{ "cells": [ { "cell_type": "markdown", "id": "90041b00-672b-4bd4-a8e8-0cab3f0548af", "metadata": {}, "source": [ "# Lab 04: Data Science Tools\n", "\n", "## 0. Jupyter Notebooks\n", "\n", "Welcome to your first Jupyter notebook! Notebooks are made up of cells. Some cells contain text (like this one) and others contain Python code.\n", "\n", "Each cell can be in two different modes: editing or running. To edit a cell, double-click on it. When you're done editing, press **shift+Enter** to run it. You can use [Markdown](https://www.markdownguide.org/cheat-sheet/) to add basic formatting to the text. Before you go on, try editing the text in this cell. \n", "\n", "\n", "![thumbs up](https://clipartcraft.com/images/emoji-transparent-thumbs-up-3.png)\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "5923b0d7-c0e0-48fa-b765-4aa6002c2d4f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Other cells are code cells, containing Python code. (This is a comment, of course!)\n", "# Try running this cell (again, shift+Enter). You'll see the result of the final statement \n", "# printed below the cell. \n", "# Then try changing the Python code and re-run it.\n", "\n", "1+(2**3)" ] }, { "cell_type": "markdown", "id": "257ef44f-8f53-4136-9d0d-23a811ec53e9", "metadata": {}, "source": [ "### 0.1 Cells share state\n", "\n", "Even though code cells run one at a time, anything that happens in a cell (like declaring a variable or running a function) affects the whole notebook. Try running these two cells a few times, in different orders. What happens when you run *Cell B* over and over?" ] }, { "cell_type": "code", "execution_count": 4, "id": "0e2a2927-f6d1-4b13-97ae-ff97416723e9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "10" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Cell A\n", "x = 10\n", "x" ] }, { "cell_type": "code", "execution_count": 5, "id": "69dd7908-b213-4d0f-8016-e46a4a491961", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "20" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Cell B\n", "x = x * 2\n", "x" ] }, { "cell_type": "markdown", "id": "adc581ac-db13-40a8-bcfc-bf5d6e5472c5", "metadata": {}, "source": [ "### 0.2 Saving your work\n", "\n", "When you finish working on a notebook, save your work using the icon in the menu bar above. Your notebook is stored in the file `lab_pokemon.ipynb` in the lab directory. You can commit your changes to `ipynb` files just like any other file. Once you finish with Jupyter, you can stop the server by pressing **Control + C** in the Terminal. \n", "\n", "*If you're doing this lab on a cloud-based platform like Binder, then you can't save your work. So don't close the tab!*" ] }, { "cell_type": "markdown", "id": "c9c4aec2-949d-4a2e-b736-f5182b1f9ff7", "metadata": {}, "source": [ "---\n", "\n", "## 1. Pandas\n", "\n", "Pandas is probably the most important Python library for data science. Pandas provides an object called a **DataFrame**, which is basically a table with rows and columns. Most of the time, you will load data into Pandas using a `.csv` file. CSV files can be exported from Excel or Google Sheets, and are a common format for public data sets. \n", "\n", "In this lab, we'll be working with two data sets: The first contains Pokémon characteristics and the second comes from a wide-scale survey conducted by the US Centers for Disease Control ([details](https://www.cdc.gov/brfss/annual_data/annual_2020.html)). We will demonstrate techniques with Pokémon; your job is to replicate these tasks with the CDC dataset. \n", "\n", "**Note:** Pandas has *extensive* capabilities, and there's no way we could possibly present them all here. If you have a clearly-formed idea of what you want to do with tabular data, there's a way to do it. This lab introduces *some* of what Pandas can do, but expect to spend time reading the documentation and Stack Overflow when you start working on new tasks. \n", "\n", "### 1.0 Getting started\n", "\n", "First, we'll import pandas (using the conventional variable name `pd`) and load the two datasets. *Run these cells and every code cell you encounter in this notebook.*" ] }, { "cell_type": "code", "execution_count": 9, "id": "ba09a0f8-27d9-456f-aeff-3980e3362d5b", "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 10, "id": "a29d508a-2d9a-4d62-9ff6-7a0ecfd5eba4", "metadata": {}, "outputs": [], "source": [ "pokemon = pd.read_csv(\"pokemon.csv\")\n", "people = pd.read_csv(\"brfss_2020.csv\")" ] }, { "cell_type": "markdown", "id": "d4e0b811-b8bf-4e9a-a934-3aad8f0520bb", "metadata": {}, "source": [ "### 1.1 A first look\n", "\n", "#### Demo\n", "\n", "Let's start by learning the *shape* of the data. How many columns are there? How many rows? What kinds of data are included?" ] }, { "cell_type": "code", "execution_count": 11, "id": "579d8dda-ca39-48b1-8819-b17651029729", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nametypesubtypetotalhpattackdefensespecial_attackspecial_defensespeedgenerationlegendary
0BulbasaurGrassPoison3184549496565451False
1IvysaurGrassPoison4056062638080601False
2VenusaurGrassPoison525808283100100801False
3VenusaurMega VenusaurGrassPoison62580100123122120801False
4CharmanderFireNaN3093952436050651False
.......................................
795DiancieRockFairy60050100150100150506True
796DiancieMega DiancieRockFairy700501601101601101106True
797HoopaHoopa ConfinedPsychicGhost6008011060150130706True
798HoopaHoopa UnboundPsychicDark6808016060170130806True
799VolcanionFireWater6008011012013090706True
\n", "

800 rows × 12 columns

\n", "
" ], "text/plain": [ " name type subtype total hp attack defense \\\n", "0 Bulbasaur Grass Poison 318 45 49 49 \n", "1 Ivysaur Grass Poison 405 60 62 63 \n", "2 Venusaur Grass Poison 525 80 82 83 \n", "3 VenusaurMega Venusaur Grass Poison 625 80 100 123 \n", "4 Charmander Fire NaN 309 39 52 43 \n", ".. ... ... ... ... .. ... ... \n", "795 Diancie Rock Fairy 600 50 100 150 \n", "796 DiancieMega Diancie Rock Fairy 700 50 160 110 \n", "797 HoopaHoopa Confined Psychic Ghost 600 80 110 60 \n", "798 HoopaHoopa Unbound Psychic Dark 680 80 160 60 \n", "799 Volcanion Fire Water 600 80 110 120 \n", "\n", " special_attack special_defense speed generation legendary \n", "0 65 65 45 1 False \n", "1 80 80 60 1 False \n", "2 100 100 80 1 False \n", "3 122 120 80 1 False \n", "4 60 50 65 1 False \n", ".. ... ... ... ... ... \n", "795 100 150 50 6 True \n", "796 160 110 110 6 True \n", "797 150 130 70 6 True \n", "798 170 130 80 6 True \n", "799 130 90 70 6 True \n", "\n", "[800 rows x 12 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pokemon" ] }, { "cell_type": "markdown", "id": "ee8b0718-56f9-4fc8-bd35-fa0ccb445179", "metadata": {}, "source": [ "OK, 800 Pokémon, with 12 columns for each. And you can see all the columns. Not all the data is shown in this preview, of course. If there were more columns than could be displayed, you could see them all by typing `pokemon.columns`. \n", "\n", "#### Your turn\n", "\n", "Now do the same for your data set, `people`." ] }, { "cell_type": "code", "execution_count": 12, "id": "c9e5e4ec-b197-450c-ae2d-318006fa0a2f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
....................................
16642045female83heterosexual1.6386.181FalseFalse6
16642125male72heterosexual1.7886.184FalseTrue6
16642225female12heterosexual1.9145.361FalseFalse8
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", "

166425 rows × 11 columns

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" ], "text/plain": [ " age sex income education sexual_orientation height weight \\\n", "0 55 female 5 2 other 1.55 83.01 \n", "1 65 female 8 1 heterosexual 1.65 78.02 \n", "2 35 female 8 4 heterosexual 1.65 77.11 \n", "3 55 male 8 4 heterosexual 1.83 81.65 \n", "4 55 female 8 4 heterosexual 1.80 76.66 \n", "... ... ... ... ... ... ... ... \n", "166420 45 female 8 3 heterosexual 1.63 86.18 \n", "166421 25 male 7 2 heterosexual 1.78 86.18 \n", "166422 25 female 1 2 heterosexual 1.91 45.36 \n", "166423 35 female 5 4 heterosexual 1.60 68.04 \n", "166424 35 male 7 2 heterosexual 1.75 86.18 \n", "\n", " health no_doctor exercise sleep \n", "0 2 True True 7 \n", "1 3 False False 8 \n", "2 4 True True 7 \n", "3 5 False True 8 \n", "4 4 False True 8 \n", "... ... ... ... ... \n", "166420 1 False False 6 \n", "166421 4 False True 6 \n", "166422 1 False False 8 \n", "166423 4 True True 6 \n", "166424 3 False False 8 \n", "\n", "[166425 rows x 11 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "people" ] }, { "cell_type": "markdown", "id": "7fab76ef-d453-4568-a916-4d4c29535a42", "metadata": {}, "source": [ "### 1.2 Descriptive Statistics\n", "\n", "#### Demo\n", "\n", "Let's get a sense of the data contained in some of the columns. For categorical data like `generation`, it makes sense to look at value counts--showing us how many of each category there are. You can use the optional keyword `normalize=True` to see percentage of total instead of frequencies. " ] }, { "cell_type": "code", "execution_count": 16, "id": "9afca362-9edc-423c-981b-dc42107d5de0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "generation\n", "1 166\n", "5 165\n", "3 160\n", "4 121\n", "2 106\n", "6 82\n", "Name: count, dtype: int64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pokemon.generation.value_counts()" ] }, { "cell_type": "markdown", "id": "a9b98eee-bdc2-4c63-bab2-ee82e2466d0f", "metadata": {}, "source": [ "For numeric data, we could start by looking at the mean value. We can select multiple columns and get all the column means at once." ] }, { "cell_type": "code", "execution_count": 9, "id": "5fe580d0-5939-4152-9f8c-4c32d35a4479", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "hp 69.25875\n", "attack 79.00125\n", "defense 73.84250\n", "speed 68.27750\n", "dtype: float64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pokemon[[\"hp\", \"attack\", \"defense\", \"speed\"]].mean()" ] }, { "cell_type": "markdown", "id": "0d8e6e78-fcfc-4c38-a418-545fe4216a44", "metadata": {}, "source": [ "We can also compute the mean of boolean data. In this case, True will map to 1 and False will map to 0. So the mean value equals the percentage of data which is True. " ] }, { "cell_type": "code", "execution_count": 10, "id": "dc69ef53-70cd-4ae0-80e7-c9c8e28de76f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(0.08125)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pokemon.legendary.mean()" ] }, { "cell_type": "markdown", "id": "69333e87-8df2-4b46-9005-2b8c9df3a7b4", "metadata": {}, "source": [ "Just over 8% of Pokemon are legendary." ] }, { "cell_type": "markdown", "id": "f563d97d-d9d3-4f2d-a46a-5d5dfc6382de", "metadata": {}, "source": [ "#### Your turn\n", "\n", "**1.2.0.** In this survey, people are grouped into age bands of 18-24, 25-34, 35-44, 45-54, 55-64, and 65+, with the lower bound reported. What percentage of people are in each age band? (When we talk about \"people\" in this lab, we're referring to the people who responded to the survey, not the whole US population.)" ] }, { "cell_type": "code", "execution_count": 25, "id": "8fbcc766-8399-4f93-a6c8-e0607250a72a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "age\n", "65 33.6%\n", "55 20.6%\n", "45 15.8%\n", "35 13.6%\n", "25 10.9%\n", "18 5.5%\n", "Name: proportion, dtype: object" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "people.age.value_counts(normalize=True).apply(lambda x: f\"{x*100:.1f}%\")" ] }, { "cell_type": "markdown", "id": "38006e7b-4771-4c29-86a8-19d04a50fc25", "metadata": {}, "source": [ "**1.2.1.** What are the mean height and weight of people in this survey?" ] }, { "cell_type": "code", "execution_count": 26, "id": "b7f910c8-3d40-49ae-b270-678734c04100", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "height 1.705082\n", "weight 83.053588\n", "dtype: float64" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "people[[\"height\", \"weight\"]].mean()" ] }, { "cell_type": "markdown", "id": "f74634bb-8664-46e4-b371-6f45cbb7c8ef", "metadata": {}, "source": [ "**1.2.2.** The `exercise` column indicates whether a person has done any physical activity or exercise in the last 30 days, outside of work. What percentage of people have done exercise?" ] }, { "cell_type": "code", "execution_count": 38, "id": "f3891188-a85f-4089-8388-d4d81c7438ad", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "about 78.6% of people exercised outside of work in the last 30 days\n" ] } ], "source": [ "f\"{people.exercise.mean()*100:.1f}%\"\n", "print(f\"about {people.exercise.mean()*100:.1f}% of people exercised outside of work in the last 30 days\")" ] }, { "cell_type": "markdown", "id": "f6082e65-321c-4ee0-9457-74f9bb1b0363", "metadata": {}, "source": [ "1.3 Filtering\n", "\n", "Sometimes we're just interested in a selection of the data set. The way to do this is to create a boolean series, and then use this to select which rows you want to include. Vocabulary note: A dataframe is two-dimensional, with rows and columns. A series (a single row or a single column) is one-dimensional. \n", "\n", "#### Demo\n", "`pokemon.legendary` is already boolean, so we can use this to select just the legendary pokémon. " ] }, { "cell_type": "code", "execution_count": 14, "id": "12c0c6c9-c07b-4183-82f6-5e346c74aac9", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nametypesubtypetotalhpattackdefensespecial_attackspecial_defensespeedgenerationlegendary
156ArticunoIceFlying580908510095125851True
157ZapdosElectricFlying580909085125901001True
158MoltresFireFlying580901009012585901True
162MewtwoPsychicNaN68010611090154901301True
163MewtwoMega Mewtwo XPsychicFighting7801061901001541001301True
.......................................
795DiancieRockFairy60050100150100150506True
796DiancieMega DiancieRockFairy700501601101601101106True
797HoopaHoopa ConfinedPsychicGhost6008011060150130706True
798HoopaHoopa UnboundPsychicDark6808016060170130806True
799VolcanionFireWater6008011012013090706True
\n", "

65 rows × 12 columns

\n", "
" ], "text/plain": [ " name type subtype total hp attack defense \\\n", "156 Articuno Ice Flying 580 90 85 100 \n", "157 Zapdos Electric Flying 580 90 90 85 \n", "158 Moltres Fire Flying 580 90 100 90 \n", "162 Mewtwo Psychic NaN 680 106 110 90 \n", "163 MewtwoMega Mewtwo X Psychic Fighting 780 106 190 100 \n", ".. ... ... ... ... ... ... ... \n", "795 Diancie Rock Fairy 600 50 100 150 \n", "796 DiancieMega Diancie Rock Fairy 700 50 160 110 \n", "797 HoopaHoopa Confined Psychic Ghost 600 80 110 60 \n", "798 HoopaHoopa Unbound Psychic Dark 680 80 160 60 \n", "799 Volcanion Fire Water 600 80 110 120 \n", "\n", " special_attack special_defense speed generation legendary \n", "156 95 125 85 1 True \n", "157 125 90 100 1 True \n", "158 125 85 90 1 True \n", "162 154 90 130 1 True \n", "163 154 100 130 1 True \n", ".. ... ... ... ... ... \n", "795 100 150 50 6 True \n", "796 160 110 110 6 True \n", "797 150 130 70 6 True \n", "798 170 130 80 6 True \n", "799 130 90 70 6 True \n", "\n", "[65 rows x 12 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "legendary = pokemon[pokemon.legendary]\n", "legendary" ] }, { "cell_type": "markdown", "id": "b4ad804a-f5f0-441f-bb83-51f360c1c154", "metadata": {}, "source": [ "Let's get all the ice pokémon. We can create a boolean series from another series..." ] }, { "cell_type": "code", "execution_count": 15, "id": "5d089acf-7b76-4f91-8803-42a4a9a11e3e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 False\n", "1 False\n", "2 False\n", "3 False\n", "4 False\n", " ... \n", "795 False\n", "796 False\n", "797 False\n", "798 False\n", "799 False\n", "Name: type, Length: 800, dtype: bool" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pokemon.type == \"Ice\"" ] }, { "cell_type": "markdown", "id": "a5ea9e89-f466-48de-9133-346c99f4a6c1", "metadata": {}, "source": [ "And then use this series to select just the ice pokémon. " ] }, { "cell_type": "code", "execution_count": 16, "id": "510fa0fc-2b38-4725-9bbf-ec57d62792be", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nametypesubtypetotalhpattackdefensespecial_attackspecial_defensespeedgenerationlegendary
133JynxIcePsychic45565503511595951False
156ArticunoIceFlying580908510095125851True
238SwinubIceGround2505050403030502False
239PiloswineIceGround450100100806060502False
243DelibirdIceFlying3304555456545752False
257SmoochumIcePsychic3054530158565652False
395SnoruntIceNaN3005050505050503False
396GlalieIceNaN4808080808080803False
397GlalieMega GlalieIceNaN5808012080120801003False
398SphealIceWater2907040505550253False
399SealeoIceWater4109060707570453False
400WalreinIceWater53011080909590653False
415RegiceIceNaN5808050100100200503True
522GlaceonIceNaN525656011013095654False
524MamoswineIceGround530110130807060804False
530FroslassIceGhost48070807080701104False
643VanilliteIceNaN3053650506560445False
644VanillishIceNaN3955165658075595False
645VanilluxeIceNaN53571958511095795False
674CubchooIceNaN3055570406040405False
675BearticIceNaN48595110807080505False
676CryogonalIceNaN485705030951351055False
788BergmiteIceNaN3045569853235286False
789AvaluggIceNaN514951171844446286False
\n", "
" ], "text/plain": [ " name type subtype total hp attack defense \\\n", "133 Jynx Ice Psychic 455 65 50 35 \n", "156 Articuno Ice Flying 580 90 85 100 \n", "238 Swinub Ice Ground 250 50 50 40 \n", "239 Piloswine Ice Ground 450 100 100 80 \n", "243 Delibird Ice Flying 330 45 55 45 \n", "257 Smoochum Ice Psychic 305 45 30 15 \n", "395 Snorunt Ice NaN 300 50 50 50 \n", "396 Glalie Ice NaN 480 80 80 80 \n", "397 GlalieMega Glalie Ice NaN 580 80 120 80 \n", "398 Spheal Ice Water 290 70 40 50 \n", "399 Sealeo Ice Water 410 90 60 70 \n", "400 Walrein Ice Water 530 110 80 90 \n", "415 Regice Ice NaN 580 80 50 100 \n", "522 Glaceon Ice NaN 525 65 60 110 \n", "524 Mamoswine Ice Ground 530 110 130 80 \n", "530 Froslass Ice Ghost 480 70 80 70 \n", "643 Vanillite Ice NaN 305 36 50 50 \n", "644 Vanillish Ice NaN 395 51 65 65 \n", "645 Vanilluxe Ice NaN 535 71 95 85 \n", "674 Cubchoo Ice NaN 305 55 70 40 \n", "675 Beartic Ice NaN 485 95 110 80 \n", "676 Cryogonal Ice NaN 485 70 50 30 \n", "788 Bergmite Ice NaN 304 55 69 85 \n", "789 Avalugg Ice NaN 514 95 117 184 \n", "\n", " special_attack special_defense speed generation legendary \n", "133 115 95 95 1 False \n", "156 95 125 85 1 True \n", "238 30 30 50 2 False \n", "239 60 60 50 2 False \n", "243 65 45 75 2 False \n", "257 85 65 65 2 False \n", "395 50 50 50 3 False \n", "396 80 80 80 3 False \n", "397 120 80 100 3 False \n", "398 55 50 25 3 False \n", "399 75 70 45 3 False \n", "400 95 90 65 3 False \n", "415 100 200 50 3 True \n", "522 130 95 65 4 False \n", "524 70 60 80 4 False \n", "530 80 70 110 4 False \n", "643 65 60 44 5 False \n", "644 80 75 59 5 False \n", "645 110 95 79 5 False \n", "674 60 40 40 5 False \n", "675 70 80 50 5 False \n", "676 95 135 105 5 False \n", "788 32 35 28 6 False \n", "789 44 46 28 6 False " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ice = pokemon[pokemon.type == \"Ice\"]\n", "ice" ] }, { "cell_type": "markdown", "id": "0af5f534-0bec-4577-beee-29b350102265", "metadata": {}, "source": [ "Let's get the high-speed ice pokémon. You can join conditions together using the `&` (and) and `|` (or) operators. `~` means \"not\", so `pokemon[~(pokemon.type == \"Ice\")]` would select all the non-ice pokémon. Due to order of operations, each condition needs to be wrapped in parentheses." ] }, { "cell_type": "code", "execution_count": 17, "id": "05d4c5c2-c6b4-4795-9799-c884b15445a1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nametypesubtypetotalhpattackdefensespecial_attackspecial_defensespeedgenerationlegendary
133JynxIcePsychic45565503511595951False
156ArticunoIceFlying580908510095125851True
396GlalieIceNaN4808080808080803False
397GlalieMega GlalieIceNaN5808012080120801003False
524MamoswineIceGround530110130807060804False
530FroslassIceGhost48070807080701104False
676CryogonalIceNaN485705030951351055False
\n", "
" ], "text/plain": [ " name type subtype total hp attack defense \\\n", "133 Jynx Ice Psychic 455 65 50 35 \n", "156 Articuno Ice Flying 580 90 85 100 \n", "396 Glalie Ice NaN 480 80 80 80 \n", "397 GlalieMega Glalie Ice NaN 580 80 120 80 \n", "524 Mamoswine Ice Ground 530 110 130 80 \n", "530 Froslass Ice Ghost 480 70 80 70 \n", "676 Cryogonal Ice NaN 485 70 50 30 \n", "\n", " special_attack special_defense speed generation legendary \n", "133 115 95 95 1 False \n", "156 95 125 85 1 True \n", "396 80 80 80 3 False \n", "397 120 80 100 3 False \n", "524 70 60 80 4 False \n", "530 80 70 110 4 False \n", "676 95 135 105 5 False " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "high_speed_ice = pokemon[(pokemon.type == \"Ice\") & (pokemon.speed >= 80)]\n", "high_speed_ice" ] }, { "cell_type": "markdown", "id": "c84dc7ce-24f2-4ac7-92d7-99ed331488e0", "metadata": {}, "source": [ "You could get the pokémon who are fire or ice by selecting `pokemon[(pokemon.type == \"Fire\") | (pokemon.type == \"Ice\")]`." ] }, { "cell_type": "markdown", "id": "1f0e9625-b194-450d-b003-b88798cc2f45", "metadata": {}, "source": [ "#### Your turn\n", "\n", "**1.3.0.** `no_doctor` indicates whether there was a time in the last year when the person needed to see a doctor, but could not afford to do so. Create a dataframe containing only these people. " ] }, { "cell_type": "code", "execution_count": 40, "id": "198cb0c6-3f43-43c2-9eee-3939c12ea537", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
055female52other1.5583.012TrueTrue7
235female84heterosexual1.6577.114TrueTrue7
2435male83heterosexual1.7394.354TrueFalse8
5035female42heterosexual1.7881.654TrueFalse10
6645female64heterosexual1.5772.574TrueTrue7
....................................
16640718male52heterosexual1.6868.043TrueTrue8
16640925male62heterosexual1.5758.514TrueFalse7
16641455female83heterosexual1.6388.453TrueFalse6
16641665female52heterosexual1.5055.343TrueFalse6
16642335female54heterosexual1.6068.044TrueTrue6
\n", "

13784 rows × 11 columns

\n", "
" ], "text/plain": [ " age sex income education sexual_orientation height weight \\\n", "0 55 female 5 2 other 1.55 83.01 \n", "2 35 female 8 4 heterosexual 1.65 77.11 \n", "24 35 male 8 3 heterosexual 1.73 94.35 \n", "50 35 female 4 2 heterosexual 1.78 81.65 \n", "66 45 female 6 4 heterosexual 1.57 72.57 \n", "... ... ... ... ... ... ... ... \n", "166407 18 male 5 2 heterosexual 1.68 68.04 \n", "166409 25 male 6 2 heterosexual 1.57 58.51 \n", "166414 55 female 8 3 heterosexual 1.63 88.45 \n", "166416 65 female 5 2 heterosexual 1.50 55.34 \n", "166423 35 female 5 4 heterosexual 1.60 68.04 \n", "\n", " health no_doctor exercise sleep \n", "0 2 True True 7 \n", "2 4 True True 7 \n", "24 4 True False 8 \n", "50 4 True False 10 \n", "66 4 True True 7 \n", "... ... ... ... ... \n", "166407 3 True True 8 \n", "166409 4 True False 7 \n", "166414 3 True False 6 \n", "166416 3 True False 6 \n", "166423 4 True True 6 \n", "\n", "[13784 rows x 11 columns]" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "nodoc= people[people.no_doctor]\n", "nodoc" ] }, { "cell_type": "markdown", "id": "9d213707-a15b-4751-8df9-48aa568af209", "metadata": {}, "source": [ "**1.3.1.** `health` asks people for their general health, with the meanings of numbers shown below. Create a dataframe which contains people whose general health is good or better. \n", "\n", "| number | health status | \n", "| ------ | ----------- |\n", "| 1 | Poor |\n", "| 2 | Fair |\n", "| 3 | Good |\n", "| 4 | Very good |\n", "| 5 | Excellent |" ] }, { "cell_type": "code", "execution_count": 45, "id": "8a8c1ad6-4c1e-4996-ab5e-5212dadb1851", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
165female81heterosexual1.6578.023FalseFalse8
235female84heterosexual1.6577.114TrueTrue7
355male84heterosexual1.8381.655FalseTrue8
455female84heterosexual1.8076.664FalseTrue8
555male84heterosexual1.8074.845FalseTrue7
....................................
16641855male72heterosexual1.5763.503FalseTrue8
16641945female82heterosexual1.5268.043FalseTrue7
16642125male72heterosexual1.7886.184FalseTrue6
16642335female54heterosexual1.6068.044TrueTrue6
16642435male72heterosexual1.7586.183FalseFalse8
\n", "

142249 rows × 11 columns

\n", "
" ], "text/plain": [ " age sex income education sexual_orientation height weight \\\n", "1 65 female 8 1 heterosexual 1.65 78.02 \n", "2 35 female 8 4 heterosexual 1.65 77.11 \n", "3 55 male 8 4 heterosexual 1.83 81.65 \n", "4 55 female 8 4 heterosexual 1.80 76.66 \n", "5 55 male 8 4 heterosexual 1.80 74.84 \n", "... ... ... ... ... ... ... ... \n", "166418 55 male 7 2 heterosexual 1.57 63.50 \n", "166419 45 female 8 2 heterosexual 1.52 68.04 \n", "166421 25 male 7 2 heterosexual 1.78 86.18 \n", "166423 35 female 5 4 heterosexual 1.60 68.04 \n", "166424 35 male 7 2 heterosexual 1.75 86.18 \n", "\n", " health no_doctor exercise sleep \n", "1 3 False False 8 \n", "2 4 True True 7 \n", "3 5 False True 8 \n", "4 4 False True 8 \n", "5 5 False True 7 \n", "... ... ... ... ... \n", "166418 3 False True 8 \n", "166419 3 False True 7 \n", "166421 4 False True 6 \n", "166423 4 True True 6 \n", "166424 3 False False 8 \n", "\n", "[142249 rows x 11 columns]" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gob=people[(people.health >= 3)]\n", "gob" ] }, { "cell_type": "markdown", "id": "7add542b-bfd2-481a-b5b4-4e1ca744078a", "metadata": {}, "source": [ "**1.3.2.**. `education` indicates the highest level of education completed, with codes as follows. Create a dataframe which only contains female college graduates who needed a doctor but couldn't afford one. (The survey asked people for their current sex, and only had options for male and female.)\n", "\n", "| number | education level | \n", "| ------ | ----------- |\n", "| 1 | Did not graduate from high school |\n", "| 2 | Graduated from high school |\n", "| 3 | Attended some college |\n", "| 4 | Graduated from college |" ] }, { "cell_type": "code", "execution_count": 50, "id": "315682ae-7d54-4d78-9a63-d23c83ba1576", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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agesexincomeeducationsexual_orientationheightweighthealthno_doctorexercisesleep
235female84heterosexual1.6577.114TrueTrue7
6645female64heterosexual1.5772.574TrueTrue7
13555female64heterosexual1.7081.654TrueTrue7
14665female54heterosexual1.5572.575TrueTrue7
25965female44heterosexual1.5756.703TrueTrue6
....................................
16612135female84heterosexual1.65136.084TrueTrue5
16621955female54other1.5259.873TrueTrue5
16627225female84heterosexual1.5298.883TrueTrue8
16638145female54heterosexual1.5249.905TrueTrue6
16642335female54heterosexual1.6068.044TrueTrue6
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2321 rows × 11 columns

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" ], "text/plain": [ " age sex income education sexual_orientation height weight \\\n", "2 35 female 8 4 heterosexual 1.65 77.11 \n", "66 45 female 6 4 heterosexual 1.57 72.57 \n", "135 55 female 6 4 heterosexual 1.70 81.65 \n", "146 65 female 5 4 heterosexual 1.55 72.57 \n", "259 65 female 4 4 heterosexual 1.57 56.70 \n", "... ... ... ... ... ... ... ... \n", "166121 35 female 8 4 heterosexual 1.65 136.08 \n", "166219 55 female 5 4 other 1.52 59.87 \n", "166272 25 female 8 4 heterosexual 1.52 98.88 \n", "166381 45 female 5 4 heterosexual 1.52 49.90 \n", "166423 35 female 5 4 heterosexual 1.60 68.04 \n", "\n", " health no_doctor exercise sleep \n", "2 4 True True 7 \n", "66 4 True True 7 \n", "135 4 True True 7 \n", "146 5 True True 7 \n", "259 3 True True 6 \n", "... ... ... ... ... \n", "166121 4 True True 5 \n", "166219 3 True True 5 \n", "166272 3 True True 8 \n", "166381 5 True True 6 \n", "166423 4 True True 6 \n", "\n", "[2321 rows x 11 columns]" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fcnodoc=people[(people.education == 4) & (people.sex == \"female\") & (people.no_doctor)]\n", "fcnodoc" ] }, { "cell_type": "markdown", "id": "646d1148-7d94-4521-a04a-fbf17ade1235", "metadata": {}, "source": [ "### 1.4. Grouping\n", "\n", "Now things get crazy. You can group a dataframe using one or more columns, and then compare their statistics. \n", "\n", "#### Demo\n", "\n", "Do different types of pokémon move at different speeds? We'll use `sort_values` to put these in order from slow to fast." ] }, { "cell_type": "code", "execution_count": 21, "id": "069ea0ab-eff6-4985-9f46-db956fe1df91", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "type\n", "Fairy 48.588235\n", "Steel 55.259259\n", "Rock 55.909091\n", "Bug 61.681159\n", "Grass 61.928571\n", "Ice 63.458333\n", "Poison 63.571429\n", "Ground 63.906250\n", "Ghost 64.343750\n", "Water 65.964286\n", "Fighting 66.074074\n", "Normal 71.551020\n", "Fire 74.442308\n", "Dark 76.161290\n", "Psychic 81.491228\n", "Dragon 83.031250\n", "Electric 84.500000\n", "Flying 102.500000\n", "Name: speed, dtype: float64" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pokemon.groupby(\"type\").speed.mean().sort_values()" ] }, { "cell_type": "markdown", "id": "bdc801b7-d3ae-45bb-80f4-ebeb474e20a1", "metadata": {}, "source": [ "Do types differ in other stats? Let's sort by hit points. " ] }, { "cell_type": "code", "execution_count": 22, "id": "5c420c0e-b5d2-49ae-ab98-3305ee076169", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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hpattackdefense
type
Bug56.88405870.97101470.724638
Electric59.79545569.09090966.295455
Ghost64.43750073.78125081.187500
Steel65.22222292.703704126.370370
Rock65.36363692.863636100.795455
Dark66.80645288.38709770.225806
Poison67.25000074.67857168.821429
Grass67.27142973.21428670.800000
Fighting69.85185296.77777865.925926
Fire69.90384684.76923167.769231
Psychic70.63157971.45614067.684211
Flying70.75000078.75000066.250000
Ice72.00000072.75000071.416667
Water72.06250074.15178672.946429
Ground73.78125095.75000084.843750
Fairy74.11764761.52941265.705882
Normal77.27551073.46938859.846939
Dragon83.312500112.12500086.375000
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" ], "text/plain": [ " hp attack defense\n", "type \n", "Bug 56.884058 70.971014 70.724638\n", "Electric 59.795455 69.090909 66.295455\n", "Ghost 64.437500 73.781250 81.187500\n", "Steel 65.222222 92.703704 126.370370\n", "Rock 65.363636 92.863636 100.795455\n", "Dark 66.806452 88.387097 70.225806\n", "Poison 67.250000 74.678571 68.821429\n", "Grass 67.271429 73.214286 70.800000\n", "Fighting 69.851852 96.777778 65.925926\n", "Fire 69.903846 84.769231 67.769231\n", "Psychic 70.631579 71.456140 67.684211\n", "Flying 70.750000 78.750000 66.250000\n", "Ice 72.000000 72.750000 71.416667\n", "Water 72.062500 74.151786 72.946429\n", "Ground 73.781250 95.750000 84.843750\n", "Fairy 74.117647 61.529412 65.705882\n", "Normal 77.275510 73.469388 59.846939\n", "Dragon 83.312500 112.125000 86.375000" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ptypes = pokemon.groupby(\"type\")\n", "ptypes[[\"hp\", \"attack\", \"defense\"]].mean().sort_values(\"hp\")" ] }, { "cell_type": "markdown", "id": "cc9a3d19-0ecd-487b-b34f-b748c44fc9c9", "metadata": {}, "source": [ "Which type/subtype combinations are most likely to have legendary pokémon?" ] }, { "cell_type": "code", "execution_count": 23, "id": "444a580d-e70c-48a1-bf87-77f98b8c9f85", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "type subtype \n", "Electric Flying 0.600000\n", "Rock Fairy 0.666667\n", "Ghost Dragon 1.000000\n", "Ground Fire 1.000000\n", "Fire Water 1.000000\n", " Steel 1.000000\n", "Steel Dragon 1.000000\n", "Dragon Electric 1.000000\n", "Psychic Ghost 1.000000\n", "Dragon Psychic 1.000000\n", " Ice 1.000000\n", "Rock Fighting 1.000000\n", "Steel Fighting 1.000000\n", "Dragon Fire 1.000000\n", "Psychic Dark 1.000000\n", " Fire 1.000000\n", "Name: legendary, dtype: float64" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "legendary_percentages = pokemon.groupby([\"type\", \"subtype\"]).legendary.mean().sort_values() \n", "legendary_percentages[legendary_percentages > 0.5]" ] }, { "cell_type": "markdown", "id": "de23775b-8670-4371-913d-d8fa1d1f3a76", "metadata": {}, "source": [ "#### Your turn\n", "\n", "**1.4.0.** `income` records peoples' annual income, in the following bands. `sleep` records the average hours of sleep someone gets per night. Is there a difference in the average hours of sleep by income level?\n", "\n", "| number | annual income, in $1000 | \n", "| ------ | ----------- |\n", "| 1 | Less than 10 |\n", "| 2 | 10-15 |\n", "| 3 | 15-20 |\n", "| 4 | 20-25 |\n", "| 5 | 25-35 |\n", "| 6 | 35-50 |\n", "| 7 | 50-75 |\n", "| 8 | More than 75 |" ] }, { "cell_type": "code", "execution_count": 53, "id": "75c1ac4f-3914-4c0a-a156-2e084002df66", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "income\n", "1 6.952208\n", "2 6.985627\n", "6 7.055784\n", "8 7.074626\n", "7 7.078495\n", "4 7.079627\n", "3 7.083274\n", "5 7.100286\n", "Name: sleep, dtype: float64" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "people.groupby(\"income\").sleep.mean().sort_values()" ] }, { "cell_type": "markdown", "id": "f6413f2b-26a0-4b70-976f-90e45558c4bb", "metadata": {}, "source": [ "**1.4.0.** Is there a difference in peoples' income or general health, by sex and education level? " ] }, { "cell_type": "code", "execution_count": 62, "id": "d46df8a1-bbc2-45a4-9be1-cee1858cbf21", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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incomehealth
meanmean
sexeducation
female13.62.8
25.03.3
35.83.5
47.03.8
male14.43.0
25.73.4
36.33.5
47.23.8
\n", "
" ], "text/plain": [ " income health\n", " mean mean\n", "sex education \n", "female 1 3.6 2.8\n", " 2 5.0 3.3\n", " 3 5.8 3.5\n", " 4 7.0 3.8\n", "male 1 4.4 3.0\n", " 2 5.7 3.4\n", " 3 6.3 3.5\n", " 4 7.2 3.8" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "people.groupby([\"sex\", \"education\"])[['income', 'health']].agg(['mean']).round(1)" ] }, { "cell_type": "markdown", "id": "931d602b-ddf4-4c8b-80e0-f886267cce76", "metadata": {}, "source": [ "### 1.5. Plotting \n", "\n", "Pandas has excellent built-in plotting capabilities, but \n", "we are going to use the [seaborn](https://seaborn.pydata.org/) library because it's a bit \n", "more intuitive and produces more beautiful plots. `set_theme`, called here without any arguments, assigns the default color palette. " ] }, { "cell_type": "code", "execution_count": 64, "id": "b1e06e4f-6b9e-42af-a27c-dbb525a259ce", "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "sns.set_theme()" ] }, { "cell_type": "markdown", "id": "a15ad672-13e8-4bdd-bc31-a489a1730daf", "metadata": {}, "source": [ "#### Demo\n", "\n", "**When you want to visualize the distribution of a series**, a [histogram](https://seaborn.pydata.org/generated/seaborn.histplot.html) puts data into bins and plots the number of data points in each bin.\n", "\n", "Let's see the distribution of pokémon attack values. Note how assigning `x=\"attack\"` spreads attack values over the x-axis, while `y=\"attack\"` spreads attack values over the y-axis. The number of bins is selected automatically, but you can specify this with the optional `bins` argument. " ] }, { "cell_type": "code", "execution_count": 65, "id": "5ce066fe-f81d-4b78-a394-c5c2f4dc9f46", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(data=pokemon, x=\"attack\")" ] }, { "cell_type": "code", "execution_count": 66, "id": "bceb253b-ef4f-4aa2-aef4-cab2b3ca6d59", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KAADAAsoUAACABZQpAAAACyhTAAAAFlCmAAAALKBMAQAAWNCkbtoZLNq3jQ70CE2LIdltNrncbim83ufYeyzY7f7/XlK13Gx9OCMb/8jFXGNk43Z75HaH2Q8yWGZ4qt72HrXi8XhkGEagx0AT4nZ7ZLNxTAChwOV26+yZ0qArVBERNrVp00JnzpxTZaU70OM0KVXZNOhzNOjeQ5BhGMp957BOF5UFepQmwzAM7ytT4djNz39TqeLSCr/rDMOQ3W6TyxWe2VwO2fhHLuYaOpv2baN1102JstmMoCtTCCzKVB0cOHJGxwuLAz1Gk2EYhiIi7KqsdPHD/xJkY45s/CMXc2SDpoqT8gAAABZQpgAAACygTAEAAFhAmQIAALCAMgUAAGABZQoAAMACyhQAAIAFdS5Tb7zxRo3b/PGPf6zr7gEAAIJCncvUzJkztWPHDtP1c+fO1cqVK+u6ewAAgKBQ5zL1s5/9TFOnTtWuXbt8lrvdbv3617/WunXrNHfuXMsDAgAANGV1LlOPPPKIbrrpJj3wwAP64IMPJEnl5eWaPHmyNm3apMcff1yjR4+ut0EBAACaIkvvzbdgwQKVl5fr/vvv11NPPaUVK1boww8/1JIlSzRs2LD6mhEAAKDJsvSv+Ww2m5544gmlpqZqwoQJ2rdvn5YtW0aRAgAAYaPWr0ytWrXKdF3v3r21a9cuDRo0SJ999pk+++wzSRfe4fuee+6xPCQAAEBTVesy9fjjj9e4zaZNm7Rp0ybvY8oUAAAIdbUuU1u3bm3IOQAAAIJSrctUp06dGnIOAACAoFTnC9CPHTumbdu2ma7ftm2bjh8/XtfdAwAABIU63xph0aJFKikpUXp6ut/1L774ohwOhxYvXlzn4QAAAJq6Or8ytXfvXv3oRz8yXZ+amuq9mScAAECoqnOZcjqdatGihen66OhonT179or2eeTIEc2dO1cjR47Uddddp4yMDL/brVu3TjfeeKOSkpJ0yy23aPv27dW2KS4u1uzZs9WvXz+lpKRo2rRpKiwsvKJ5AAAAalLnMvXd735XH374oen6PXv26Oqrr76ifR48eFB5eXnq2rWr4uPj/W7z2muv6eGHH9bw4cO1fPlyJScna8qUKfroo498tpsxY4Z27typefPm6YknntDhw4c1YcIEVVZWXtFMAAAAl1PnMpWRkaHXXntNL7zwgtxut3e5y+XS6tWrlZOTY/rKkpn09HTl5eXpqaee0ve//32/2zz11FO6+eabNWPGDA0YMEC///3vlZSUpGeffda7zd69e/X222/r0Ucf1YgRIzR06FA9+eSTOnDggDZv3ly3LxgAAMCPOl+APnHiRO3Zs0ePPfaYli5dqu7du0uSDh8+rK+//lr9+vXTr371qyvap812+W537NgxffHFF/p//+//+SwfMWKEFi1apPLyckVGRmrHjh1yOBwaOHCgd5u4uDglJiZqx44dGjFixBXNBQAAYKbOZSoyMlIrV67Uhg0btGXLFh09elSS1KtXL91www362c9+VmM5ulL5+fmS5C1uVeLj41VRUaFjx44pPj5e+fn56t69uwzD8NkuLi7Ouw8AAID6UOcyJV14Jem2227TbbfdVl/zXFZRUZEkyeFw+Cyvely13ul0qlWrVtU+PyYmRvv377c+iKFqRS2sGd/+aYhcfJCNObLxj1zMNXA2VT/X7fb6fSGgMVTNHIyzN7TGyMRSmQpXdptNERH2QI/R5ETYycQM2ZgjG//IxVxDZVP1S9fhiGqQ/TeGYJ49mFkqU6dOndLf//53ffrppyouLva5EF260PJXr15tacCLxcTESLpw24N27dp5lzudTp/1DodDJ06cqPb5RUVF3m2scLndqqx0Wd5PyDAu/HCrdLkkT6CHaWLIxhzZ+Ecu5ho4G5frwu8wp7PM+3GwsNttcjiignL2hlaVTUOqc5n67LPPNHbsWJ0/f17du3fXf/7zH11zzTVyOp06efKkunTpcsW3RqhJXFycpAvXTlV9XPW4WbNm6ty5s3e7Xbt2yePx+JyOO3z4sHr06GF9EI/k8fBTror35XZyqYZszJGNf+RirqGzqdqny+VWZWVwFpJgnj2Y1flE4p/+9CdFR0crNzdXq1atksfj0ezZs5WXl6fFixerqKhIDz30UH3Oqs6dO6tbt27Kzc31WZ6Tk6PU1FRFRkZKkgYPHqyioiLt2rXLu83hw4f16aefavDgwfU6EwAACG91fmXqww8/1H333aeOHTt673Re1eqHDx+uPXv2aNGiRfrb3/5W632WlZUpLy9PklRQUKCSkhJvcerXr5/atm2rqVOn6qGHHlKXLl3Uv39/5eTkaN++fT7Pk5KSorS0NM2ePVuzZs1S8+bNtXjxYiUkJOiGG26o65cMAABQTZ3LlNvt1lVXXSXpwjVKdrvd5+1jEhIStH79+iva5+nTpzV9+nSfZVWPX3jhBfXv318ZGRkqKyvT8uXL9fzzz6t79+565plnlJKS4vN5S5Ys0YIFCzR37lxVVlYqLS1Nc+bMUUQE19wDAID6U+dmERsbq+PHj0u6cIuE2NhY7dq1y3tDzA8//NDv7Qlq2ueBAwdq3C4zM1OZmZmX3aZVq1Z67LHH9Nhjj13RDAAAAFeizmUqLS1Nubm5mjlzpiRp9OjRWrhwoY4dOyaPx6Pdu3dr/Pjx9TYoAABAU1TnMjVp0iTdfPPNqqioULNmzTRu3DiVlpZq8+bNstlseuCBBzRx4sT6nBUAAKDJqXOZiomJ8blnk2EYeuCBB/TAAw/Uy2AAAADBoM63Rhg7dqzPrQcu9e6772rs2LF13T0AAEBQqHOZ2r17t7766ivT9V9//bXef//9uu4eAAAgKFh697/LvdnvkSNH1KJFCyu7BwAAaPKu6JqpDRs2aMOGDd7Hf/nLX7R27dpq2xUXF+vAgQPcbRwAAIS8KypTZWVlOnPmjPfxuXPnZLNVf3ErOjpao0aN0uTJk61PCAAA0IRdUZm66667dNddd0mS0tPT9dvf/lZDhw5tkMEAAACCQZ2vmXr88cervYXLxbgAHQAAhANLt0bYuXOn6XpujQAAAMJBncuUx+O57Pry8nLZ7fa67h4AACAoXNE1U19++aUKCgq8j/Pz8/2eynM6nXr55ZfVsWNH6xMCAAA0YVdUpl599VU988wzMgxDhmFo6dKlWrp0abXtPB6P7Ha75s+fX2+DAgAANEVXVKaGDx+ua6+9Vh6PRzNmzNCYMWP0wx/+0GcbwzAUFRWlxMREXXXVVfU6LAAAQFNzRWUqPj5e8fHxkqQFCxaob9++io2NbZDBAAAAgsEVlamL3XrrrfU5BwAAQFCqc5mSpG+++UabNm3Sp59+quLiYrndbp/1hmHoscceszQgAABAU1bnMlVQUKCxY8eqoKBADodDxcXFiomJUXFxsVwul9q0aaPo6Oj6nBUAAKDJqfN9phYtWqSSkhKtXbtWubm58ng8Wrx4sfbu3auHHnpI3/nOd5SdnV2fswIAADQ5dS5T7777rkaPHq1evXr5vNlxZGSk7rvvPg0YMIBTfAAAIOTVuUydP39enTp1kiS1bNlShmGouLjYuz4lJUV79uyxPiEAAEATVucy9d3vflcnT56UJEVERKhDhw766KOPvOs///xzNW/e3PKAAAAATVmdL0AfMGCAtm7dqilTpki6cKuE559/Xk6nU263W//4xz80cuTIehsUAACgKapzmbr//vv1r3/9S+Xl5YqMjNSkSZNUWFioTZs2yWazKSMjQ7/5zW/qc1YAAIAmp85lqmPHjj5vZNy8eXM9+uijevTRR+tlMAAAgGBQ52umAAAAQJkCAACwhDIFAABgAWUKAADAAktvdByu2rflPQd9GJLdZpPL7ZY8gR6miSEbc2TjH7mYa+Bsqn622+3B9zpD1czBOHsVt9sjtzs4D3rD4/EE5+QB4vF4ZBhGoMcAADQAt9sjm42f8YHgcrt19kxpvReqiAib2rRpUa/7rPYcDbr3EGQYhnLfOazTRWWBHqXJMAzD+7dFurkvsjFHNv6Ri7nGyOb8N5UqLq1okH03JMMwZLfb5HIF53HTvm207ropUTabEZSvTgVdmRozZox2797td92f//xn3Xzzzabb5OTkKD4+3vIMB46c0fHC4po3DBOGYSgiwq7KSldQfhM3JLIxRzb+kYs5sjFHNoEVdGXqd7/7nUpKSnyWrV69Wps3b1Zqaqp3WZ8+fTRr1iyf7WJjYxtlRgAAED6Crkxdc8011Zb9+te/1sCBA9W2bVvvMofDoeTk5EacDAAAhKPgvez//3z44Yc6fvy4fvrTnwZ6FAAAEIaC7pWpS23cuFHR0dEaOnSoz/Ldu3crOTlZLpdLvXv31vTp09W3b9/6eVJD/Iu+ixnf/mmIXHyQjTmy8Y9czJGNuSDPpup3akPc2qExbhcR1GWqsrJSr7/+utLT0xUd/e29n/r27auRI0eqW7duKiwsVHZ2tsaPH681a9YoJSXF8vPabTZFRNgt7yfURNjJxAzZmCMb/8jFHNmYC9ZsqgqPwxEV4EnqJqjL1M6dO/X1118rIyPDZ/m0adN8Hv/4xz9WRkaGnnvuOS1fvtzy87rcblVWuizvJ2QYF76BK10ubjJ4KbIxRzb+kYs5sjEX5Nm4XG5JktNZ5v24vtjttgYvaUFdpjZu3KjWrVsrLS3tsttFR0dryJAh2rRpU/08sUf809OLeF9SJpdqyMYc2fhHLubIxlywZ1M1s8vlVmVl/ZapxhC0F6CfP39eb7zxhm666SY1a9Ys0OMAAIAwFbRlatu2bSotLa3Vv+IrLS3Vm2++qaSkpEaYDAAAhJOgPc33z3/+Ux07dtQPfvADn+UffPCBVqxYoeuvv16dOnVSYWGhVq1apVOnTunJJ58M0LQAACBUBWWZKioq0ltvvaVx48ZVu0VBu3btVFFRocWLF+vs2bOKiopSSkqK5s+fr169egVoYgAAEKqCskzFxMRo//79ftd17dpV2dnZjTwRAAAIV0F7zRQAAEBTQJkCAACwgDIFAABgAWUKAADAAsoUAACABZQpAAAACyhTAAAAFlCmAAAALKBMAQAAWECZAgAAsIAyBQAAYAFlCgAAwALKFAAAgAWUKQAAAAsoUwAAABZQpgAAACygTAEAAFhAmQIAALCAMgUAAGABZQoAAMACyhQAAIAFlCkAAAALKFMAAAAWUKYAAAAsoEwBAABYQJkCAACwgDIFAABgAWUKAADAAsoUAACABZQpAAAACyhTAAAAFlCmAAAALAi6MvXqq68qISGh2n9PPPGEz3br1q3TjTfeqKSkJN1yyy3avn17gCYGAAChLCLQA9TVihUr1KpVK+/jDh06eD9+7bXX9PDDD2vSpEkaMGCAcnJyNGXKFL344otKTk4OwLQAACBUBW2Z+v73v6+2bdv6XffUU0/p5ptv1owZMyRJAwYM0H/+8x89++yzWr58eSNOCQAAQl3QnearybFjx/TFF19o+PDhPstHjBihXbt2qby8PECTAQCAUBS0ZSojI0OJiYkaOnSoli1bJpfLJUnKz8+XJHXv3t1n+/j4eFVUVOjYsWONPisAAAhdQXear127dpo6dap69+4twzC0bds2LVmyRCdPntTcuXNVVFQkSXI4HD6fV/W4ar0lhmQYhvX9hArj2z8NkYsPsjFHNv6RizmyMRfk2VT9TrXb6/81nobY56WCrkwNGjRIgwYN8j5OS0tT8+bNtXr1ak2aNKlRZrDbbIqIsDfKcwWTCDuZmCEbc2TjH7mYIxtzwZpNVeFxOKICPEndBF2Z8mf48OFauXKl/v3vfysmJkaSVFxcrHbt2nm3cTqdkuRdb4XL7VZlpcvyfkKGceEbuNLlkjyBHqaJIRtzZOMfuZgjG3NBno3L5ZYkOZ1l3o/ri91ua/CSFhJl6mJxcXGSLlw7VfVx1eNmzZqpc+fO1p/EI3k8QXi0NhDvS8rkUg3ZmCMb/8jFHNmYC/ZsqmZ2udyqrKzfMtUYgvYC9Ivl5OTIbrfruuuuU+fOndWtWzfl5uZW2yY1NVWRkZEBmhIAAISioHtl6t5771X//v2VkJAgSdq6davWrl2rsWPHek/rTZ06VQ899JC6dOmi/v37KycnR/v27dPf/va3QI4OAABCUNCVqe7du2v9+vU6ceKE3G63unXrptmzZ2vMmDHebTIyMlRWVqbly5fr+eefV/fu3fXMM88oJSUlgJMDAIBQFHRlas6cObXaLjMzU5mZmQ08DQAACHchcc0UAABAoFCmAAAALKBMAQAAWECZAgAAsIAyBQAAYAFlCgAAwIKguzVCU9C+bXSgR2hajAtv/uxyu4PyPaHM1MdbMhiGIbvdJpfLHZRv8dCQyMY/cjFHNuaCPZtg/71qeIIx9QDyeDwyDCPQYwAAEFJcbrfOnimV212/tSQiwqY2bVrU6z6rPUeD7j0EGYah3HcO63RRWaBHaTIMw/C+MhUq3bxtTJSG/6i75Xcwr3q38oZ4J/RgRzb+kYs5sjEXCtm43Z56L1KNhTJVBweOnNHxwuJAj9FkGIahiAi7KitdIVOmOrVrqeE/6l5v72AerO+E3hjIxj9yMUc25sgmMLgAHQAAwALKFAAAgAWUKQAAAAsoUwAAABZQpgAAACygTAEAAFhAmQIAALCAMgUAAGABZQoAAMACyhQAAIAFlCkAAAALKFMAAAAWUKYAAAAsoEwBAABYQJkCAACwgDIFAABgAWUKAADAAsoUAACABZQpAAAACyhTAAAAFlCmAAAALKBMAQAAWBAR6AGu1Ouvv65//OMf+uSTT+R0OtW1a1eNGTNGt912mwzDkCSNGTNGu3fvrva5OTk5io+Pb+yRAQBACAu6MvXXv/5VnTp1UlZWltq0aaN33nlHDz/8sE6cOKEpU6Z4t+vTp49mzZrl87mxsbGNPS4AAAhxQVem/vKXv6ht27bex6mpqTp79qxWrVqlBx54QDbbhTOXDodDycnJAZoSAACEi6C7ZuriIlUlMTFRJSUlKi0tDcBEAAAgnAVdmfJnz5496tChg1q2bOldtnv3biUnJyspKUl333233n///QBOCAAAQlXQnea71AcffKCcnByf66P69u2rkSNHqlu3biosLFR2drbGjx+vNWvWKCUlxfqTGvJe7A5Jxrd/GgqNXKr+/9rt1v6+UfX5VvcTisjGP3IxRzbmyMZcY2RieDweT4M/SwM5ceKEMjMzFR8fr5UrV3qvl7pUaWmpMjIyFB8fr+XLl1t+3mfWfqQvvzpneT9oujpe1UJT7kgO9BgAgCAQtK9MOZ1OTZgwQa1bt9bTTz9tWqQkKTo6WkOGDNGmTZvq5bldbrcqK131sq+QYEgRdrsqXS4paKu5L5fLLUlyOsu8H9eF3W6TwxFleT+hiGz8IxdzZGOObMxVZdOQgrJMnT9/XhMnTlRxcbFeeeUVtWrVqnEH8EhB/IJevfOe2guhXKq+DpfLrcpK6z+Y6ms/oYhs/CMXc2RjjmwCI+jKVGVlpWbMmKH8/Hy9+OKL6tChQ42fU1paqjfffFNJSUmNMCEAAAgnQVem5s+fr+3btysrK0slJSX66KOPvOuuu+467du3TytWrND111+vTp06qbCwUKtWrdKpU6f05JNPBm5wAAAQkoKuTO3cuVOStHDhwmrrtm7dqnbt2qmiokKLFy/W2bNnFRUVpZSUFM2fP1+9evVq7HEBAECIC7oytW3bthq3yc7OboRJAAAAQuSmnQAAAIFCmQIAALCAMgUAAGABZQoAAMACyhQAAIAFlCkAAAALKFMAAAAWUKYAAAAsoEwBAABYQJkCAACwgDIFAABgAWUKAADAAsoUAACABZQpAAAACyhTAAAAFlCmAAAALKBMAQAAWECZAgAAsIAyBQAAYAFlCgAAwALKFAAAgAWUKQAAAAsoUwAAABZQpgAAACygTAEAAFhAmQIAALCAMgUAAGABZQoAAMCCiEAPEIzat42Wx+MJ9BhNhmEYstttcrncIZNL+7bRgR4BABAkKFNXyOPxaPSN3wv0GGgELrdbbndolEMAQMOhTF0hwzDkdJbJ5XIHepQmw263yeGICrlc3G4PZQoAUCPKVB24XG5VVoZOaagv5AIACEdcgA4AAGBBSJepQ4cOafz48UpOTtbAgQO1aNEilZeXB3osAAAQQkL2NF9RUZHGjRunbt266emnn9bJkye1cOFCnT9/XnPnzg30eAAAIESEbJl6+eWXde7cOT3zzDNq3bq1JMnlcmn+/PmaOHGiOnToENgBAQBASAjZ03w7duxQamqqt0hJ0vDhw+V2u7Vz587ADQYAAEJKyJap/Px8xcXF+SxzOBxq166d8vPzAzQVAAAINSF7ms/pdMrhcFRbHhMTo6KiIkv7tttDtoPWSVUe5FId2ZgjG//IxRzZmCMbc42RSciWqYbkcEQFeoQmiVzMkY05svGPXMyRjTmyCYyQLVMOh0PFxcXVlhcVFSkmJsbSvkPtTt9Wheod0OsD2ZgjG//IxRzZmCMbc1XZNKSQLVNxcXHVro0qLi7WqVOnql1LdaW407d/5GKObMyRjX/kYo5szJFNYITsydXBgwfrnXfekdPp9C7Lzc2VzWbTwIEDAzgZAAAIJSFbpkaNGqUWLVpo8uTJevvtt7V+/XotWrRIo0aN4h5TAACg3oRsmYqJidHq1atlt9s1efJk/elPf9Ltt9+urKysQI8GAABCiOHxeDyBHiLYcHFfdXa7jVxMkI05svGPXMyRjTmyMdfQt0egTAEAAFgQsqf5AAAAGgNlCgAAwALKFAAAgAWUKQAAAAsoUwAAABZQpgAAACygTAEAAFhAmQIAALCAMgUAAGABZQoAAMACyhQAAIAFlCkAAAALKFMAAAAWUKZq4dChQxo/frySk5M1cOBALVq0SOXl5YEeq1G9+uqrSkhIqPbfE0884bPdunXrdOONNyopKUm33HKLtm/fHqCJG8aRI0c0d+5cjRw5Utddd50yMjL8blebHIqLizV79mz169dPKSkpmjZtmgoLCxv6S2gwtclmzJgxfo+jQ4cO+WwXStm8/vrr+tWvfqXBgwcrOTlZI0eO1N///nd5PB6f7cLxmKlNNuF4zEhSXl6e7r77bg0YMEA9e/bU0KFDtWDBAhUXF/tst23bNt1yyy1KSkrSjTfeqPXr11fbV3l5uR5//HENHDhQycnJGj9+vPLz8xvrS6lXtcklKyvL7zGzY8cOn33VZy4Rlr6qMFBUVKRx48apW7duevrpp3Xy5EktXLhQ58+f19y5cwM9XqNbsWKFWrVq5X3coUMH78evvfaaHn74YU2aNEkDBgxQTk6OpkyZohdffFHJyckBmLb+HTx4UHl5eerdu7fcbne1X4hS7XOYMWOGPv/8c82bN0/NmzfXkiVLNGHCBK1fv14REcH3rVmbbCSpT58+mjVrls+y2NhYn8ehlM1f//pXderUSVlZWWrTpo3eeecdPfzwwzpx4oSmTJkiKXyPmdpkI4XfMSNJZ8+eVa9evTRmzBi1bt1aBw8e1NNPP62DBw9q5cqVkqQPPvhAU6ZM0e23367Zs2fr3Xff1W9/+1u1aNFCN910k3dff/jDH5STk6OsrCx16NBBS5cu1T333KPXXnvN5+d5MKhNLpLUuXPnan/Zj4+P93lcr7l4cFlLly71JCcne86cOeNd9vLLL3sSExM9J06cCNxgjWz9+vWeHj16eE6fPm26zQ033OB58MEHfZbdeeednvvuu6+hx2s0LpfL+/GsWbM8N998c7VtapPDhx9+6OnRo4fnrbfe8i47dOiQJyEhwfPaa681wOQNrzbZ3H333Z7777//svsJtWz8fc/MmTPH06dPH29m4XrM1CabcDxmzLzyyiueHj16eH/3/PKXv/TceeedPts8+OCDnuHDh3sf/+///q8nMTHR8/LLL3uXnTlzxpOcnOx5/vnnG2fwBnZpLmY/fy5W37lwmq8GO3bsUGpqqlq3bu1dNnz4cLndbu3cuTNwgzUxx44d0xdffKHhw4f7LB8xYoR27doVMqdFbbbLf8vUNocdO3bI4XBo4MCB3m3i4uKUmJhY7aXoYFFTNrUVatm0bdu22rLExESVlJSotLQ0rI+ZmrKprVDMxp+q30MVFRUqLy/Xe++95/MKlHThuDl06JCOHz8uSXr77bfldrt9tmvdurUGDhwYMtlcnEtt1XculKka5OfnKy4uzmeZw+FQu3btgvacsxUZGRlKTEzU0KFDtWzZMrlcLknyZtG9e3ef7ePj41VRUaFjx441+qyBUNsc8vPz1b17dxmG4bNdXFxcyB9Xu3fvVnJyspKSknT33Xfr/fff91kfDtns2bNHHTp0UMuWLTlmLnFxNlXC+ZhxuVz65ptv9Mknn+jZZ59Venq6YmNjdfToUVVUVFT7/VR1Kqvq687Pz9d//dd/KSYmptp2wZyNWS5Vjhw5oh/84Afq2bOnfv7zn+uNN97w+fz6ziX4TiQ3MqfTKYfDUW15TEyMioqKAjBRYLRr105Tp05V7969ZRiGtm3bpiVLlujkyZOaO3euN4tLs6p6HC5Z1TYHp9Pp95x8TEyM9u/f38BTBk7fvn01cuRIdevWTYWFhcrOztb48eO1Zs0apaSkSAr9bD744APl5OR4rwHimPnWpdlIHDM/+clPdPLkSUnSoEGD9Kc//UmS9ePG4XAE9c9ls1ykC69uJiUl6ZprrlFxcbFeeuklTZ48WU8++aT3laj6zoUyhVoZNGiQBg0a5H2clpam5s2ba/Xq1Zo0aVIAJ0MwmTZtms/jH//4x8rIyNBzzz2n5cuXB2iqxnPixAnNnDlT/fv319ixYwM9TpNilk24HzPPP/+8ysrK9Pnnn+svf/mLJk2apFWrVgV6rIAzy8Vut2vcuHE+26anp2vUqFF66qmnqp0WrS+c5quBw+Go9k9RpQut/9KXB8PN8OHD5XK59O9//9ubxaVZOZ1OSQqbrGqbg8PhUElJSbXPD7fjKjo6WkOGDNEnn3ziXRaq2TidTk2YMEGtW7fW008/7b3GjGPGPBt/wumYkaTvfe97SklJUWZmpp577jm999572rJli+Xjxul0BnU2Zrn4Y7PZdMMNN+jQoUM6f/68pPrPhTJVA3/n3IuLi3Xq1Klq56rDWVUWl2aVn5+vZs2aqXPnzoEYq9HVNoe4uDgdPny42u0DDh8+HPbHVShmc/78eU2cOFHFxcXVbi8S7sfM5bKprVDN5lIJCQlq1qyZjh49qi5duqhZs2Z+jxvp2+MqLi5OX331VbVTV/6uBw5WF+dSW/WdC2WqBoMHD9Y777zjbfuSlJubK5vN5vMvR8JRTk6O7Ha7rrvuOnXu3FndunVTbm5utW1SU1MVGRkZoCkbV21zGDx4sIqKirRr1y7vNocPH9ann36qwYMHN+rMgVRaWqo333xTSUlJ3mWhlk1lZaVmzJih/Px8rVixwufebFJ4HzM1ZeNPOBwzZj7++GNVVFQoNjZWkZGR6t+/vzZt2uSzTU5OjuLj470XY6elpclms2nz5s3ebYqKivT222+HTDYX5+KP2+1Wbm6urr32Wn3nO9+RVP+5cM1UDUaNGqU1a9Zo8uTJmjhxok6ePKlFixZp1KhRtfrGDxX33nuv+vfvr4SEBEnS1q1btXbtWo0dO1bt2rWTJE2dOlUPPfSQunTpov79+ysnJ0f79u3T3/72t0COXq/KysqUl5cnSSooKFBJSYn3l2C/fv3Utm3bWuWQkpKitLQ0zZ49W7NmzVLz5s21ePFiJSQk6IYbbgjI12ZVTdlU/cK8/vrr1alTJxUWFmrVqlU6deqUnnzySe9+Qi2b+fPna/v27crKylJJSYk++ugj77rrrrtOkZGRYXvM1JTNvn37wvKYkaQpU6aoZ8+eSkhI0He+8x199tlnys7OVkJCgoYNGyZJ+tWvfqWxY8dq3rx5Gj58uN577z1t3LhRixcv9u7n6quv1u23365FixbJZrOpQ4cOWrZsmVq1aqVRo0YF6surs5pyKSgoUFZWlm6++WZ17dpVRUVFeumll7R//349/fTT3v3Udy6G59LXRVHNoUOH9Mgjj2jv3r1q0aKFRo4cqZkzZ4bNqy3ShTvFvvXWWzpx4oTcbre6deumzMxMjRkzxuefI69bt07Lly/Xl19+qe7du+vBBx/UT37ykwBOXr+OHz+uoUOH+l33wgsvqH///pJql0NxcbEWLFigLVu2qLKyUmlpaZozZ07QlvSasrn66qv1+9//XgcOHNDZs2cVFRWllJQUTZkyRb169fLZPpSySU9PV0FBgd91W7du9f5tOhyPmZqycblcYXnMSBcusM7JydHRo0fl8XjUqVMnXX/99br33nt9bhuxdetWLVmyRIcPH1bHjh11//336/bbb/fZV3l5uRYvXqz/+Z//0blz59SnTx/NmTOn2h3Bg0FNuZw9e1a/+c1v9Omnn+r06dNq1qyZevbsqfvvv9/nH1FJ9ZsLZQoAAMACrpkCAACwgDIFAABgAWUKAADAAsoUAACABZQpAAAACyhTAAAAFlCmAAAALKBMAQAAWMDbyQAISkePHtWKFSu0c+dOFRYWqlmzZurRo4eGDx+uO++80/seXIHy4osvKioqSj//+c8DOgeAhscd0AEEnTfffFPTp09XZGSkRo4cqR49eqiiokJ79uzR5s2bdeutt+qRRx4J6IwZGRlq06aN1qxZE9A5ADQ8XpkCEFSOHTummTNnqmPHjlq9erXat2/vXfeLX/xCR44c0Ztvvhm4AQGEHa6ZAhBUVqxYodLSUj366KM+RapK165dNW7cOElSZWWlnn32WQ0bNkw9e/ZUenq6/vznP6u8vNzncxISEnzeUb5Kenq6srKyvI9fffVVJSQkaM+ePVqwYIEGDBig5ORkTZ48WV9//bXP5x08eFC7d+9WQkKCEhISNGbMmPqKAEATwytTAILK9u3b1blzZ/Xp06fGbefMmaMNGzboxhtv1Pjx47Vv3z4tW7ZMhw4d0rPPPlvnGf7whz/I4XBoypQpKigo0OrVq/X73/9eS5YskSTNnj1bjzzyiKKjozVp0iRJ0lVXXVXn5wPQtFGmAASNkpISnTx5UkOHDq1x288++0wbNmxQZmam/vCHP0i6cBqwbdu2Wrlypd59910NGDCgTnO0bt1aK1eulGEYkiS32601a9aouLhYrVq10rBhw7RkyRK1adNGI0eOrNNzAAgenOYDEDRKSkokSS1atKhx27y8PEnS+PHjfZb/8pe/9FlfF3fccYe3SEnSD3/4Q7lcLhUUFNR5nwCCF2UKQNBo2bKlJOncuXM1bltQUCCbzaYuXbr4LG/Xrp0cDoel4tOxY0efxw6HQ5LkdDrrvE8AwYsyBSBotGzZUu3bt9fBgwdr/TkXv4J0pVwul9/lNpv/H53caQYIT5QpAEHlJz/5iY4ePaq9e/dedrtOnTrJ7XbryJEjPsu/+uorOZ1OderUybssJiam2qtK5eXlOnXqVJ3ntFLiAAQXyhSAoHLfffcpOjpac+bM0VdffVVt/dGjR7V69WoNGTJEkrR69Wqf9atWrZIk73pJ6ty5sz744AOf7dauXWv6ylRtREVFcdoPCBP8az4AQaVLly564oknNHPmTI0YMcJ7B/Ty8nLt3btXubm5+vnPf65x48bp1ltv1SuvvCKn06m+ffvqX//6lzZs2KBhw4b5/Eu+zMxM/e53v9PUqVP1ox/9SJ999pnefvtttWnTps5zfv/739dLL72k5557Tl27dlXbtm2VmppaHxEAaGIoUwCCztChQ/WPf/xD2dnZ2rp1q1566SVFRkYqISFBWVlZuuOOOyRduB9UbGysNmzYoDfeeENXXXWVJk6cqClTpvjs74477tDx48f197//XW+99ZZ+8IMfaNWqVbrnnnvqPOPkyZP15ZdfasWKFTp37pz69etHmQJCFO/NBwAAYAHXTAEAAFhAmQIAALCAMgUAAGABZQoAAMACyhQAAIAFlCkAAAALKFMAAAAWUKYAAAAsoEwBAABYQJkCAACwgDIFAABgAWUKAADAAsoUAACABf8ftkwtA2DlyW8AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(data=pokemon, y=\"attack\", bins=5)" ] }, { "cell_type": "markdown", "id": "2aac9186-86c0-41db-a1c4-8719bb78b46b", "metadata": {}, "source": [ "**When you want to compare the distribution of a numeric variable across categories**, a [barplot](https://seaborn.pydata.org/generated/seaborn.barplot.html) is a good choice. Choose one numeric column and one categorical column. \n", "\n", "Let's see pokémon hit points by legendary/non-legendary. `errorbar=\"sd\"` shows the standard deviation for each category. " ] }, { "cell_type": "code", "execution_count": 67, "id": "92be1ad0-12bb-49f0-a3f6-85fcfd98e943", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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kSQKMIkmSJMAokiRJAowiSZIkwCiSJEkCjCJJkiTAKJIkSQL88MaYEwwGCAYDP7xQDSoxMVhn+9v71Lhqa0PU1oaiPYakg5hRFEOCwQCtW7cgIcH/+UZbUlLk/3xbt06mZcvkKE0jgJqaWrZs2W4YSWowRlEMCQYDJCQEWfDYS3z0eVm0xzmkVVftiNiedc/fSExqFqVpdPQRqVx+fn+CwYBRJKnBGEUx6KPPy9jw0VfRHuOQVlu9M2J748dbCCY2jdI0kqTG4Os0kiRJGEWSJEmAUSRJkgQYRZIkSYBRJEmSBBhFkiRJgFEkSZIEGEWSJEmAUSRJkgQYRZIkSYBRJEmSBBhFkiRJwAH8gbChUIjNmzcDkJaWRiAQOFCnliRJanD1jqIPPviAefPm8b//+7/s2LEDgGbNmnHKKacwadIksrKy6j2kJElSQ6tXFL322mtcfPHF1NbWMmTIEDp27AjA+vXreeGFF1i2bBn3338/vXr1OhCzRnjyySd56KGHWLduHS1atCA7O5uCggKaNWsGwAsvvMDcuXNZv3497du3Z8KECZx99tkHfA5JknRwqFcU/frXvyYtLY1FixZx1FFHRRz75JNP+NnPfsbs2bN54okn6jXkt919990UFhZy6aWXkpOTw1dffcXy5cupqakBvo61SZMmcc4553D99dfzyiuvcMMNN5CcnMxPfvKTAzqLJEk6ONQrij744AOuuuqqOkEEcNRRR3H++edTUFBQn7uoo6SkhIKCAu666y4GDRoU3j906NDwf999992ceOKJzJo1C4C+fftSWlrKvHnzjCJJkrRH9frus/bt27Nr167vPF5VVcWRRx5Zn7uo409/+hPHHHNMRBB9065du1ixYkWd+MnPz2fdunVs2rTpgM4jSZIODvW6UnT55Zcze/ZsTj31VLp06RJxbPXq1SxatIjrr7++XgN+25tvvklWVhZ33XUXv/vd76ioqOCEE07guuuuo3v37mzcuJGqqioyMzMjbtepUyfg6ytNxxxzTL1mSExsmE8ySEjwExKk7xPPz5F4nl1qDLHwHKlXFL355pscdthhjBw5ktzcXI499lgANmzYwMqVKzn++ONZuXIlK1eujLjdjTfeuN/3+cUXX7Bq1SrWrFnDf/7nf9K8eXPuueceLrzwQv72t79RVlYGQEpKSsTtdm/vPr6/gsEAbdok1+sckvZPSkrzaI8gqYHEwvO7XlG0aNGi8H+//vrrvP766xHH16xZw5o1ayL2BQKBekVRKBRi+/bt/Pd//zc/+tGPAOjevTuDBw9m0aJFDBgwYL/PvTdqa0OUl29vkHMnJARj4g+FFKvKyyupqamN9hj7xee39P0a8vmdktJ8r65E1SuK3nvvvfrcfL+kpKTQunXrcBABtG7dmq5du/LBBx8wbNgwACoqKiJuV15eDkBqamq9Z6iujs8vylK8q6mp9fknHaRi4fl9wD7Retu2bZSXlxMKheoca9++/YG6G4477jg2bty4x2M7d+6kQ4cOJCUlUVJSwimnnBI+VlJSAlDnvUaSJElQzyjauXMnBQUFPP7442zZsuU717377rv1uZsIp512Gn/605949913w2/u/uqrr3jnnXf4xS9+QZMmTejTpw9//etfGT9+fPh2RUVFdOrUqd5vspYkSQenekXRTTfdxFNPPcXpp59Oz549D8hLUz/k9NNPJzs7myuvvJIpU6bQtGlT7rvvPpo0acKYMWMAuOyyyxg3bhw33XQTeXl5rFixgmeffZY777yzweeTJEnxqV5R9NxzzzFq1KjwhyQ2hmAwyH333cfs2bOZMWMGVVVV9OrVi0ceeYS2bdsC0KtXL+bPn8/cuXN5/PHHad++Pbfccgt5eXmNNqckSYov9YqiQCBA165dD9Qsey0tLY3f/va337tmyJAhDBkypJEmkiRJ8a5en5Q0ZMgQXn755QM1iyRJUtTsUxRt2bIl4p+JEyeyadMmpk+fzqpVq9i8eXOdNd/3BmxJkqRYsU8vn/Xt25dAIBCxLxQKsXr1ah5//PHvvN2B/O4zSZKkhrBPUXT55ZfXiSJJkqSDwT5F0RVXXNFQc0iSJEVV9H8krSRJUgwwiiRJkjCKJEmSAKNIkiQJMIokSZIAo0iSJAkwiiRJkgCjSJIkCTCKJEmSAKNIkiQJMIokSZIAo0iSJAkwiiRJkgCjSJIkCTCKJEmSAKNIkiQJMIokSZIAo0iSJAkwiiRJkgCjSJIkCTCKJEmSAKNIkiQJMIokSZIAo0iSJAkwiiRJkgCjSJIkCTCKJEmSAKNIkiQJMIokSZIAo0iSJAkwiiRJkgCjSJIkCTCKJEmSAKNIkiQJMIokSZIAo0iSJAkwiiRJkgCjSJIkCTCKJEmSAKNIkiQJMIokSZIAo0jao0AwAQjs3vp/25Kkg5lRJO1BIJhIiyO6AAFaHNGFQDAx2iNJkhpY3EfRtm3bGDhwIJ07d+btt9+OOLZ48WKGDh1KdnY2I0aM4MUXX4zSlIpHrdL70q7nBbRK7xvtUSRJjSDuo+iuu+6ipqamzv4lS5Ywffp08vLyKCwsJCcnh0mTJrFy5crGH1KSJMW8uI6idevW8eijj3LFFVfUOTZv3jyGDRvG5MmT6du3L7NmzSI7O5sFCxZEYVJJkhTr4jqKbrnlFkaPHk1GRkbE/tLSUjZs2EBeXl7E/vz8fJYvX86uXbsac0xJkhQH4vbdo8XFxaxZs4b58+fzzjvvRBwrKSkBqBNLnTp1oqqqitLSUjp16rTf952Y2DAtmZAQ140qNbh4fo7E8+xSY4iF50hcRlFlZSVz5sxhypQptGzZss7xsrIyAFJSUiL2797efXx/BIMB2rRJ3u/bS9p/KSnNoz2CpAYSC8/vuIyiu+++m8MOO4yzzz670e+7tjZEefn2Bjl3QkIwJv5QSLGqvLySmpraaI+xX3x+S9+vIZ/fKSnN9+pKVNxF0UcffcT//M//sGDBAioqKgDYvn17+N/btm0jNTUVgIqKCtq2bRu+bXl5OUD4+P6qro7PL8pSvKupqfX5Jx2kYuH5HXdRtGnTJqqqqpgwYUKdY+PGjaN79+7cfvvtwNfvLcrMzAwfLykpISkpifT09EabV5IkxYe4i6IuXbrw8MMPR+x79913mT17NjNnziQ7O5v09HQ6duxIcXExp59+enhdUVER/fr1o0mTJo09tiRJinFxF0UpKSn06dNnj8e6detGt27dALjiiiu45ppr6NChA3369KGoqIi33nqLRYsWNea4kiQpTsRdFO2t4cOHU1lZSWFhIffddx8ZGRkUFBSQm5sb7dEkSVIMOiiiqE+fPrz//vt19o8aNYpRo0ZFYSJJkhRvov9JSZIkSTHAKJIkScIokiRJAowiSZIkwCiSJEkCjCJJkiTAKJIkSQKMIkmSJMAokiRJAowiSZIkwCiSJEkCjCJJkiTAKJIkSQKMIkmSJMAokiRJAowiSZIkwCiSJEkCjCJJkiTAKJIkSQKMIkmSJMAokiRJAowiSZIkwCiSJEkCjCJJkiTAKJIkSQKMIkmSJMAokiRJAowiSZIkwCiSJEkCjCJJkiTAKJIkSQKMIkmSJMAokiRJAowiSZIkwCiSJEkCjCJJkiTAKJIkSQKMIkmSJMAokiRJAowiSZIkwCiSJEkCjCJJkiTAKJIkSQKMIkmSJMAokiRJAowiSZIkwCiSJEkCjCJJkiTAKJIkSQLiMIr+8pe/cNlllzFw4EBycnI488wzefzxxwmFQhHrFi9ezNChQ8nOzmbEiBG8+OKLUZpYkiTFg7iLogcffJDmzZszbdo07r77bgYOHMj06dNZsGBBeM2SJUuYPn06eXl5FBYWkpOTw6RJk1i5cmX0BpckSTEtMdoD7Ku7776btLS08Ha/fv3YsmULDzzwABMnTiQYDDJv3jyGDRvG5MmTAejbty9r1qxhwYIFFBYWRmlySZIUy+LuStE3g2i3Ll26sHXrVrZv305paSkbNmwgLy8vYk1+fj7Lly9n165djTWqJEmKI3F3pWhP/v3vf9OuXTtatmzJv//9bwAyMjIi1nTq1ImqqipKS0vp1KlTve4vMbFhWjIhIe4aVWpU8fwciefZpcYQC8+RuI+i1157jaKiIqZOnQpAWVkZACkpKRHrdm/vPr6/gsEAbdok1+sckvZPSkrzaI8gqYHEwvM7rqPo008/ZcqUKfTp04dx48Y1yn3W1oYoL9/eIOdOSAjGxB8KKVaVl1dSU1Mb7TH2i89v6fs15PM7JaX5Xl2JitsoKi8v5+KLL6Z169bMnz+fYPDrB5uamgpARUUFbdu2jVj/zeP1UV0dn1+UpXhXU1Pr8086SMXC8zv6L+Dthx07dnDJJZdQUVHB/fffT6tWrcLHMjMzASgpKYm4TUlJCUlJSaSnpzfqrJIkKT7EXRRVV1czefJkSkpKuP/++2nXrl3E8fT0dDp27EhxcXHE/qKiIvr160eTJk0ac1xJkhQn4u7ls5kzZ/Liiy8ybdo0tm7dGvGBjF27dqVJkyZcccUVXHPNNXTo0IE+ffpQVFTEW2+9xaJFi6I3uCRJimlxF0UvvfQSAHPmzKlz7O9//zvHHHMMw4cPp7KyksLCQu677z4yMjIoKCggNze3sceVJElxIu6i6IUXXtirdaNGjWLUqFENPI0kSTpYxN17iiRJkhqCUSRJkoRRJEmSBBhFkiRJgFEkSZIEGEWSJEmAUSRJkgQYRZIkSYBRJEmSBBhFkiRJgFEkSZIEGEWSJEmAUSRJkgQYRZIkSYBRJEmSBBhFkiRJgFEkSZIEGEWSJEmAUSRJkgQYRZIkSYBRJEmSBBhFkiRJgFEkSZIEGEWSJEmAUSRJkgQYRZIkSYBRJEmSBBhFkiRJgFEkSZIEGEWSJEmAUSRJkgQYRZIkSYBRJEmSBBhFkiRJgFEkSZIEGEWSJEmAUSRJkgQYRZIkSYBRJEmSBBhFkiRJgFEkSZIEGEWSJEmAUSRJkgQYRZIkSYBRJEmSBBhFkiRJgFEkSZIEGEWSJEnAQR5F69at44ILLiAnJ4f+/fvzm9/8hl27dkV7LEmSFIMSoz1AQykrK2P8+PF07NiR+fPn89lnnzFnzhx27NjBjBkzoj2eJEmKMQdtFP3+979n27ZtFBQU0Lp1awBqamqYOXMml1xyCe3atYvugJIkKaYctC+fLVu2jH79+oWDCCAvL4/a2lpeeuml6A0mSZJi0kF7paikpISzzz47Yl9KSgpt27alpKRkv88bDAZIS0uu73h7FAh8/e+pFw2mpqa2Qe5DikcJCV///S01tTmhUJSH2U8+v6U9a4zndzAY2Kt1B20UlZeXk5KSUmd/amoqZWVl+33eQCBAQsLe/eLur9SWzRr0/FK8Cgbj/+K2z29pz2Lh+R39CSRJkmLAQRtFKSkpVFRU1NlfVlZGampqFCaSJEmx7KCNoszMzDrvHaqoqOCLL74gMzMzSlNJkqRYddBG0cCBA3n55ZcpLy8P7ysuLiYYDNK/f/8oTiZJkmJRIBSK1+/l+H5lZWUMGzaMjIwMLrnkkvCHN55xxhl+eKMkSarjoI0i+PrHfNx888288cYbJCcnc+aZZzJlyhSaNGkS7dEkSVKMOaijSJIkaW8dtO8pkiRJ2hdGkSRJEkaRJEkSYBRJkiQBRpEkSRJgFEmSJAGQGO0BpIYwf/58CgoK6uw//vjjefbZZ3/w9oMHD+bUU0/1gz6lGNW5c+cfXDN79mxGjhzZCNPoYGEU6aDVrFkzHnrooTr7JMW/P/zhDxHb5513HmPHjmX48OHhfR06dGjssRTnjCIdtILBIDk5OdEeQ1ID2NNz+6ijjvre5/yOHTv8i5G+l+8p0iFl+/btzJo1i6FDh9K9e3cGDx7MjBkzqKio+N7brV27losvvpg+ffrQvXt3hg4dSmFhYcSaN954g3HjxpGTk0PPnj25+uqr+fLLLxvy4Uj6DvPnzyc3N5e33nqL8847j+zsbB555BFWrFhB586defvttyPWT5w4kbFjx0bsW7duHZdddhk9e/YkJyeHCRMmsHHjxsZ8GGpkXinSQa26ujpie8eOHdTU1DBlyhTS0tL45JNPuOeee5g4cSK/+93vvvM8l156KYcffji33norLVu2ZOPGjXz66afh42+88QZjx45l0KBB3HnnnVRWVjJ37lwmTpxY5zK/pMZRVVXF1VdfzS9+8QumTJlC69atKSsr26vblpaWMnr0aI4//njmzJlDIBDgnnvu4Re/+AXFxcX+DM2DlFGkg9b27dvp1q1bxL7f/OY3zJw5M7xdXV3NMcccw5gxY1i/fj0ZGRl1zrN582Y2bdrEDTfcwODBgwHo27dvxJrbb7+dE044gYKCAgKBAABZWVkMHz6cpUuXMmjQoAP98CT9gKqqKqZMmUJ+fn5434oVK/bqtgUFBaSmpvLAAw/QtGlTAHr06MGQIUNYvHgxP/vZzxpkZkWXUaSDVrNmzVi0aFHEvvT0dJ566ikefPBBPvzwQ7Zv3x4+tmHDhj1GUZs2bTj66KO54447KCsro1+/fhx55JHh45WVlbz++utce+211NTUhPd37NiRo446irffftsokqJkf597L730Evn5+SQkJISvOKekpNC1a1dWrVp1IEdUDDGKdNAKBoNkZ2dH7HvuueeYOnUq5513Xvhy+hdffMHll1/Ozp0793ieQCDAwoULufPOO5k1a1b4CtR1113HSSedRHl5OTU1NcyePZvZs2fXuf0nn3zSII9P0vdr3rw5ycnJ+3Xbr776ioceeqjOd7ACJCUl1Xc0xSijSIeU4uJiunTpwqxZs8L7Xn311R+8XUZGBvPmzaOqqoo33niDO+64g0svvZRly5bRqlUrAoEAl1xyCaeffnqd27Zp0+aAPgZJe2f3S9nftPulsKqqqoj95eXlEetTU1MZNGgQY8aMqXOO/Q0txT6jSIeUHTt21Plb3p///Oe9vn1SUhK9e/dmwoQJXHbZZXz++edkZGSQk5NDSUlJnStTkmLL7pe+161bR48ePYCv3zf4zjvvcMIJJ4TX9evXj7Vr19K1a1cSEhKiMqsan1GkQ8rJJ5/MrFmzWLBgAbm5uSxdupTly5d/723ee+89/uu//ov8/HzS09PZunUr9957L0cffXT4w+GuvfZaxo8fz+TJkxk2bBgpKSl8+umnvPzyy4wcOZI+ffo0xsOT9AOOPPJIunfvzoIFC2jVqhWJiYkUFhbSqlWriHVXXnkl55xzDhdddBHnnnsuhx9+OP/3f//Hq6++Sq9evSI+JFIHD6NIh5TRo0ezadMmFi1axMKFCxkwYAC3334755577nfepm3bthx++OHce++9fPbZZ7Rq1YpevXrx29/+Nvw3yB49evDoo48yf/58rrvuOqqqqjjyyCPp27cvxx57bGM9PEl74bbbbuPGG2/kuuuu4/DDD2fy5MksWbIk4vPKjj32WBYvXszcuXOZOXMm27dvp23btpx00kl79SNGFJ8CoVAoFO0hJEmSos1PtJYkScIokiRJAowiSZIkwCiSJEkCjCJJkiTAKJIkSQKMIkmSJMAokiRJAowiSY3oT3/6E507d2bTpk3RHqXeDqbHIulrRpEkSRJGkSRJEmAUSVJMqKysjPYI0iHPKJIUVUuXLmXMmDHk5OSQm5vLhAkTWLt2bZ11f/nLX8jPzyc7O5vhw4fz3HPPMW3aNAYPHhyxrra2lgcffJBhw4aRnZ3NySefzIwZMygrK4tYN3jwYC655BJee+01zjnnHLKzsxkyZAhPPfVUnfteu3Yt48aN48QTT2TgwIHcdddd1NbW1ln3/PPPM2HCBAYMGMAJJ5zA6aefzoIFC6ipqYlYN3bsWIYPH86qVav42c9+Rvfu3bnjjjuYOnUqffr0oaqqqs65L7zwQoYOHbo3v6SS9lNitAeQdOh66qmnmDZtGgMGDOCaa66hsrKSxx57jDFjxvDkk09yzDHHAPCPf/yDKVOmkJWVxdVXX01ZWRk33HAD7dq1q3POGTNm8OSTTzJy5EjGjh3Lpk2beOSRR1i9ejWPPfYYSUlJ4bUffvghV111Feeccw4//elPeeKJJ5g2bRrdunXj+OOPB+CLL75g3Lhx1NTUMGHCBJo3b84f//hHmjZtWue+n3zySVq0aMEFF1xAixYteOWVV5g3bx5bt25l6tSpEWu3bNnCxRdfzLBhwxgxYgSHHXYYLVq04KmnnuKf//wnp512WnjtF198wSuvvMLll19+QH7dJX2HkCQ1kieeeCKUlZUVKi0tDW3dujXUq1ev0I033hix5osvvgj17NkzYv/w4cNDAwcODG3dujW8b8WKFaGsrKzQaaedFt73r3/9K5SVlRV65plnIs65bNmyOvtPO+20UFZWVuhf//pXeN+XX34ZOuGEE0Jz5swJ77v11ltDWVlZoTfffDNiXc+ePcOPZbfKyso6j3n69Omh7t27h3bu3Bne9/Of/zyUlZUVeuyxxyLW1tTUhAYOHBiaPHlyxP4HHngg1Llz59DGjRvrnF/SgePLZ5Ki4uWXX6a8vJxhw4axefPm8D/BYJDu3buzYsUKAD777DPWrFnDWWedRXJycvj2vXv3JisrK+KcxcXFtGrViv79+0ecs1u3brRo0SJ8zt2OO+44evXqFd5OS0sjIyOD0tLS8L6lS5eSk5PDiSeeGLHujDPOqPOYmjVrFv7vrVu3snnzZnr16kVlZSUlJSURa5s0acLIkSMj9gWDQc444wxeeOEFtm7dGt7/zDPPkJubS3p6+nf/gkqqN18+kxQVGzZsAGD8+PF7PN6yZUsAPv74YwA6dOhQZ82xxx7L6tWrw9sffvghFRUV9OvXb4/n/PLLLyO2jzrqqDprUlNTI95/9PHHH9O9e/c66zIyMursW7t2LXPnzuWVV16JiBqAioqKiO127drRpEmTOuc466yzKCws5Pnnn+ess86ipKSEd955h5kzZ+7xMUk6cIwiSVERCoUA+M1vfkPbtm3rHE9ISNjnc9bW1nLYYYdx22237fF4Wlpave/ju5SXl/Pzn/+cli1bcuWVV9KhQweaNm3KO++8w2233VbnjdnfvKr0TccddxzdunXjmWee4ayzzuKZZ54hKSmJvLy8AzarpD0ziiRFxe6Xgg477DBOPvnk71zXvn17ADZu3Fjn2Icffhix3aFDB5YvX06PHj2+Mzr2Vfv27evcD8D69esjtl999VW2bNlCQUEBJ510Unj//nzi9VlnncWcOXP4/PPPefbZZzn11FNJTU3d9+El7RPfUyQpKk455RRatmzJvffeu8dvQd+8eTPw9ctMWVlZPPXUU2zbti18/NVXX2XNmjURt8nLy6Ompoa77rqrzvmqq6spLy/f5zkHDRrEypUreeuttyJm+/Of/xyxLhj8+svp7itgALt27eLRRx/d5/scPnw4gUCAW2+9ldLSUkaMGLHP55C077xSJCkqWrZsyU033cS1117LyJEjyc/PJy0tjY8//pilS5fSo0cPZsyYAcCUKVOYOHEi559/PiNHjqS8vJxHHnmErKysiFDq3bs35513Hvfeey/vvvsu/fv3JykpiQ0bNlBcXMwNN9zAT37yk32a85e//CVPP/00v/zlLxk3blz4W/Lbt2/P+++/H16Xm5tLamoq06ZNY+zYsQQCAZ5++umISNpbaWlpnHLKKRQXF5OSksKpp566z+eQtO+8UiQpas444wwefPBBjjjiCBYuXMitt95KUVERXbp0ifjOrMGDB3PHHXdQVVXF7bffznPPPcfs2bPJyMio83lBs2bN4uabb+bLL7/kzjvv5Pbbb+eVV15hxIgR9OjRY59nPOKII3j44Yfp3Lkz9913Hw899BBnnnkm48aNi1jXpk0b7rnnHtq2bcvcuXNZuHAhJ598Mv/xH/+xX782Z555JvD11a89vSFb0oEXCO3PX2MkKQaceeaZpKWl8cADD0R7lAPu+eef5/LLL+eRRx6J+NgASQ3HK0WSYl5VVRXV1dUR+1asWMF7771H7969ozRVw1q8eDHp6en07Nkz2qNIhwzfUyQp5n322WdccMEFjBgxgiOOOIKSkhJ+//vf07ZtW0aPHh3t8Q6oJUuW8P777/OPf/yDG264gUAgEO2RpEOGUSQp5qWmptKtWzcWL17M5s2badGiBYMGDeKaa66hTZs20R7vgPrVr35FixYtOOeccxgzZky0x5EOKb6nSJIkCd9TJEmSBBhFkiRJgFEkSZIEGEWSJEmAUSRJkgQYRZIkSYBRJEmSBBhFkiRJAPx/4mhY2BURoDgAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot(data=pokemon, x=\"legendary\", y=\"hp\", errorbar=\"sd\")" ] }, { "cell_type": "markdown", "id": "4f75e1fa-a5d7-4d2c-a458-8190a7cd700e", "metadata": {}, "source": [ "Here, we use a barplot to show average hit points by type. `errorbar=None` removes the standard deviation bars, because they clutter up the plot with too much detail. " ] }, { "cell_type": "code", "execution_count": 68, "id": "17f1c289-5990-4420-bfcb-e50eee0b8af6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot(data=pokemon, x=\"hp\", y=\"type\", hue=\"type\", errorbar=None, palette=\"muted\")" ] }, { "cell_type": "markdown", "id": "213d6139-203f-4d81-a4b1-6f98cb184662", "metadata": {}, "source": [ "**When you want to show how many observations are the intersection of multiple categories,** a [countplot](https://seaborn.pydata.org/generated/seaborn.countplot.html) is a good choice. \n", "\n", "To demonstrate this, let's convert the numeric variable `speed` into a categorical variable, `speed_category`, using the built-in function [cut](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.cut.html). " ] }, { "cell_type": "code", "execution_count": 69, "id": "3c8e9f47-9aea-4bf0-a628-7aa1a66a8eee", "metadata": {}, "outputs": [], "source": [ "bins = [0, 50, 100, 200]\n", "labels = [\"slow\", \"medium\", \"fast\"]\n", "pokemon[\"speed_category\"] = pd.cut(pokemon.speed, bins=bins, labels=labels)" ] }, { "cell_type": "code", "execution_count": 70, "id": "22f78bec-3d18-4133-ba9f-6595d7181ded", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(data=pokemon, x=\"speed_category\", hue=\"legendary\")" ] }, { "cell_type": "markdown", "id": "fd508c13-9900-4be1-958f-4f9e9e9b633a", "metadata": {}, "source": [ "**When you want to show the relationship between two numeric variables**, a [scatterplot](https://seaborn.pydata.org/generated/seaborn.scatterplot.html) is a good choice. \n", "\n", "Here, we plot pokémon hit points against their speed. " ] }, { "cell_type": "code", "execution_count": 71, "id": "444d9832-bd57-4238-9ea4-5ee898847170", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=pokemon, x=\"hp\", y=\"speed\")" ] }, { "cell_type": "markdown", "id": "03e81709-393d-4c41-bce5-2dffc9cf5553", "metadata": {}, "source": [ "You can distinguish between categories within a scatter plot by assigning a categorical variable to `hue`. We set the marker size with `s` and their opacity with `alpha`. " ] }, { "cell_type": "code", "execution_count": 72, "id": "86f9747b-00a3-407f-9b73-0bce40bac50d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=pokemon, x=\"hp\", y=\"speed\", hue=\"legendary\", alpha=0.5, s=60)" ] }, { "cell_type": "markdown", "id": "f3741251-2a2b-437e-b68f-084fb4399e9f", "metadata": {}, "source": [ "Finally, if you want scatter plots across multiple categories, a [relplot](https://seaborn.pydata.org/generated/seaborn.relplot.html) lets you distribute categories across rows and colums in a grid. " ] }, { "cell_type": "code", "execution_count": 73, "id": "7385237c-6a5c-4041-af46-559d6d84d1fa", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "favorite_types = pokemon[pokemon.type.isin([\"Fire\", \"Water\", \"Grass\"])]\n", "sns.relplot(data=favorite_types, x=\"hp\", y=\"speed\", hue=\"legendary\", col=\"type\", s=100)" ] }, { "cell_type": "markdown", "id": "c6a20904-416d-44be-a4f3-2107200fb3c2", "metadata": {}, "source": [ "#### Your turn\n", "\n", "**1.5.0.** Plot a histogram of peoples' heights." ] }, { "cell_type": "code", "execution_count": 74, "id": "3b268a30-42ff-4ab8-b2cd-c58a76121f9c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LFi3S/PnzlZOTI6fTqZSUFM2ZM0dhYd+33L17d9lsNi1YsEATJkxQTEyMpkyZoszMTI+1s7Oz5XK5tHr1ah0/flyJiYmy2Wzq2rWr33oHgObA0Smg5WhRIaxLly41fg7kheoarxIVFaXc3Fzl5uZ6ndenTx+tXbvW6xzDMDRx4kRNnDixXo8NAABQl4C7JgwAACAYEMIAAABMQAgDAAAwASEMAADABIQwAAAAExDCAAAATEAIAwAAMAEhDAAAwASEMAAAABMQwgAAAExACAMAADABIQwAGsAwDBmG2VUACAaEMACoJ8MwtGbjbtn+vtvsUgAEgTCzCwCAQFJSWi6DQ2EA/IAjYQAAACYghAEAAJiAEAYAAGACQhgAAIAJCGEAAAAmIIQBAACYgBAGAABgAkIYAACACQhhAAAAJiCEAQAAmIAQBgAAYAJCGAAAgAkIYQAAACYghAEAAJiAEAYAFzAMQ4ZhmF0GgFaAEAYA5xmGoTUbd2vNxt0EMQBNLszsAgCgJSkpLTe7BACtBEfCAAAATEAIAwAAMAEhDABQb1wqB/gP14QBAOrFMAzZ/r5boaEhGp+WYHY5QMBrUUfCDhw4oJycHI0aNUpXXXWVRo4cWeO8devW6YYbbtA111yjm266Se+88061OcXFxZo9e7b69++vpKQkTZkyRUePHq0276OPPtKYMWPUq1cvDRkyRKtWrZLL5fKY43K5tGrVKg0ePFi9evXSmDFj9PHHH/ulZwAIJCWl5Tp1xml2GUBQaFEhbO/evdq2bZu6d++u+Pj4Gue8+eabevjhh5WWlqa8vDz17t1bkydPrhaKpk6dqh07dmju3Ll66qmnVFhYqOzsbDmd3795HDhwQFlZWerUqZNWrlypcePGafHixVq9erXHWnl5eVq8eLHGjx+vlStXqlOnTsrMzNTBgwf9/hwAAIDWoUWdjhw6dKiuu+46SdKsWbP02WefVZuzePFijRgxQlOnTpUkDRw4UHv27NGyZcuUl5cnSdq5c6e2b98um82mlJQUSVJsbKzS09O1efNmpaenS5JsNps6duyohQsXymKxKDk5WcePH9eKFSt05513ymKx6OzZs1q5cqUyMzM1fvx4SVLfvn114403ymazae7cuU37pAAAgKDUoo6EhYR4L+fgwYP68ssvlZaW5rE9PT1dBQUFKisrkyTl5+fLarVq0KBB7jlxcXFKTExUfn6+e1t+fr6GDRsmi8XisZbD4dDOnTslnTtdWVJS4vGYFotF119/vcdaAAAADdGiQlhd7Ha7pHNHtS4UHx+v8vJy9+lBu92u2NjYane8jouLc69x+vRpffPNN4qLi6s2xzAM97yqrz+cFx8fr8OHD+vMmTN+6g4AALQmLep0ZF2KiookSVar1WN71fdV4w6HQ1FRUdX2j46Odp/iLC4urnEti8WiiIgIj7UsFovCw8OrPabL5VJRUZHatm3rc09hYQGVg2sUGhri8bU1offg6t0w5P7HW1iYIZfLqHn8/GZvvZ+bZtS+Ti1jddVRV43e1q/Pvt7WMAx59P6D32Hy6XECSTC+5uuL3pum94AKYcEmJMRQx46RZpfhN1ZrhNklmIbeg0dYWKgkqUOHmv9sVo1LdfceFhbqdZ3axuqqo64ava1fn329rREWem7/qKi6e6/v4wSaYHvNNwS9+1dAhbDo6GhJ545iderUyb3d4XB4jFutVh05cqTa/kVFRe45VUfKqo6IVSkrK1NpaanHWmVlZTp79qzH0TCHwyHDMNzzfFFZ6ZLDcdrn/VuK0NAQWa0RcjhKVVFRaXY5zYreg6t3w5CczgpJ0smTp6od6XGPnz+w4633qrne1qlprK466qrR2/r12dfbGoYhOSsqFBYaquLiUjmd3nuvz+MEkmB8zdcXvX/fu9Ua4bejYgEVwqquy7Lb7R7XaNntdrVp00Zdu3Z1zysoKJDL5fK4LqywsFA9e/aUJLVr106XXXaZ+5qvC+e4XC73+lVfCwsLdeWVV3o8ZufOnRt1KlJSrW9igaiiojKo+mkIeg+O3g3DcN8n0Ol0VbtnYNW4cT6FeevdMAy55Kp9nVrG6qqjrhq9rV+ffb2tYRiGdH6XOnuv5+MEomB6zTcUvfu394A6udu1a1f16NFDmzZt8ti+YcMGJScnu3/LMTU1VUVFRSooKHDPKSws1K5du5Samurelpqaqq1bt6q8vNxjLavVqqSkJElSnz591L59e23cuNE9p7y8XJs3b/ZYCwAAoCFa1JGw0tJSbdu2TZJ06NAhlZSUuANX//79FRMTo3vvvVczZsxQt27dNGDAAG3YsEGffvqpXnzxRfc6SUlJSklJ0ezZszVz5kyFh4frmWeeUUJCgoYPH+6el5WVpfXr12v69OnKyMjQnj17ZLPZNG3aNHegCw8P18SJE7VkyRLFxMSoZ8+eeuWVV3Ty5EllZWU147MDAACCSYsKYceOHdN9993nsa3q+xdeeEEDBgzQyJEjVVpaqry8PK1atUqxsbFaunSp+8hVlUWLFmn+/PnKycmR0+lUSkqK5syZo7Cw71vu3r27bDabFixYoAkTJigmJkZTpkxRZmamx1rZ2dlyuVxavXq1jh8/rsTERNlsNvfpTwAAgIZqUSGsS5cu+uKLL+qcN3r0aI0ePdrrnKioKOXm5io3N9frvD59+mjt2rVe5xiGoYkTJ2rixIl11gYAAFAfAXVNGAAAQLAghAEAAJiAEAYAAGACQhgAAIAJCGEAAAAmIIQBAACYgBAGAABgAkIYAACACQhhAAAAJiCEAQAAmIAQBgAAYAJCGAAAgAkIYQAAACYghAEAAJiAEAYAAGACQhgAAIAJCGEAAAAmIIQBAACYgBAGAABgAkIYAACACQhhAAAAJiCEAQAAmIAQBgAAYAJCGAAAgAkIYQAAACYghAEAAJjA5xB21113qaCgoNbxf/zjH7rrrrt8XR4AACCo+RzCPvjgA/373/+udfz48eP68MMPfV0eAAAgqDXqdKRhGLWOHThwQJGRkY1ZHgAAIGiFNWTy66+/rtdff939/fLly7V27dpq84qLi/XFF18oNTW18RUCAAAEoQaFsNLSUp04ccL9/alTpxQSUv1gWrt27TR27FhNmjSp8RUCAAAEoQaFsNtvv1233367JGno0KH67W9/q2HDhjVJYQAAAMGsQSHsQm+//bY/6wAAAGhVfA5hVUpKSnT48GE5HA65XK5q4z/96U8b+xAAAABBx+cQdvz4cT322GPavHmzKioqqo27XC4ZhqHdu3c3qkAAAIBg5HMIy8nJ0TvvvKM777xT/fr1k9Vq9WddXm3dulUrVqzQvn37FBkZqb59+2rGjBnq2rWrx7x169bpueee0+HDhxUbG6tp06ZpyJAhHnOKi4s1f/58bdmyReXl5frZz36mOXPm6OKLL/aY99FHH+mJJ57Q7t27ddFFFykjI0PZ2dleb9MBAABQG59D2I4dOzRu3Dg9+OCD/qynTu+//74mT56sm2++WdOmTdPJkyf1hz/8QZmZmVq/fr3atm0rSXrzzTf18MMP65577tHAgQO1YcMGTZ48WS+99JJ69+7tXm/q1Knat2+f5s6dq/DwcC1atEjZ2dl67bXXFBZ27uk5cOCAsrKyNGjQIE2dOlVffPGFnnrqKYWGhiorK6tZ+wcAAMHB5xDWtm1bXX755f6spV7efPNNde7cWbm5ue6jUDExMRo3bpw+++wz9evXT5K0ePFijRgxQlOnTpUkDRw4UHv27NGyZcuUl5cnSdq5c6e2b98um82mlJQUSVJsbKzS09O1efNmpaenS5JsNps6duyohQsXymKxKDk5WcePH9eKFSt05513ymKxNPOzAAAAAp3Pd8y/6aabtGXLFn/WUi9Op1ORkZEepwGjoqIkyf2LAQcPHtSXX36ptLQ0j33T09NVUFCgsrIySVJ+fr6sVqsGDRrknhMXF6fExETl5+e7t+Xn52vYsGEeYSs9PV0Oh0M7d+70f5MAACDo+RzCbrjhBhUVFSkrK0ubN2/Wp59+qs8//7zaf/7285//XPv379dLL72k4uJiHTx4UAsXLtRVV12lPn36SJLsdrukc0e1LhQfH6/y8nIdPHjQPS82NrbadV1xcXHuNU6fPq1vvvlGcXFx1eYYhuGeBwAA0BA+n46summrJL333nvVxpvqtyP79eunpUuXavr06frd734nSUpMTNRzzz2n0NBQSVJRUZEkVftlgarvq8YdDof7KNqFoqOj9dlnn0k6d+F+TWtZLBZFRES41/JVWFijPr6zRQgNDfH42prQe3D1bhjffyZuWJghl8uoefz8Zm+9n5tm1L5OLWN11VFXjd7Wr8++3tYwDHn0XsNdiRr8OIEkGF/z9UXvTdO7zyFs/vz5/qyj3j766CM9+OCDuu222zR48GCdPHlSzz77rCZMmKCXX37ZfWF+IAgJMdSxY/B8yLnVGmF2Caah9+ARFnbuH3MdOtT8Z7NqXKq797CwUK/r1DZWVx111eht/frs622NsPP/2I2Kqrv3+j5OoAm213xD0Lt/+RzCbrnlFn/WUW+PPfaYBg4cqFmzZrm39e7dW4MHD9Ybb7yhMWPGKDo6WtK5o1idOnVyz3M4HJLkHrdarTpy5Ei1xygqKnLPqTpSVnVErEpZWZlKS0vd83xRWemSw3Ha5/1bitDQEFmtEXI4SlVRUWl2Oc2K3oOrd8OQnM5z9z08efJUtSM97vHzB3a89V4119s6NY3VVUddNXpbvz77elvDMCRnRYXCQkNVXFwqp9N77/V5nEASjK/5+qL373u3WiP8dlSs0XfMb2779++v9nmVl156qTp27KivvvpKktzXb9ntdo9ruex2u9q0aeO+n1hcXJwKCgrcp06rFBYWqmfPnpLOfRj5ZZddVu3ar8LCQrlcrmrXijVUbW9igaiiojKo+mkIeg+O3g3DcP+Cj9PpqvYpIFXjxvkU5q13wzDkkqv2dWoZq6uOumr0tn599vW2hmEY0vld6uy9no8TiILpNd9Q9O7f3n0OYQ899FCdcwzDUG5urq8PUaPOnTtr165dHtsOHTqkEydOuG+Z0bVrV/Xo0UObNm3Sdddd5563YcMGJScnu3/LMTU1Vc8++6wKCgp07bXXSjoXrnbt2qVf/epX7v1SU1O1detWPfDAA2rTpo17LavVqqSkJL/2BwAAWgefQ9j7779fbVtlZaW+++47VVRUKCYmRhER/j9/OnbsWOXm5uqxxx7T0KFDdfLkSS1fvlwXXXSRxy0p7r33Xs2YMUPdunXTgAEDtGHDBn366ad68cUX3XOSkpKUkpKi2bNna+bMmQoPD9czzzyjhIQEDR8+3D0vKytL69ev1/Tp05WRkaE9e/bIZrNp2rRp3CMMAAD4xOcQ9vbbb9e4vby8XH/5y1/0xz/+UatXr/a5sNrcddddslgseuWVV/Taa68pMjJSvXv31qJFi9SxY0f3vJEjR6q0tFR5eXlatWqVYmNjtXTp0mpHrhYtWqT58+crJydHTqdTKSkpmjNnjvtu+ZLUvXt32Ww2LViwQBMmTFBMTIymTJmizMxMv/cHAABaB79fE9amTRvdcccd2rdvn+bNm6dVq1b5dX3DMJSRkaGMjIw6544ePVqjR4/2OicqKkq5ubl1njbt06eP1q5d26BaAQAAatNkN/y48sor9eGHHzbV8gAAAAGtyULYe++91yTXhAEAAAQDn09HLl26tMbtxcXF+vDDD7Vr1y5NmDDB58IAAACCmd9DWHR0tLp27apHH31Ut912m8+FAQAABDOfQ9j//d//+bMOAACAVqX1fRInAABAC9DoW1R88MEHevfdd3X48GFJ5+5oP3jwYPXv37/RxQEAAAQrn0NYWVmZpk+fri1btsjlcslqtUo69yHZzz//vK6//no9/fTT7o/5AQAAwPd8Ph25bNkyvfXWW7r77ru1fft2ffDBB/rggw+0Y8cOZWZmavPmzVq2bJk/awUAAAgaPoew9evX65ZbbtGDDz6oH/3oR+7tF110kR544AHdfPPN+tvf/uaXIgEAAIKNzyHsu+++U69evWod79Wrl7777jtflwcAAAhqPoewSy+9VB988EGt4x9++KEuvfRSX5cHAAAIaj6HsJtvvlkbN25UTk6O7Ha7KioqVFlZKbvdrkceeUSbNm3SLbfc4s9aAQAAgobPvx15zz336ODBg1q7dq3WrVunkJBzea6yslIul0u33HKL7rnnHr8VCgAAEEx8DmGhoaFasGCBxo8fr/z8fB06dEiSdPnllys1NVVXXnml34oEAAAINg0KYWfPntXjjz+uH//4x7rzzjslSVdeeWW1wPXCCy/oz3/+s377299ynzAAAIAaNOiasL/85S96/fXXNXjwYK/zBg8erNdee03r1q1rTG0AAABBq0EhbOPGjRo+fLi6du3qdV63bt1044036s0332xUcQAAAMGqQSFsz5496tu3b73mJiUl6YsvvvCpKAAAgGDXoBBWXl5e72u82rRpo7KyMp+KAgAACHYNCmEXX3yx9u7dW6+5e/fu1cUXX+xTUQAAAMGuQSHs2muv1RtvvKFjx455nXfs2DG98cYbuvbaaxtVHAAAQLBqUAjLzs7W2bNnNW7cOH3yySc1zvnkk080fvx4nT17Vr/61a/8UiQAAECwadB9wrp27apFixbp/vvv19ixY9W1a1f17NlTkZGROnXqlPbu3auvvvpKbdu21cKFC9WtW7emqhsAACCgNfiO+YMHD9bf/vY35eXl6d1339WWLVvcYxdffLFGjx6t7OzsOm9jAQAA0Jr59LFFXbp00aOPPipJKikp0alTpxQZGan27dv7tTgAAIBg5fNnR1Zp37494QsAAKCBGnRhPgAAAPyDEAYAAGACQhgAAIAJCGEAAAAmIIQBAACYgBAGAABgAkIYAACACQhhAAAAJgjYEPb666/r5ptv1jXXXKMBAwboV7/6lc6cOeMef/vtt3XTTTfpmmuu0Q033KDXXnut2hplZWV64oknNGjQIPXu3Vt333237HZ7tXn79+/X3Xffrd69e2vQoEF68sknVVZW1qT9AQCA4NboO+abYfny5crLy9M999yj3r1768SJEyooKFBFRYUk6Z///KcmT56sW2+9VbNnz9Y//vEP/fa3v1VkZKRuvPFG9zqPPfaYNmzYoFmzZumSSy7RihUrNH78eL355puKioqSJBUVFWncuHHq0aOHlixZom+//VYLFizQmTNnlJOTY0r/AAAg8AVcCLPb7Vq6dKmeffZZ/ed//qd7+w033OD+/+XLl6tXr1763e9+J0kaOHCgDh48qMWLF7tD2JEjR/Tqq6/qkUce0a233ipJuuaaazRkyBD9+c9/VnZ2tiTpz3/+s06dOqWlS5eqQ4cOkqSKigo9+uijmjhxoi655JLmaBsAAASZgDsd+de//lVdunTxCGAXKisr0/vvv+9xxEuS0tPTtX//fn399deSpO3bt6uystJjXocOHTRo0CDl5+e7t+Xn5ys5OdkdwCQpLS1NlZWV2rFjhx87AwAArUnAhbBPPvlEPXv21LPPPqvk5GT9x3/8h8aOHatPPvlEkvTVV1+pvLxccXFxHvvFx8dLkvuaL7vdrosuukjR0dHV5l14XZjdbq+2ltVqVadOnWq8fgwAAKA+Au505HfffafPPvtMe/bs0SOPPKKIiAitWLFCmZmZ2rx5s4qKiiSdC0oXqvq+atzhcLiv+/rhvKo5VfN+uJYkRUdHe8zzVVhYwOXgakJDQzy+tib0Hly9G4ZkGIYkKSzMkMtl1Dx+frO33s9NM2pfp5axuuqoq0Zv69dnX29rGIY8ene5vOxbz8cJJMH4mq8vem+a3gMuhLlcLp0+fVp/+MMfdOWVV0qSfvKTn2jo0KF68cUXlZKSYnKF9RcSYqhjx0izy/AbqzXC7BJMQ+/BIywsVJLUoUPNfzarxqW6ew8LC/W6Tm1jddVRV43e1q/Pvt7WCAs9t39UVN291/dxAk2wveYbgt79K+BCmNVqVYcOHdwBTDp3LddVV12lffv2acSIEZKk4uJij/0cDockuU8/Wq1WlZSUVFvf4XB4nKK0Wq3V1pLOHVH74anMhqqsdMnhON2oNVqC0NAQWa0RcjhKVVFRaXY5zYreg6t3w5CcznO/ZX3y5KlqR3rc4+cP7HjrvWqut3VqGqurjrpq9LZ+ffb1toZhSM6KCoWFhqq4uFROp/fe6/M4gSQYX/P1Re/f9261RvjtqFjAhbArrrhCX331VY1jZ8+eVbdu3dSmTRvZ7Xb97Gc/c49VXb9VdX1XXFyc/v3vf1cLUz+8BiwuLq7atV/FxcX67rvvql0r5ova3sQCUUVFZVD10xD0Hhy9G4Yh1/nE4HS63P//w3HjfArz1rthGHLJVfs6tYzVVUddNXpbvz77elvDMAzp/C519l7PxwlEwfSabyh692/vAXdyd8iQITp58qR2797t3nbixAl9/vnnuvrqq2WxWDRgwAD9z//8j8d+GzZsUHx8vLp06SJJSklJUUhIiDZv3uyeU1RUpO3btys1NdW9LTU1Ve+99577SJokbdq0SSEhIRo0aFBTtQkAAIJcwB0Ju+6663TNNddoypQpmjZtmsLDw7Vq1SpZLBbdfvvtkqRf//rXuuuuuzR37lylpaXp/fff19///nc988wz7nUuvfRS3XrrrXryyScVEhKiSy65RCtXrlRUVJTGjh3rnjd27Fj96U9/0qRJkzRx4kR9++23evLJJzV27FjuEQYADVB1sX6wHRkDfBVwISwkJESrVq3S/PnzlZOTo/LycvXr108vvfSSOnXqJEnq16+flixZokWLFunVV19V586d9dhjjyktLc1jrTlz5igyMlJPP/20Tp06pT59+uj555/3+K3J6Oho/fGPf9S8efM0adIkRUZG6tZbb9W0adOatW8ACGSGYWjNxnNnMManJRLEAAVgCJOkmJgY/f73v/c6Z9iwYRo2bJjXORaLRTNnztTMmTO9zouPj9eaNWsaWiYA4AIlpeVmlwC0KAF3TRgAAEAwIIQBAACYgBAGAABgAkIYAACACQhhAAAAJiCEAWh1DMNw37MKAMxCCAPQqlTdr2rNxt0EMQCmCsj7hAFAY3C/KgAtAUfCAAAATEAIAwAAMAEhDAAAwASEMAAAABMQwgAAAExACAMQVLgHGIBAQQgDEDS4BxiAQMJ9wgAEFe4BBiBQcCQMAADABIQwAAAAExDCAAAATEAIAwAAMAEhDADQ4vDbrWgNCGEAgBbFMAyte3cfQQxBjxAGAGhxTp3hViMIfoQwAAAAExDCAAAATEAIAwAAMAEhDAAAwASEMAAAABMQwgAAAExACAMAADABIQwAAMAEhDAAAAATEMIAAABMQAgDAAAwASEMAADABAEfwk6dOqXU1FQlJCTof//3fz3G1q1bpxtuuEHXXHONbrrpJr3zzjvV9i8uLtbs2bPVv39/JSUlacqUKTp69Gi1eR999JHGjBmjXr16aciQIVq1apVcLleT9QUAAIJbwIewZ599VhUVFdW2v/nmm3r44YeVlpamvLw89e7dW5MnT9bHH3/sMW/q1KnasWOH5s6dq6eeekqFhYXKzs6W0+l0zzlw4ICysrLUqVMnrVy5UuPGjdPixYu1evXqpm4PAAAEqTCzC2iM/fv36+WXX9bMmTP1yCOPeIwtXrxYI0aM0NSpUyVJAwcO1J49e7Rs2TLl5eVJknbu3Knt27fLZrMpJSVFkhQbG6v09HRt3rxZ6enpkiSbzaaOHTtq4cKFslgsSk5O1vHjx7VixQrdeeedslgszdc0AAAICgF9JOyxxx7T2LFjFRsb67H94MGD+vLLL5WWluaxPT09XQUFBSorK5Mk5efny2q1atCgQe45cXFxSkxMVH5+vntbfn6+hg0b5hG20tPT5XA4tHPnzqZoDQAABLmADWGbNm3Snj17NGnSpGpjdrtdkqqFs/j4eJWXl+vgwYPuebGxsTIMw2NeXFyce43Tp0/rm2++UVxcXLU5hmG45wEAADREQJ6OLC0t1YIFCzRt2jS1b9++2nhRUZEkyWq1emyv+r5q3OFwKCoqqtr+0dHR+uyzzySdu3C/prUsFosiIiLca/kqLCxgc7BbaGiIx9fWhN5bVu+GIfc/qsLCDLlcRoPm1LW/e/z8Zm+9n5tm1L5OLWONrdHb+vXZ19sahiGP3mv73aSaHqexj90StMTXfHOh96bpPSBD2PLly3XRRRfpF7/4hdmlNEpIiKGOHSPNLsNvrNYIs0swDb23HGFhoZKkDh1q/7PlbU5d+1eNS3X3HhYW6nWdpqrR2/r12dfbGmGh5/aPiqq79x8+TmMfu6Voaa/55kTv/hVwIezQoUNavXq1li1b5j5Kdfr0affXU6dOKTo6WtK5o1idOnVy7+twOCTJPW61WnXkyJFqj1FUVOSeU3WkrOqxqpSVlam0tNQ9zxeVlS45HKd93r+lCA0NkdUaIYejVBUVlWaX06zovWX1bhiS03nut6VPnjxV45Eab3Pq2t89fv7gjLfeq+Z6W6cpavS2fn329baGYUjOigqFhYaquLhUTqf33i98nMY+dkvQEl/zzYXev+/dao3w21GxgAthX3/9tcrLyzVhwoRqY3fddZd+8pOf6Omnn5Z07pqvC6/lstvtatOmjbp27Srp3HVdBQUFcrlcHteFFRYWqmfPnpKkdu3a6bLLLqt27VdhYaFcLle1a8UaqrY3sUBUUVEZVP00BL23jN4Nw3Dfv8/pdNV4Lz9vc+rav2rcOJ/CvPVuGIZcctW+Ti1jja3R2/r12dfbGoZhSOd3qbP3HzxOYx+7JWlJr/nmRu/+7T3gTu4mJibqhRde8PjvoYcekiQ9+uijeuSRR9S1a1f16NFDmzZt8th3w4YNSk5Odv+WY2pqqoqKilRQUOCeU1hYqF27dik1NdW9LTU1VVu3blV5ebnHWlarVUlJSU3ZLgAACFIBdyTMarVqwIABNY5dffXVuvrqqyVJ9957r2bMmKFu3bppwIAB2rBhgz799FO9+OKL7vlJSUlKSUnR7NmzNXPmTIWHh+uZZ55RQkKChg8f7p6XlZWl9evXa/r06crIyNCePXtks9k0bdo07hEGAAB8EnAhrL5Gjhyp0tJS5eXladWqVYqNjdXSpUurHblatGiR5s+fr5ycHDmdTqWkpGjOnDkKC/v+qenevbtsNpsWLFigCRMmKCYmRlOmTFFmZmZztwUAAIJEUISwAQMG6Isvvqi2ffTo0Ro9erTXfaOiopSbm6vc3Fyv8/r06aO1a9c2qk4AAIAqAXdNGAAAQDAghAEAAJiAEAYAAGACQhgAAIAJCGEAAAAmIIQBAACYgBAGAABgAkIYAACACQhhAAAAJiCEAQAAmIAQBgAAYAJCGAAAgAkIYQAAACYghAEAAJiAEAYAAGACQhgAAIAJCGEAAAAmIIQBAACYgBAGAABgAkIYAACACQhhAAAAJiCEAQAAmIAQBgAAYAJCGAAAgAkIYQAAACYghAEAAo5hGDIMw+wygEYhhAEAAophGFqzcbfWbNxNEENACzO7AAAAGqqktNzsEoBG40gYAACACQhhAAAAJiCEAQAAmIAQBgAAYAJCGAAAgAkIYQAAACYghAEAAJiAEAYAAGCCgAthGzdu1K9//Wulpqaqd+/eGjVqlF599VW5XC6PeevWrdMNN9yga665RjfddJPeeeedamsVFxdr9uzZ6t+/v5KSkjRlyhQdPXq02ryPPvpIY8aMUa9evTRkyBCtWrWq2uMBAAA0RMCFsDVr1igiIkKzZs3S8uXLlZqaqocffljLli1zz3nzzTf18MMPKy0tTXl5eerdu7cmT56sjz/+2GOtqVOnaseOHZo7d66eeuopFRYWKjs7W06n0z3nwIEDysrKUqdOnbRy5UqNGzdOixcv1urVq5urZQAAEIQC7mOLli9frpiYGPf3ycnJOnnypJ5//nn95je/UUhIiBYvXqwRI0Zo6tSpkqSBAwdqz549WrZsmfLy8iRJO3fu1Pbt22Wz2ZSSkiJJio2NVXp6ujZv3qz09HRJks1mU8eOHbVw4UJZLBYlJyfr+PHjWrFihe68805ZLJbmfQIAAEBQCLgjYRcGsCqJiYkqKSnR6dOndfDgQX355ZdKS0vzmJOenq6CggKVlZVJkvLz82W1WjVo0CD3nLi4OCUmJio/P9+9LT8/X8OGDfMIW+np6XI4HNq5c6e/2wMAAK1EwB0Jq8m//vUvXXLJJWrfvr3+9a9/STp3VOtC8fHxKi8v18GDBxUfHy+73a7Y2FgZhuExLy4uTna7XZJ0+vRpffPNN4qLi6s2xzAM2e12DRgwoFG1h4UFXA6uJjQ0xONra0LvLat3w5D7z3RYmCGXy2jQnLr2d4+f3+yt93PTjNrXqWWssTV6W78++3pbwzDk0Xttl8bW9DiNfey61m8OLfE131zovWl6D/gQ9s9//lMbNmzQzJkzJUlFRUWSJKvV6jGv6vuqcYfDoaioqGrrRUdH67PPPpN07sL9mtayWCyKiIhwr+WrkBBDHTtGNmqNlsRqjTC7BNPQe8sRFhYqSerQofY/W97m1LV/1bhUd+9hYaFe12mqGr2tX599va0RFnpu/6iounv/4eM09rHrWr+5tLTXfHOid/8K6BB25MgRTZs2TQMGDNBdd91ldjkNVlnpksNx2uwyGi00NERWa4QcjlJVVFSaXU6zoveW1bthSE5nhSTp5MlTNR6p8Tanrv3d4+cPvHjrvWqut3WaokZv69dnX29rGIbkrKhQWGioiotL5XR67/3Cx2nsY9e1fnNoia/55kLv3/dutUb47ahYwIYwh8Oh7OxsdejQQUuWLFFIyLknJDo6WtK5o1idOnXymH/huNVq1ZEjR6qtW1RU5J5TdaSs6ohYlbKyMpWWlrrnNUZtb2KBqKKiMqj6aQh6bxm9G4bhvn2M0+mq8VYy3ubUtX/VuHE+hXnr3TAMueSqfZ1axhpbo7f167OvtzUMw5DO71Jn7z94nMY+dl3rN6eW9JpvbvTu394D8uTumTNnNHHiRBUXF+u5557zOK1Ydf1W1XVdVex2u9q0aaOuXbu65xUWFlb7w1tYWOheo127drrsssuqrVW13w+vFQMAAKivgAthTqdTU6dOld1u13PPPadLLrnEY7xr167q0aOHNm3a5LF9w4YNSk5Odv+WY2pqqoqKilRQUOCeU1hYqF27dik1NdW9LTU1VVu3blV5ebnHWlarVUlJSU3RIgAAaAUC7nTko48+qnfeeUezZs1SSUmJxw1Yr7rqKlksFt17772aMWOGunXrpgEDBmjDhg369NNP9eKLL7rnJiUlKSUlRbNnz9bMmTMVHh6uZ555RgkJCRo+fLh7XlZWltavX6/p06crIyNDe/bskc1m07Rp07hHGAAA8FnAhbAdO3ZIkhYsWFBtbOvWrerSpYtGjhyp0tJS5eXladWqVYqNjdXSpUurHblatGiR5s+fr5ycHDmdTqWkpGjOnDkKC/v+aenevbtsNpsWLFigCRMmKCYmRlOmTFFmZmbTNgrAqwuvCwIuVHX7Cl4faOkCLoS9/fbb9Zo3evRojR492uucqKgo5ebmKjc31+u8Pn36aO3atfWuEUDTMgxD697dp9GDr+AvWngwDENrNu6WJI1PS+T1gRYt4EIYAEjSqTPldU9Cq1RSymsDgSHgLswHAAAIBoQwAAAAExDCAAAATEAIAwAAMAEhDAAAwASEMAAAABMQwgAAAExACAMAADABIQwAAMAEhDAAAAATEMIAAABMQAgDAAAwASEMAADABIQwAAAAExDCAAAATEAIAwAAMAEhDAAAwASEMAAAABMQwgAAAExACAMAADABIQwAAMAEhDAAQKtkGIYMwzC7DLRihDAAQKtjGIbWbNytNRt3E8RgmjCzCwAAwAwlpeVml4BWjiNhAFoMTg8BaE0IYQBaBE4PAWhtOB0JoMXg9BCA1oQjYQAAACYghAEAAJiAEAYAAGACQhgAAIAJCGEATMHtKNAS8bpEcyKEAWh23I4CLRGvSzQ3blEBwBTcjgItEa9LNCeOhNXT/v37dffdd6t3794aNGiQnnzySZWVlZldFgAACFAcCauHoqIijRs3Tj169NCSJUv07bffasGCBTpz5oxycnLMLg9oUapO47hcLpMrAZqWYRi8ztEohLB6+POf/6xTp05p6dKl6tChgySpoqJCjz76qCZOnKhLLrnE3AKBFqLqmhpJGp+WyF9QCFqGYWjdu/s0evAVHq9z/hGChuB0ZD3k5+crOTnZHcAkKS0tTZWVldqxY4d5hQGN0FQXHpeUlnNdDVqFU2c8X+dc2I+GMlzE9TolJyfrF7/4hWbMmOGx/Wc/+5lGjRpVbXt9uVwuVVYG/tNvGFJISIgqKyvV2l5Ngdq7YUinSp2KjAjzuW7DkE6dcSqy7fdrGIbkOHXuLyZrZJta165pXn33rdq/pLRc7SM859VnDW9z6tr/wvEOUeFef+611VjXWGNr9LZ+Y5/jqv0NQ4pq1/w/3/r00ZSvwQv/vEu1Pz/16THQBOp7nT/8sPeQEP/dxoTTkfXgcDhktVqrbY+OjlZRUZHP6xqGodDQ4PnXUkhI6z2wGoi9R0VaGr9Gu+prdIgKr9e+Nc2r776SZI2seW591vA2p679Lxyv6+deW411jdVVR316bMzz420Ns3++9VmrqWus+rk35vkJVIH4XucvTdF76302AQAATEQIqwer1ari4uJq24uKihQdHW1CRQAAINARwuohLi5OdrvdY1txcbG+++47xcXFmVQVAAAIZISwekhNTdV7770nh8Ph3rZp0yaFhIRo0KBBJlYGAAACFb8dWQ9FRUUaMWKEYmNjNXHiRPfNWv/rv/6Lm7UCAACfEMLqaf/+/Zo3b5527typyMhIjRo1StOmTZPF0vjfMAMAAK0PIQwAAMAEXBMGAABgAkIYAACACQhhAAAAJiCEAQAAmIAQBgAAYAJCGAAAgAkIYajVgQMHlJOTo1GjRumqq67SyJEj67Wfy+XSqlWrNHjwYPXq1UtjxozRxx9/3LTF+pkvvR89elRPPvmkRo0apaSkJKWmpmr69Ok6dOhQM1TsX77+7C+0Zs0aJSQkaOLEiU1QYdNpTO/ffvutZs6cqYEDB6pXr15KS0vT3/72tyas1r987f3EiRPKycnR4MGD1bt3b40cOVKvvPJKE1frPxs3btSvf/1rpaamqnfv3ho1apReffVV1XUHp2B4r/Ol92B5r/P1536hxr7Phfm0F1qFvXv3atu2bfrJT36iysrKer8w8/LytHjxYs2YMUMJCQl66aWXlJmZqTfeeENdu3Zt4qr9w5feP//8c7311lv6xS9+oZ/85Cc6ceKEli9frtGjR+vvf/+7YmJimqFy//D1Z1/lu+++07Jly3TRRRc1UYVNx9fejx49qjFjxig2Nlbz5s1T+/bttXfvXpWVlTVxxf7ja+/33Xef7Ha77r//fl122WXKz8/X3LlzFRoaqttuu62Jq268NWvW6PLLL9esWbPUsWNHvffee3r44Yd15MgRTZ48udb9guG9zpfeg+W9ztefexW/vM+5gFpUVFS4/3/mzJmuESNG1LnPmTNnXH369HE9/fTT7m1nz551DRkyxPXII480RZlNwpfei4qKXOXl5R7bvvnmG1dCQoLLZrP5vcam5Ev/F3rggQdcDz74oOuOO+5wTZgwwd/lNSlfe58xY4ZrzJgxLqfT2VSlNTlfej969KirZ8+ertdee81j+y9/+UvXXXfd5fcam8KxY8eqbZszZ46rT58+Hs/JhYLlvc6X3oPlvc6X3i/kj/c5TkeiViEhDX95fPTRRyopKVFaWpp7m8Vi0fXXX6/8/Hx/ltekfOndarUqLMzz4PKll16qmJgYHT161F+lNQtf+q/yz3/+U1u2bNH06dP9WFHz8aX3kpISbdy4UbfffrtCQ0OboKrm4UvvTqdTkhQVFeWxvX379g0+gmqWmo7cJCYmqqSkRKdPn65xn2B5r/Ol92B5r/Ol9yr+ep8jhMGv7Ha7JCkuLs5je3x8vA4fPqwzZ86YUZZpCgsLdezYMcXHx5tdSrOoqKjQvHnzdM899+jiiy82u5xm8/nnn6u8vFxhYWG64447dPXVV2vQoEH6/e9/r/LycrPLa1KXXXaZUlJStGLFCu3bt08lJSXasGGDduzYoV/+8pdml+ezf/3rX7rkkkvUvn37GseD+b2urt5rEizvdfXp3Z/vc4Qw+JXD4ZDFYlF4eLjHdqvVKpfLpaKiIpMqa34ul0uPPfaYLr74Yo0YMcLscprFyy+/rNLSUo0fP97sUprVv//9b0nSnDlz9B//8R+y2WwaN26c/vjHP2rx4sUmV9f0lixZoh/96EcaMWKE+vbtqxkzZuihhx7SDTfcYHZpPvnnP/+pDRs2KDMzs9Y5wfpeV5/efyhY3uvq27s/3+e4MB9oIkuWLNE//vEPPffcc2rXrp3Z5TS5Y8eOafHixXriiSdksVjMLqdZVVZWSpKuvfZazZo1S5I0cOBAnTp1SqtXr9akSZPUtm1bM0tsMi6XSw899JC+/PJLPf300+rUqZPee+895ebmKjo6OuD+Uj5y5IimTZumAQMG6K677jK7nGbla+/B8F5X3979/T5HCINfWa1WlZWV6ezZsx7/QnQ4HDIMQ9HR0SZW13zWrl2rZcuW6fHHH1dycrLZ5TSLP/zhD0pISFC/fv3kcDgknbteyOl0yuFwqF27dtWuIwkWVqtV0rngdaHk5GStWLFCBw4cUEJCghmlNbl3331XmzZt0t/+9jd3jwMGDNCxY8e0YMGCgAphDodD2dnZ6tChg5YsWeL1Grlge69rSO8XCob3uob07u/3ueB8R4Rpqq6PKCws1JVXXunebrfb1blz56A9GnCht956S3PnztWUKVN06623ml1OsyksLNSHH36on/70p9XGfvrTnyovL0+pqakmVNb0rrjiCq/jZ8+ebaZKmt++ffsUGhqqnj17emxPTEzUunXrVFpaqoiICJOqq78zZ85o4sSJKi4u1l/+8pdqv2jwQ8H0XtfQ3qsEw3tdQ3v39/scIQx+1adPH7Vv314bN250vzGVl5dr8+bNQfsX8IXef/993X///Ro9erQmTZpkdjnNavbs2e5/GVbJzc1V27Ztdf/99wftkSBJuvzyy9WzZ0+99957uuOOO9zb33vvPbVt27bOkBbILr/8clVUVOiLL77wCCOff/65LrroooAIYE6nU1OnTpXdbtdLL72kSy65pM59guW9zpfepeB4r/Old3+/zxHCUKvS0lJt27ZNknTo0CGVlJRo06ZNkqT+/fsrJiZG48aN0+HDh/XWW29JksLDwzVx4kQtWbJEMTEx6tmzp1555RWdPHlSWVlZpvXSUL70vn//fk2aNEk9evTQqFGjPO6cHRMTo27dujV7H77ypf/ExMRq61itVrVr104DBgxovuIbyZfeJWnatGn6zW9+o8cff1yDBw/W//7v/2r16tXKysoKmOtkfOk9NTVVnTt31pQpUzRp0iRdfPHF2r59u15//XXde++9pvXSEI8++qjeeecdzZo1SyUlJR5/dq+66ipZLJagfa/zpfdgea/zpXd/v88RwlCrY8eO6b777vPYVvX9Cy+8oAEDBqiyslIVFRUec7Kzs+VyubR69WodP35ciYmJstlsAXMHacm33j/55BMVFxeruLhYGRkZHvvecsstWrBgQdMX7ie+/uyDga+9Dx06VAsXLtSzzz6rV155RRdffLHuvfdeTZgwodlqbyxfem/fvr3WrFmjZ555Rk899ZSKi4vVpUsXzZo1y+OoYEu2Y8cOSarxz+jWrVvVpUuXoH2v86X3YHmv8/Xn7k+GK1DupgcAABBEuE8YAACACQhhAAAAJiCEAQAAmIAQBgAAYAJCGAAAgAkIYQAAACYghAEAAJiAEAag1VmyZIkSEhJ0/Phxv6w3a9YsDR061Od9k5KS/FIHgMBCCAOAAFBaWqolS5bo/fffN7sUAH5CCAOARpo3b577MxabSmlpqZYuXaoPPvigSR8HQPPhsyMBoJHatGljdgkAAhBHwgC0WsXFxZo1a5b69eunvn376qGHHlJpaanHnDfeeEM///nP1atXL/Xv31/Tpk3TN9984zGnpmvCTpw4oQceeEB9+vRRv379NHPmTP3f//2fEhIS9Ne//rVaLd9++61+85vfKCkpSQMHDtQTTzzh/uDgr7/+WsnJyZKkpUuXKiEhQQkJCVqyZIk/nw4AzYwjYQBaralTp6pLly66//77tWvXLq1bt04xMTF64IEHJEnLly/XH/7wB6WlpenWW2/V8ePH9eKLL+qXv/yl/vu//1tWq7XGdSsrK/XrX/9an376qTIyMhQXF6etW7dq5syZNc6vqKhQVlaWevXqpQcffFAFBQVavXq1unbtqttvv10xMTGaO3eu5s6dq+uvv17XX3+9JCkhIaFpnhgAzYIQBqDVSkxMVG5urvv7kydP6tVXX9UDDzygQ4cOacmSJZo6daruuece95zhw4frlltu0csvv+yx/UJbtmzRzp07NXv2bI0bN06SlJGRobvvvrvG+WfPnlVaWpomTZrknnvLLbfo1Vdf1e2336527drphhtu0Ny5c5WQkKBRo0b56ykAYCJORwJotcaOHevxfb9+/XTy5EmVlJTorbfeUmVlpdLS0nT8+HH3fz/60Y/UvXt3r7+l+P/+3/9TmzZtdNttt7m3hYSE6Je//GWt+2RkZHh837dvX3399dc+dgYgEHAkDECr1blzZ4/vq04vFhUV6csvv5TL5dLw4cNr3DcsrPa3z8OHD6tTp06KiIjw2N6tW7ca54eHhysmJsZjW3R0tIqKiursAUDgIoQBaLVCQmo+GeByuVRZWSnDMJSXl6fQ0NBqc9q1a+e3OmpaH0DwI4QBQA26desml8ulLl26KDY2tkH7du7cWe+//75KS0s9joZ99dVXPtdjGIbP+wJombgmDABqMHz4cIWGhmrp0qVyuVweYy6XSydOnKh135SUFJWXl2vt2rXubZWVlXrppZd8rqcqzDkcDp/XANCycCQMAGrQrVs3TZ06VU8//bQOHTqk6667TpGRkfr666+1ZcsW3XbbbcrKyqpx3+uuu069evXSE088oa+++kpxcXF6++233dd4+XJUq23btrriiiu0ceNG9ejRQx06dNCPf/xj9ezZs1F9AjAPIQwAajFhwgT16NFDa9as0bJlyyRJl156qQYNGuT1A7tDQ0O1cuVKPf7443r99dcVEhKi66+/XpMmTVJGRobCw8N9quexxx7TvHnzNH/+fJWXl2vy5MmEMCCAGa4fHmcHADSJLVu2aNKkSXr55ZfVt29fs8sBYDKuCQOAJnDmzBmP7ysqKvSnP/1J7du319VXX21SVQBaEk5HAkATmDdvns6cOaOkpCSVlZVp8+bN2rlzp+6//361bdvW7PIAtACcjgSAJrB+/Xo9//zzOnDggM6ePavu3bsrIyNDd9xxh9mlAWghCGEAAAAm4JowAAAAExDCAAAATEAIAwAAMAEhDAAAwASEMAAAABMQwgAAAExACAMAADABIQwAAMAEhDAAAAAT/H/Kmon4uyCA3AAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(data=people, x=\"height\")" ] }, { "cell_type": "markdown", "id": "9b0c9120-fff4-42b2-8ab6-3aa2eba47806", "metadata": {}, "source": [ "**1.5.1.** Plot a bar chart showing peoples' average hours of sleep by age. " ] }, { "cell_type": "code", "execution_count": 76, "id": "ee30c851-14b1-4901-9182-4304d54d53a6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot(data=people, x=\"age\", y=\"sleep\")" ] }, { "cell_type": "markdown", "id": "15d94323-2d65-4100-9916-101516f6ccf1", "metadata": {}, "source": [ "**1.5.2.** Plot a bar chart showing peoples' likelihood of getting exercise by income. " ] }, { "cell_type": "code", "execution_count": 80, "id": "13eeecd8-2518-4ed9-aac5-727a96b5bf80", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot(data=people, x=\"income\", y=\"exercise\", hue=\"income\", errorbar=None, palette=\"muted\")" ] }, { "cell_type": "markdown", "id": "b2705fef-470d-494c-86c1-8b3bd34b3660", "metadata": {}, "source": [ "**1.5.3.** Plot a bar chart showing average reported health by age. For each age, show average health for those who get exercise and those who don't." ] }, { "cell_type": "code", "execution_count": 87, "id": "4ee2eb69-2f9a-42e7-b5d3-9499631bfd06", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot(data=people, x=\"age\", y=\"health\", hue=\"exercise\", errorbar=None)" ] }, { "cell_type": "markdown", "id": "84b1e240-4f75-4c86-8c1f-1026aa223717", "metadata": {}, "source": [ "**1.5.4.** Create a plot showing the number of people at each income level, for each education level. " ] }, { "cell_type": "code", "execution_count": 93, "id": "d7e02da8-beab-40e7-95d0-74a5c2bc838e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bins = [0, 1, 2, 3, 4, 5,6, 7, 8]\n", "labels = [\"<10k\", \"10-15k\", \"15-20k\", \"20-25k\", \"25-35k\", \"35-50k\", \"50-75k\", \">75k\"]\n", "people[\"income_category\"] = pd.cut(people.income, bins=bins, labels=labels)\n", "sns.countplot(data=people, x=\"income_category\")" ] }, { "cell_type": "markdown", "id": "ac717580-4157-402c-9262-b2b50dfe606f", "metadata": {}, "source": [ "**1.5.5.** Plot side-by-side scatter plots showing the relationship between height and weight for males and females. (There are so many overlapping dots that the plot will be more informative if you lower the opacity of each dot. Try using `alpha=0.1` and `edgecolor=None`.)" ] }, { "cell_type": "code", "execution_count": 100, "id": "b00dd7d6-226b-469c-86d8-b71b328aa576", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.scatterplot(data=people, x=\"weight\", y=\"height\", hue=\"sex\", alpha=0.1, edgecolor=None, s=60)\n", "hwf = people[people.sex.isin([\"male\", \"female\"])]\n", "sns.relplot(data=hwf, x=\"weight\", y=\"height\", col=\"sex\", alpha=0.1, edgecolor=None, s=100)" ] }, { "cell_type": "markdown", "id": "e9ff7225-5d08-428b-90e8-ee60f4a4049a", "metadata": {}, "source": [ "## 2. Crafting a data argument\n", "\n", "Everything up to here are just tools, worthless without a clear research question and a convincing argument. Choose a research question that interests you which might be answerable using the `people` dataset. Then do your best to find the answer in the space below. This answer should include data analysis (code cells) as well as written argument (text cells) explaining what the data means and why you believe it answers your question. \n", "\n", "Examples of research questions might include:\n", "\n", "- Do older people tend to have higher incomes?\n", "- Do people who sleep at least 6 hours a night tend to report better health? \n", "- Is it more common for males to be bisexual than females?\n", "\n", "**A note of caution:** this lab has given you tools for exploring associations--patterns that tend to co-occur. These tools *do not* equip you to argue that one variable causes another to change. For example: Plot 1.5.4 showed that people who are taller also tend to be heaver, with a lot of individual variation. But are people heavier *because* they are taller? Are they taller because they are heavier? Or maybe neither variable causes the other--perhaps they're both caused by something else. If you want to be able to answer questions like these, take a course on statistics." ] }, { "cell_type": "markdown", "id": "339fe959-f0a4-46ab-bef4-0c85265a5954", "metadata": {}, "source": [ "## **Do people with higher education levels get more sleep? How does this relationship differ for women and men?**" ] }, { "cell_type": "code", "execution_count": 101, "id": "8b4b852b-402c-45d4-b3bb-840e47b249ed", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sleep
mean
sexeducation
female17.0
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37.0
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male17.0
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\n", "
" ], "text/plain": [ " sleep\n", " mean\n", "sex education \n", "female 1 7.0\n", " 2 7.1\n", " 3 7.0\n", " 4 7.1\n", "male 1 7.0\n", " 2 7.0\n", " 3 7.0\n", " 4 7.1" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" } ], "source": [ "people.groupby([\"sex\", \"education\"])[['sleep']].agg(['mean']).round(1)" ] }, { "cell_type": "code", "execution_count": 104, "id": "450e3a0c-b35b-4400-9c89-bc7974712844", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3bVfyvUO1YO4kHTl8QJddeqlGPjJUEeFhemPyVH3z44+Kdjo1MLmfktq3lyRt/O47Lf14uXb9+qvy8wt0cd26uufO24t9q/Wf5RcUaM6ixfp87Vqlnzipi2rX0oA+fdSlU8cL8XLLhSADAIAJnTyZrvlzJun2O+9WbFSY3nhtnF5+801VqVJFiU2bquf1XbT808/18pv/UtPGjVW7Zk0dPnpM11x1lW6/uZfsNps2/fCjRr74st74x2hd3qJ5qcca/epr+nnrVt19++26uG6cvv7+B7381r9UNTJSbVqfPQT5G0EGAAATysnO1HP/+Jcuu6yxasaE6sjeVP1rylTdeestGnB7X0lSwiWXau3XX+v/bfpGt93YU7f2+Kvn+W63W61atNCv+/Zr+aeflRpkfvz5Z63/5lu9+vxzuuryVpKkK1u1UtqJE5q1aBFBxhvvv/++5syZo127dik8PFwtWrTQhAkTFBoa6u/SAAC4IGJiqqtu/Qaex/Xi4iRJrRNbepZVjYxQTFSUjh0/Lkk6dvy4ZsxfoO9TNivtxAkZhiFJatyoUanH+fanFDmrRuryli1U6HJ5ll+ZmKg3pkyVy+Xy20TpsjBdkJk8ebKmT5+uIUOGqFWrVjpx4oQ2btwo1x9+uAAAVHbhEZFFHgcFnfnIjoyIKLY8v6BAbrdbfx8zVjk5ubr3zjsUd9FFCg2tolkLFuno8d9KPU5GZqYys7LVpXefEtennTihmtWrl/PV+I6pgszu3bs1YcIETZo0SZ06dfIs79atmx+rAgDA/A4ePqKdu/fopadHqn2bqz3LT+fnn/V5zshIRUc5NW7UsyWuj4mKqtA6K5qpgsx7772nunXrFgkxAADg3E7nn5YkBQf976P9yLFj+mXbNtWtc1Gpz2ud2FIL3/9AwUFBahQf7+syK5ypgkxKSooaN26sSZMm6Z133lFWVpaaN2+up59+WomJieXad1BQ2e7o6PDTnR9ROl/2hH6bD/0OLBXZE7fbVuSxzVbKhpVU/bp1VaNaNU175x253G7lnTql2QsXqXps7Fmfd2WrVrrmqiv11OgXdcctN6tRfLxOnTqlPfv36+Dhw3pq6MMVVqPNJv132o6Hw2Er82d0SUwVZH777Tf98ssv2rFjh55//nmFhYVpypQpuu+++/Tpp5+qWrVqXu3XbrcpJibi3BvClJzOMH+XgAuIfgeWiuz3qVMOHT9uL/WDMaRanQo7VlldyGOGBAfrxZFP6a1p0/XCq6+pZvVqSu5zm37Y/Iu270o963NHP/WkFrz3vj5ctUpHj/2miIhwNahfX92Tkiq0xj8GV7fbJrvdrqio8HJdzGOqIGMYhnJzc/Wvf/1Ll112mSQpMTFRSUlJmjdvnoYNG+bVft1uQ5mZuWXa1uGw84vUZDIz8+Ry+eaOmPTbfOh3YKnIfufnn5bb7ZbLZaiw0C2b7UzPXS63XC6XLuoxuEKOc75cLpcKz/M1Dnnk6WLLLm/ZUv/+4L1iyxdPn+r582WXXqopr75SZH23zp2LPO5+XZK6X1c0oAQHB+vu2/vq7v9e1u0rLpfbMyLjchlyu93KyMhVXl7xC3qczrAyjdiZKsg4nU5FR0d7QowkRUdHq2nTpkpNPXuaPJfCQm4NbVUul5v+BRD6HVgqst8uV9FzFr9/YBYUurUlNY0vjTSBP59WkuQJnt4yVZC55JJLtG/fvhLXnT59+gJXAwCoLAoKCBOVlalmvnXu3FknT57U1q1bPctOnDihLVu2qFmzZn6sDAAAmJGpRmS6dOmiFi1a6NFHH9Xw4cNVpUoVTZs2TSEhIbrrrrv8XR4AADAZU43I2O12TZs2Ta1atdJzzz2nxx9/XJGRkZo/f75q1Kjh7/IAAIDJmGpERpJiY2P16quv+rsMAIBFGSXNKIXpVFSfTDUiAwCAt37/YsP8fC4OsYLf++RwlG9MxXQjMgAAeMNudygsLFLZ2SckSSEhVeR22+V2F0hu637xsNtlKD/fpgKXS4bbmlde2Vwu2fJPy+UyZBiG8vNPKzv7hMLCImW3l29MhSADAKg0nM4zt+P/PczY7XZlZZ1Wocu6p5sKTjvkzg9WYc5JGa5Cf5fjFZsjSEGFbrn/EMTCwiI9/SoPggwAoNKw2WyKiqqmqlVjJLkVFRWmNxf+ooO/le3u7mbUqnGs+t/QUAc/GK/89EP+LscrIbF1FHfzI8rIyJXLZcjhCCr3SMzvCDIAgErHbrcrKChIoaGhyjolpWdb85SMJJ0qsCs0NFRB+dly5Z7wdzleCYp0KjQ0VHl5rgq/czeTfQEAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGURZAAAgGWZKsi89957SkhIKPbfa6+95u/SAACACQX5u4CSvP3226patarnca1atfxYDQAAMCtTBplmzZopNjbW32UAAACTM9WpJQAAgPNhyiDTs2dPNWnSRNddd52mTp0ql8vl75IAAIAJmerUUo0aNfTII48oMTFRNptNX375pd566y0dPXpUzz33XLn2HRRUtszmcJgy2wU0X/aEfpsP/Q4s9Duw+KInpgoyHTp0UIcOHTyP27dvrypVqmjOnDkaMmSIatas6dV+7XabYmIiKqpMXGBOZ5i/S8AFRL8DC/0OLL7ot6mCTEm6d++umTNnauvWrV4HGbfbUGZmbpm2dTjsvLFMJjMzTy6X2yf7pt/mQ78DC/0OLOfTb6czrEwjOKYPMhWlsNA3bxT4nsvlpn8BhH4HFvodWHzRb9OfQFyxYoUcDoeaNm3q71IAAIDJmGpE5v7771ebNm2UkJAgSfriiy+0ZMkSDRgwQDVq1PBzdQAAwGxMFWQaNGigZcuW6ciRI3K73YqPj9czzzyj5ORkf5cGAABMyFRB5tlnn/V3CQAAwEJMP0cGAACgNAQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWQQZAABgWUHl3cHJkye1YcMGHTx4UJIUFxentm3bKiYmptzFAQAAnE25gsz48eM1ffp0FRQUyDAMz/Lg4GANHDhQw4YN83rfOTk56t69u44ePaqlS5eqRYsW5SkVAABUQl4HmYkTJ2rixIm69tpr1a9fP8XHx0uS9uzZo/nz52vKlCkKCgrSww8/7NX+J02aJJfL5W15AAAgAHg9R2bRokXq3LmzpkyZog4dOqhevXqqV6+eOnbsqKlTp6pTp05auHChV/vetWuXFixYoEceecTb8gAAQADwOshkZ2erQ4cOpa7v2LGjcnJyvNr3Sy+9pDvuuEMNGjTwtjwAABAAvA4yV1xxhTZv3lzq+s2bN+uKK6447/2uWrVKO3bs8PqUFAAACBxez5F54YUXNHDgQI0ZM0b9+vVTvXr1JEn79+/XvHnz9NNPP+ntt98+r33m5eVp3LhxGj58uCIjI70trURBQWXLbA4HV6SbjS97Qr/Nh34HFvodWHzRE6+DzE033STDMPTOO+/onXfekd1+pji32y1JCgkJ0U033VTkOTabTd9//32p+5w8ebKqVaum3r17e1tWiex2m2JiIip0n7hwnM4wf5eAC4h+Bxb6HVh80W+vg0y3bt1ks9kqrJCDBw9q5syZmjhxorKysiRJubm5nv/n5OQoIsK7MOJ2G8rMzC3Ttg6HnTeWyWRm5snlcvtk3/TbfOh3YKHfgeV8+u10hpVpBMfrIDNu3Dhvn1qiAwcOqKCgQIMGDSq2bsCAAUpMTNSSJUu83n9hoW/eKPA9l8tN/wII/Q4s9Duw+KLf5b6zb0Vp0qSJ5s6dW2TZ1q1bNXbsWI0ePZob4gEAgGLKFWQOHTqkKVOmaNOmTUpPT9ekSZN01VVXef586623qmnTpmXal9PpVJs2bUpc16xZMzVr1qw8pQIAgErI6+nDqampuuWWW7Ry5UrVrVtX2dnZKiwslCTFxsbq+++/17x58yqsUAAAgD/zekTm1VdfVdWqVT3zVq655poi6zt16qSVK1eWq7g2bdpo+/bt5doHAACovLwekfn222915513KjY2tsSrl+rUqaOjR4+WqzgAAICz8TrIGIah0NDQUtenp6crJCTE290DAACck9dBpmnTplqzZk2J6woLC/XJJ58oMTHR68IAAADOxesgM2jQIK1bt07PP/+8du7cKUlKS0vThg0bdN9992n37t0l3hMGAACgong92bdTp04aO3asxowZ45nw++STT8owDEVGRuqf//ynrrrqqgorFAAA4M/KdR+Zm2++Wddff73Wr1+vvXv3yu12q379+mrfvn2Ff+kjAADAn5X7zr7h4eHq2rVrRdQCAABwXsoVZFwul1atWqVNmzYpLS1Njz76qBISEpSVlaWNGzfqiiuuUPXq1SuqVgAAgCK8DjKZmZkaOHCgNm/erPDwcOXl5al///6SzozSvPTSS7r55pv1+OOPV1ixAAAAf+T1VUuvvfaadu7cqRkzZujzzz+XYRiedQ6HQ926dSv18mwAAICK4HWQ+eKLL5ScnKx27dqVeGff+Ph4HTx4sFzFAQAAnI3XQSYrK0t169YtdX1hYaFcLpe3uwcAADgnr4NM/fr1tWXLllLXr1+/Xo0aNfJ29wAAAOfkdZC57bbbtGzZMq1YscIzP8Zmsyk/P19vvvmm1q1bp9tvv73CCgUAAPgzr69auvvuu5WamqrHH39cTqdTkvTEE0/o5MmTKiws1O23364+ffpUWKEAAAB/5nWQsdlsnkusV69eXeTOvt27d+frCQAAgM+V+86+V155pa688sqKqAUAAOC8eD1HBgAAwN/KPCKTlJRU4v1izsZms+nzzz8/76IAAADKosxB5uqrrz7vIAMAAOBLZQ4y48aN82UdAAAA583rOTJbt27V8uXLiyxbt26d+vXrpz59+mjOnDnlLg4AAOBsvA4yr776qlasWOF5vH//fg0dOlQHDhyQdGYEZ/HixeWvEAAAoBReB5lt27apdevWnscffvih7Ha73n//fb377rvq1q2bFi1aVCFFAgAAlKRcXxoZHR3tebxmzRq1a9dOsbGxkqR27dpp79695S4QAACgNF4HmRo1amjXrl2SpGPHjmnLli1q166dZ31OTo7sdm5TAwAAfMfrO/ted911mjdvnvLz85WSkqKQkBB17drVs3779u2qV69ehRQJAABQEq+DzGOPPab09HR9+OGHqlq1qsaOHavq1atLkrKzs7Vq1Sr169evwgoFAAD4M6+DTEREhF5//fUS14WHh2vt2rUKDQ31ujAAAIBzKfeXRpbEbreratWqvtg1AACAB7NxAQCAZRFkAACAZRFkAACAZRFkAACAZRFkAACAZRFkAACAZRFkAACAZfnkPjLeWrNmjaZPn67U1FRlZ2erVq1a6tKli4YOHcp9aQAAQDGmCjInT55Uy5YtlZycrOjoaO3cuVPjx4/Xzp07NXPmTH+XBwAATMZUQaZXr15FHrdp00YhISEaNWqUjh49qlq1avmpMgAAYEamnyMTHR0tSSooKPBvIQAAwHRMNSLzO5fLpcLCQqWmpmrixIlKSkpS3bp1y7XPoKCyZTaHw/TZLuD4sif023zod2Ch34HFFz0xZZDp3Lmzjh49Kknq0KFDqd+yXVZ2u00xMREVURr8wOkM83cJuIDod2Ch34HFF/02ZZCZNm2a8vLylJqaqsmTJ2vIkCGaNWuWHA6HV/tzuw1lZuaWaVuHw84by2QyM/Pkcrl9sm/6bT70O7DQ78ByPv12OsPKNIJjyiBz2WWXSZIuv/xytWjRQr169dJnn32mG264wet9Fhb65o0C33O53PQvgNDvwEK/A4sv+m36E4gJCQkKDg7Wvn37/F0KAAAwGdMHmZSUFBUUFJR7si8AAKh8THVqaejQoWrevLkSEhIUGhqqbdu2acaMGUpISFCXLl38XR4AADAZUwWZli1basWKFZo2bZoMw1BcXJz69Omj+++/XyEhIf4uDwAAmIypgsygQYM0aNAgf5cBAAAswvRzZAAAAEpDkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJZFkAEAAJYV5O8C/mjlypX66KOPtGXLFmVmZuriiy9WcnKyevfuLZvN5u/yAACAyZgqyMyePVtxcXEaOXKkYmJitGHDBo0aNUpHjhzR0KFD/V0eAAAwGVMFmcmTJys2NtbzuG3btjp58qRmzZqlhx56SHY7Z8IAAMD/mCoZ/DHE/K5JkybKzs5Wbm6uHyoCAABmZqogU5Lvv/9etWrVUmRkpL9LAQAAJmOqU0t/9t1332nFihUaMWJEufcVFFS2zOZwmD7bBRxf9oR+mw/9Diz0O7D4oiemDTJHjhzR8OHD1aZNGw0YMKBc+7LbbYqJiaigynChOZ1h/i4BFxD9Diz0O7D4ot+mDDKZmZl64IEHFB0drfHjx5d7kq/bbSgzs2xzbBwOO28sk8nMzJPL5fbJvum3+dDvwEK/A8v59NvpDCvTCI7pgsypU6c0ePBgZWVlafHixapatWqF7Lew0DdvFPiey+WmfwGEfgcW+h1YfNFvUwWZwsJCPfbYY9q9e7fmz5+vWrVq+bskAABgYqYKMqNHj9ZXX32lkSNHKjs7Wz/99JNnXdOmTRUSEuK/4gAAgOmYKsisX79ekjRu3Lhi67744gvVrVv3QpcEAABMzFRB5ssvv/R3CQAAwEK4yB4AAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFgWQQYAAFhWkL8L+KO9e/dqxowZSklJ0c6dO9WwYUMtX77c32UBAACTMlWQ2blzp9asWaPExES53W4ZhuHvkgAAgImZ6tRSUlKS1qxZo//7v/9Ts2bN/F0OAAAwOVMFGbvdVOUAAACTIzkAAADLMtUcGV8KCipbZnM4yHZm48ue0G/zod+BhX4HFl/0JCCCjN1uU0xMhL/LgJeczjB/l4ALiH4HFvodWHzR74AIMm63oczM3DJt63DYeWOZTGZmnlwut0/2Tb/Nh34HFvodWM6n305nWJlGcAIiyEhSYaFv3ijwPZfLTf8CCP0OLPQ7sPii35xABAAAlmWqEZm8vDytWbNGknTw4EFlZ2dr1apVkqSrr75asbGx/iwPAACYjKmCTFpamoYNG1Zk2e+P586dqzZt2vijLAAAYFKmCjJ169bV9u3b/V0GAACwCObIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyyLIAAAAyzJdkNm1a5fuvfdetWrVSu3atdMrr7yi/Px8f5cFAABMKMjfBfxRRkaG7r77bsXHx2v8+PE6evSoxo0bp1OnTum5557zd3kAAMBkTBVkFi1apJycHE2YMEHR0dGSJJfLpdGjR2vw4MGqVauWfwsEAACmYqpTS2vXrlXbtm09IUaSunfvLrfbrfXr1/uvMAAAYEo2wzAMfxfxu7Zt26p379564okniizv0KGDevXqVWx5WRmGIbe7bC/TZpPsdrsysvPlKuNzzCgkyK7I8GAV5mbKcBX6uxyv2BxBCgp3yu12y1d/S+m3edDvsnHYbYqKDJEk+n2uY1SCfkuB+/62222y2Wzn3M5Up5YyMzPldDqLLY+KilJGRobX+7XZbHI4zv3DKHLM//6isLqg8OI/T6ux230/cEi/zYN+lx39Lhv6bR6+6LepTi0BAACcD1MFGafTqaysrGLLMzIyFBUV5YeKAACAmZkqyDRs2FC7d+8usiwrK0u//fabGjZs6KeqAACAWZkqyHTs2FEbNmxQZmamZ9mqVatkt9vVrl07P1YGAADMyFRXLWVkZKhHjx5q0KCBBg8e7Lkh3o033sgN8QAAQDGmCjLSma8oePHFF/Xjjz8qIiJCvXr10vDhwxUSUjlmnQMAgIpjuiADAABQVqaaIwMAAHA+CDIAAMCyCDIAAMCyCDIAAMCyCDIAAMCyCDIAAMCyTPXt1yifvXv3asaMGUpJSdHOnTvVsGFDLV++3N9lwUdWrlypjz76SFu2bFFmZqYuvvhiJScnq3fv3rLZzu/b3mF+a9as0fTp05Wamqrs7GzVqlVLXbp00dChQ1W1alV/lwcfysnJUffu3XX06FEtXbpULVq08HdJpkKQqUR27typNWvWKDExUW63W9wiqHKbPXu24uLiNHLkSMXExGjDhg0aNWqUjhw5oqFDh/q7PFSwkydPqmXLlkpOTlZ0dLR27typ8ePHa+fOnZo5c6a/y4MPTZo0SS6Xy99lmBY3xKtE3G637PYzZwtHjhypX375hRGZSiw9PV2xsbFFlo0aNUorVqzQt99+6/m7gMpryZIlGjVqlNauXatatWr5uxz4wK5du3TbbbdpxIgRev755xmRKQG/6SoRPrgCy59DjCQ1adJE2dnZys3N9UNFuNCio6MlSQUFBf4tBD7z0ksv6Y477lCDBg38XYpp8ckHVCLff/+9atWqpcjISH+XAh9xuVw6ffq0tmzZookTJyopKUl169b1d1nwgVWrVmnHjh16+OGH/V2KqTFHBqgkvvvuO61YsUIjRozwdynwoc6dO+vo0aOSpA4dOuj111/3c0Xwhby8PI0bN07Dhw/nHybnwIgMUAkcOXJEw4cPV5s2bTRgwAB/lwMfmjZtmhYtWqSXXnpJu3fv1pAhQ5gIWglNnjxZ1apVU+/evf1diukxIgNYXGZmph544AFFR0dr/PjxzJWq5C677DJJ0uWXX64WLVqoV69e+uyzz3TDDTf4uTJUlIMHD2rmzJmaOHGisrKyJMkz7y03N1c5OTmKiIjwZ4mmQpABLOzUqVMaPHiwsrKytHjxYu4nEmASEhIUHBysffv2+bsUVKADBw6ooKBAgwYNKrZuwIABSkxM1JIlS/xQmTkRZACLKiws1GOPPabdu3dr/vz5XH4bgFJSUlRQUMBk30qmSZMmmjt3bpFlW7du1dixYzV69Gguv/4TgkwlkpeXpzVr1kg6MzSZnZ2tVatWSZKuvvrqEi/XhXWNHj1aX331lUaOHKns7Gz99NNPnnVNmzZVSEiI/4pDhRs6dKiaN2+uhIQEhYaGatu2bZoxY4YSEhLUpUsXf5eHCuR0OtWmTZsS1zVr1kzNmjW7wBWZG0GmEklLS9OwYcOKLPv98dy5c0t9Y8Ca1q9fL0kaN25csXVffPEF/0qvZFq2bKkVK1Zo2rRpMgxDcXFx6tOnj+6//35CKwIad/YFAACWxeUNAADAsggyAADAsggyAADAsggyAADAsggyAADAsggyAADAsggyAADAsggyAHxm06ZNSkhI0KZNm/xdSqnee+89JSQk6MCBA/4uBYAXCDIAAsKUKVP0+eef+7sMABWMIAMgIEydOrXEINOrVy9t3rxZcXFxfqgKQHnxXUsAAprD4ZDD4fB3GQC8xIgMgHM6evSonn76aV1zzTVq3ry5evTooaVLlxbZ5siRI3rooYfUqlUrtW3bVmPGjFF+fn6xfSUlJWnkyJHFlicnJys5ObnIstOnT2v8+PHq1q2bWrRoofbt22vo0KHat2+fZ5sZM2bojjvuUJs2bdSyZUvdeuutnm99/11CQoJyc3P1/vvvKyEhQQkJCZ4aSpsjM3/+fPXo0UPNmzdX+/btNXr0aGVmZharuWfPnkpNTVVycrISExPVoUMHTZ8+vQw/VQAVgREZAGd1/Phx9e3bVzabTf369VNsbKzWrl2rv//978rOztY999yjU6dO6e6779bhw4eVnJysmjVr6sMPP9TXX3/t9XFdLpcGDx6sjRs3qkePHhowYIBycnK0fv167dixQ/Xr15d05pvdk5KSdOONN6qgoECffPKJhg0bpqlTp+raa6+VJL3yyit69tln1bJlS/Xt21eSPM8vyfjx4zVhwgRdc801uvPOO7Vnzx4tXLhQP//8sxYuXKjg4GDPthkZGRo4cKC6du2q7t27a/Xq1XrttdfUuHFjderUyevXD6CMDAA4i2eeecZo166dkZ6eXmT58OHDjdatWxt5eXnG7NmzjcaNGxsrVqzwrM/NzTW6du1qNG7c2Pj66689yzt37myMGDGi2HH69+9v9O/f3/N46dKlRuPGjY1Zs2YV29btdnv+nJeXV2Rdfn6+0bNnT2PAgAFFlrdq1arE4y5btsxo3LixsX//fsMwDCMtLc1o1qyZcd999xkul8uz3bx584zGjRsbS5cuLVJz48aNjffff9+z7PTp00a7du2MRx55pNixAFQ8Ti0BKJVhGPr000+VlJQkwzCUnp7u+a99+/bKysrSli1btHbtWtWoUUM33HCD57lhYWGe0Q9vfPrpp4qJiVH//v2LrbPZbJ4/h4aGev6ckZGhrKwstW7dWv/5z3+8Ou6GDRtUUFCgAQMGyG7/36/IPn36KDIyUmvWrCmyfXh4uHr16uV5HBISohYtWmj//v1eHR/A+eHUEoBSpaenKzMzU4sXL9bixYtL3ebgwYO6+OKLiwQMSWrQoIHXx963b58aNGigoKCz/5r66quvNHnyZG3durXInJw/11JWhw4dkiQ1bNiwyPKQkBDVq1dPBw8eLLK8du3axY4VFRWl7du3e3V8AOeHIAOgVG63W5J000036ZZbbilxm4SEhAo5lsvlOu+rh7777js9+OCDuuqqq/T888+rRo0aCg4O1rJly7R8+fIKqetcuOIJ8C+CDIBSxcbGKiIiQm63W9dcc02p28XFxWnHjh0yDKPI6MSePXuKbRsVFVXs6h/pzEhIvXr1PI/r16+vlJQUFRQUFJlc+0erV69WlSpVNGPGDIWEhHiWL1u2rEyvryR16tSRJO3evbtIPfn5+Tpw4MBZfw4ALjzmyAAolcPhULdu3bR69Wrt2LGj2Pr09HRJUseOHXXs2LEilz3n5eVpyZIlxZ5Tr149paSkFDkN9NVXX+nw4cNFtrv++ut14sQJzZ8/v9g+DMPw1Gez2eRyuTzrDhw4oC+++KLYc8LDw0sMUH92zTXXKDg4WO+8847nOJK0dOlSZWVlcSUSYDKMyAA4q7/97W/atGmT+vbtqz59+uiSSy5RRkaGtmzZoo0bN+qbb75R3759NX/+fI0YMUJbtmxRjRo19OGHHxaZiPu7Pn36aPXq1Ro4cKC6d++uffv26eOPPy52OfTNN9+sDz74QGPHjtXmzZvVunVr5eXlaePGjbrzzjvVpUsXderUSbNmzdLAgQPVs2dPpaWlacGCBapfv36xOSrNmjXTxo0bNWvWLNWsWVN169ZVYmJisfpiY2M1ePBgTZgwQQMHDlRSUpL27NmjBQsWqEWLFrrpppsq9gcMoFwYkQFwVtWrV9e7776rW2+9VZ999plefPFFzZ07VxkZGXriiScknblCafbs2WrXrp3mzZunyZMnq3Xr1nryySeL7a9Dhw4aOXKkfv31V40ZM0Y//fSTpkyZotq1axfZzuFwaPr06RoyZIhSUlI0duxYzZ49WxEREZ55OW3bttXLL7+s48ePa8yYMfrkk0/0xBNPqGvXrsWOO3LkSDVr1kxvvfWWHn/8cS1cuLDU1/zII4/oueee06FDhzR27FitXLlSffv21cyZM0s9zQXAP2zGH8dOAQAALIQRGQAAYFkEGQAAYFkEGQAAYFkEGQAAYFkEGQAAYFkEGQAAYFkEGQAAYFkEGQAAYFkEGQAAYFkEGQAAYFkEGQAAYFkEGQAAYFkEGQAAYFn/H/KJKUl0/RYRAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot(data=people, x=\"education\", y=\"sleep\", hue=\"sex\", errorbar=None, palette=\"muted\")" ] }, { "cell_type": "markdown", "id": "153daeb8-18c0-4297-9cd4-0865eebc7503", "metadata": {}, "source": [ "## *Data shows that men and women get similar hours of sleep, regardless of education levels.*" ] }, { "cell_type": "code", "execution_count": null, "id": "e3a5c2d0-36c9-4a17-bd48-c638c16c3001", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }