R/nDH7zJD9+8AGT64Xvet5rf/ugGlhTlzVi7puM6WNevIiIiIiIiuaOAhoiISI6MNEP6vasX8eO6VnqTHoUhl89urWZ7bQWrDk5stnY05bNmSSFpz+dCJMHZzjgbKor4vbtqL7vBOnRGeHlRHk2dMQKOwVo7KDByJf0BkW/++G3eae0h6fnEUz7n34xnH3PD6lJ2banirutXTOrG9nQvNXAlU1n5RETmhv4+bu/Bet5uiRCJpykrCFJelDfpgazGjiiLwgF6E2naehJ095XPh0yVoX/73pX8yq3VVJcXTt0XJCIiw+pNpPlfB07xv59rIJnOhJbft3YxX9lxLRsrF81w66bnOljXryIiIiIiIrmjgIaIiEiO7D1YTzLt0d6TJun5hFyHUMDw5LELrCzLp6wvUPGnz7zN//zXU3i+xbMQcg0rFoUJuM6oYYkDdS088HeHiSa9bMDCs+D7lrdbevjaUyd46Ok6Iol0tnrH2Y4ojR0xDJnzlBWGKC0IsrQoj65YipV9j3vo6Tp2/+2rAFQvKeCLH7tm0M3atp4E3z/azHdfeJf6tt5B7VpXUcTOTZXs3FzF6iWTXwoAJrfUwFSUbx46k34ylU9mK5W5loWu/zXwdkuEZNon6Bo2LCth97Ya9h6spyUSJ+1ZGtp6SXo+rmP42lMnxv06SaZ9wgGXU629JNKXqhcFHENlaT5P/OZWFhUERzmCiIiMZDzXM9Za9h9t5iv7j9MZTQGZ6nL3bV3Lf7mjdtZULpqOJbdmOvw81Yb7uQO6thWRnNHnaRERERmNAhoiIiI5cvJCN93xNA4G1xjSniWa9DBA2rM0d8WxvsUCSS9T094xmX83dsT6qmBcO+yH+v7qHL3JNA4QT9tB+9N9IQ1jDFWlYU639/BSQztYCDjg+ZDwLG09CR74yHoeuG1D9riff+woHdEUTt896VOtvXzusaP84c7riKU99h1u5tCpNjz/0jkDjqEwzyU/GOB3P1bLh69ZNqXfy9ECEqOZqvLNA2fSn+2IsnLADZeJVj6ZTVTmWha6/tdAyvPoiqbAQCwFDW09mb42kaIoL0BzVzzbp/u+5e3WHg7UtYzpddIZTfK9l87w3RdOc6H70hJQ+UGXknCAUMBhz46NCmeIiEzQeK5njjV18dX9x3nl3Q4ADFBeFKIoHOAHb5zn/dVLZs010ESvg0czHaGPmTLcz/1zjx3FACX5QV3bisi00+dpERERuRIFNERERHIk1R+66Es6GAPWy/zd1pPAwZDiUsihf45eXsDBAGWFeSN+mO8vSxwOuNnQhx3yGL+vGkdbTzL7/8ZA0HUJuplKG8aBF+ov8sCA40biaVzH4JhMVQ7fWi72JvmP/+c1BmQycB1DQcilvCiPwpCLMYZoMs3DzzVMeUBjtIDEaKayfPP22ophnzMdN81zTWWuZaHrfw2096Rx+vo/37dE4mmWLwqQ8iwXIpl+O9unA0Fjrvg6eae1h+8cauCfXjtLPJWpmOEYuGF1GfGUl61epFl2IiKTM5brmfaeBF//4Vv83c8asX3XtYUhl5VlBYQCDsCUXgNNxYzqiV4Hj2Y+XL/2G+7n3tQZAwvLF+Vnt+naVkSmiz5Pi4iIyJUooCEiIpIjoYBDLOnhW5sJZwwINyQ9H9eYQdvoe4wxkPb8UUsM95clXlqcx+n2KMMVYLZkjpX0LpXQH3g+Y8Dz7aDzNHZESfWV7k/6dlCVDMhUyigJBzEGIvEUiwuCFOVduryYztLIIwUkRpOL8s3TcdM81+ZbmWuR8ep/DfQvXQKX+s/8oEso4NCb9HBNpm+1NvNn+aK8YV8n1lqeP9XOI4fq+de3WrPbi/MC/LubVvHvP7CWVYvn3ixlEZHZbLTrmZTn890X3uUbz5wkEk8DcPWyYtp7EywvCQ9azmSqroGmckb1RK6Dr3S8uX792m+4n7vnW6wd/DlG17YiMl30eVpERESuRAENERGRHFlfUczp9h66Y2mSnk/IdSgsCNKb9DAmU8FiUOmLvnCGtRBwnFFLDPeXJS4OBwkHHBKenz1O0DGk+4IV1mbW0gZIeZnz9rM2UwWj/zwnL0SwFjwLnjf4hqZjoKI4j4DjkBd0yA+69CbSNHXGAUNJ382I2VYaOVflm6f6pnmuzacy1yIT0f8aCLkOaf9SqC7kOsRSHusriumMJmlo68XzLSHXYWlxHq5jqCgOZ48TT3nsP9LMd55voO58JLt99eICfuUDa/mFm1YNCrWJiMjUGel6pigvwMe++RynWnoAWJQf5Ldv38AvvW81n37k5Wm7BprtM6rn+vVrv+F+7q5jwA6OsOvaVkSmiz5Pi4iIyJU4M90AERGRhWL3thqCrsvyRWGuXlbM8kVhisJBfmP7VaxdXIBnLQFzaWkTSyYI4fmW4nBg1BLDu7fVkPIs0WSaZSV5uMbgmr43epMJevQfq7woREl+AMeAseD5fuaPtbgG3mmJsP53n+T2Pz2YKQfcxwCuyfxZXBiirCBEXtChIBTAGMPyRZlByQuRONZm2jLbSiMP/D7N1jbOBvo+yULX/xooyQ/g+5a07+OT6Yv7XwtfuKOWipIwqxcXUF1eiOuY7L7WSIJvPHOSrQ89y3/5p9ez4Yz3VS9m76ffy79+bjv3bq1WOENEZBoNvZ7piiVp7oxz4nyEUy09OAZ++f2rOfC57XzmlrUEXGdar4EaO6LkB91B2zSjeuoN9zMsygtQHA7o2lZEckKfp0VERORKdEdQREQkR0YrHfzAbRuya1K/faGb3qRH2rc4xlBTXsgX7qgddUbb0GOvryjCWktbb5Jk2ifkGsqL8jDG0JNIs3ZJEffctJqnjp3nndYefJsJcPQmfXqTyexxXcdw4+pSWnsSfdUxoHpJAV/82DV8+fFjg8p2FoeDVJVazncn6IqlZmVp5PlUvnk66fskC93A10DKi2T70eryokGvhaGvkzuvX84P3jjH/X/zanY5qYBj+Ph7VnDf1hquX7lo5r4oEZEFpr8v/18H3uHE+W564ulsobr3VS/mq5/YyLWVJcM+ZzqugTSjOjeG+xn+3l3XArq2FZHc0OdpERERuRIzdA3G2ejGG2+0r7zyykw3Q0RkrjNXfsjl1AdPXH/gorEjyqpZ9oE8nvL48YkWHj/SxIG3WrMDiZAJajjGYLEEjKFmaRFP/da2y45xz8MvXnaTOZpMU1Ec5tH7b87J1yEyh6gPnqd833LgZAuPHGrg+VPt2e2lBUF+6X2r+cwta7MVhkRkxqgPXoCstew70sTXnqrjQncCgMpFYX7nrmu46/oVGDOhX4sJO1DXwoP7jxN0DflBl1jKI+VZ9uzYOGs+I4hMkwm/2NQPi4hMmvpgEZGZNWw/rAoaIiIi0+BAXQufe+woPYk0nm9p60nwuceO8vW7N035DdixBkE83/LCO+3sO9LEvxw7TySRzu4rCGXKLReFXDqiKRzHYIzB9y0nW3o4UNdy2TF3b6vhwf3HiSbTg24yq2yniCwE0WSaf3qtiT979hTnu+PZ7ctLwvzmR9bx8zesJD/kjnIEERGZLq+f7eSr+4/z2plOAPICDr/+oav49Q9dNWN9s2ZUi4iIiIiICCigISIiMi2+9tQJOqMpXGNwjcH60BlN8bWnTkzpTdiBM/FK84O0ROI8uP84e8jcBLbW8kZTF/sON/PE6820RhLZ57qOYdv6cnZtqeKj1y7jvr96hcNnOnAcg9M3o9AAQTdzI3lou3WTWUQWovNdcb77wmm+99IZumKp7PbCkEtxOEDQNawszVc4Q0RkBrT1JPjjp9/iH15tpL9g7F3Xr+BLd9bOiqVEttdW6FpZRERERERkgVNAQ0REZBo0tEczS4U4fUEHA9a3NLRHp/Q8ew/WE3RNdpmRglCAaDLNN378NkfPdvH40SbqW3sHPee9a8rYtbmSO69fwZKivOz23dtquO+7P8sESgBrwcdSWRzmbMfw7dZNZhFZKN4428Ujh+r5/uvnSPuZUT9joCgvwPKSMCnPpzWSIJ72eODvDvOtX9yi/lFEJEeSaZ/vvnCabz7zdrZKXO3yYr7yiY3cctWSmW2ciIiIiIiIyAAKaIiIiEwjz7ekfR9rwQJBZ2qP39gRpTQ/CEDK8+mKpeiMJomlejnS2Jl93LqKInZtrmTn5ipWLR5+9uD22grWLy3i9MUonm8JuQ7lRWECrqGiODy1DRcRmQM83/KjNy/wnUMNvHz6YnZ7eVGIT928hr//WSNLCkP0JNI0d8YxBgKOIZr0BlUzEhGR6fOTk63seeI47/SFkksLgvz27Vdzz02rCLhTfPEtIiIiIiIiMkkKaIiIiAxwoK6FvQfraeyIsmoSS3bUlBdy8kIEz1rMwB0mc46pGrCrXJTP6fYeokmfnr7Zgv2Wl4T5xKYV7NpSxbUrSjDGjHCUS774sWuyS6bkB11iKY+UZ9m9rWZK2isiMhdE4in+8ZWz/NVPT3Pm4qUKQrXLi7l3azU7NlUSDrq8VH+Rlkic1kgCY8AxBt+HvIAh6Jphl4cSEZGpcbqtlz/8wZs8c6IFAMfAp25ew3++bQNlhaEZbp2IiIiIiIjI8BTQEBER6XOgriUbTijND9ISiU94BvQX7qjl1/7mFTzPYgFDZlb1ksLQpAfsUp7PwZOt7DvSzJHGTpKeP2i/Y+DfbKniobs34TpXDmUMtL22gj1klk452xFl5SRCKsOZqgDMbD+niMxNjRej/NVPT/MPP2vMlsgH+EhtBfdtreYDVy0ZFHbbva2GB/cfJ572CDiZcIaPpbwoTH7QHXF5KBERmbieRJr/+ewpvnOoIXsdfEvNEr6y41pql5fMcOtERERERERERqeAhoiISJ+9B+sJuoaCUObtsSAUIJpMjylQMVwIoCQcIJ7ySXp+33IheRSHAxMasPN9y2tnOth3pIkfvH6Ojmgqu891DNZaAMIBh5L8IC+f7uC5k60TCiJsr62YlgDDVAZgZvM5RWRusTbTvz5yqIGnj53Hz3SnhIMOd793Jb96azVXLS0a9rn9obYH/u4w0aRHXsBQXhSmJD9INJlmZdnwS0qJiMj4+b7lnw838bWn62iNJACoKs3ny3ddwx3XLR9TtTgRERERERGRmaaAhoiISJ/Gjiil+cFB2wbOgB6pEkN/CCAST9IVS3O2I8aLDe0UhRw8O/gc7b0JehMeN/7hj0imfYKuYcOykhGrOpy8EGHf4Sb2H23mbEds0L481/DLN6/hjbNdXIwms8ESYMzBklyaTABmLp1TROaGlOfz1LHzPHKogaONndnty0vCfOYDa/il962mtODKJfK311bwrV/cMmh5qGgyreWhZNZThSmZa5Kezzd+fJLWSIJw0OE/fGgduz9UQzjoDvt4/Y6LiIiIiIjIbKSAhoiISJ9VZQW0ROKDgg6xlMfKsoJRKzHsPVhPJJ6kI3qpHL61EEn4GCDoGlKez9mOKL6F0oIAXdEUGIiloKGtZ1BVh+bOGE8cbWbfkWZOnOsesb0Jz/KPrzQSCjisWJQ/aN9sLK1/pQDMfDmniMxuXdEUj/7sDH/909Oc64pnt19ftYjPfrCaO69fQdB1xnXM6V4eSmSqqcKUzEXhoMvv3nkt33+9mS/deQ1VpfkjPnayv+MKd4iIiIiIiMh0UUBDRESkz+5tNTy4/zjRZJr8oEss5WVnQI9WiaGxI0pXLBPO6K+s3LfiCMZA0HVIej6+zYQ1kmmL4xgcY/B9SySeZmmxy57vv8mf/+QdXj59Mft8gNWLCzjfFSPpWQzAgHP0Jj2MMcRS3rDBktlktADMfDqniMxODW29/OXzDfzjK2eJpTwg00fffu0yPvvBGm5cUzap8vjTtTyUyHRQhSmZq+64bjl3XLf8io+b7NKFCjCJiIiIiIjIdBnf1DAREZF5bHttBXt2bKSiOExXLEVFcZg9OzayvbaCxo4o+UPKJ/dXYlhVVoBvhz+mb6FmaRG1y0twHbBkyjMbA9ZafGuJJj3ebY9S39bLSw2ZcMbiwhCfuWUN//QfPsBPPr/90lIp5vLjhwIOKc8STaax1s7a0vq7t9XkvJ0zcU4RmT2stfz0nTY++9c/4yN/coDvvvAusZRHUV6Ae2+t5ief+zB7P30jN61dPKlwhshcM9p1jch8MJnf8YHhDmMyfwddw96D9dPVXBEREREREVlAVEFDRERkgJFmQI9WiWH3thpebGjPVL0YEtRwBoz3BRwHi8VgSKb9y0IdjoFPbKpk1+Yqtq4vH1RivzDk0h1PZ45vBj9nfUVxtsrHbC6tPxNLAGjZAZGFKZH2+P7RczxyqIE3BywVtbIsn1/5wFp+4aZVlISDoxxBZH5ThSmZr/qXJmmNJGiLJFi+KExxX38/1t9xLZEnIiIiIiIi00kBDRERkTEYuPxJ2vO5EEmQ8iyhvhDFrk0r+Ocj57L5CUMmS1GaH8T3fbpiKYyBZDpTNWOgvIBDUV6AP9p1Hf/P9SuGPf9nt1bzjR+/nQl1DHh6yDXZwMFcCB3MRDvnyvdGRCavvSfB9146w9+8+C6tkUR2+3vXlHHf1mpuv3YZATf3RQT7Bwwb+6ouKSgmM220Zd1E5qqBS5MsL8mjqTPO2Y4YVaWWgOuM+XdcASYRERERERGZTgpoiIiIjEF/JYavPXWC0+0xgo7DytIwSc/PrEm9YyPV5UV8+1ADvUmPwpDL+6vLOHG+h7cu9JAeUi4j4BgCjqEg5HD18kVXHKx74LYNNLT1sK8vBAKZdcqKNQNcRISTFyJ851AD/3y4iUTaB8B1DHdev4L7tlazeVXpjLVt4IBhaX6Qlkg8874BCmnIjFGFKZmPBi5NkmG4EIlzvjvBDavLxvw7rgCTiIiIiIiITCcFNERERMZoe20Few/Ws9a3g2bURZNp9h6s59H7b2bNkkL+9JmTNHfG+NGJ1kHPX1dRxK7NlezYVMXqJVeegTd0xnVnNEnN0sJhzz1dAyqa9S0is5W1lp+cbOWRQw0893ZbdntJOMA971/Nv79lLZWl+ZM+z2T7waEDhgWhwLT33SJjoQpTMt8MXZqkJD9IcThAVyzFo/ffPObjKMAkIiIiIiIi00kBDRERkXEYeuO3O5aiNRKnvq2XjQ8+TW/SG/R41xg+em0Fv/mR9WysLMEYc9kxhxv8Ay6bcX26PcrK0vCg507netia9S0is1E85fHPh5t45FADp1p6sttzVYrOAAAgAElEQVSrywv51VvX8vM3rKQwb2o+5kxFPzj0fQOmt+8WEVmopnJpEgWYREREREREZLoooCEiIjIO/Td+w0GXlu44bb1JbN+aI/3hDGOgND9IaUEIg6Urlua6qkXDHm+kwb+CoHPZjOuga7jQnaAkP5R9/nSuh61Z3yIym7R0x/mbF9/ley+d4WJvMrv9lpol3Le1mo/UVuA4l4fgJmMq+sGpHDAcC1U+EpGFSkuTiIiIiIiIyFyggIaIiMgY+b7lw1cv5VvPniKaTOPbwfsN4DoQcp3swJu1dtRZ0iMN/jW0R1lfUTToscuK8zjbGcvZTWfN+haR2eBYUxffeb6BJ442k/IyHW/QNezYVMW9W9eysXL4ANxUmIp+MJcDhqp8JCILmZYmERERERERkblAAQ0REZEreOt8hMePNPH4kWaaOmOD9jkGygpCLCsJ8257LynPJzUguXGlWdIjDf71P3fgjOuA67B+aRFlhXk5uemc61nfIiL9fN/y47oWHjlUz4v1F7PbFxeG+NT7V/Opm9dQURIe5QhTYyr6wVwOGKrykYgsdFqaRERERERERGY7BTRERESG0dwZY//RZvYdbqLufGTQvuuqSti1uYon3zhHVyyVHQhbWpzH2Y4YAddgrR3TLOn+wT/Pt7RGEiQ9H9cYKorzSHn2shnXv3fXtTm76awy0SKSa9ZavvvCu/zl8w2cbr9UpWJ9RRH3ba1m15Yqwn0htlyYqn4wVwOGqnwkIiIiIiIiIiIyuymgISIi0qcrmuLJY+fYd7iJl09fxA5YwmTV4nx2ba5i5+ZK1lUUA7BuadGggTvXMZQVBFlSGKIrlhrTLOnd22r4/GNH6YimcExmmZS0nwl3fObmNbxQf5G3L3ST9CyhgMPeg/VAbkrVT+es7wN1Lew9WE9jR5RVKj8tIn2MMTz5xrlsOGPbhqXct7WabevLMcbkvD1zrVz+bK18pD5fREREREREREQkI+cBDWPMKuC7wDLAAg9ba7+Z63aIiMj8cqXBn5H2x1MePz7Rwr4jTTxb14I3YHkSgKBjuHp5Mb/90Q0YY/i9fccHHWPPjo089HQdb7f04FsL1tLWk8QCjR0xXqhvB8DtG1e0gG/BdQwOFh8z6JyFIZeCkEskkebPDrxDTXkhPYk0Sc/ix+FibzvHmjr5H/fcMOLg1mQGwoZ77qP33zxlP4f+xzy4/zhB11CaH6QlEufB/cfZw8SCJxr4E5lffv1DV1GztJB7b61m/bLimW5Otj956Ok6XjvTwe6/fZXqJQV88WPXzLq+ZjZWPhpPn6/+XERGM119RC77noHnKs4LYK2lJ+mpzxMRkSxdE4uIiMx/xlp75UdN5QmNWQGssNa+ZowpBl4Fdllr3xzpOTfeeKN95ZVXctZGEZF5akJTj+dCHzxw8GfggNSeHRvZXltx2f5oMk0k4bGhooijZ7voSaRHPX5RyCHhWdKeJS/gsKwkj4Dr0B1LkecazkUSuMaQ8iyTfVd1AJ/MD8sxmX94/uWPW7koj0Nfum3c34vRTOa543n+PQ+/eNkM72gyTUVxeFxhkKlos0gOzds+eL47UNcyqNIRZIJ2pQVBvn73plnX1/Tf0J0tFT/G2uerP5dppj54jpuuPiKXfc/Ac6U9n6bOOABVpWECrqM+T+azCZdBUz8sC42uiWUaqA8WEZlZw/bDTq5bYa09Z619re/fEeAEUJXrduTagboW7nn4RbY+9Cz3PPwiB+paZrpJIiLzxt6D9QRdQ0EogDGZv4OuyS4HsvdgPYG+d7xzXXHOXIzRGknw/Dvt9CTSBBxDaUFwxOP3JH1SXiZ6YYFzXQl64mk6oimau6cunAGZcEb233ZwOMOYzB+Apu7EsM+/0vdiNJN57nie39gRJT/oDtqWH3Q52xEd03mmss0iIley92A9kXga1zG4jpP5Yww9ifSs7Gu211bw6P0389wXPsKj99884zdyx9rnqz8XkdFMVx+Ry75n4Ln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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *The relationship between `total_bill` and `tip` is mostly linear with respect to day and time.*\n", "- *However with respect to size of the group, this relationship gets constant as the size of the group increases.*" ], "metadata": { "id": "ofqBZSSbWVch" } }, { "cell_type": "markdown", "source": [ "**We have seen earlier that customers visit Chef's Kitchen across different days of the week.**" ], "metadata": { "id": "EPv3YCwV-Axa" } }, { "cell_type": "markdown", "source": [ "### **How does the bill amount and tip vary with respect to the day of visit?**" ], "metadata": { "id": "4Nib1GyH0XsF" } }, { "cell_type": "code", "source": [ "sns.countplot(data=tips, x='day')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "xGWda8cQFPeO", "outputId": "eda481f0-042d-4883-b5ed-bbb5536b1504" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 30 }, { "output_type": "display_data", "data": { "image/png": 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VwLlV9Qbg03RXuqyqO4EFSd4ObFtV945tQmk9DL+0Yd8ETk2yY5JdgPd263cBnujO358xbZurgb/Bo33NUl6kTdqIJJ9k8NkLTwGPAnczuB77+cBK4C5gl6o6q3v8a4GHgL2ratU4ZpY2xPBLM6z7fOBTqurMcc8irYvX45dmUJJLgXczeAWQNCt5xC9JjfHJXUlqjOGXpMYYfklqjOGXpMYYfklqzP8DnY9jd1DzmlAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *We can see that the number of orders is higher during the weekends as compared to the weekdays*" ], "metadata": { "id": "TVR9_o1BFZyi" } }, { "cell_type": "markdown", "source": [ "**`total_bill`**" ], "metadata": { "id": "c8Rv1gNlcKro" } }, { "cell_type": "code", "source": [ "sns.stripplot(data=tips,x='day',y='total_bill',jitter=True)\n", "# Strip plots are more useful when we add random noise called \"jitter\" to avoid overlapping of data points with same values." ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "uWPZJLj0_fC6", "outputId": "b6d651b9-5467-4dae-e0c6-cbad1681b535" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 31 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "sns.swarmplot(data=tips, x='day',y='total_bill')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "4enutsIlASjY", "outputId": "ae92b27a-1104-45af-a937-db896999c716" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 32 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "sns.boxplot(data=tips, x='day', y='total_bill')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "4-7JriLbAvpL", "outputId": "74c6081f-60ea-4822-de8f-aafa8b5f7cca" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 33 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *As we can see the number of orders is lower on Fridays as compared to the other days.*\n", "- *The number of orders is higher on weekends as compared to the weekdays.*\n", "- *The median billing amount on Saturdays and Sundays is higher than the other two days.*" ], "metadata": { "id": "tPdiOmzfBMow" } }, { "cell_type": "markdown", "source": [ "**`tip`**" ], "metadata": { "id": "nPbcc3JCcTy8" } }, { "cell_type": "code", "source": [ "sns.stripplot(data=tips,x='day',y='tip',jitter=True)\n", "# Strip plots are more useful when we add random noise called \"jitter\" to avoid overlapping of data points with same values." ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "8yBMM6BDcYa9", "outputId": "c43250f2-fa74-4914-a6db-cb7821e5c0a0" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 34 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "sns.boxplot(data=tips, x='day', y='tip')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "IXbaFLOIcYmD", "outputId": "54267854-9ff0-409f-8fe1-74ba81338d88" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 35 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *We can see that the median tip amount is almost equal during Friday, Saturday and Sunday and the median during these three days is higher as compared to Thursday*" ], "metadata": { "id": "todA40okdgzZ" } }, { "cell_type": "markdown", "source": [ "**We have already seen that the number of orders at the restaurant tend to be higher during the dinner time as compared to lunch.**" ], "metadata": { "id": "11kFuGPJ-OaP" } }, { "cell_type": "markdown", "source": [ "### **Which time of the day brings in higher bill and tip amounts?**" ], "metadata": { "id": "NZv9rw6KRH4l" } }, { "cell_type": "code", "source": [ "sns.countplot(data=tips, x='time')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "SJeZNcXZGYwC", "outputId": "5192b374-3002-4127-905b-003a1edbbc15" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 36 }, { "output_type": "display_data", "data": { "image/png": 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tyae7z90tSd49sM0JSb7VHRFfO7C7o+d/rrVjPFLYi1XV7d1DBh+9wOInAH8CPAq4Ocn5Xf0oYHlVvTbJFcBfAv/M3CWBr6uqW5I8Hfgw8Jxum0OBZ1bVlhH+OppMy4BjgE3MfU4/APwKuBA4rqruSHLgwPoP+FxX1a/H3fSezFCYXJ+vqk3ApiQbgYO6+h1VtaabXg0sTfJI4JnAJ5P23JWHDuzrkwaCRuTaqvoJQJIbmXtmzwHAdVV1B0BV3TOw/kKf6/Vj7nmPZijsxZIcAWwBNgJPnLd408D0Fu7/LMyvP5y5Ycb/3Xq+YgE/3/VuNcE2c/9Q9sPmLdvW53RbdnR9zeM5hb1UkingAuCDtYt3KFbVT4E7kry023eSPGU3tCkBrAOe2k2/ZIj1vwYcl+RwgHnDR9pFpuje5eFJ1gAPZu6vr48B791N+345cH6Sf+z2/wngO7tp35ocv5NkcDjnvcC5wBXdY/E/v70dVNVst+6nu0uuNwLPG0m3E8jHXEiSGoePJEmNoSBJagwFSVJjKEiSGkNBktQYCtIOSLJ/kr/uph+T5FN99yTtTl6SKu2AJEuBz1XVk3puRRoJb16Tdsy7gCO7mwRvAZ5YVU9KchrwIuARzD1U8FzgIcArmXv0wolVdU+SI4EPAVPAL4DXVtVN4/81pIU5fCTtmLOA27rnQL1l3rInAScDTwPOAX5RVccAXwVe1a2zEvibqnoq8GbmnjYrLRoeKUi7z5er6l7g3iQ/AT7b1b8LPHmIp81KvTMUpN1n8Amd9w3M38fcv7XtPW1W6p3DR9KOuZe5L3DZYT5tVnsCQ0HaAVV1N/BfSdYC79mJXbwcOD3Jd4AbgJN2Z3/SrvKSVElS45GCJKkxFCRJjaEgSWoMBUlSYyhIkhpDQZLUGAqSpOb/AbN6UjBsb+zBAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *The number of orders during dinner is nearly 2.5 times the number of orders during lunch*." ], "metadata": { "id": "WWjhXWfMGiy2" } }, { "cell_type": "markdown", "source": [ "**`total_bill`**" ], "metadata": { "id": "nlD9ZwCCe694" } }, { "cell_type": "code", "source": [ "sns.stripplot(data=tips,x='time',y='total_bill',jitter=True)\n", "# Strip plots are more useful when we add random noise called \"jitter\" to avoid overlapping of data points with same values." ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "CmZxtbm3e4AL", "outputId": "67bd7682-a777-4f53-f086-3098e0d728ea" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 37 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "sns.boxplot(data=tips, x='time', y='total_bill')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "P8MI7RqNe4RE", "outputId": "e24828de-61e7-4cd4-fc7d-f42f40b033a4" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 38 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *The order count is higher during the dinner time*\n", "- *50% of the customers spend more than 19 dollars on the overall bill during the dinner time as compared to 16 dollars during lunch*" ], "metadata": { "id": "iQFXILTte4uG" } }, { "cell_type": "markdown", "source": [ "**`tip`**" ], "metadata": { "id": "kf_pqjPTe734" } }, { "cell_type": "code", "source": [ "sns.stripplot(data=tips,x='time',y='tip',jitter=True)\n", "# Strip plots are more useful when we add random noise called \"jitter\" to avoid overlapping of data points with same values." ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "79oJAjmre5Kl", "outputId": "39f46d3c-d04e-4cb2-8d44-09d70be7a365" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 39 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "sns.boxplot(data=tips, x='time', y='tip')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "Hc4QYZuxe5Vk", "outputId": "8da6d502-5ffd-4d2d-c9ad-7e362e90a7cb" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 40 }, { "output_type": "display_data", "data": { "image/png": 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tLzW3nyvp6oj4tO27Jf22pG+qcTnd70bEM7Z/SdJfS7q8+TVnSLokIqZa+MdBThdKukjSPjXO042S3pD0FUmXRcRztk+b8f5DzuuIeLPq0PMVxb/w3R8R+yTts71D0unN7c9FxNbm4y2SemyfJOkSSd+1feDrF83Y13cpfbTIgxGxS5JsPyXpA5JOlfSDiHhOkiJi54z3H+68frHizPMWxb8A2D5b0pSkHZI+OOvlfTMeT+mt7/ns7YvVmPr7vwM/PziMnxx/WiQ2qbeml0+c9dqRztMjebfvxwzM8c9ztpdL+rKkv4zj/DReRLwm6Tnbv9Pct21/aA5iApI0JunDzccfO4b3/1DSZbbPkqRZUz04Dvxfcn5abHurpPeoMYr6W0m3z9G+r5H0Jdvrmvv/jqTH52jfyGOJ7ZlTL7dLuk3S3bZXSbr/nXYQERPN997bvFx5h6QVLUmbDLdsAIBkmOoBgGQofgBIhuIHgGQofgBIhuIHgGQofmAW2++1/Znm4/fbvqd0JmAucTknMIvtHkn3RcT5haMALcEHuIBD3SLpnOaH5J6R9MGION/2dZKukrRUjZvc3SbpBEnXqnELgSsiYqftcyT9laTlkvZI+nREPF39HwM4PKZ6gENdL+l/mvcs+vys186X9FuSflHSFyXtiYiLJP2HpJXN99whaXVEfFjS59S4wynQNhjxA+/O9yNit6TdtndJ+qfm9m2SLjiGO5wCxVH8wLsz866Q0zOeT6vx39M73eEUKI6pHuBQu9VY4ONd4w6nmA8ofmCWiKhLetj2E5L+/KfYxTWSPmX7cUlPSrpyLvMBx4vLOQEgGUb8AJAMxQ8AyVD8AJAMxQ8AyVD8AJAMxQ8AyVD8AJDM/wOzSb85wtSDJAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *The median tip amount given during dinner is almost 1 dollar higher than that given during lunch time.*" ], "metadata": { "id": "r_6xEXX8e5lg" } }, { "cell_type": "markdown", "source": [ "**After doing a thorough analysis of the `day` and `time` columns, let us now move on to the other two categorical colums, `sex` and `smoker`, and try to answer some important business questions.**" ], "metadata": { "id": "Vnnblxev-7vk" } }, { "cell_type": "markdown", "source": [ "### **Ideally the tip amount should not vary with the gender of the bill payer. Is this assumption true with respect to the data provided? What is the count of male and female bill payers visiting each day?