{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# Visualizing Two Quantitative Variables\n", "> In this chapter, you will create and customize plots that visualize the relationship between two quantitative variables. To do this, you will use scatter plots and line plots to explore how the level of air pollution in a city changes over the course of a day and how horsepower relates to fuel efficiency in cars. You will also see another big advantage of using Seaborn - the ability to easily create subplots in a single figure! This is the Summary of lecture \"Introduction to Data Visualization with Seaborn\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Visualization]\n", "- image: images/mpg_origin.png" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "plt.rcParams['figure.figsize'] = (10, 5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction to relational plots and subplots\n", "- Relational plots\n", " - Height vs. Weight\n", " - Number of school absences vs. final grade\n", " - GDP vs. percentile literate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creating subplots with col and row\n", "We've seen in prior exercises that students with more absences (`\"absences\"`) tend to have lower final grades (`\"G3\"`). Does this relationship hold regardless of how much time students study each week?\n", "\n", "To answer this, we'll look at the relationship between the number of absences that a student has in school and their final grade in the course, creating separate subplots based on each student's weekly study time (`\"study_time\"`)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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schoolsexagefamsizePstatusMeduFedutraveltimefailuresschoolsup...gooutDalcWalchealthabsencesG1G2G3locationstudy_time
0GPF18GT3A4420yes...41136566Urban2 to 5 hours
1GPF17GT3T1110no...31134556Urban2 to 5 hours
2GPF15LE3T1113yes...2233107810Urban2 to 5 hours
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" ], "text/plain": [ " school sex age famsize Pstatus Medu Fedu traveltime failures schoolsup \\\n", "0 GP F 18 GT3 A 4 4 2 0 yes \n", "1 GP F 17 GT3 T 1 1 1 0 no \n", "2 GP F 15 LE3 T 1 1 1 3 yes \n", "3 GP F 15 GT3 T 4 2 1 0 no \n", "4 GP F 16 GT3 T 3 3 1 0 no \n", "\n", " ... goout Dalc Walc health absences G1 G2 G3 location study_time \n", "0 ... 4 1 1 3 6 5 6 6 Urban 2 to 5 hours \n", "1 ... 3 1 1 3 4 5 5 6 Urban 2 to 5 hours \n", "2 ... 2 2 3 3 10 7 8 10 Urban 2 to 5 hours \n", "3 ... 2 1 1 5 2 15 14 15 Urban 5 to 10 hours \n", "4 ... 2 1 2 5 4 6 10 10 Urban 2 to 5 hours \n", "\n", "[5 rows x 29 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "student_data = pd.read_csv('./dataset/student-alcohol-consumption.csv', index_col=0)\n", "student_data.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Change to use relplot() instead of scatterplot()\n", "sns.relplot(x=\"absences\", y=\"G3\", data=student_data, kind='scatter');" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Change to make subplots based on study time\n", "sns.relplot(x=\"absences\", y=\"G3\", \n", " data=student_data,\n", " kind=\"scatter\",\n", " col='study_time');" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Change this scatter plot to arrange the plots in rows instead of columns\n", "sns.relplot(x=\"absences\", y=\"G3\", \n", " data=student_data,\n", " kind=\"scatter\", \n", " row=\"study_time\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because these subplots had a large range of x values, it's easier to read them arranged in rows instead of columns." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creating two-factor subplots\n", "Let's continue looking at the student_data dataset of students in secondary school. Here, we want to answer the following question: does a student's first semester grade (`\"G1\"`) tend to correlate with their final grade (`\"G3\"`)?\n", "\n", "There are many aspects of a student's life that could result in a higher or lower final grade in the class. For example, some students receive extra educational support from their school (`\"schoolsup\"`) or from their family (`\"famsup\"`), which could result in higher grades. Let's try to control for these two factors by creating subplots based on whether the student received extra educational support from their school or family." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a scatter plot of G1 vs. G3\n", "sns.relplot(x='G1', y='G3', data=student_data, kind='scatter');" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Adjust to add subplots based on school support\n", "sns.relplot(x=\"G1\", y=\"G3\", data=student_data, kind=\"scatter\", col='schoolsup', col_order=['yes', 'no']);" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Adjust further to add subplots based on family support\n", "sns.relplot(x=\"G1\", y=\"G3\", \n", " data=student_data,\n", " kind=\"scatter\", \n", " col=\"schoolsup\",\n", " row='famsup',\n", " col_order=[\"yes\", \"no\"],\n", " row_order=['yes', 'no']);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " It looks like the first semester grade does correlate with the final grade, regardless of what kind of support the student received." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Customizing scatter plots\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Changing the size of scatter plot points\n", "In this exercise, we'll explore Seaborn's `mpg` dataset, which contains one row per car model and includes information such as the year the car was made, the number of miles per gallon (\"M.P.G.\") it achieves, the power of its engine (measured in \"horsepower\"), and its country of origin.\n", "\n", "What is the relationship between the power of a car's engine (`\"horsepower\"`) and its fuel efficiency (`\"mpg\"`)? And how does this relationship vary by the number of cylinders (`\"cylinders\"`) the car has? Let's find out.\n", "\n", "Let's continue to use `relplot()` instead of `scatterplot()` since it offers more flexibility." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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mpgcylindersdisplacementhorsepowerweightaccelerationmodel_yearoriginname
018.08307.0130.0350412.070usachevrolet chevelle malibu
115.08350.0165.0369311.570usabuick skylark 320
218.08318.0150.0343611.070usaplymouth satellite
316.08304.0150.0343312.070usaamc rebel sst
417.08302.0140.0344910.570usaford torino
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" ], "text/plain": [ " mpg cylinders displacement horsepower weight acceleration \\\n", "0 18.0 8 307.0 130.0 3504 12.0 \n", "1 15.0 8 350.0 165.0 3693 11.5 \n", "2 18.0 8 318.0 150.0 3436 11.0 \n", "3 16.0 8 304.0 150.0 3433 12.0 \n", "4 17.0 8 302.0 140.0 3449 10.5 \n", "\n", " model_year origin name \n", "0 70 usa chevrolet chevelle malibu \n", "1 70 usa buick skylark 320 \n", "2 70 usa plymouth satellite \n", "3 70 usa amc rebel sst \n", "4 70 usa ford torino " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mpg = pd.read_csv('./dataset/mpg.csv')\n", "mpg.head()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create scatter plot of horsepower vs. mpg\n", "sns.relplot(x='horsepower', y='mpg', data=mpg, size='cylinders', kind='scatter');" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create scatter plot of horsepower vs. mpg\n", "sns.relplot(x=\"horsepower\", y=\"mpg\", \n", " data=mpg, kind=\"scatter\", \n", " size=\"cylinders\",\n", " hue='cylinders');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cars with higher horsepower tend to get a lower number of miles per gallon. They also tend to have a higher number of cylinders." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Changing the style of scatter plot points\n", "Let's continue exploring Seaborn's `mpg` dataset by looking at the relationship between how fast a car can accelerate (`\"acceleration\"`) and its fuel efficiency (`\"mpg\"`). Do these properties vary by country of origin (`\"origin\"`)?\n", "\n", "Note that the \"acceleration\" variable is the time to accelerate from 0 to 60 miles per hour, in seconds. Higher values indicate slower acceleration." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a scatter plot of acceleration vs. mpg\n", "sns.relplot(x='acceleration', y='mpg', data=mpg, kind='scatter', style='origin', hue='origin');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cars from the USA tend to accelerate more quickly and get lower miles per gallon compared to cars from Europe and Japan." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction to line plots\n", "- What are line plots?\\\n", "Two types of relational plots: scatter plots and line plots\n", " - Scatter plots\n", " Each plot point is an independent observation\n", " - Line plots\n", " Each plot point represents the same \"thing\", typically tracked over time.\n", "- Multiple observations per x-value\\\n", "Shared region is the confidence interval\n", " - Assume dataset is random sample\n", " - 95% confident that the mean is within this interval\n", " - Indicates uncertainty in our estimate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interpreting line plots\n", "In this exercise, we'll continue to explore Seaborn's mpg dataset, which contains one row per car model and includes information such as the year the car was made, its fuel efficiency (measured in \"miles per gallon\" or \"M.P.G\"), and its country of origin (USA, Europe, or Japan).\n", "\n", "How has the average miles per gallon achieved by these cars changed over time? Let's use line plots to find out!" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create line plot\n", "sns.relplot(x='model_year', y='mpg', data=mpg, kind='line');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing standard deviation with line plots\n", "In the last exercise, we looked at how the average miles per gallon achieved by cars has changed over time. Now let's use a line plot to visualize how the distribution of miles per gallon has changed over time." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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g2QSOxtXx35mKVXJbeP/X93P7g8f59M27Fjykcnw4xZd+cpJjwym2Lo/xx6/ewZblC6vWc4MEsBBLUK5gM5oy6J/MUbAcwgE/yxrL39udTU9vnGjQz9YFlh8vRHdLlP9+zQb+9odPcff+AW7es2pePxfPFvjqL87wwJFhWhuCfOD6zbx0W5fnY+JzkQAWYomwHU08W+BsPMtExsTvUzSFA8Qq2Nudzf5zTj/2ysu2L+eXpye44xen2b2mlfUdjXPe17Id7jk0yNce66VgObx+zyrefMUaGkKVjUAJYCGqXMowGUnmGUjksB1NNOinw6PlY6UaTOQYTBjcdOlKz59rukrufV97nP/1wDFu+43ds4b+471x/vGnJ+mP57hsbRvvvmYDq9saPG/ffEgAC1GFCpZDPJOnbyJHKm8R8ClikaCrxRJeON/px15oiQb5/es282f3PMlXHznDO6/e8Mz3hhIGX374JI+emqC7JcKfvHoHV6yf+1y6SpAAFqJKaK1J5iwGkzmGEwYaaAwFqra3O5ue3km6YmFWtkbK9pxXrG/nxl0ruLPnLFesa2NTV4z/+FUfd+4/i9+nuOWq9bxu98qyLCtbKAlgISrMMG1GU8XS4LxlE/L7y1Is4bbp8uNrNrlTfrwQ77x6Awf6Jvn8A8dRwHimwLVbO3nHVes9q/ZzgwSwEBVgTy0f649nGU8X8CmIVXj5WKmOD6fIFuwFn37hhkjQz4devpWPfvsg65c18tFXbmN7d3PZ27FQngWwUioC/AQITz3Pt7TWn1BKbQC+DrQDjwNv11oXvGqHENUkk7cYSRmcjecw7eKEWrUsHytVT28cn4JLVrdU5Pm3LI/xL799JU3hQNWPlU/zsgecB67TWqeVUkHgYaXU94APAl/QWn9dKfUPwLuAv/ewHUJUlGk7xDPF/RhSOYuAXxELV/+E2kL19E2yuStGLFK5Xvx8Tl6uJp6NSuui9NSXwak/GrgO+NbU7XcAN3vVBiEqrXc88+xeu05xr93WqLtbP1aDdN7i+HCK3SVsvl6PPJ0WVEr5lVL7gRHgAeBpYFJrPb2vWz8wawmLUupWpdQ+pdS+0dHaPppa1Kb+eJanR9O0REJ0NIWJBN3dzLuaHOyf9LT8uFZ5GsBaa1trvRtYDVwJbJ/tbnP87Je01nu11ns7O0vf8UiIchpJGhwfTtHWEK653u5senoni+XHFdhPYSkry8I4rfUk8CPghUCrUmp67Hk1MFCONghRLvFMgScGkjU51DAbrTWP98a5ZHULgSpca1vNPHu1lFKdSqnWqX9HgRuAI8BDwBun7nYLcJdXbRCi3JKGycGzCZojwapc+O+FwYTBSCovww+L4OUqiG7gDqWUn2LQf1NrfY9S6kng60qpPwd6gK942AYhyiZbsDjQN0lD0E8oUB/hC8XVD0BF1v8udZ4FsNb6ILBnlttPUhwPFqJmGKbNwb5Jgj5fTU+2zaanN05XLEx3S/nKj2tF/fyaFsIjBcvhcH8C24HGcH0Vl1q2w8H+BHvWVtcmN0uFBLAQJbBshycHk+Qs2/Xzz5aCY8Mpcqa7px/XEwlg4ZrhRA7LdirdjLJxHM2xoRSJbIHWaPnOEasm+/sm8Sl3Tz+uJxLAwhV5y+bJwST98Vylm1IWWmueGk0xms7T3li9u215rae3WH7cFKmvoRe3SAALVySyJlorTo1lyBasC//AEnd6PEN/3KC9jCfoVpu0YXFiJMUeKT9eNAlg4YqhpEFj2E844OOpkTRaz1rgWBP641lOjWVqZhezxTowXX4sy88WTQJYlMy0HSYyBaJBP7FIkLFUnvF0vtLN8sRI0uDYUIr2hvCS2zDdbT19kzSE/Gzpaqp0U5YsCWBRsmTOBHimN9gcDXJ8JF1zE3LTJcZtDfVRYnw+Wmt6pPy4ZPLKiZINJw3CgWeLD8IBP6bl1NSEXD2WGJ/Ps+XHMvxQCnkniZJYtsNYukBD6LnVXy3RUM1MyGULFgfrsMT4fHp64wAyAVcieTeJkqQMC0fr542H+n2qJibkpkuMA3VYYnw+PX2TrGiO0N0SrXRTljQJYFGSkZRBaI5L8qU+IVfPJcbn82z5sfR+SyUBLBbNdjSjqTwNobnDaalOyNV7ifH5SPmxeySAxaKlDBPL0eddEbAUJ+QcR3N8uL5LjM+np7dYfnyxlB+XTAJ4kZbyuKZbxtJ5Ar4Lv4WW0oTcdInxSKq+S4zPp6cvztblMZpkWKZkEsCLkMlb9PTFMZfYZbWbHEczlDDm9SFcShNyZ6TE+LxShsmJ4bRUv7lEAngR+uJZhhN5zoxlKt2UiknlrQsOP8wUiwQZT1f3hNzZeI6TUmJ8Xgf6E2jk9GO3SAAvULZgMZQw6G6J0hvPkZiqAqs3E5k8/gWGVCxSvRNyI0mDo0NJKTG+gJ7eOI0hP5vl9GNXSAAvUN9EloDPh9+naAoFODaUxHaq+7LabVprBhPGgpdmTU/I9cWzHrVscSazUmI8H1prevomuWR1q7xOLpEAXoBcwWZg0iA2tfdpNOQnk7c5W2WB4rV03qJgOosqyW2Jhjg9lq2aCbl4pkBP7ySxSEBKjC/g7GSO0VRe1v+6aF5dGKXU62e5OQEc0lqPuNuk6tUfzxL0q+dcorY1hHh6NMOypnDdLNaPZwr4/YvrAc2ckLt4VUtFx1rHUgaHB5I0R4JSYjwPPb1Tpx/L/g+umW9ivAu4Cnho6utrgUeALUqpP9Naf9WDtlUVw7Q5O5mj7ZzZcb9PEQn4OT6cYvea1pqfvNFaM5AwaDxP8cWFxCJBxtIG4+k8HbHKnKQ7kjQ4PJCgNRqSnu889fTF6W6JsEJOP3bNfN95DrBda/0GrfUbgB1AHngB8FGvGldNzsZz+H1q1gmapkiAyazJUMKoQMvKK1uwMQp2yaFVyQm5ockch89K+C6EaTscOptgt6x+cNV8333rtdbDM74eAbZorSeAml8GYJg2ffEszZG5S1JbokFOjKQwTLuMLSu/eLaAz4UJmEpNyA3Eczw5VJxwk/Cdv6NDKQzTkfW/LpvvO/CnSql7lFK3KKVuAe4GfqKUagQmvWtedRhM5PCp2Xu/04J+H36fj5Oj6TK2rPwGJ3PP23pysco9Idc3keXI1FIz2UR8YXp64/gUXLKqpdJNqSnzfRe+F/hnYDewB7gDeK/WOqO1fqlXjasGecumd/z8vd9pzZEgQ0mDsVRtDkXkCjaZvP2czddLUa4KOa01Z8YynBhJsawxLEuoFqGnb5KtK5rrZqK5XOYVwLr46fgZ8CPgB8DDutprSl0yNFkM0/l+aJsjQY4Np2uyTHkyWwCXs8vrCjmtNafGMpwcS9PeIOG7GImcydMjadeq30zbqZpliJU2rwBWSv134DHg14E3Ao8opd7pZcOqQcFyODORoWUBO2KFA34s2+F0DZYpl7r6YS5eTchprXl6NMPpsSzt0vNdtIP9k8XyY5fW/yYNE0dr4tmCK4+3lM13COLDwB6t9Tu01rcAl1MHqx+GEjkcPf/e77TWhhB9NVambJg2KcP05FQILybkHEdzYiRF70SGjqaQlBeXoKd3ksawn81d7pQfKxQ7V7WwrDHEWMbAqY+L6VnNN4D7gdSMr1NAn/vNqR6m7XBmIruo/WB9qvbKlBMe91amJ+Qy+dIvTR1Hc2w4xdm4QUdjuObXZnupWH4c51KXyo9N2yEc9NEcCbJjZTMblzUxlsnX5JDdfMw3gM8CjyqlPqmU+iTFIoynlFIfVEp90LPWVdBQwsBZwG5f56q1MuWhpEHUwzPRpifknh4tbULOdjRHh5IMJQzZ1cwF/fEcY+mCa9Vv2YJNV6y4z7JSinUdjVyyqoVU3qrqcWHTdsgULBpdWgE0bb4B/DRwJ8WCDAe4CxgAYlN/aoppO5wZz8xr5cP5TJcpu9Grq6SC5TCRNT0NYHh2Qm5skRNyxWOEEgynDDqapOfrhp6+4unHu10a/7Udh/bG515VdsYiXL6uDUdrkkb1DdslDZNM3mLXyhY2dDS6+tjznVG5D/gYsH7Gz2it9SWutqZKDCcNLEeXvFa0VsqUEzkTBWVpfywS5MRImraG0IJef9N2eHIgyWS2QEejlMq6pad3kpUtEVY0l/6aaq1BMesm/k3hAJeta+PoYIqxdL4qrl5M2yGRM+mMhdjUFfNk/mO+AfyvwP8EDlPsAdcsy3Y47ULvd1pTJMBYOl/cQ7h1aR7hPZw0iLi09vdCwgE/mbxFXzzLho6mef1MwXJ4YiBByrDkGCEXTZcf37B9uSuPlzNtWqNz/2INB/zsWtXCqdE0vRPZBf8SdlPSMHEczY7uZrqavbuamm8Aj2qtv+tJC6rMaCqPaWmCEff+x7dOlSm3NYY8+S3qJdN2GEvny3pEz/SEXFcscsGF/wXL4dDZSbIF+3kbJYnSHB1Mkrcc15af5Uybdcsaznsfv0+xaXmMxnCAo0MpmsKBsn5mpnu9HbEQmz3q9c403wD+hFLqyxSLMJ4ZoNNaf8eTVlWI7WhOjmVocfkY8sCMMuUdK5dWKWdyaildOS8HZ07InW/LSsO0OdyfIG87cnqxB3r6JvH7FBe7VX6soXmen63u1igNoQCHzk5i2g4xl65IzyeRM3G043mvd6b5BvBvA9uAIM8OQWigpgJ4NGlg2o5rww8zNUeCDCcNumLhim3BuBgjqTxhf/l77dNbVo6l83TO8noZps2BvkksR3vy/0sUx3+3rYjR4ELxjWU7BAO+BU3ktjQE2bu+ncNnE0xk87RFvRkXnu71LmsKsWW5973emeb7yl6qtb7Y05ZUmO1oTro49jub5kiIY8NpWpbITlyW7TCayrt+RTBf0xNyree8XrmCzYH+SRwJX88kciZPj6Z52wvWuvJ42YLN8paF9yojQT+717RyYiTNYKJ4WrWbFY3JnImtHbaviLG8JVL2ib/5psAjSqkdnrakwsbTeQrW4o7Zma9QwLekypRThoWjdcWqyKYr5PpnrKXOFix6+uJoTVkuS+vVgb5i+fFul9b/mo7DskVOkAb8PratiLGps5GJbIGCVfo6AMt2GE3niUUDXLlhGStaoxVZdTHfHvCvAbcopU5RHANW1NAyNMfRnBzNEAt7/4FumypT7mqOVKxnOV+j6TyhCvfUZ07IaWB/b5yg3+fKZbGYW09fnMawn01d81uJcj5aazTFFUGLpZRi7bJGGsMBDp9NEHH8i34PJHMmluOwo0K93pnm+1/wyoU+sFJqDfD/gBUUx42/pLX+4lQl3buB0am7fkxrfd9CH99NY+k8hmWXZas9NVWmfHQwyd717VW7QYzjaEaSBk1l+KV0PtMTcieGU6QMi1BAwtdrWmt6eifZ7VL5cd5yaI0GXbm6XNYUfmZceDJXWNDkq2U7xHMmyxqLY71Rl6vaFmNe72St9ZlFPLYFfEhr/bhSKgb8Sin1wNT3vqC1/vwiHtN1jlPcrnC2xeFeiYb8jGfynI1nWbvM3coat6QMC6uEUmw3xSJBxjN5GkPlXZJUj+KZAt89OMB4puDa6RfZguXaRj4AjeEAe9a2cWw4yVgqT3vjhTdbShkmpl0c611R4V7vTJ6ljtZ6EBic+ndKKXUEWOXV8y3WeCZPtmDT0VTeBfyt0eo+TXk0bRDwVc9E4WLHD8X8nBxNc9eBAX5yfBTL0bxgQzvXbO5w5bG1huYGd6+kQgEfO7tbOB3KcGosM+cRU5btMJkzaa+iXu9MZfnkK6XWUzxJ41HgauB9SqnfAvZR7CXHZ/mZW4FbAdaudWcm9lxaa06Xufc7ze9TRILVWabsOJqhRL4ir4soH9vR/PL0BHftP8vhgSThgI9X7FzBay9Zyao2d6o27amSfrc3sQHw+RQbO5toDAV4cjBJYyjwnIBNGSYF22FblfV6Z1JeH2yhlGoCfgx8Rmv9HaXUcmCM4jriTwPdWuvzbu6+d+9evW/fPtfbNp7Oc7A/Ufbe70xj6TzbVsSqqkw5aZg8fiYuvc4alS1YPHhkhHsODjCYKG5c9NpLunn5jhUlTZTNJmWYdMTCbFnu7Z5dScPkUH8CgIagn3iuwLLGcDX1emdNf0+7OEqpIPBt4N+mq+Zmnq6slPpH4B4v2wCob2AAACAASURBVDAXrTWnRivT+52pGsuUx9N5/FXYWxClGUoa3HNggAeODJMt2GxfEeO3rlrPVRuXeTbWX7AdljV6X6XYHAly+bo2jgwmSeRMti1vpru1Onu9M3mWPqr4X/4V4IjW+rYZt3dPjQ9D8Yijw1614XwmsyapvElHU2Wr0qqtTFlrzVDCqMpxabFwWmueHExy1/4BHj01jlKKqy/q4HW7V3reK53mdq96LpGgn0tWt2I5jmsHx3rNy1fmauDtwCGl1P6p2z4GvFUptZviEMRp4H942IZZaa15eixdNcuZqqlMOVOwyZtOxZefidKYtsPDT41x9/4BnhpN0xQO8Po9q3n1Jd1lG3IzTJtYOFjWMPT7FH7f0ghf8HYVxMPMPu5R0TW/UCyzTOUq3/udabpMuTkaIhSo3OqDiXS+KpaeicVJ5Ezuf2KI+w4OMpEtsLotyu9eexEv3dpV9iEuw7RZ7/IG5rWmOrqAZXZyLFM1vd9poYCPdN7kzHiGzWW6NJzNYMKoutdGXNiZ8Qx3HxjgR8dGKdgOe9a08vvXb2bP2taKlZLbWtPi8vKzWlN3n7RE1mQya9JZwZUPc3mmTDkWqcgbN1uwyBVsljXV3dtiSXK05vEzce46MMD+vklCfh8v3dbFay/pZl2FC3xsR+OfqvoUc6u7V+f0eIaGKlltcK7pMuUjQ0n2rG0t+0RCPFOgyieN657taE6MpNh3Js7DJ8Y4O5mjvSHE21+4jlfsXFE1+4vkTJuOWBifDGedV10FcCJnMpHJV9XY77miIX9xTWNfgovXtJQ1hGX4oTqlDYvHe+PsOzPBr87ESRoWPgXbVjTzlivWcPWmjqrb3tQwbTqaSt/Ip9bV1aftzHiGSLD6/5ObI8Gyh7Bh2qQNi2VVODRTb7TWnBnPsu9MMXSPDCZxNMSmDq7cu66Ny9a2zft0iUpQCmJlWn62lNXNK5Q0TMbThYpWvS1EuUN4MluYo1ZHlINh2hzsT7DvzAT7zsQZTRVP/trY0cgbLlvNFevb2bI8tiRWqBQsh8aQv2oKi6pZ3QRw73imbCf7uqWcITyYMGiU4YeyGkoY7DszwS9Px6fOPtNEgj4uXd3Km/euYe+6tiV5RZIpWKxrP//hm6KoLj5xKcNkNFUoS0mk28oRwoZpM5k1l8zVwVJl2g5HBpP88nRxaKE/ngNgZUuEG3d1s3ddG7tWtVTdeO5COVrTugQ/a5VQFwHcN5El5PdVfV34XLwO4WTOlNUPHolnCvzqTJxfnpmgp3eSnGkT8Cl2rWrhlTtXcMX6dlZW0UZMpZo+wqrSe6wsFTX/KmXyFsNJY8nv7OVlCA8mjAWdVisuzLId7vjFae7aP4AG2htDXLO5g73r29m9urVaduhyXa5g097o7sGZtazmA7gvniXo9y/Z3u9MXoRwwXKIZwu0N8glo1vG03k+e/9RjgyleMXOFbxq1wo2dDTWxHvwQgzLZmNMyo/nq6YDOFuwGJw0luTY71zcDuGkYQLURTiUw/6+ST7//WMULIePvGIr12zurHSTykqh5LTqBajpAO6byBJcwmO/c3EzhIcSxpJbHVKNHK355r4+/v3RXta0N/CHN25jTVt9rQQwbYdw0FezwyteqNkAzls2gwmDthq9tHYjhE3bYTyTX9DJsuL5EjmT2x44zuO9ca7d0sl7X7qpLtfAZgs2K1urt8q0GtVsADtOsa6gUjtBlUOpIZwyLLSu7dfIa8eGUvzV/UeZzBb43Wsv4pU7V9TcFdd82Y5Dew0N95XD0l5wKGiOBMnbDof6EhimvaCfHU4ahP3u9NRGU3mODaVceaylQGvNdw8M8IffOYhPwefeeCk37uqu2/DVWoNClp8tkARwDZgO4cP98w9h29GMpfM0hN0J4M/911E+8u0D/PTEqCuPV82yBYvPff8YX/rpSfasbeX2N+9mU1d9bzyTM21aoyECS7yIpNzk11WNmB6OONyfYNfqlguOQaYME9vRrgw/PD2a5shQilg4wOe/f4yg38cLNy4r+XGr0ZnxDH/5vaMMJnL81lXreMNlq2UIh2IAr1tWX5OObpBfVzXkmeGI/skL9oRHUnmCPnf+9997aJBwwMcX37KHzV0xPnv/UX51Ju7KY1eTh46N8KH/OECmYPHnr9vFmy5fI+E7TVPVu7NVKwngGtMcCVKw9XlD2HE0I0l3Tj5OGSY/PjbKtVu76IyF+eRrd7K2vYG/uO8IB/onS378alCwHP7PQ09x2wPH2dTVxBffvIeLV7dWullVw7IdggGfVFMuggRwDZoO4YNzhHAqb2E52pVy0QePDFOwHV59cTdQPIL8z163ixUtET59z5M8OZgs+TkqaShp8NFvH+T+J4Z4w2Wr+czNF8tM/zmyBZvlzeG6nYAshQRwjWqOBDHnCOGxVJ6AC8MPjtbcd2iIHd3NbJhx+m1LNMifv24XHU1hPnn3ExwfXpqrIx47Nc4HvtHDYCLHH796O+940XrZ42AWpuMs+b1WKkUCuIbNFsJaa4aSBo0uVCs9fibOUNLgNZd0P+97bY0h/vzmXTRHA3zi7ic4NZYu+fnKxXY0d/z8NJ++9wgrmiPc/uY9vGBDbU4qlkprjaZ45SMWTgK4xp0bwqm8hWk7riwXuvfQIG0NwTlXPHQ0hfnMzRcTCfr44zsP0zuRLfk5vRbPFPiTuw7zrcf7ecXOFfz1Gy5lRYtUd80lbzm0RoNLfg/jSpFXrQ7MDOHhhOHKzP1gIsevzsR55c4V5/3wLW+O8JmbL8bvU/zxnYcYmMyV/NxeOXw2wfu/0cOx4RR/cMNm3vfSTYQC8hE5n2zBYnlMfkEtlry76sR0CJ8ez7hSrXTfoSF8PsUrdq644H1Xtkb585svxnY0H7/zMMNJo+Tnd5PWmm8/3s/H7zxEQyjAbW+6lOu2La90s5YEraG5QZafLZYEcB1pjgTpbIqUfLlomDYPHhnmqo3L5n1m2dr2Bj79ul3kTIuP33mIsXS+pDa4JZkz+cx9R/iXn5/mRRd1cNtvXMq6ZbKf7XzYjibg97kyn1CvJIDrjBuz+D85MUo6bz2z9Gy+NnY28Wc37SKZs/jjOw8TzxRKbstimbbDf/b0c+u/7uNXZ+Lces1GPvKKrTTIwaTzli1YdMnys5JIAIsF0Vpz78FB1rU3sHNl84J/fsvyGJ947Q7G0nn++K7DJHKmB62cm9aan54Y5T3/9iv+6Wen2baimdvfvJvXXrpSgmSBCrZTU4cdVIIE8CIYpo2jdaWbURFHh1KcHMvw6ksWv/PXzpUt/MlrdjCUMPjTuw+TNiyXWzm7JweTfPhbB/nr/zpGNOjnz27aySdfu1OGHEogy89KIwG8QGnD4nf//XH+6DuHFrz9Yy2499AgDSE/127pKulxLl3dyh+9ahu941k++d0nyBa8C+GByRx/+b0jfPTbBxlN53n/dZu5/c172LO2zbPnrHWGaRMLB10/obveSAAv0JcfPsl4Os/RoSR/+b2jmLZT6SaVTTxb4GdPjXHD9uWuHDuzd107H3nFVk6MpPize550/RdayjD5x5+e5L3//jiP98b5zSvX8n//2+XcsGO5VLSVyDBtupql+q1UEsALsO/MBD84OsIbLlvN7167icd749z+4HFspz6GI77/xBCWo3nVroVNvp3PVRd18KGXbeXIYJLP3HeEglX6LzTTdriz5yzv/uo+7jk4wPXbuvi//20vb71ybV0eFeQFW2taZPlZyWQAZ54yeYv/89BTrGlv4K1XriXo95HJW/zzz0/TGA7wnpdcVNOTOLaj+d7hIXavaWVVW9TVx37xlk5M2+H2H5zgL793hI+9avuilspprXn4qTHu+MVphpN5LlvbxjuvXi9jvC6zHY1fKZpkxUjJ5BWcp3/+2SkmMgU+d+Oz4fD6y1aTNCy+/Xg/sUiQt79wXYVb6Z1HTo4zninwnmsv8uTxr9++nILt8Hc/eprPf/8YH3nFtgUNExwZTPKVh09xbDjF+mUNfOqmnVwmY7yeyJk2HbEwPhnGKZkE8Dzs75vkv54c5vV7VrFleew537vlqnWkDZNv7usjFglw8+5VFWqlt+47NEhXLMzede2ePceNu7opWA5ffvgUX3jwOH9ww5YLhvBgIscdPz/Nz54ep70hxO9ft4nrtskYr5cM06ajqb6PYHKLBPAFZAsWf/vDE6xqjfKbL1j7vO8rpXjPtZtIF2y+8vApmsIBbtheW2WsvRNZDp5NcMtV3m/H+LrdqyhYDv/vkTOE/D7ed92mWfeuSBkmX/9lH/cdGiTgV/zmlWv59T2rZIy3DJSCmCw/c4W8ihdwxy/OMJrK89k3XDLnkhu/T/Ghl20hky+GdWM4wFU1dCbavYcGCfoVL9tRnl8sb9q7hrzt8I1f9hEM+PidF298ZnzdtB3uPTjI1/f1kivY3LB9OW97wTrZJL1MCpZDY8gvv+hcIgF8Hof6J7nv0CA3XbqS7d3nr/oK+n187Mbt/Mldh/nr+4/yqZt2ckkNHFuTLVg8dHSEazZ30lLGM7/eduVaCpbDf/acJeT38c6r1z9vgu23X7Se9R0ywVZOmYLFunY5fNMtEsBzMEybv/nhU3S3ROY9uRYN+fnEa3fwR985xJ/fe4TP3LyLzeeMGS81Pzw6Qs60F7zvQ6mUUvz2i9ZjWg537j/LIyfHGUoaMsFWYY7WtMrVhms8WweslFqjlHpIKXVEKfWEUur9U7e3K6UeUEqdmPq7Kj9JX33kDENJg9+7bvOCLrdikSCfumln8SSI7z5B3xLYhHwuWmvuOzTI5q6m500+loNSine/eCOvurgby9H83nWbuP3NeyR8K8TRGp9SrmxnKoq8LMSwgA9prbcDLwTeq5TaAfwh8AOt9WbgB1NfV5UnB5N898AAr764m4tXtSz455c1hfn063YR8Cn+9O7DjKSqa//b+Tp4NkFfPDfrkUPl4lOK97zkIv75HVfw8h0rZHVDBeUKNu2NIfl/4CLPAlhrPai1fnzq3yngCLAKeB1wx9Td7gBu9qoNi5G3bL744HE6Y2FuuWr9oh+nuyXKp27aRc60+dO7nmAyW7mtFxfr3oODNEcC/Nqmzko3RVQBw7Lpikn5sZvKUoqslFoP7AEeBZZrrQehGNLArLu6KKVuVUrtU0rtGx0dLUczAfjXR3oZSBj8/nWbS97vYENHI3/6mp2MpvN84rtPkMmXZ9cvN4ykDB49Nc7Ld6yQY3kEAApFLCLlx27y/JOllGoCvg18QGudnO/Paa2/pLXeq7Xe29lZnh7Y0aEkdx84yyt2ruDSNe6sYNjR3czHbtxO73iWT9/7JHlraeygdv/hIQBu3HXhI4dE7TNth3DQ58omTOJZngawUipIMXz/TWv9nambh5VS3VPf7wZGvGzDfBUshy/+4ATtjWHeefV6Vx/78nVtfPBlW3hyIMlf338Mq8p3UDNth+8/OcwV69vpapYDFwVkCzL84AUvV0Eo4CvAEa31bTO+dTdwy9S/bwHu8qoNC/G1x3rpj+f4vZdu8uRYmms2d/Keay/isdMTfPGHJ6p6Q/efPTVGImeWfemZqF6240ixiwe8XE9yNfB24JBSav/UbR8D/gr4plLqXUAv8CYP2zAvJ4ZTfKennxu2d3HZOu+WON24q5uUYfHVR87QFA5w6zUbq3IHtXsODrKqNeraMIxY2rTWoJDlZx7w7BXVWj8MzJUu13v1vAtl2sWhh9aGEO/6tY2eP9+bLl9NyjC5c/8AzZEgb73y+ftLVNJTI2mODad49zUbZ92DQdSfnGnTGg0RKPE0bfF8df8r7Rv7+jgzkeVPXr2jLL/hlVK88+oNpAyLf3+sl6ZwgNdeutLz552vew8NEAn6uH5baUcOidqRM23WLZPyYy/UdQCfHE3zrV/1c+3WTq7c4N02i+dSSvF7120mU7D40k9PEosEuHZr5QMvmTP5yfExrt/eRaNcboppGprLuA9IPanbawpraughFimOxZab36f48Mu3ccnqFr7w4HEeOzVR9jac68EjwxRsRybfxDMs2yEY8BGV3c88UbcB/K3H+zk5luF3X3JRxRaXhwI+Pv6q7WzsbOKz9x/l8NlERdoBxWNm7js8yM6VzXKEj3hGtmCzvDlclZPFtaAuA/j0WIZv/LKPazZ3cNVFHRVtS0MowCdfu5Ou5jCfvvdJnh5NV6Qdj/fGGU7mec0l1TMeLSrPdByWNcr6X6/UXQDbjuaLPyhumv4/XuzN+WYL1RIN8unX7aIxHOATdz/B2Xiu7G245+Ag7Y0hXljGsXBR3bTWaKBJTr/wTN0F8Hd6+nlqNM3vvOSism4wfiEdTWE+fdMuAD70H/t56NhIcf1lGQxM5ni8N84rd66QpUbiGXnLoTUaXNQJ1WJ+6uqV7ZvI8u+P9vKii5bxa5sqO/Qwm1VtUT73xktYu6yR2x44zl/df5REzvT8eb93eBC/T/GKnbLvg3hWtmCxPCal6F6qmwCeHnqIhvz8zkuqY+hhNt0tUf7y1y/mHS9az2OnJnjf1x7nsVPjnj2fYdo8cGSYF120TEpNxXNoDc0N1XOVWIvqJoDvPnCWY8Mpbr1mI20N1R00fp/iDZet5rbf2E1rNMin7z3C3/zwBNmC+9tZ/vj4KJl8+Y8cEtXNdjQBv49G2f3MU3URwGfjOf71kV5esKGdl2xZOpuLb+ho5Lbf2M2bLl/ND44M83tf6+GQi0vVtNbce2iQ9csa2HGBQ0dFfUnnLbpk+Znnaj6AbUfzxR+eIBhQ/O61m5bcGyro9/FbV63ns6+/BL9P8fH/PMRXHj5JwSp9S8sjQylOjWV4zSUrl9zrIryRLViMpQ0iIR+rWqOVbk7Nq/kAvvfQAEcGk7z71zYu6THObd3N/M1b9nDjxd3cuX+AD3yjh6dGSlszfO/BQRpD/iV1VSC8kc5bjKXzhAI+9qxt4/K1bVKOXgY1HcDDSYM7fnGGy9e1cV0NbC4TCfp5z0su4lM37SRbsPmf3zrA1x7rXdQG7/FMgZ8/PcYN25cv6NRnUTu01qSNYvA2hP1ctq6NPWvbaG0IyRVRmdRsADuO5p9+dpqAT/G+ly69oYfzuWxtG//7rZdxzaYO/v2xXj787YP0xbMLeoz/enIIy9G8Sibf6o7WmmTOZDxToLkhwOXr27h0dWtVrYuvFzUbwF/f18fRoRTvvHoDHU21V0rZFAnwoZdv5Q9fuY3hpMEHvr6fuw+cnddJG5bt8L3DQ1y2tpWVMs5XNxytSUwFb3tTiCs2tLNzZQvNctBmxdTkIE8ia3LbA8fYubKZl+9YXunmeOrqTR3s6G7mbx86wT/+9BSPnpzg/ddvPu9Zbo+emmAiU+C9124qY0tFpThakzRMLFuzsjXCmvYGT47dEgunylXuWoq9e/fqffv2LehnHjo6wkQmz5bl9bG8SmvNA0eG+fJPTwFw64s3cv22rlmHXj72n4cYThp86e178ftqZ2hGPJftaFKGia01q9uirGptkFONK2fWD1rNDkG8cOOymhx6mItSipfvWMHfvHUPGzsb+eIPTvCZ+44wmS08535nxjMcOpvg1Rd3S/jWKNvRTGTyJHIFVrdHeeHGZWzqikn4VqGaDeB6taI5wl/8+sW86+oNPN4b531f6+EXT4898/17Dw0S8vu4YXttD83UI8t2mMjkSRkm65c18sKLlrGho0lWuVQxGQiqQT6luHnPKvasbeULDx7nL753lOu2dvG2F67loWMjvHhLhxwxU0NM2yFpmAR8io2dTSxvjhAKSN9qKZAArmHrljXy+Tdeyjf29fHNfX08/NTY1JFDsun6UudoTcFyyBQsgn4fW7pidDaHZevIJUYCuMYF/D7e9oJ1XLG+nS88eJxljSE2dTVVulliAabDNm85WI4DGnw+RSwSYOvyGJ2xsOzjvERJANeJLctj/N1vXoZT/Yte6pqjNXnTIW/Z2FqjKA4pxaIBOmNRYpEA0ZCfSMCPTyZRlzwJ4DqilMIvn9mqYTuavGWTt5yp008UPh80R4KsaAnTFAkSDfqJBH01VckpniUBLEQZPBO2poODBg0Bv6I5GmRla5SmcLFnGw5I2NYTCWAhPGKYNpmChaK4yX5LQ4iVrUEJW/EMCWAhXKS1JpO3MSybprCfHd3NNEeDErZiVhLAQrhgZtlvZyzMjtZmmqMBCV1xXhLAQpQgb9mkDIuAX7G6PcqK5qiU/Ip5kwAWrpnI5An5/TSG/TXd89NakynY5C2LaDDAju4Y7U1SBCEWTgJYuCKZM2ltCBH0K4aTeXwKYpFgTYWS7WhSeRPb1ixrCrG9O0ZLNFjTv2yEtySARclsR1OwHTYvb6IhFGBjp81oKk9fPEvCMIkG/DSElm6vuGA5pPImPqVY1RqluzUi++kKV8i7SJRsMldgY0fjM6EUCfpZ097AqtYoiZxJXzzLRKZQrOgKB5ZM2Wwmb5EzbaJBP1uXx+iIyTCDcJcEsCiJYdpEAj5WtT3/aCOfT9HWGKKtMUSuYDOSNOiLZ7EcTTTor8pe5MzVDG2NIbauKA4zSNmv8EL1fQLEkpLKm+xe03bBXm005GddRyOr2xuYzBbom8gynsnj9yli4WDFN4ef3tLRp2Bla5Tulqgcyy48J+8wsWiJnMnyWIT2xtC8f8bvUyxrCrOsKUwmbzGUMBhI5LAdTWMoUJbNw03bwbQdCpaDPXUkVzhQ3NKxIxaWvXRF2UgAi0WxHY3lOGzsXPzWlo3hABd1NbFuWQMTmQK98Sxj6TxBv4+mcKCkXrHt6GeC1rSdGd9RhIM+YuEAsZYADeEAoYCPplBAhhlE2UkAi0WJZwts6mpypegg4PfR1RyhqzlCyjCf6RVrDU3hAOHA7M+htcZyinvlFmwHZ8YBswGfoikSoK0xTFO42LMOB/yEAr6KD3cIMU0CWCyYYdo0hPysbH3+xFupYpEgsUiQ9R2NTKTz9E482ytWgOk4U8fLKpSCSMBHc0OAWDhIQ6gYsNNBK0S18yyAlVL/BLwGGNFa75q67ZPAu4HRqbt9TGt9n1dtEO7TuliMsGdNm6c9yaDfx/KWKF3NEZKGxWjKQFE8BSIc8BMO+gj5fTJsIJY0L3vA/wL8b+D/nXP7F7TWn/fweYWHUnmLFc0R2hYw8VYKpRQt0SAtcoioqEGeXadprX8CTHj1+KL8LNvBskubeBNCPKsSA2XvU0odVEr9k1Kqba47KaVuVUrtU0rtGx0dnetuoowShslFXU1lWSomRD0odwD/PXARsBsYBP7XXHfUWn9Ja71Xa723s7OzXO0Tc8gVihNv3S3uT7wJUa/KGsBa62Gtta21doB/BK4s5/OLxdFaky6YbF3eLEu4hHBRWQNYKdU948tfBw6X8/ndYtoOo2njnAX+tSthmKxsjdLSIBNhQrjJy2VoXwOuBTqUUv3AJ4BrlVK7AQ2cBv6HV8/vlYJV3DNgU2cTvfEslqFpawjhW6JbLV6IZTugYf2yxko3RYia41kAa63fOsvNX/Hq+cphOnwvXd1Ce1OY7tYo/fEsp8eyhAM+YpHa6yFOGgW2djXLxJsQHpBKuHmaPvtrz9pWWhuKa2CDfh8bOproikV4ejTNWNqgKRysmbDKFixioSArWiKVbooQNUnqNechb9mk888N35kawwEuXtXCpWvasLVmPJPHdvQsj7R0TJ97tnlFTKrNhPCIBPAFGKZNpmCzZ03brOE7TSlFe2OIK9a3c1FnE4lcgaRhovXSDOJEzmR1W0Qq0ITwkAxBnIdh2mQLFrvXts07iPw+xZr2BjpjYU6NZRhM5GgMBary9Ie5mLYDCtbJxJsQnpIe8BwM0yZnWuxZN//wnSkS9LO9u5nL17bjV4qxzNJZtpbImWzubJpzG0ghhDskgGeRK9gYps3utW00l7iyoaUhyGXr2ti2vJlMwSKeLTxn39pqk8lbNEcDdDXLxJsQXls618Vlki1YFGyH3WtbXVtW5vMpulujLGsK0zueoS+eJRIM0FRlZ445WpMzLXauapeJNyHKQHrAM0yH7561bZ6s6Q0FfGxaHmPv+nYiQR9j6TwFq3qGJSazBda0NdTkemYhqpEE8JRswcKcCl+ve6axSJDda1rZtaqZvG0zUQXL1kzbwe9TrJWJNyHKprqugSskk7ewdDF8y3UUuVKKzliEtoYQZ+M5To1nCPh8FVv2lTBMdnY3y1E+QpRR3QdwJm9ha81la9sqslQs4PexrqORzuYwJ0fTjKTyxMLlOZ59Wjpv0RoN0hkLl+05hRB1PgSRzls4aPasba34Ot2GUIBdq1rZs6YVBYylDSazBc+HJhytMUybzctjqBrdUEiIalW3PeC0YaGUZveaNleOVndLW2OIy9e3kc5bjCTzDCZymLYmGvTTEPK7HpLxbIF1yxqqbkWGEPWgLj91KcPE51PsXtNWlRvnKKWeczx7ImcyMJljNJ3HR3HvCTeKJAqWQ9DvY017Q+mNFkIsWN0FcMow8fsUl65prcrwPZffV9xjor0xRN6ymUgX6I9nGc/k8U8F9WJPqUgaBXataiHor+uRKCEqpq4COGWYBPyKS1YvjfA9Vzjgp7s1SndrlHTeYjhhMJjIYTmacMBP4wKGKNKGRXtjmI4mmXgTolLqJoCThklwCYfvuZrCAZq6mp4ZohhM5BhJ5VFAY+j8qyhsR2NYNpesaZGJNyEqqC4COGmYhP0+Ll7TUnMbzMwcotg0Y4hiLJ3H71M0zzJEkcgVWN/RULY1z0KI2dX8JzCRKxAJ+rl4de2F77nOHaIYTRmcjecwHU1kaoiiYDsEAz7WtMnEmxCVVtMBXLAd2iMhLl7VWncVXk3hAE3hJta2N5KcMURhO5pLV7cQkIk3ISquZgN4emP0jR1NdRe+M/l9irbGEG2NIS6ybDJ5mzY5Xl6IqlCzARwK+Ni2ornSzagqmHPaGQAAB75JREFU4YC/5odhhFhK6rdrKIQQFSYBLIQQFSIBLIQQFSIBLIQQFSIBLIQQFSIBLIQQFSIBLIQQFSIBLIQQFSIBLIQQFSIBLIQQFSIBLIQQFSIBLIQQFaK09vbYczcopUaBM4v40Q5gzOXmlIO0u7yk3eW3VNu+2HaPaa1fee6NSyKAF0sptU9rvbfS7VgoaXd5SbvLb6m23e12yxCEEEJUiASwEEJUSK0H8Jcq3YBFknaXl7S7/JZq211td02PAQshRDWr9R6wEEJULQlgIYSokJoIYKXUVqXU/hl/kkqpDyil2pVSDyilTkz93Vbpts50nnZ/Til1VCl1UCn1n0qp1kq39VxztX3G9/+nUkorpToq2c5zna/dSqnfU0odU0o9oZT660q3dabzvFd2K6Uembptn1Lqykq39VxKqT+Yek0PK6W+ppSKKKU2KKUenfpsfkMpFap0O881R7v/beo9clgp9U9KqdKOGNda19QfwA8MAeuAvwb+cOr2PwQ+W+n2zbPdLwcCU7d/tprbfW7bp75eA/wXxeKZjkq3b56v+UuBB4Hw1Pe6Kt2+ebb7+8CNU7e/CvhRpdt3TltXAaeA6NTX3wTeMfX3W6Zu+wfgPZVu6zzb/SpATf35Wqntroke8DmuB57WWp8BXgfcMXX7HcDNFWvVhT3Tbq3197XW1tTtjwCrK9iu+Zj5mgN8AfgIUO0zvDPb/R7gr7TWeQCt9UhFW3Z+M9utgeap21uAgYq1am4BIKqUCgANwCBwHfCtqe9X62fz3HYPaK3v01OAxyjxs1mLAfwWir+ZAJZrrQcBpv7uqlirLmxmu2d6J/C9MrdloZ5pu1LqJuCs1vpAZZs0LzNf8y3ANVOXxT9WSl1RwXZdyMx2fwD4nFKqD/g88EcVa9UstNZnKbarl2LwJoBfAZMzOhn9FHucVWO2dmutvz/9/amhh7cD95fyPDUVwFPjSDcB/1HptizEXO1WSn0csIB/q0S75mNm25VSDcDHgT+tbKsubJbXPAC0AS8EPgx8UymlKtS8Oc3S7vcAf6C1XgP8AfCVSrVtNlPzLq8DNgArgUbgxlnuWlVXS7O1Wyn132bc5e+An2itf1rK89RUAFP8H/u41np46uthpVQ3wNTf1XpZeW67UUrdArwGeNvU5U61mtn2iyi+YQ8opU5TvDx7XCm1ooLtm8u5r3k/8J2pq8vHAIfixivV5tx23wJ8Z+rf/wFU2yTcDcAprfWo1tqk2NYXAa1Tl/ZQfJ9U29DJXO1GKfX/27u/EKnKOIzj36fC/iAIShZEtkSFdSHa2h9JLDLMboLKCGuvREIKDMIIIrA1ousuF6wokLqpLOhGUEuMLNGFLCMSWgqiizapbBFLny7ed3XdndVpNc/s8HxuZuY9/34cZn/MvLPnORuBK4Fnz/Ug3daAV3P61/iPKG9Q6uOHF7yi9pxWt6SVwPPAg7ZHGquqPSdrt33A9lzbPbZ7KE3tVtu/NFngJMa/V7ZS5iWRdBMwg85M6xpf98/A3fX5vcD3F7yiM/sRuFPSFfUbxXLgILATWFXX6cS/zVZ1fytpLXA/sNr2iXM9SNdcCVe//v4EXG/79zo2h/Lr5TzKCX3U9m/NVTnRJHUfAi4Fhutqe2yva6jESbWqfdzyIWCx7Y5qZJOc8xnAG8BC4BiwwfaO5qqcaJK6lwKvUaZQjgJP2d7XXJUTSeoHHqNMpw0Caylzvu8Cs+tY3+gPoJ1ikrr/ovx3z591tfdtb5ryMbqlAUdETDfdNgURETFtpAFHRDQkDTgioiFpwBERDUkDjohoSBpwRERD0oCjq0kaOlskZjvrRPwf0oAjGiDp4qZriOalAUfHkdRTA+k31+DrLZLuk/RZDfC+XSVsf2sNrd8jaUHddo6kbZIGJQ1QcltH99sn6csaXj7QThOU9LKkZ8a8fkXS+vr8OUl7aw39Y9bZKmlfDfN+csz4EUmbJH0BLDk/ZyumszTg6FQ3UC6xXQDMBx4HlgIbgBeAfmDQ9oL6+u263UZgt+1FlCyQeQCSbqZcVnqX7YXAceCJNup4nZonIukiShTkFkkrgBsp4TcLgV5Jy+o2a2z3AouB9fWSeChJYF/bvsP27v9+SqLbXHL2VSIa8YPtAwCSvgG227akA0AP5W4QjwDY3lE/+c4ClgEP1/GPJR2u+1sO9AJ7a8rk5bSRjmd7SNKwpEXAVZSmP1wb8ApKRgDATEpD3kVpug/V8Wvr+DCl6b831RMS3ScNODrV2GCWE2Nen6C8b/+ZsMWpTNlWAScC3rI9lcDyzZTb0VxNCewZ3d+rtgdOO4h0DyXKcIntEUmfAJfVxUdtH5/C8aNLZQoipqtd1CmE2vR+tf3HuPEHKCHrANuBVZLm1mWzJV3X5rE+AFYCt1HudUd9XCNpZt3fNXXfs4DDtfnOpwS8R7SUT8AxXb0EvCnpK2CEU7nP/cA7kvYDn1JiSLF9UNKLwLY6l/s38DQlWvCMbB+TtJNyG53jdWxbnVf+vE5pHAH6KLeoWVfr+o5yT7+IlhJHGXEWtWHvp+RJd1rgeUxjmYKIOANJtwCHKD8CpvnGeZVPwBGcvHvK9haLltsebjEecc7SgCMiGpIpiIiIhqQBR0Q0JA04IqIhacAREQ35Fwzdbhx0il4bAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Make the shaded area show the standard deviation\n", "sns.relplot(x=\"model_year\", y=\"mpg\", data=mpg, kind=\"line\", ci='sd');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unlike the plot in the last exercise, this plot shows us the distribution of miles per gallon for all the cars in each year." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting subgroups in line plots\n", "Let's continue to look at the mpg dataset. We've seen that the average miles per gallon for cars has increased over time, but how has the average horsepower for cars changed over time? And does this trend differ by country of origin?" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create line plot of model year vs. horsepower\n", "sns.relplot(x='model_year', y='horsepower', data=mpg, kind='line', ci=None);" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Change to create subgroups for country of origin\n", "sns.relplot(x=\"model_year\", y=\"horsepower\", data=mpg, kind=\"line\", style='origin', hue='origin',\n", " ci=None);" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Add markers and make each line have the same style\n", "sns.relplot(x=\"model_year\", y=\"horsepower\", \n", " data=mpg, kind=\"line\", ci=None, style=\"origin\", hue=\"origin\",\n", " markers=True, dashes=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we've added subgroups, we can see that this downward trend in horsepower was more pronounced among cars from the USA." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }