{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Advanced Visualizations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "▶️ Run the code cell below to import packages used in today's exercise." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import plotly\n", "import plotly.express as px\n", "import plotly.graph_objects as go\n", "import base64\n", "import unittest\n", "\n", "# plotly.io is a low-level interface for interacting with figures/\n", "# plotly.io.templates lists available plotly templates\n", "# https://plotly.com/python-api-reference/plotly.io.html\n", "import plotly.io as pio\n", "\n", "pd.set_option('display.max_columns', 50)\n", "\n", "tc = unittest.TestCase()\n", "\n", "# use plotly version 5.x.x\n", "tc.assertEqual(plotly.__version__[:2], '5.', 'Plotly version mismatch')\n", "tc.assertIsNotNone(go.Figure, 'Check whether you have correctly imported plotly.graph_objects with an alias go.')\n", "tc.assertIsNotNone(px.scatter, 'Check whether you have correctly imported plotly.express with an alias px.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "▶️ Run the code below to import Chicago Airbnb listings dataset." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nameneighbourhoodroom_typebedroomsbathroomsaccommodatesminimum_nightspriceavailability_365number_of_reviewsreview_scorelatitudelongitudeis_superhost
0Hyde Park - Walk to UChicago, 10 min to McCormickHyde ParkPrivate room1.01.01265.0355181100.041.78790-87.587801
1394 Great Reviews. 127 y/o House. 40 yds to tr...South LawndaleEntire home/apt3.01.072117.018439596.041.85495-87.696961
2Tiny Studio Apartment 94 Walk ScoreWest TownEntire home/apt3.01.02270.036538993.041.90289-87.681821
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" ], "text/plain": [ " name neighbourhood \\\n", "0 Hyde Park - Walk to UChicago, 10 min to McCormick Hyde Park \n", "1 394 Great Reviews. 127 y/o House. 40 yds to tr... South Lawndale \n", "2 Tiny Studio Apartment 94 Walk Score West Town \n", "\n", " room_type bedrooms bathrooms accommodates minimum_nights price \\\n", "0 Private room 1.0 1.0 1 2 65.0 \n", "1 Entire home/apt 3.0 1.0 7 2 117.0 \n", "2 Entire home/apt 3.0 1.0 2 2 70.0 \n", "\n", " availability_365 number_of_reviews review_score latitude longitude \\\n", "0 355 181 100.0 41.78790 -87.58780 \n", "1 184 395 96.0 41.85495 -87.69696 \n", "2 365 389 93.0 41.90289 -87.68182 \n", "\n", " is_superhost \n", "0 1 \n", "1 1 \n", "2 1 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_listings = pd.read_csv('https://github.com/bdi475/datasets/raw/main/case-studies/airbnb-sql/Chicago.csv')\n", "df_listings_backup = df_listings.copy()\n", "df_listings.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "### 🎯 Exercise 1: Number of rows and columns\n", "\n", "#### 👇 Tasks\n", "\n", "- ✔️ Store the number of rows in `df_listings` to a new variable named `num_rows`.\n", "- ✔️ Store the number of columns in `df_listings` to a new variable named `num_cols`.\n", "- ✔️ Both `num_rows` and `num_cols` must be `int`s.\n", "- ✔️ Use `.shape`, not `len()`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 3217 rows and 14 columns in the dataset.\n" ] } ], "source": [ "# YOUR CODE BEGINS\n", "num_rows = df_listings.shape[0]\n", "num_cols = df_listings.shape[1]\n", "# YOUR CODE ENDS\n", "\n", "print(f'There are {num_rows} rows and {num_cols} columns in the dataset.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🧭 Check Your Work" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "nbgrader": { "grade": true, "grade_id": "exercise-01", "locked": true, "points": "1", "solution": false } }, "outputs": [], "source": [ "# DO NOT CHANGE THE CODE IN THIS CELL\n", "tc.assertEqual(num_rows, len(df_listings_backup.index), f'Number of rows should be {len(df_listings_backup.index)}')\n", "tc.assertEqual(num_cols, len(df_listings_backup.columns), f'Number of columns should be {len(df_listings_backup.columns)}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "### 🎯 Exercise 2: Sample listings priced under \\$200\n", "\n", "#### 👇 Tasks\n", "\n", "- ✔️ Sample 100 rows from `df_listings` where the `price` is under `200` (`df_listings['price'] < 200`).\n", "- ✔️ Store the sampled result to a new DataFrame named `df_under_200_sample`.\n", "\n", "#### 🚀 Hint\n", "\n", "```python\n", "my_sampled = my_dataframe[my_dataframe[\"price\"] < 200].sample(100)\n", "```" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nameneighbourhoodroom_typebedroomsbathroomsaccommodatesminimum_nightspriceavailability_365number_of_reviewsreview_scorelatitudelongitudeis_superhost
1533Edgewater, private, charming coach house 2 ( o...EdgewaterEntire home/apt1.01.03289.03014099.041.98715-87.661771
2532GOATHOTE | SPACIOUS/VINTAGE STYLE 2/1APT | CHI...West TownEntire home/apt2.01.010158.03565584.041.89488-87.686420
3043Private Condo Apartment on Belmont Cragin AreaBelmont CraginEntire home/apt3.02.08292.07212100.041.93793-87.781251