**\n" ], "metadata": { "id": "5_Sfs6jiH_BM" } }, { "cell_type": "code", "source": [ "sns.countplot(data=tips, x='sex')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "33NLnf5yiiZp", "outputId": "09f0768c-8579-47b3-dcbc-478bc5fbb15c" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 41 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "sns.countplot(data=tips, x='day', hue='sex')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "y5XtiuHAHkc-", "outputId": "5274e9df-06d9-474d-a90b-0f8a84365051" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 42 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *The number of male and female bill payers is around 160 and 80 respectively i.e the number of male bill payers is almost double as compared to the number of female bill payers*\n", "- *On Saturdays and Sundays, the the number of male bill payers is significantly higher than the number of female bill payers.*" ], "metadata": { "id": "PKqiVBg-irhj" } }, { "cell_type": "markdown", "source": [ "**Let us now see how the tip amount varies with respect to the gender of the bill payer**" ], "metadata": { "id": "4Xdtm59zkFw6" } }, { "cell_type": "code", "source": [ "sns.stripplot(data=tips, x='sex', y='tip')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "Kz_HJoX5JIch", "outputId": "a220bc51-27f3-4c35-b546-e1b8508e106c" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 43 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "sns.boxplot(data=tips, x='sex', y='tip')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "PhnkRjwvJaCE", "outputId": "7af5d4aa-28e7-451a-acbf-b3a87c6db2e6" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 44 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *The median value for `tip` is almost equal for both the genders.*\n", "- *Males have a lot of outliers i.e far away values, giving higher tips.*" ], "metadata": { "id": "nG1qOep2Jl7m" } }, { "cell_type": "markdown", "source": [ "**Let us carry out a similar sort of analysis for `smoker` to know the distribution between the classes and see its relationship with `tip`.**" ], "metadata": { "id": "-0fL6HiClZLM" } }, { "cell_type": "markdown", "source": [ "### **What is the distribution between smokers and non-smokers? Do they have any relationship with 'tip'?**\n" ], "metadata": { "id": "sAiW_mhHJy1W" } }, { "cell_type": "code", "source": [ "sns.countplot(data=tips, x='smoker')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "pmDdI857mcQj", "outputId": "dfe839ac-343b-425f-daea-5bf6b24e3dc3" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 45 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "sns.countplot(data=tips, x='day', hue='smoker')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "ZW4HHfXjJtGy", "outputId": "371c69a6-18cd-48b9-de8c-0c4fd373f7fd" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 46 }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *The tables which included non-smokers is around 60 more than those which included smokers*\n", "- *The number of non-smokers is significantly higher than the number of smokers on Thursdays and Sundays*\n", "- *Among all the four days, only on Fridays,the number of smokers is higher than the number of non-smokers*" ], "metadata": { "id": "KxztqwNQmpgQ" } }, { "cell_type": "code", "source": [ "sns.boxplot(data=tips, x='smoker', y='tip')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 297 }, "id": "xhqyX7eQKKRD", "outputId": "844a905f-aad3-46e6-a705-f2272815e23e" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 47 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "- *There is no relation between smoking status and tips, the median is almost the same in both the classes`*\n", "\n" ], "metadata": { "id": "Msvxeww3KQfc" } }, { "cell_type": "markdown", "source": [ "### **Insights**" ], "metadata": { "id": "iZcKLIw8KRru" } }, { "cell_type": "markdown", "source": [ "- *The bill amount ranges from around 3 dollars to 50 dollars while the average bill amount is around 20 dollars. Half of the bill amounts are less than 18 dollars.*\n", "- *The tip amount ranges from around 1 dollar to 10 dollars. The mean and median of the tip amounts are very close to each other (~3 dollars).*\n", "- *The group size varies from 1 person to 6 people.*\n", "- *50% of the people pay less than 20 dollars for overall bill and 50% of the people pay less than 3 dollars as tip.*\n", "- *There is a linear relationship between `total_bill` and `tip` i.e higher the billing amount, higher is the tip amount and vice versa.*\n", "- *The relationship between `total_bill` and `tip` is linear with respect to both the genders, day and time*\n", "- *Non smokers show a more prominent linear relationship between total_bill and tip as compared to smokers*\n", "- *With respect to size of the group, this relationship between `total_bill` and `tip` gets constant as the size of the group increases.*\n", "- *The number of orders is higher on weekends as compared to the weekdays. The order count is higher during the dinner time as compared to lunch*\n", "- *The median billing amount on Saturdays and Sundays is higher than the other two days.*\n", "- *The median tip amount is almost equal during Friday, Saturday and Sunday and the median during these three days is higher as compared to Thursday*\n", "- *50% of the customers spend more than 19 dollars on the overall bill during the dinner time as compared to 16 dollars during lunch*\n", "- *The median tip amount given during dinner is almost 1 dollar higher than that given during lunch time.*\n", "- *The number of male and female bill payers is around 160 and 80 respectively i.e the number of male bill payers is almost double as compared to the number of female bill payers*\n", "- *On Saturdays and Sundays, the number of male bill payers is significantly higher than the number of female bill payers.*\n", "- *The median value for `tip` is almost equal for both the genders.*\n", "- *Males have a lot of outliers i.e far away values, giving higher tips.*\n", "- *The tables which included non-smokers is around 60 more than those which included smokers*\n", "- *The number of non-smokers is significantly higher than the number of smokers on Thursdays and Sundays*\n", "- *Among all the four days, only on Fridays,the number of smokers is higher than the number of non-smokers*\n", "- *There is no relation between smoking status and tips, the median is almost the same in both the classes*" ], "metadata": { "id": "SD-Sr2g9o4fr" } } ] }