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" ], "text/plain": [ " name neighbourhood \\\n", "1533 Edgewater, private, charming coach house 2 ( o... Edgewater \n", "2532 GOATHOTE | SPACIOUS/VINTAGE STYLE 2/1APT | CHI... West Town \n", "3043 Private Condo Apartment on Belmont Cragin Area Belmont Cragin \n", "\n", " room_type bedrooms bathrooms accommodates minimum_nights \\\n", "1533 Entire home/apt 1.0 1.0 3 2 \n", "2532 Entire home/apt 2.0 1.0 10 1 \n", "3043 Entire home/apt 3.0 2.0 8 2 \n", "\n", " price availability_365 number_of_reviews review_score latitude \\\n", "1533 89.0 301 40 99.0 41.98715 \n", "2532 58.0 356 55 84.0 41.89488 \n", "3043 92.0 72 12 100.0 41.93793 \n", "\n", " longitude is_superhost \n", "1533 -87.66177 1 \n", "2532 -87.68642 0 \n", "3043 -87.78125 1 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR CODE BEGINS\n", "df_under_200_sample = df_listings[df_listings[\"price\"] < 200].sample(100)\n", "# YOUR CODE ENDS\n", "\n", "display(df_under_200_sample.head(3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🧭 Check Your Work" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "nbgrader": { "grade": true, "grade_id": "exercise-02", "locked": true, "points": "1", "solution": false } }, "outputs": [], "source": [ "# DO NOT CHANGE THE CODE IN THIS CELL\n", "tc.assertEqual(df_under_200_sample.shape, (100, df_listings_backup.shape[1]), 'Incorrect number of rows and/or columns')\n", "tc.assertFalse((df_under_200_sample['price'] >= 200).any(), 'Listing priced equal to or greater than 200 found')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "### 🎯 Exercise 3: Scatter Plot\n", "\n", "#### 👇 Tasks\n", "\n", "- ✔️ Using `df_under_200_sample`, create a scatter plot with the following axes:\n", " - `x`: Number of bedrooms\n", " - `y`: Number of bathrooms\n", "- ✔️ Use price to differentiate size of each point.\n", "- ✔️ Use room type to differentiate color of each point.\n", "- ✔️ Set an appropriate title.\n", "- ✔️ Use the `plotly_dark` theme.\n", "- ✔️ Set the `width` to `800` and `height` to `400`.\n", "- ✔️ Store your figure to a variable named `fig`.\n", "- ✔️ Display the figure using `fig.show()`" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "nbgrader": { "grade": false, "grade_id": "exercise-03", "locked": false, "points": "1", "solution": false } }, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "room_type=Entire home/apt
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"text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR CODE BEGINS\n", "fig = px.scatter(\n", " df_under_200_sample,\n", " title='Bedrooms & Bathrooms Scatter Plot',\n", " x=\"bedrooms\",\n", " y=\"bathrooms\",\n", " size=\"price\",\n", " color=\"room_type\",\n", " template='plotly_dark',\n", " width=800,\n", " height=400\n", ")\n", "fig.show()\n", "# YOUR CODE ENDS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🔑 Sample output\n", "\n", "![image](https://github.com/bdi475/images/blob/main/exercises/plotly-dataviz/bed_bath_scatter.png?raw=true)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🧭 Check Your Work" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "nbgrader": { "grade": true, "grade_id": "exercise-03", "locked": true, "points": "1", "solution": false } }, "outputs": [], "source": [ "# DO NOT CHANGE THE CODE IN THIS CELL\n", "tc.assertEqual(len(fig.data), df_under_200_sample['room_type'].nunique(), f'Did you specify a column to differentiate colors?')\n", "tc.assertIsNotNone(fig.layout.title.text, 'Missing figure title')\n", "\n", "num_points = 0\n", "for i in range(len(fig.data)):\n", " tc.assertEqual(fig.data[i].type, 'scatter', 'Must be a scatter3d plot')\n", " num_points += fig.data[i].x.shape[0]\n", "\n", "tc.assertEqual(num_points, 100, 'There must be 100 points')\n", "tc.assertEqual(fig.layout.width, 800, 'Incorrect width')\n", "tc.assertEqual(fig.layout.height, 400, 'Incorrect height')\n", "tc.assertEqual(fig.layout.template, pio.templates['plotly_dark'], 'Incorrect plotly theme (template)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "### 🎯 Exercise 4: 3D Scatter Plots\n", "\n", "This exercise is highly similar to the previous one. Instead of using size to differentiate price of each point, we'll use add a new axis. This makes it a 3D scatter plot! 🤡\n", "\n", "#### 👇 Tasks\n", "\n", "- ✔️ Using `df_under_200_sample`, create a 3D scatter plot with the following axes:\n", " - `x`: Number of bedrooms\n", " - `y`: Number of bathrooms\n", " - `z`: Price\n", "- ✔️ Use room type to differentiate colors.\n", "- ✔️ Set an appropriate title.\n", "- ✔️ Use the `plotly_dark` theme.\n", "- ✔️ Set the `width` to `800` and `height` to `600`.\n", "- ✔️ Store your figure to a variable named `fig`.\n", "- ✔️ Display the figure using `fig.show()`" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "room_type=Entire home/apt
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bathrooms=%{y}
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bathrooms=%{y}
price=%{z}", "legendgroup": "Shared room", "marker": { "color": "#00cc96", "symbol": "circle" }, "mode": "markers", "name": "Shared room", "scene": "scene", "showlegend": true, "type": "scatter3d", "x": [ 1 ], "y": [ 4 ], "z": [ 15 ] } ], "layout": { "height": 600, "legend": { "title": { "text": "room_type" }, "tracegroupgap": 0 }, "scene": { "aspectmode": "auto", "aspectratio": { "x": 1, "y": 1, "z": 1 }, "domain": { "x": [ 0, 1 ], "y": [ 0, 1 ] }, "xaxis": { "title": { "text": "bedrooms" }, "type": "linear" }, "yaxis": { "title": { "text": "bathrooms" }, "type": "linear" }, "zaxis": { "title": { "text": "price" }, "type": "linear" } }, "template": { "data": { "bar": [ { "error_x": { "color": "#f2f5fa" }, "error_y": { "color": "#f2f5fa" }, "marker": { "line": { "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "rgb(17,17,17)", "width": 0.5 }, "pattern": { 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"text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR CODE BEGINS\n", "fig = px.scatter_3d(\n", " df_under_200_sample,\n", " title='Bedrooms, Bathrooms, Price 3D Scatter Plot',\n", " x=\"bedrooms\",\n", " y=\"bathrooms\",\n", " z=\"price\",\n", " color=\"room_type\",\n", " template='plotly_dark',\n", " width=800,\n", " height=600\n", ")\n", "fig.show()\n", "# YOUR CODE ENDS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🔑 Sample output\n", "\n", "![image](https://github.com/bdi475/images/blob/main/exercises/plotly-dataviz/bed_bath_price_3d_scatter.png?raw=true)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🧭 Check Your Work" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "nbgrader": { "grade": true, "grade_id": "exercise-04", "locked": true, "points": "1", "solution": false } }, "outputs": [], "source": [ "# DO NOT CHANGE THE CODE IN THIS CELL\n", "tc.assertEqual(len(fig.data), df_under_200_sample['room_type'].nunique(), f'Did you specify a column to differentiate colors?')\n", "tc.assertIsNotNone(fig.layout.title.text, 'Missing figure title')\n", "\n", "num_points = 0\n", "for i in range(len(fig.data)):\n", " tc.assertEqual(fig.data[i].type, 'scatter3d', 'Must be a scatter3d plot')\n", " num_points += fig.data[i].x.shape[0]\n", "\n", "tc.assertEqual(num_points, 100, 'There must be 100 points')\n", "tc.assertEqual(fig.layout.width, 800, 'Incorrect width')\n", "tc.assertEqual(fig.layout.height, 600, 'Incorrect height')\n", "tc.assertEqual(fig.layout.template, pio.templates['plotly_dark'], 'Incorrect plotly theme (template)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "### 🎯 Exercise 5: Find a list of top 20 neighbourhoods\n", "\n", "#### 👇 Tasks\n", "\n", "- ✔️ Find the top 20 neighbourhoods in `df_listings` (by number of listings).\n", "- ✔️ Store the result to a new variable named `top_20_neighbourhoods`.\n", "- ✔️ `top_20_neighbourhoods` should be a Python `list` type.\n", "- ✔️ We'll give you the fully-working code below.\n", "\n", "#### 🔥 Solution\n", "\n", "![Code](https://github.com/bdi475/images/blob/main/lecture-notes/dataviz-python/code-find-top-20-neighbourhoods-01.png?raw=true)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['West Town',\n", " 'Lake View',\n", " 'Logan Square',\n", " 'Near North Side',\n", " 'Lincoln Park',\n", " 'Near West Side',\n", " 'Lower West Side',\n", " 'Edgewater',\n", " 'Uptown',\n", " 'North Center',\n", " 'Irving Park',\n", " 'Loop',\n", " 'Avondale',\n", " 'Rogers Park',\n", " 'Near South Side',\n", " 'Bridgeport',\n", " 'Lincoln Square',\n", " 'Grand Boulevard',\n", " 'Hyde Park',\n", " 'Armour Square']" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# YOUR CODE BEGINS\n", "top_20_neighbourhoods = df_listings['neighbourhood'].value_counts().head(20).index.tolist()\n", "# YOUR CODE ENDS\n", "\n", "top_20_neighbourhoods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🧭 Check Your Work" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "nbgrader": { "grade": true, "grade_id": "exercise-05", "locked": true, "points": "1", "solution": false } }, "outputs": [], "source": [ "# DO NOT CHANGE THE CODE IN THIS CELL\n", "decoded_code = base64.b64decode(b'dG9wXzIwX25laWdoYm91cmhvb2RzX2NoZWNrID0gZGZfbGlzd\\\n", "GluZ3NbJ25laWdoYm91cmhvb2QnXS52YWx1ZV9jb3VudHMoKS5oZWFkKDIwKS5pbmRleC50b2xpc3QoKQ==')\n", "\n", "eval(compile(decoded_code, '', 'exec'))\n", "\n", "tc.assertEqual(set(top_20_neighbourhoods), set(top_20_neighbourhoods_check), 'Incorrect neighbourhoods')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "### 🎯 Exercise 6: Filter listings in top 20 neighbourhoods\n", "\n", "#### 👇 Tasks\n", "\n", "- ✔️ Using `df_listings`, filter only the rows where the `neighbourhood` is in `top_20_neighbourhoods` **and** the price is less than 300.\n", "- ✔️ Store the filtered result to a new variable named `df_filtered`.\n", "- ✔️ We'll give you the fully-working code below.\n", "\n", "#### 🔥 Solution\n", "\n", "![Code](https://github.com/bdi475/images/blob/50cb80a994a1dd24ec2a0b51c8cf7fbcbf7197b9/lecture-notes/dataviz-python/code-filter-listings-in-top-20-neighbourhoods-01.png?raw=true)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "nbgrader": { "grade": false, "grade_id": "exercise-06", "locked": false, "solution": false } }, "outputs": [ { "data": { "text/html": [ "
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nameneighbourhoodroom_typebedroomsbathroomsaccommodatesminimum_nightspriceavailability_365number_of_reviewsreview_scorelatitudelongitudeis_superhost
0Hyde Park - Walk to UChicago, 10 min to McCormickHyde ParkPrivate room1.01.01265.0355181100.041.78790-87.587801
2Tiny Studio Apartment 94 Walk ScoreWest TownEntire home/apt3.01.02270.036538993.041.90289-87.681821
3Barbara's Hideaway - Old TownLincoln ParkEntire home/apt1.01.04495.02825493.041.91769-87.637881
\n", "
" ], "text/plain": [ " name neighbourhood \\\n", "0 Hyde Park - Walk to UChicago, 10 min to McCormick Hyde Park \n", "2 Tiny Studio Apartment 94 Walk Score West Town \n", "3 Barbara's Hideaway - Old Town Lincoln Park \n", "\n", " room_type bedrooms bathrooms accommodates minimum_nights price \\\n", "0 Private room 1.0 1.0 1 2 65.0 \n", "2 Entire home/apt 3.0 1.0 2 2 70.0 \n", "3 Entire home/apt 1.0 1.0 4 4 95.0 \n", "\n", " availability_365 number_of_reviews review_score latitude longitude \\\n", "0 355 181 100.0 41.78790 -87.58780 \n", "2 365 389 93.0 41.90289 -87.68182 \n", "3 282 54 93.0 41.91769 -87.63788 \n", "\n", " is_superhost \n", "0 1 \n", "2 1 \n", "3 1 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "(2391, 14)\n" ] } ], "source": [ "# YOUR CODE BEGINS\n", "df_filtered = df_listings[(df_listings['neighbourhood'].isin(top_20_neighbourhoods)) \\\n", " & (df_listings['price'] < 300)]\n", "# YOUR CODE ENDS\n", "\n", "display(df_filtered.head(3))\n", "print(df_filtered.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🧭 Check Your Work" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "nbgrader": { "grade": true, "grade_id": "exercise-06", "locked": true, "points": "1", "solution": false } }, "outputs": [], "source": [ "# DO NOT CHANGE THE CODE IN THIS CELL\n", "decoded_code = base64.b64decode(b'dG9wXzIwX25laWdoYm91cmhvb2RzX2NoZWNrID0g\\\n", "ZGZfbGlzdGluZ3NfYmFja3VwWyduZWlnaGJvdXJob29kJ10udmFsdWVfY291bnRzKCkuaGVhZC\\\n", "gyMCkuaW5kZXgudG9saXN0KCkKCmRmX2ZpbHRlcmVkX2NoZWNrID0gZGZfbGlzdGluZ3NfYmFj\\\n", "a3VwWyhkZl9saXN0aW5nc19iYWNrdXBbJ25laWdoYm91cmhvb2QnXS5pc2luKHRvcF8yMF9uZW\\\n", "lnaGJvdXJob29kc19jaGVjaykpICYgKGRmX2xpc3RpbmdzX2JhY2t1cFsncHJpY2UnXSA8IDMwMCld')\n", "\n", "eval(compile(decoded_code, '', 'exec'))\n", "\n", "tc.assertEqual(df_filtered.shape, df_filtered_check.shape, 'Incorrect number of rows and/or columns')\n", "pd.testing.assert_frame_equal(\n", " df_filtered.sort_values(df_filtered.columns.tolist()).reset_index(drop=True),\n", " df_filtered_check.sort_values(df_filtered_check.columns.tolist()).reset_index(drop=True)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "### 🎯 Exercise 7: Neighbourhood breakdown\n", "\n", "#### 👇 Tasks\n", "\n", "- ✔️ Using `df_filtered`, create a pie chart that shows the breakdown of neighbourhoods (by number of listings).\n", "- ✔️ Set an appropriate title.\n", "- ✔️ Set the `width` to `800` and `height` to `700`.\n", "- ✔️ Store your figure to a variable named `fig`.\n", "- ✔️ Display the figure using `fig.show()`" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "domain": { "x": [ 0, 1 ], "y": [ 0, 1 ] }, "hovertemplate": "neighbourhood=%{label}", "labels": [ "Hyde Park", "West Town", "Lincoln Park", "Lincoln Park", "Lincoln Park", "Lincoln Park", "Logan Square", "Uptown", "Near North Side", "West Town", "Uptown", "West Town", "Uptown", "Uptown", "West Town", "North Center", "Lincoln Park", "Lake View", "North Center", "Lake View", "Logan Square", "North Center", "Logan Square", "Uptown", "Near South Side", "Near North Side", "Near West Side", "Logan Square", "Near West Side", "Edgewater", "Logan Square", "Bridgeport", "Bridgeport", "Lake View", "West Town", "West Town", "Near South Side", "Logan Square", "Uptown", "Rogers Park", "Lincoln Square", "Lake View", "Logan Square", "Grand Boulevard", "Lincoln Square", "West Town", "West Town", "West Town", "North Center", "West Town", "Edgewater", "Lake View", "West Town", "West Town", "Near North Side", "West Town", "Lake View", "Logan Square", "Logan Square", "Lincoln Square", "Loop", "Logan Square", "Near West Side", "North Center", "Uptown", "Logan Square", "West Town", "Lake View", "Lincoln Park", "Lower West Side", "Lincoln Park", "Logan Square", "Lincoln Park", "West Town", "West Town", "Rogers Park", "Rogers Park", "Rogers Park", "Rogers Park", "Near North Side", "Lake View", "Near South Side", "Rogers Park", "Lincoln Park", "Lake View", "Near West Side", "West Town", "Lincoln Square", "West Town", "Near West Side", "Lincoln Park", "Logan Square", "Lake View", "Irving Park", "Uptown", "West Town", "Grand Boulevard", "Lincoln Park", "Lower West Side", "Near North Side", "Rogers Park", "Lake View", "Lincoln Park", "Lower West Side", "Uptown", "West Town", "Edgewater", "West Town", "Edgewater", "Lake View", "West Town", "Hyde Park", "Lake View", "Lower West Side", "Lower West Side", "Hyde Park", "Lincoln Park", "Rogers Park", "Loop", "Avondale", "Near South Side", "Lincoln Park", "Lake View", "Lake View", "Lake View", "Logan Square", "Logan Square", "West Town", "Near North Side", "West Town", "Lower West Side", "West Town", "Lake View", "Lake View", "West Town", "West Town", "Near West Side", "Lake View", "Lower West Side", "Lincoln Square", "West Town", "Uptown", "Lower West Side", "Near South Side", "West Town", "Hyde Park", "Loop", "Edgewater", "Near West Side", "Logan Square", "Lincoln Park", "Near South Side", "Lincoln Park", "Lake View", "North Center", "West Town", "West Town", "Near West Side", "West Town", "Near North Side", "Logan Square", "Lincoln Square", "Logan Square", "Logan Square", "Near West Side", "Rogers Park", "Lower West Side", "Lake View", "Lake View", "Lake View", "Lake View", "Near West Side", "Lake View", "Lake View", "Lincoln Park", "Hyde Park", "Lincoln Park", "West Town", "Logan Square", "Loop", "Near North Side", "Logan Square", "Edgewater", "Rogers Park", "Near North Side", "Rogers Park", "Grand Boulevard", "Uptown", "Logan Square", "West Town", "West Town", "Lake View", "Near North Side", "Lower West Side", "Lincoln Park", "Near West Side", "Logan Square", "Uptown", "Hyde Park", "Lake View", "Lake View", "Lower West Side", "West Town", 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"text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR CODE BEGINS\n", "fig = px.pie(\n", " df_filtered,\n", " names='neighbourhood',\n", " title='Neighbourhood breakdown',\n", " width=800,\n", " height=700\n", ")\n", "\n", "fig.show()\n", "# YOUR CODE ENDS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🔑 Sample output\n", "\n", "![image](https://github.com/bdi475/images/blob/main/exercises/plotly-dataviz/neighbourhood_breakdown_pie.png?raw=true)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🧭 Check Your Work" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "nbgrader": { "grade": true, "grade_id": "exercise-07", "locked": true, "points": "1", "solution": false } }, "outputs": [], "source": [ "# DO NOT CHANGE THE CODE IN THIS CELL\n", "tc.assertIsNotNone(fig.layout.title.text, 'Missing figure title')\n", "tc.assertEqual(fig.data[0].type, 'pie', 'Must be a pie chart')\n", "tc.assertEqual(set(fig.data[0].labels), set(top_20_neighbourhoods), 'Must only use the top 20 neighbourhoods')\n", "\n", "tc.assertEqual(fig.layout.width, 800, 'Incorrect width')\n", "tc.assertEqual(fig.layout.height, 700, 'Incorrect height')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "### 🎯 Exercise 8: Neighbourhood vs price heatmap\n", "\n", "#### 👇 Tasks\n", "\n", "- ✔️ Using `df_filtered`, create a heatmap to visualize the distribution of listings price by neighbourhood.\n", "- ✔️ Use `neighbourhood` on the x-axis and `price` on the y-axis.\n", "- ✔️ Set an appropriate title.\n", "- ✔️ Set the `height` to `600` (do not specify `width`).\n", "- ✔️ Store your figure to a variable named `fig`.\n", "- ✔️ Display the figure using `fig.show()`" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "coloraxis": "coloraxis", "hovertemplate": "neighbourhood=%{x}
price=%{y}
count=%{z}", "name": "", "type": "histogram2d", "x": [ "Hyde Park", "West Town", "Lincoln Park", "Lincoln Park", "Lincoln Park", "Lincoln Park", "Logan Square", "Uptown", "Near North Side", "West Town", "Uptown", "West Town", "Uptown", "Uptown", "West Town", "North Center", "Lincoln Park", "Lake View", "North Center", "Lake View", "Logan Square", "North Center", "Logan Square", "Uptown", "Near South Side", "Near North Side", "Near West Side", "Logan Square", "Near West Side", "Edgewater", "Logan Square", "Bridgeport", "Bridgeport", "Lake View", "West Town", "West Town", "Near South Side", "Logan Square", "Uptown", "Rogers Park", "Lincoln Square", "Lake View", "Logan Square", "Grand Boulevard", "Lincoln Square", "West Town", "West Town", "West Town", "North Center", "West Town", "Edgewater", "Lake View", "West Town", "West Town", "Near North Side", "West Town", "Lake View", "Logan Square", "Logan Square", "Lincoln Square", "Loop", "Logan Square", "Near West Side", "North Center", "Uptown", "Logan Square", "West Town", "Lake View", "Lincoln Park", "Lower West Side", "Lincoln Park", "Logan Square", "Lincoln Park", "West Town", "West Town", "Rogers Park", "Rogers Park", "Rogers Park", "Rogers Park", "Near North Side", "Lake View", "Near South Side", "Rogers Park", "Lincoln Park", "Lake View", "Near West Side", "West Town", "Lincoln Square", "West Town", "Near West Side", "Lincoln Park", "Logan Square", "Lake View", "Irving Park", "Uptown", "West Town", "Grand Boulevard", "Lincoln Park", "Lower West Side", "Near North Side", "Rogers Park", "Lake View", "Lincoln Park", "Lower West Side", "Uptown", "West Town", "Edgewater", "West Town", "Edgewater", "Lake View", "West Town", "Hyde Park", "Lake View", "Lower West Side", "Lower West Side", "Hyde Park", "Lincoln Park", "Rogers Park", "Loop", "Avondale", "Near South Side", "Lincoln Park", "Lake View", "Lake View", "Lake View", "Logan Square", "Logan Square", "West Town", "Near North Side", "West Town", "Lower West Side", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR CODE BEGINS\n", "fig = px.density_heatmap(\n", " df_filtered,\n", " x='neighbourhood',\n", " y='price',\n", " title='Neighbourhood vs Price Heatmap',\n", " height=600\n", ")\n", "fig.show()\n", "# YOUR CODE ENDS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🔑 Sample output\n", "\n", "![image](https://github.com/bdi475/images/blob/main/exercises/plotly-dataviz/neighbourhood_vs_price_heatmap.png?raw=true)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🧭 Check Your Work" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "nbgrader": { "grade": true, "grade_id": "exercise-08", "locked": true, "points": "1", "solution": false } }, "outputs": [], "source": [ "# DO NOT CHANGE THE CODE IN THIS CELL\n", "decoded_code = base64.b64decode(b'ZmlnX2NoZWNrID0gcHguZGVuc2l0eV9oZWF0bWFwKAogICAgZGZfZ\\\n", "mlsdGVyZWQsCiAgICB4PSduZWlnaGJvdXJob29kJywKICAgIHk9J3ByaWNlJywKICAgIGhlaWdodD02MDAKKQ==')\n", "\n", "eval(compile(decoded_code, '', 'exec'))\n", "\n", "tc.assertIsNotNone(fig.layout.title.text, 'Missing figure title')\n", "tc.assertEqual(fig.data[0].type, 'histogram2d', 'Must be a heatmap (histogram2d)')\n", "tc.assertEqual(set(fig.data[0].x), set(fig_check.data[0].x), 'Incorrect x-axis value(s)')\n", "tc.assertEqual(set(fig.data[0].y), set(fig_check.data[0].y), 'Incorrect y-axis value(s)')\n", "tc.assertEqual(fig.layout.height, fig_check.layout.height, 'Incorrect height')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "### 🎯 Exercise 9: Listing metrics by neighbourhood and room type\n", "\n", "#### 👇 Tasks\n", "\n", "- ✔️ Using `df_filtered`, calculate the following aggregated values by `neighbourhood` and `room_type`.\n", " - `num_listings`: Number of listings\n", " - `bedrooms`: Average number of bedrooms\n", " - `bathrooms`: Average number of bathrooms\n", " - `price`: Average price\n", "- ✔️ Store the resulting DataFrame to a new variable named `df_by_neighbourhood_room_type`.\n", "- ✔️ We'll give you the fully-working code below.\n", "\n", "#### 🔥 Solution\n", "\n", "```python\n", "df_by_neighbourhood_room_type = df_filtered.groupby(['neighbourhood', 'room_type'], as_index=False) \\\n", " .agg({\n", " 'name': 'count',\n", " 'bedrooms': 'mean',\n", " 'bathrooms': 'mean',\n", " 'accommodates': 'mean',\n", " 'price': 'mean'\n", " }).rename(columns={\n", " 'name': 'num_listings'\n", " })\n", "```" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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4AvondaleShared room11.0000001.0000001.00000030.000000
\n", "
" ], "text/plain": [ " neighbourhood room_type num_listings bedrooms bathrooms \\\n", "0 Armour Square Entire home/apt 22 3.090909 1.545455 \n", "1 Armour Square Private room 25 1.000000 1.760000 \n", "2 Avondale Entire home/apt 59 1.932203 1.152542 \n", "3 Avondale Private room 9 1.111111 1.055556 \n", "4 Avondale Shared room 1 1.000000 1.000000 \n", "\n", " accommodates price \n", "0 9.000000 167.454545 \n", "1 1.920000 44.480000 \n", "2 4.932203 92.084746 \n", "3 1.666667 70.888889 \n", "4 1.000000 30.000000 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR CODE BEGINS\n", "df_by_neighbourhood_room_type = df_filtered.groupby(['neighbourhood', 'room_type'], as_index=False) \\\n", " .agg({\n", " 'name': 'count',\n", " 'bedrooms': 'mean',\n", " 'bathrooms': 'mean',\n", " 'accommodates': 'mean',\n", " 'price': 'mean'\n", " }).rename(columns={\n", " 'name': 'num_listings'\n", " })\n", "# YOUR CODE ENDS\n", "\n", "display(df_by_neighbourhood_room_type.head(5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🧭 Check Your Work" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "nbgrader": { "grade": true, "grade_id": "exercise-09", "locked": true, "points": "1", "solution": false } }, "outputs": [], "source": [ "# DO NOT CHANGE THE CODE IN THIS CELL\n", "decoded_code = base64.b64decode(b'dG9wXzIwX25laWdoYm91cmhvb2RzX2NoZWNrID0gZGZfbGlzdGluZ3Nf\\\n", "YmFja3VwWyduZWlnaGJvdXJob29kJ10udmFsdWVfY291bnRzKCkuaGVhZCgyMCkuaW5kZXgudG9saXN0KCkKCmRmX2\\\n", "ZpbHRlcmVkX2NoZWNrID0gZGZfbGlzdGluZ3NfYmFja3VwWyhkZl9saXN0aW5nc19iYWNrdXBbJ25laWdoYm91cmhv\\\n", "b2QnXS5pc2luKHRvcF8yMF9uZWlnaGJvdXJob29kc19jaGVjaykpICYgKGRmX2xpc3RpbmdzX2JhY2t1cFsncHJpY2\\\n", "UnXSA8IDMwMCldCgpkZl9ieV9uZWlnaGJvdXJob29kX3Jvb21fdHlwZV9jaGVjayA9IGRmX2ZpbHRlcmVkLmdyb3Vw\\\n", "YnkoWyduZWlnaGJvdXJob29kJywgJ3Jvb21fdHlwZSddLCBhc19pbmRleD1GYWxzZSkgXAogICAgLmFnZyh7CiAgIC\\\n", "AgICAgJ25hbWUnOiAnY291bnQnLAogICAgICAgICdiZWRyb29tcyc6ICdtZWFuJywKICAgICAgICAnYmF0aHJvb21z\\\n", "JzogJ21lYW4nLAogICAgICAgICdhY2NvbW1vZGF0ZXMnOiAnbWVhbicsCiAgICAgICAgJ3ByaWNlJzogJ21lYW4nCi\\\n", "AgICB9KS5yZW5hbWUoY29sdW1ucz17CiAgICAgICAgJ25hbWUnOiAnbnVtX2xpc3RpbmdzJwogICAgfSk=')\n", "\n", "eval(compile(decoded_code, '', 'exec'))\n", "\n", "tc.assertEqual(\n", " df_by_neighbourhood_room_type.shape,\n", " df_by_neighbourhood_room_type_check.shape,\n", " 'Incorrect number of rows and/or columns'\n", ")\n", "pd.testing.assert_frame_equal(\n", " df_by_neighbourhood_room_type.sort_values(df_by_neighbourhood_room_type.columns.tolist()).reset_index(drop=True),\n", " df_by_neighbourhood_room_type_check.sort_values(df_by_neighbourhood_room_type_check.columns.tolist()).reset_index(drop=True)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "### 🎯 Exercise 10: Listings Breakdown by Neighbourhood and Room Type (Bar Chart)\n", "\n", "#### 👇 Tasks\n", "\n", "- ✔️ Using `df_by_neighbourhood_room_type`, create a bar chart describing the number of listings by neighbourhood (broken down into room types).\n", "- ✔️ Use `num_listings` on the x-axis and `neighbourhood` on the y-axis.\n", "- ✔️ Use colors to show the breakdown of room types for each neighbourhood.\n", "- ✔️ Sort the neighbourhoods by number of listings in descending order using `fig.update_yaxes(...)`.\n", "- ✔️ Set an appropriate title.\n", "- ✔️ Set the `height` to `600` (do not specify `width`).\n", "- ✔️ Use the `plotly_dark` theme.\n", "- ✔️ Store your figure to a variable named `fig`.\n", "- ✔️ Display the figure using `fig.show()`" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "alignmentgroup": "True", "hovertemplate": "room_type=Entire home/apt
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neighbourhood=%{y}", "legendgroup": "Entire home/apt", "marker": { "color": "#636efa", "pattern": { "shape": "" } }, "name": "Entire home/apt", "offsetgroup": "Entire home/apt", "orientation": "h", "showlegend": true, "textposition": "auto", "type": "bar", "x": [ 22, 59, 42, 54, 29, 27, 54, 221, 129, 44, 198, 63, 66, 111, 46, 77, 79, 31, 45, 295 ], "xaxis": "x", "y": [ "Armour Square", "Avondale", "Bridgeport", "Edgewater", "Grand Boulevard", "Hyde Park", "Irving Park", "Lake View", "Lincoln Park", "Lincoln Square", "Logan Square", "Loop", "Lower West Side", "Near North Side", "Near South Side", "Near West Side", "North Center", "Rogers Park", "Uptown", "West Town" ], "yaxis": "y" }, { "alignmentgroup": "True", "hovertemplate": "room_type=Private room
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"text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR CODE BEGINS\n", "fig = px.bar(\n", " df_by_neighbourhood_room_type,\n", " x='num_listings',\n", " y='neighbourhood',\n", " color='room_type',\n", " template='plotly_dark',\n", " title='Listings Breakdown by Neighbourhood and Room Type',\n", " height=600\n", ")\n", "\n", "fig.update_yaxes(categoryorder='total ascending')\n", "\n", "fig.show()\n", "# YOUR CODE ENDS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🔑 Sample output\n", "\n", "![image](https://github.com/bdi475/images/blob/main/exercises/plotly-dataviz/neighbourhood_listings_breakdown_bar_chart.png?raw=true)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🧭 Check Your Work" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "nbgrader": { "grade": true, "grade_id": "exercise-10", "locked": true, "points": "1", "solution": false } }, "outputs": [], "source": [ "tc.assertIsNotNone(fig.layout.title.text, 'Missing figure title')\n", "tc.assertEqual(fig.layout.height, 600, 'Incorrect height')\n", "\n", "decoded_code = base64.b64decode(b'CmZpZ19jaGVjayA9IHB4LmJhcigKICAgIGRmX2J5X25laWdoYm91\\\n", "cmhvb2Rfcm9vbV90eXBlLAogICAgeD0nbnVtX2xpc3RpbmdzJywKICAgIHk9J25laWdoYm91cmhvb2QnLAogIC\\\n", "AgY29sb3I9J3Jvb21fdHlwZScsCiAgICB0ZW1wbGF0ZT0ncGxvdGx5X2RhcmsnLAogICAgdGl0bGU9J0xpc3Rp\\\n", "bmdzIEJyZWFrZG93biBieSBOZWlnaGJvdXJob29kIGFuZCBSb29tIFR5cGUnLAogICAgaGVpZ2h0PTYwMAopCg\\\n", "pmaWdfY2hlY2sudXBkYXRlX3lheGVzKGNhdGVnb3J5b3JkZXI9J3RvdGFsIGFzY2VuZGluZycpCg=='\n", ")\n", "eval(compile(decoded_code, '', 'exec'))\n", "\n", "for fig_index in range(len(fig.data)):\n", " fig_data = fig.data[fig_index]\n", " fig_check_data = fig_check.data[fig_index]\n", " \n", " tc.assertEqual(fig_data.type, fig_check_data.type, f'Must be a {fig_check_data.type} chart')\n", " \n", " np.testing.assert_array_equal(\n", " fig_data.x,\n", " fig_check_data.x,\n", " 'x value(s) mismatch'\n", " )\n", "\n", " np.testing.assert_array_equal(\n", " fig_data.y,\n", " fig_check_data.y,\n", " 'y value(s) mismatch'\n", " )\n", "\n", " np.testing.assert_array_equal(\n", " fig_data.name,\n", " fig_check_data.name,\n", " 'Name(s) mismatch'\n", " )\n", " \n", "tc.assertEqual(fig.layout.template, pio.templates['plotly_dark'], 'Incorrect plotly theme (template)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "### 🎯 Exercise 11: Listings Breakdown by Neighbourhood and Room Type (Sunburst Chart)\n", "\n", "#### 👇 Tasks\n", "\n", "- ✔️ Using `df_by_neighbourhood_room_type`, create a sunburst chart describing the breakdown of the listings by neighbourhood and room type.\n", "- ✔️ Set an appropriate title.\n", "- ✔️ Set both the width and height to `800`.\n", "- ✔️ Store your figure to a variable named `fig`.\n", "- ✔️ Display the figure using `fig.show()`" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "branchvalues": "total", "domain": { "x": [ 0, 1 ], "y": [ 0, 1 ] }, "hovertemplate": "labels=%{label}
num_listings=%{value}
parent=%{parent}
id=%{id}", "ids": [ "Armour Square/Entire home/apt", "Avondale/Entire home/apt", "Bridgeport/Entire home/apt", "Edgewater/Entire home/apt", "Grand Boulevard/Entire home/apt", "Hyde Park/Entire home/apt", "Irving Park/Entire home/apt", "Lake View/Entire home/apt", "Lincoln Park/Entire home/apt", "Lincoln Square/Entire home/apt", "Logan Square/Entire home/apt", "Loop/Entire home/apt", "Lower West Side/Entire home/apt", "Near North Side/Entire home/apt", "Near South Side/Entire home/apt", "Near West Side/Entire home/apt", "North Center/Entire home/apt", "Rogers Park/Entire home/apt", "Uptown/Entire home/apt", "West Town/Entire home/apt", "Lake View/Hotel room", "Near North Side/Hotel room", "Uptown/Hotel room", "West Town/Hotel room", "Armour Square/Private room", "Avondale/Private room", "Bridgeport/Private room", "Edgewater/Private room", "Grand Boulevard/Private room", "Hyde Park/Private room", "Irving Park/Private room", "Lake View/Private room", "Lincoln Park/Private room", "Lincoln 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR CODE BEGINS\n", "fig = px.sunburst(\n", " df_by_neighbourhood_room_type,\n", " path=['neighbourhood', 'room_type'],\n", " title='Listings Breakdown by Neighbourhood and Room Type',\n", " values='num_listings',\n", " width=800,\n", " height=800\n", ")\n", "\n", "fig.show()\n", "# YOUR CODE ENDS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🔑 Sample output\n", "\n", "![image](https://github.com/bdi475/images/blob/main/exercises/plotly-dataviz/neighbourhood_listings_breakdown_sunburst_chart.png?raw=true)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🧭 Check Your Work" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "nbgrader": { "grade": true, "grade_id": "exercise-11", "locked": true, "points": "1", "solution": false } }, "outputs": [], "source": [ "tc.assertIsNotNone(fig.layout.title.text, 'Missing figure title')\n", "tc.assertEqual(fig.data[0].type, 'sunburst', 'Must be a sunburst chart')\n", "tc.assertEqual(fig.layout.width, 800, 'Incorrect width')\n", "tc.assertEqual(fig.layout.height, 800, 'Incorrect height')\n", "\n", "decoded_code = base64.b64decode(b'CmZpZ19jaGVjayA9IHB4LnN1bmJ1cnN0KAogICAg\\\n", "ZGZfYnlfbmVpZ2hib3VyaG9vZF9yb29tX3R5cGUsCiAgICBwYXRoPVsnbmVpZ2hib3VyaG9vZC\\\n", "csICdyb29tX3R5cGUnXSwKICAgIHRpdGxlPSdMaXN0aW5ncyBCcmVha2Rvd24gYnkgTmVpZ2hi\\\n", "b3VyaG9vZCBhbmQgUm9vbSBUeXBlJywKICAgIHZhbHVlcz0nbnVtX2xpc3RpbmdzJywKICAgIH\\\n", "dpZHRoPTgwMCwKICAgIGhlaWdodD05MDAKKQo='\n", ")\n", "eval(compile(decoded_code, '', 'exec'))\n", "\n", "np.testing.assert_array_equal(\n", " fig.data[0].labels,\n", " fig_check.data[0].labels,\n", " 'Label(s) mismatch'\n", ")\n", "\n", "np.testing.assert_array_equal(\n", " fig.data[0].parents,\n", " fig_check.data[0].parents,\n", " 'Parent(s) mismatch'\n", ")\n", "\n", "np.testing.assert_array_equal(\n", " fig.data[0].values,\n", " fig_check.data[0].values,\n", " 'Value(s) mismatch'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "▶️ Run the code below to create a treemap chart describing the distribution of listings by neighbourhood." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "### 🎯 Exercise 12: Listings Breakdown by Neighbourhood (Treemap Chart)\n", "\n", "#### 👇 Tasks\n", "\n", "- ✔️ Using `df_by_neighbourhood_room_type`, create a treemap chart that shows the breakdown of neighbourhoods by number of listings.\n", "- ✔️ Set an appropriate title.\n", "- ✔️ Set the `height` to `700`.\n", "- ✔️ Store your figure to a variable named `fig`.\n", "- ✔️ Display the figure using `fig.show()`" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": true }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "branchvalues": "total", "domain": { "x": [ 0, 1 ], "y": [ 0, 1 ] }, "hovertemplate": "labels=%{label}
num_listings=%{value}
parent=%{parent}
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"Top 20 neighbourhoods breakdown" } } }, "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR CODE BEGINS\n", "fig = px.treemap(\n", " df_by_neighbourhood_room_type,\n", " path=['neighbourhood'],\n", " title='Top 20 neighbourhoods breakdown',\n", " values='num_listings',\n", " height=700\n", ")\n", "\n", "fig.show()\n", "# YOUR CODE ENDS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🔑 Sample output\n", "\n", "![image](https://github.com/bdi475/images/blob/main/exercises/plotly-dataviz/neighbourhood_listings_breakdown_treemap_chart.png?raw=true)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🧭 Check Your Work" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "nbgrader": { "grade": true, "grade_id": "exercise-12", "locked": true, "points": "1", "solution": false } }, "outputs": [], "source": [ "tc.assertIsNotNone(fig.layout.title.text, 'Missing figure title')\n", "\n", "decoded_code = base64.b64decode(b'CmZpZ19jaGVjayA9IHB4LnRyZWVtYXAoCiAgICBkZl9\\\n", "ieV9uZWlnaGJvdXJob29kX3Jvb21fdHlwZSwKICAgIHBhdGg9WyduZWlnaGJvdXJob29kJ10sCiAg\\\n", "ICB0aXRsZT0nVG9wIDIwIG5laWdoYm91cmhvb2RzIGJyZWFrZG93bicsCiAgICB2YWx1ZXM9J251b\\\n", "V9saXN0aW5ncycsCiAgICBoZWlnaHQ9NzAwCikK'\n", "\n", ")\n", "eval(compile(decoded_code, '', 'exec'))\n", "\n", "tc.assertEqual(fig.data[0].type, 'treemap', 'Must be a treemap')\n", "\n", "np.testing.assert_array_equal(\n", " fig.data[0].ids,\n", " fig_check.data[0].ids,\n", " 'ID value(s) mismatch'\n", ")\n", "\n", "np.testing.assert_array_equal(\n", " fig.data[0].labels,\n", " fig_check.data[0].labels,\n", " 'Label value(s) mismatch'\n", ")\n", "\n", "np.testing.assert_array_equal(\n", " fig.data[0].parents,\n", " fig_check.data[0].parents,\n", " 'Parent value(s) mismatch'\n", ")\n", "\n", "np.testing.assert_array_equal(\n", " fig.data[0].values,\n", " fig_check.data[0].values,\n", " 'Size value(s) mismatch'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "\n", "### 🎯 Exercise 13: Listings Breakdown by Neighbourhood and Room Type (Treemap Chart)\n", "\n", "#### 👇 Tasks\n", "\n", "- ✔️ Using `df_by_neighbourhood_room_type`, create a treemap chart that shows the breakdown of neighbourhoods by number of listings and then by room types.\n", "- ✔️ Set an appropriate title.\n", "- ✔️ Set the `height` to `700`.\n", "- ✔️ Store your figure to a variable named `fig`.\n", "- ✔️ Display the figure using `fig.show()`" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "branchvalues": "total", "domain": { "x": [ 0, 1 ], "y": [ 0, 1 ] }, "hovertemplate": "labels=%{label}
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", "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# YOUR CODE BEGINS\n", "fig = px.treemap(\n", " df_by_neighbourhood_room_type,\n", " path=['neighbourhood', 'room_type'],\n", " title='Top 20 neighbourhoods breakdown',\n", " values='num_listings',\n", " height=700\n", ")\n", "\n", "fig.show()\n", "# YOUR CODE ENDS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🔑 Sample output\n", "\n", "![image](https://github.com/bdi475/images/blob/main/exercises/plotly-dataviz/neighbourhood_listings_breakdown_with_room_types_treemap_chart.png?raw=true)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 🧭 Check Your Work" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "nbgrader": { "grade": true, "grade_id": "exercise-13", "locked": true, "points": "1", "solution": false } }, "outputs": [], "source": [ "tc.assertIsNotNone(fig.layout.title.text, 'Missing figure title')\n", "\n", "decoded_code = base64.b64decode(b'CmZpZ19jaGVjayA9IHB4LnRyZWVtYXAoCiAgICBkZl9ie\\\n", "V9uZWlnaGJvdXJob29kX3Jvb21fdHlwZSwKICAgIHBhdGg9WyduZWlnaGJvdXJob29kJywgJ3Jvb21f\\\n", "dHlwZSddLAogICAgdGl0bGU9J1RvcCAyMCBuZWlnaGJvdXJob29kcyBicmVha2Rvd24nLAogICAgdmF\\\n", "sdWVzPSdudW1fbGlzdGluZ3MnLAogICAgaGVpZ2h0PTcwMAopCg==')\n", "eval(compile(decoded_code, '', 'exec'))\n", "\n", "tc.assertEqual(fig.data[0].type, 'treemap', 'Must be a treemap')\n", "\n", "np.testing.assert_array_equal(\n", " fig.data[0].ids,\n", " fig_check.data[0].ids,\n", " 'ID value(s) mismatch'\n", ")\n", "\n", "np.testing.assert_array_equal(\n", " fig.data[0].labels,\n", " fig_check.data[0].labels,\n", " 'Label value(s) mismatch'\n", ")\n", "\n", "np.testing.assert_array_equal(\n", " fig.data[0].parents,\n", " fig_check.data[0].parents,\n", " 'Parent value(s) mismatch'\n", ")\n", "\n", "np.testing.assert_array_equal(\n", " fig.data[0].values,\n", " fig_check.data[0].values,\n", " 'Size value(s) mismatch'\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }