diff --git a/.travis.yml b/.travis.yml
index 83c3b91..fa25c6d 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -1,39 +1,40 @@
+dist: xenial
+addons:
+ artifacts: true
+ apt:
+ packages:
+ - firefox-geckodriver
language: python
python:
- - '3.6'
+ - '3.7'
notifications:
- email: false
+ email: true
before_install:
- -
- - sudo apt-get update
- # We do this conditionally because it saves us some downloading if the
- # version is the same.
- - wget https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh -O miniconda.sh
- - bash miniconda.sh -b -p $HOME/miniconda
- - export PATH="$HOME/miniconda/bin:$PATH"
- - hash -r
- - conda config --set always_yes yes --set changeps1 no
- - conda update -q conda
- # Useful for debugging any issues with conda
- - conda info -a
- - conda install r-essentials pip
-install: "pip install -r requirements.txt"
+ - nvm install node
+install:
+ - sudo add-apt-repository --yes ppa:marutter/rrutter3.5
+ - sudo apt-get update --yes
+ - sudo apt install r-api-3.5 --yes
+ - sudo apt-get install r-cran-mgcv
+ - sudo su - -c "R -e \"install.packages('ggplot2', repos='http://cran.rstudio.com/')\""
+ - mkdir $HOME/orca
+ - wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O $HOME/orca/orca
+ - chmod +x $HOME/orca/orca
+ - export PATH="${HOME}/orca:${PATH}"
+ - pip install --quiet -r requirements.txt
+before_script:
+ - echo $PATH
+ - $HOME/orca/orca --help
+ - orca --help
+ - pip freeze
+services:
+ - xvfb
script: make travis
-after_script:
- - echo "Rendered notebook http://nbviewer.jupyter.org/urls/s3.amazonaws.com/pythonplotbuilds/tdhopper/pythonplot.com/$TRAVIS_BUILD_NUMBER/$TRAVIS_JOB_NUMBER/Examples.$(git log -1 --pretty=format:'%h').ipynb"
-addons:
- artifacts: true
+before_deploy:
+ - npm install netlify-cli -g
deploy:
- - provider: s3
- access_key_id: $AWS_ACCESS_KEY # declared in Travis repo settings
- secret_access_key: $AWS_SECRET_KEY
- bucket: pythonplot.com
- endpoint: pythonplot.com.s3-website-us-east-1.amazonaws.com
- region: us-east-1
- skip_cleanup: true
- local-dir: web
- acl: public_read
- default_text_charset: 'utf-8'
- detect_encoding: true
- on:
- branch: master
+ provider: script
+ script: ./netlify_deploy.sh
+ skip_cleanup: true
+ on:
+ all_branches: true
diff --git a/.travis/authenticate_plotly.py b/.travis/authenticate_plotly.py
new file mode 100644
index 0000000..374b5c6
--- /dev/null
+++ b/.travis/authenticate_plotly.py
@@ -0,0 +1,3 @@
+import plotly
+import os
+plotly.tools.set_credentials_file(username=os.environ.get('PLOTLY_USER'), api_key=os.environ.get('PLOTLY_API_KEY'))
diff --git a/.travis/install_conda.sh b/.travis/install_conda.sh
new file mode 100644
index 0000000..dcb0e81
--- /dev/null
+++ b/.travis/install_conda.sh
@@ -0,0 +1,11 @@
+wget --quiet https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh -O miniconda.sh
+bash miniconda.sh -b -p $HOME/miniconda
+rm -f miniconda.sh
+hash -r
+$HOME/miniconda/bin/conda config --set always_yes yes --set changeps1 no
+$HOME/miniconda/bin/conda update -q conda
+$HOME/miniconda/bin/conda info -a
+conda install --quiet pip readline r-essentials
+conda install --quiet --channel r rpy2
+wget --quiet https://github.com/plotly/orca/releases/download/v1.2.1/orca-1.2.1-x86_64.AppImage -O orca.AppImage
+chmod +x orca.AppImage
diff --git a/.travis/invalidate_cloudfront.py b/.travis/invalidate_cloudfront.py
new file mode 100644
index 0000000..0205286
--- /dev/null
+++ b/.travis/invalidate_cloudfront.py
@@ -0,0 +1,19 @@
+import boto3
+import time
+
+client = boto3.client('cloudfront')
+
+response = client.create_invalidation(
+ DistributionId='EL6HA8RZFI08I',
+ InvalidationBatch={
+ 'Paths': {
+ 'Quantity': 2,
+ 'Items': [
+ '/index.html',
+ '/img/plots/*'
+ ]
+ },
+ 'CallerReference': str(time.time())
+ }
+)
+print(response)
diff --git a/.travis/orca b/.travis/orca
new file mode 100755
index 0000000..7d54224
--- /dev/null
+++ b/.travis/orca
@@ -0,0 +1,2 @@
+#!/bin/bash
+xvfb-run -a ./orca.AppImage "$@"
diff --git a/Examples.ipynb b/Examples.ipynb
index 3fef0dc..9bd04d0 100644
--- a/Examples.ipynb
+++ b/Examples.ipynb
@@ -2,55 +2,74 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 56,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "The rpy2.ipython extension is already loaded. To reload it, use:\n",
- " %reload_ext rpy2.ipython\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
+ "import readline\n",
+ "import altair as alt\n",
"import pandas as pd\n",
"import seaborn as sns\n",
- "import matplotlib.pyplot as plt\n",
+ "from matplotlib import pyplot\n",
"from plotnine import *\n",
"import numpy as np\n",
"\n",
+ "from plotly import figure_factory\n",
+ "from plotly import graph_objects\n",
+ "import plotly.express as px\n",
+ "from IPython.core.magic import Magics, magics_class, cell_magic\n",
"\n",
- "%load_ext rpy2.ipython\n",
+ "from IPython.display import Image\n",
"\n",
"from pylab import rcParams\n",
+ "\n",
"size = 20\n",
- "params = {'legend.fontsize': size,\n",
- " 'figure.figsize': (15, 5),\n",
- " 'axes.labelsize': size, \n",
- " 'axes.titlesize':size, \n",
- " 'xtick.labelsize':size, \n",
- " 'ytick.labelsize':size, \n",
- " 'axes.titlesize':1.5*size, \n",
- " 'figure.figsize': (12, 12)}\n",
+ "params = {\n",
+ " \"legend.fontsize\": size,\n",
+ " \"figure.figsize\": (15, 5),\n",
+ " \"axes.labelsize\": size,\n",
+ " \"axes.titlesize\": size,\n",
+ " \"xtick.labelsize\": size,\n",
+ " \"ytick.labelsize\": size,\n",
+ " \"axes.titlesize\": 1.5 * size,\n",
+ " \"figure.figsize\": (12, 12),\n",
+ "}\n",
"rcParams.update(params)\n",
- "theme_update(figure_size=(9, 9), title=element_text(size=size), text=element_text(size=.6*size)) # for plotnine"
+ "theme_update(\n",
+ " figure_size=(9, 9),\n",
+ " title=element_text(size=size),\n",
+ " text=element_text(size=0.6 * size),\n",
+ ") # for plotnine\n",
+ "\n",
+ "\n",
+ "import plotly.io as pio\n",
+ "pio.renderers.default = \"png\"\n",
+ "pio.renderers[\"png\"].width = 750\n",
+ "pio.renderers[\"png\"].height = 750\n",
+ "\n",
+ "alt.renderers.enable('png', webdriver='firefox')"
]
},
{
"cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%load_ext rpy2.ipython"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
"outputs": [],
"source": [
"%%R\n",
"library(ggplot2) \n",
- "theme_set(theme_grey(base_size = 24)) "
+ "theme_set(theme_grey(base_size = 24))"
]
},
{
@@ -98,39 +117,9 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": null,
"metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- " manufacturer model displ year \n",
- " Length:234 Length:234 Min. :1.600 Min. :1999 \n",
- " Class :character Class :character 1st Qu.:2.400 1st Qu.:1999 \n",
- " Mode :character Mode :character Median :3.300 Median :2004 \n",
- " Mean :3.472 Mean :2004 \n",
- " 3rd Qu.:4.600 3rd Qu.:2008 \n",
- " Max. :7.000 Max. :2008 \n",
- " cyl trans drv cty \n",
- " Min. :4.000 Length:234 Length:234 Min. : 9.00 \n",
- " 1st Qu.:4.000 Class :character Class :character 1st Qu.:14.00 \n",
- " Median :6.000 Mode :character Mode :character Median :17.00 \n",
- " Mean :5.889 Mean :16.86 \n",
- " 3rd Qu.:8.000 3rd Qu.:19.00 \n",
- " Max. :8.000 Max. :35.00 \n",
- " hwy fl class \n",
- " Min. :12.00 Length:234 Length:234 \n",
- " 1st Qu.:18.00 Class :character Class :character \n",
- " Median :24.00 Mode :character Mode :character \n",
- " Mean :23.44 \n",
- " 3rd Qu.:27.00 \n",
- " Max. :44.00 \n"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"%%R\n",
"summary(mpg)"
@@ -138,10 +127,8 @@
},
{
"cell_type": "code",
- "execution_count": 57,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": null,
+ "metadata": {},
"outputs": [],
"source": [
"mpg = pd.read_csv('https://raw.githubusercontent.com/tidyverse/ggplot2/master/data-raw/mpg.csv')\n",
@@ -159,56 +146,14 @@
},
{
"cell_type": "code",
- "execution_count": 58,
+ "execution_count": null,
"metadata": {
"tags": [
"data",
"name:ts"
]
},
- "outputs": [
- {
- "data": {
- "text/html": [
- "
\n",
- " \n",
- " \n",
- " date | \n",
- " value | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 2000-01-01 | \n",
- " 0.480168 | \n",
- "
\n",
- " \n",
- " 2000-01-02 | \n",
- " 1.961034 | \n",
- "
\n",
- " \n",
- " 2000-01-03 | \n",
- " 1.735043 | \n",
- "
\n",
- " \n",
- " 2000-01-04 | \n",
- " 1.611648 | \n",
- "
\n",
- " \n",
- " 2000-01-05 | \n",
- " 1.966705 | \n",
- "
\n",
- " \n",
- "
"
- ],
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"from IPython.display import display, HTML\n",
"display(HTML(ts.head(5).to_html(index=False)))"
@@ -216,110 +161,14 @@
},
{
"cell_type": "code",
- "execution_count": 59,
+ "execution_count": null,
"metadata": {
"tags": [
"data",
"name:mpg"
]
},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- " \n",
- " \n",
- " manufacturer | \n",
- " model | \n",
- " displ | \n",
- " year | \n",
- " cyl | \n",
- " trans | \n",
- " drv | \n",
- " cty | \n",
- " hwy | \n",
- " fl | \n",
- " class | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " audi | \n",
- " a4 | \n",
- " 1.8 | \n",
- " 1999 | \n",
- " 4 | \n",
- " auto(l5) | \n",
- " f | \n",
- " 18 | \n",
- " 29 | \n",
- " p | \n",
- " compact | \n",
- "
\n",
- " \n",
- " audi | \n",
- " a4 | \n",
- " 1.8 | \n",
- " 1999 | \n",
- " 4 | \n",
- " manual(m5) | \n",
- " f | \n",
- " 21 | \n",
- " 29 | \n",
- " p | \n",
- " compact | \n",
- "
\n",
- " \n",
- " audi | \n",
- " a4 | \n",
- " 2.0 | \n",
- " 2008 | \n",
- " 4 | \n",
- " manual(m6) | \n",
- " f | \n",
- " 20 | \n",
- " 31 | \n",
- " p | \n",
- " compact | \n",
- "
\n",
- " \n",
- " audi | \n",
- " a4 | \n",
- " 2.0 | \n",
- " 2008 | \n",
- " 4 | \n",
- " auto(av) | \n",
- " f | \n",
- " 21 | \n",
- " 30 | \n",
- " p | \n",
- " compact | \n",
- "
\n",
- " \n",
- " audi | \n",
- " a4 | \n",
- " 2.8 | \n",
- " 1999 | \n",
- " 6 | \n",
- " auto(l5) | \n",
- " f | \n",
- " 16 | \n",
- " 26 | \n",
- " p | \n",
- " compact | \n",
- "
\n",
- " \n",
- "
"
- ],
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"from IPython.display import display, HTML\n",
"display(HTML(mpg.head(5).to_html(index=False)))"
@@ -327,104 +176,14 @@
},
{
"cell_type": "code",
- "execution_count": 54,
+ "execution_count": null,
"metadata": {
"tags": [
"data",
"name:diamonds"
]
},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- " \n",
- " \n",
- " carat | \n",
- " cut | \n",
- " color | \n",
- " clarity | \n",
- " depth | \n",
- " table | \n",
- " price | \n",
- " x | \n",
- " y | \n",
- " z | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " 0.23 | \n",
- " Ideal | \n",
- " E | \n",
- " SI2 | \n",
- " 61.5 | \n",
- " 55.0 | \n",
- " 326 | \n",
- " 3.95 | \n",
- " 3.98 | \n",
- " 2.43 | \n",
- "
\n",
- " \n",
- " 0.21 | \n",
- " Premium | \n",
- " E | \n",
- " SI1 | \n",
- " 59.8 | \n",
- " 61.0 | \n",
- " 326 | \n",
- " 3.89 | \n",
- " 3.84 | \n",
- " 2.31 | \n",
- "
\n",
- " \n",
- " 0.23 | \n",
- " Good | \n",
- " E | \n",
- " VS1 | \n",
- " 56.9 | \n",
- " 65.0 | \n",
- " 327 | \n",
- " 4.05 | \n",
- " 4.07 | \n",
- " 2.31 | \n",
- "
\n",
- " \n",
- " 0.29 | \n",
- " Premium | \n",
- " I | \n",
- " VS2 | \n",
- " 62.4 | \n",
- " 58.0 | \n",
- " 334 | \n",
- " 4.20 | \n",
- " 4.23 | \n",
- " 2.63 | \n",
- "
\n",
- " \n",
- " 0.31 | \n",
- " Good | \n",
- " J | \n",
- " SI2 | \n",
- " 63.3 | \n",
- " 58.0 | \n",
- " 335 | \n",
- " 4.34 | \n",
- " 4.35 | \n",
- " 2.75 | \n",
- "
\n",
- " \n",
- "
"
- ],
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"from IPython.display import display, HTML\n",
"display(HTML(diamonds.head(5).to_html(index=False)))"
@@ -453,7 +212,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -461,15 +220,7 @@
"package:ggplot"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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TB+MutuLL8AoBCEAAAtEECOGI5sEeBCAAgbwmoHzemnyqhUwUtqGFfurUqZPX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AACCKSJAD3QhXCiNdfylVdeaQMHDnSzZiioVpD822+/BRxdNwC+8cYbbh5mjfc54YQT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\nQAABBBBAAAEEEAhD4P8Bz1EhLgrSnFoAAAAASUVORK5CYII=\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"%%R -w 10 -h 10 -u in\n",
"ggplot(data=mpg) + \n",
@@ -481,7 +232,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -489,18 +240,7 @@
"package:pandas"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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ty99//22EDS8vr4dak2IymdiwYQO//fYbAQEBnDlzhqioKPLmzUuJEiVo1KgR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\nx34NAAAAIB8pEGEDAAAAQP5D2AAAAABgBGEDAAAAgBGEDQAAAABGEDY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Ly8nJKds8FSpU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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"(mpg['manufacturer']\n",
" .value_counts(sort=False)\n",
@@ -511,7 +251,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": null,
"metadata": {
"scrolled": false,
"tags": [
@@ -520,36 +260,57 @@
"package:plotnine"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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TJ7Mfde3aVa1atdLHH3+s7du3Ky0tzTFP5v8Uth9KUpkyZdS2bVtJMmdYzCpzVMvT09Mh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nbsyB81Ro12/fXX6/PPP3f7EwVffPGF0tPT1a9fPw9WhvqipKREf//735WamqoZM2ao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\nAACACf4fPpqzFM+hDR4AAAAASUVORK5CYII=\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"\"\"\"plotnine gives an error on `ggplot(data=mpg)`.\n",
"\"\"\"\n",
"(ggplot(mpg) + \n",
- " aes(x=\"manufacturer\") +\n",
- " geom_bar(size=20) + \n",
- " coord_flip() +\n",
- " ggtitle(\"Number of Cars by Make\")\n",
+ " aes(x=\"manufacturer\") +\n",
+ " geom_bar(size=20) + \n",
+ " coord_flip() +\n",
+ " ggtitle(\"Number of Cars by Make\")\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "scrolled": true,
+ "tags": [
+ "ex",
+ "name:bar-counts",
+ "package:plotly"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "px.histogram(\n",
+ " mpg, y=\"manufacturer\", \n",
+ " title='Number of Cars by Make'\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:bar-counts",
+ "package:altair"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "(\n",
+ " alt.Chart(\n",
+ " mpg, title=\"Number of Cars by Make\"\n",
+ " )\n",
+ " .mark_bar()\n",
+ " .encode(\n",
+ " x=\"count()\", y=alt.Y(\"manufacturer\")\n",
+ " )\n",
")"
]
},
@@ -562,7 +323,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -570,15 +331,7 @@
"package:ggplot"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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F1xss0Op9Pr4xO/Yhvk8lb1N8TYlTq40b5VqqXaPab2W7atdK/dq2HWuXhX0z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\nAgQIEEiHwP8DrvnZRrzGjoMAAAAASUVORK5CYII=\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"%%R -w 10 -h 10 -u in\n",
"ggplot(data=mpg) + \n",
@@ -588,7 +341,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -596,25 +349,14 @@
"package:matplotlib"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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IRDIAACQiGQAAEpEMAABJWWcP0JXMf/y1zh4BAIAuwJ1kAABIRDIAACQiGQAAEpEMAACJ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\nrkJggg==\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
- "plt.hist('cty', bins=12, data=mpg);"
+ "pyplot.hist('cty', bins=12, data=mpg);"
]
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": null,
"metadata": {
"scrolled": false,
"tags": [
@@ -623,18 +365,7 @@
"package:pandas"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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Aff3Kao/QJvXq1d2fTQ2yrrWnWmu6pehvMwH+xhtv5Oyzz85dd92VgQMH5vvf\n/3723nvvDft79OiRlSub/8Nbv90DmAAAtHVt4h7wV199NaecckruuuuuHHjggZk1a1b69Omz0TED\nBw7Myy+/nNWrV2/y9cuWLctOO+2UAQMGlBoZAAC2SdUDvKGhIRMmTMijjz6aYcOG5aabbsqee+65\nyXFDhw5NU1NTFi5cuMnXP/LII9lvv/3SrVu3UmMDAMA2qXqAX3755Xn44YczZMiQTJ8+fbMRfeyx\nx6ZDhw6ZOnXqRh87f/XVV2fVqlU5+eSTS40MAADbrKr3gNfX1+fmm29Okrzzne/M9OnTmz3uc5/7\nXPbdd9+cdtppmT59ekaNGpXhw4fn6aefzvz583PwwQdveF0hAAC0ZVUN8EcffXTDm01++tOfbva4\nU045JZ07d865556b3r17Z9asWZk5c2Z69eqV8ePHZ9KkSZt9RSEAALQlVQ3wI444Ik8++eRWH19X\nV5cxY8ZkzJgxO3AqAADYcap+DzgAALyVCHAAAChIgAMAQEECHAAAChLgAABQkAAHAICCBDgAABQk\nwAEAoCABDgAABQlwAAAoSIADAEBBAhwAAAoS4AAAUJAABwCAggQ4AAAUJMABAKAgAQ4AAAUJcAAA\nKEiAAwBAQQIcAAAKEuAAAFCQAAcAgIIEOAAAFCTAAQCgIAEOAAAFCXAAAChIgAMAQEECHAAAChLg\nAABQkAAHAICCBDgAABQkwAEAoCABDgAABQlwAAAoSIADAEBBAhwAAAoS4AAAUJAABwCAggQ4AAAU\nJMABAKAgAQ4AAAUJcAAAKEiAAwBAQQIcAAAKEuAAAFCQAAcAgIIEOAAAFCTAAQCgIAEOAAAFCXAA\nAChIgAMAQEECHAAAChLgAABQkAAHAICCBDgAABQkwAEAoCABDgAABQlwAAAoSIADAEBBAhwAAAoS\n4AAAUJAABwCAggQ4AAAUJMABAKAgAQ4AAAUJcAAAKEiAAwBAQQIcAAAKEuAAAFCQAAcAgIIEOAAA\nFCTAAQCgIAEOAAAFCXAAAChIgAMAQEECHAAAChLgAABQkAAHAICCBDgAABQkwAEAoCABDgAABQlw\nAAAoSIADAEBBAhwAAAoS4AAAUJAABwCAggQ4AAAUJMABAKAgAQ4AAAUJcAAAKEiAAwBAQQIcAAAK\nEuAAAFCQAAcAgIIEOAAAFCTAAQCgIAEOAAAFCXAAAChIgAMAQEEdqz0AAG3baZfMrfYIreaGCw6v\n9ggAroDgJk0qAAAQzUlEQVQDAEBJAhwAAAoS4AAAUJAABwCAggQ4AAAUJMABAKAgAQ4AAAUJcAAA\nKEiAAwBAQQIcAAAKEuAAAFCQAAcAgIIEOAAAFCTAAQCgIAEOAAAFCXAAAChIgAMAQEECHAAAChLg\nAABQUJsK8JdeeilDhw7NjBkzmt1/6623ZtSoURk8eHAOPfTQXHzxxXn99dfLDgkAANuhzQT466+/\nnjPPPDOrVq1qdv8111yT888/P01NTRk7dmwOOOCAzJgxI5/97GezZs2awtMCAMC26VjtAZJk2bJl\nOfPMM/OHP/xhs/snT56cIUOG5KabbsrOO++cJLniiisybdq0zJ49O2PHji05MgAAbJOqXwGfMWNG\nRo4cmUWLFuUDH/hAs8fMnj07jY2NmTBhwob4TpKJEyemW7dumTNnTqlxAQBgu1Q9wGfOnJm+ffvm\nBz/4QY4//vhmj1mwYEGSZNiwYRtt79y5cwYPHpxFixZl5cqVO3xWAADYXlUP8Isuuii33nprDj74\n4M0es3Tp0vTs2TNdu3bdZF/fvn2TJIsXL95hMwIAQGupeoB/5CMfSYcOHbZ4zIoVK9K9e/dm963f\nvrmHNwEAoC1pEw9hvpnGxsZ06tSp2X3rtzc0NLzp99l9913TseOWYx+A2tWrV/MXc9rK96NtsK61\np62tabsI8C5dumTt2rXN7lv/CsJddtnlTb/P8uV/bdW5AGhf6utb73mhXr26t+r3o22wrrWnWmu6\npeiv+i0oW6NHjx6bfchy/fbN3aICAABtSbsI8IEDB+bll1/O6tWrN9m3bNmy7LTTThkwYEAVJgMA\ngJZpFwE+dOjQNDU1ZeHChRttb2hoyCOPPJL99tsv3bp1q9J0AACw9dpFgB977LHp0KFDpk6dutHH\nzl999dVZtWpVTj755CpOBwAAW69dPIS577775rTTTsv06dMzatSoDB8+PE8//XTmz5+fgw8+OCed\ndFK1RwQAgK3SLgI8Sc4999z07t07s2bNysyZM9OrV6+MHz8+kyZN2uwrCgEAoK2pq1QqlWoPUUo1\nXyt02iVzq/ZrA/B/brjg8Fb7Xl5XV5usa+3xGkIAAHiLE+AAAFCQAAcAgIIEOAAAFCTAAQCgIAEO\nAAAFCXAAAChIgAMAQEECHAAAChLgAABQkAAHAICCBDgAABQkwAEAoCABDgAABQlwAAAoSIADAEBB\nAhwAAAoS4AAAUJAABwCAggQ4AAAUJMABAKAgAQ4AAAUJcAAAKEiAAwBAQQIcAAAKEuAAAFCQAAcA\ngIIEOAAAFCTAAQCgIAEOAAAFCXAAAChIgAMAQEECHAAAChLgAABQkAAHAICCBDgAABQkwAEAoCAB\nDgAABQlwAAAoSIADAEBBAhwAAAoS4AAAUJAABwCAggQ4AAAUJMABAKAgAQ4AAAUJcAAAKEiAAwBA\nQQIcAAAKEuAAAFCQAAcAgIIEOAAAFCTAAQCgIAEOAAAFCXAAAChIgAMAQEECHAAAChLgAABQUMdq\nDwAApZx2ydxqj9Bqbrjg8GqPAGwjV8ABAKAgAQ4AAAUJcAAAKEiAAwBAQQIcAAAKEuAAAFCQAAcA\ngIIEOAAAFCTAAQCgIAEOAAAFCXAAAChIgAMAQEECHAAAChLgAABQkAAHAICCBDgAABQkwAEAoCAB\nDgAABQlwAAAoSIADAEBBAhwAAAoS4AAAUJAABwCAggQ4AAAUJMABAKAgAQ4AAAUJcAAAKEiAAwBA\nQQIcAAAKEuAAAFCQAAcAgIIEOAAAFCTAAQCgIAEOAAAFCXAAAChIgAMAQEECHAAAChLgAABQkAAH\nAICCBDgAABTUsdoDAAAtd9olc6s9Qqu44YLDqz0CzaiV/38lyS8uO77aI2zCFXAAAChIgAMAQEEC\nHAAAChLgAABQkAAHAICCBDgAABQkwAEAoCABDgAABQlwAAAoSIADAEBBAhwAAAoS4AAAUFDHag8A\nALx1nXbJ3GqP0GpuuODwao9AO+EKOAAAFCTAAQCgIAEOAAAFCXAAAChIgAMAQEECHAAACmp3Ad7Y\n2JgZM2bkmGOOyUEHHZSPfexjufLKK7N27dpqjwYAAG+q3QX4t771rVx88cV529velnHjxmXvvffO\n5MmTc+6551Z7NAAAeFPt6oN4fv/73+fHP/5xPv7xj+eKK65IXV1dKpVKLrjggtx6662ZN29ehg8f\nXu0xAQBgs9rVFfCbb745STJp0qTU1dUlSerq6nLOOeekrq4uc+bMqeZ4AADwptpVgC9cuDC77757\nBg0atNH2vffeOwMHDsyCBQuqNBkAAGyddhPga9asyYsvvph99tmn2f19+/bNa6+9lldeeaXwZAAA\nsPXaTYCvWLEiSdK9e/dm96/fvnLlymIzAQBAS7WbhzAbGxuTJJ06dWp2//rtDQ0Nm/0evXo1H+8l\n/OKy46v2awMAtEStdUs1G7A57eYKeJcuXZJks+/7XrNmTZJkl112KTYTAAC0VLsJ8G7dumWnnXbK\nqlWrmt2//taTzd2iAgAAbUG7CfBOnTqlT58+ee6555rd/9xzz2WPPfbI2972tsKTAQDA1ms3AZ4k\nQ4cOTX19fRYvXrzR9pdeeilLlizJe9/73ipNBgAAW6ddBfioUaOSJN/73vfS1NSUJKlUKrn88suT\nJCeffHLVZgMAgK1RV6lUKtUeoiW+9KUv5bbbbstBBx2U97///Xn44YezcOHCjT6eHgAA2qp2F+Br\n167Ntddem//4j//ISy+9lD59+uS4447L6aefvtlXFAIAQFvR7gL8reyll17KMccckzPPPDPjx4/f\nZP+tt96aGTNmZMmSJenRo0dGjBiRs846K127di0/LFtlS2s6Z86cfO1rX2v269773vdm9uzZBSZk\na9XX12fKlCm566678vLLL2e33XbLIYcckrPPPjv9+/ff6FjnavuwtWvqXG0/li9fniuvvDLz58/P\nn//85/Tr1y8nnHBCTj311HTsuPFHozhP24etXdO2dp62mw/ieat7/fXXc+aZZ272NYzXXHNNLr/8\n8uy///4ZO3Zs/vSnP2XGjBl59NFHM3PmTP91oA16szV98sknkySnn356OnfuvNG+t7/97Tt8PrZe\nfX19PvWpT+WFF17Ihz70oRxzzDFZvHhxfvnLX+buu+/Oj3/84wwcODCJc7W9aMmaOlfbh1WrVmX0\n6NF59tlnM3z48Bx55JH5/e9/n0svvTQPPfRQrrrqqg23sTpP24eWrGmbO08rtHnPPfdc5YQTTqgM\nGjSoMmjQoMr3v//9TfYfeOCBlZNPPrmyZs2aDdv//d//vTJo0KDKTTfdVHhi3sybrWmlUqmMHTu2\nMmzYsPLD0WJf//rXK4MGDarccMMNG22/9dZbK4MGDapMmDChUqk4V9uTrV3TSsW52l5cdtlllUGD\nBlVuvPHGjbafc845lUGDBlXmzZtXqVScp+3J1q5ppdL2ztN29RaUt6IZM2Zk5MiRWbRoUT7wgQ80\ne8zs2bPT2NiYCRMmZOedd96wfeLEienWrVvmzJlTaly2wtasaZL86U9/yqBBgwpOxra64447ssce\ne+SUU07ZaPvxxx+fffbZJ/fcc0+ampqcq+3I1q5p4lxtL5YtW5bevXtn9OjRG20/5phjkiQPP/xw\nEj9T25OtXdOk7Z2nbkFp42bOnJm+ffvmoosuypIlS/K73/1uk2MWLFiQJBk2bNhG2zt37pzBgwfn\nnnvuycqVK31KaBuxNWv64osvZsWKFdl///2rMCEtsW7dukyYMCEdO3bMTjttek2jU6dOWbt2bRob\nG52r7URL1vSVV15xrrYTl112WbPbn3322SRJz549k/iZ2p5s7Zq2xZ+pAryNu+iii/LBD34wHTp0\nyJIlS5o9ZunSpenZs2ezD4b07ds3SbJ48eIcdNBBO3JUttLWrOn6e9XWrl2bL3zhC3n44YezevXq\nHHzwwTn77LOtZRvSoUOHTa6SrvfMM8/k2WefzT777JNOnTo5V9uJlqypc7V9qlQqeeWVV/LrX/86\nU6ZM2fBGtcTP1PZqS2vaFs9Tt6C0cR/5yEfSoUOHLR6zYsWKzf6b+Prtm3vQj/K2Zk3X/2Xxox/9\nKA0NDTnxxBPzoQ99KPfff39Gjx6du+++u8SobIempqZ8+9vfTlNTU0466aQkztX2rrk1da62T1dc\ncUU++MEP5lvf+la6d++e66+/PrvttlsS52l7taU1bYvnqSvgNaCxsXGzT2Sv397Q0FByJLZTU1NT\n+vbtmy9+8Ysb/g0+SR588MGMHz8+X/nKV3LnnXdu8iQ3bUOlUsk3vvGN3H///Xn3u9+94Wqqc7X9\n2tyaOlfbp/79++f000/PkiVLcuedd2bMmDG57rrr8q53vct52k5taU3b4nnqCngN6NKlS9auXdvs\nvjVr1iRJdtlll5IjsZ0mTpyYuXPnbvQXRfJ/9ySOHDky9fX1efDBB6s0HVvS2NiYr371q5kzZ076\n9++fadOmbfih7Vxtn7a0ps7V9ukTn/hEzjvvvEydOjXTpk3L8uXLc/7556dSqThP26ktrWlbPE8F\neA3o0aNHVq5c2ey+9ds9LFI7DjzwwCTJc889V+VJ+HtvvPFGvvCFL+SWW27JwIEDM3PmzOy9994b\n9jtX2583W9Mtca62D8OHD88hhxySp556KkuXLnWe1oC/X9MtqdZ5KsBrwMCBA/Pyyy9n9erVm+xb\ntmxZdtpppwwYMKAKk7Gt/vCHP2x4Ev/vrf9Pn/6Tdtvy6quv5pRTTsldd92VAw88MLNmzUqfPn02\nOsa52r5szZo6V9uHxsbG3Hfffbn33nub3b9+XZcvX+48bSdasqZt8TwV4DVg6NChaWpqysKFCzfa\n3tDQkEceeST77bdfunXrVqXp2BZnnHFGxo0bl1deeWWTfQ899FCS5N3vfnfpsdiMhoaGTJgwIY8+\n+miGDRuWm266KXvuuecmxzlX24+tXVPnavsxceLEnHfeeVm3bt0m+xYtWpS6urr069fPedqObO2a\ntsXzVIDXgGOPPTYdOnTI1KlTN9yfliRXX311Vq1alZNPPrmK07Etjj766DQ1NeV73/teKpXKhu23\n33575s+fn/e9731t6gMF3uouv/zyPPzwwxkyZEimT5++2R/OztX2Y2vX1LnaPnTs2DFHHnlkXnnl\nlVx//fUb7Zs1a1Yef/zxHHbYYenZs6fztJ1oyZq2xfO0rvK3k9Cm3XLLLfnKV76Sr3zlKxk/fvxG\n+y699NJMnz49++67b4YPH56nn3468+fPz8EHH5wbb7xxs090U12bW9PXXnst//zP/5xnnnkm733v\nezN06NAsXrw48+fPT8+ePfPDH/4w/fv3r97gbFBfX5/hw4dn7dq1+cQnPpHevXs3e9znPve5dO7c\n2bnaDrRkTRsaGpyr7cRLL72Uk046KS+++GI+/OEPZ9CgQXniiSdy//33p1+/fpk1a9aG+/udp+3D\n1q5pW/yZKsDbkS0FeKVSyaxZszJr1qwsXbo0vXr1ypFHHplJkyZ5WKQN29Kavvbaa5k6dWr+67/+\nK/X19Xnb296Www47LGeddVb22muv6gzMJu64446cccYZb3rcggUL0qNHD+dqO9DSNXWuth/19fWZ\nPHly5s2bl+XLl2evvfbKkUcemc9//vPZfffdNxznPG0/tnZN29p5KsABAKAg94ADAEBBAhwAAAoS\n4AAAUJAABwCAggQ4AAAUJMABAKAgAQ4AAAUJcAAAKEiAAwBAQf8fH/W3M5F1288AAAAASUVORK5C\nYII=\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"(mpg['cty']\n",
" .plot\n",
@@ -643,7 +374,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -651,34 +382,53 @@
"package:plotnine"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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w0FKP2zq3Bus8+jVlOFx++eVZtmxZ3vjGN6a3tze33nrrVte/5S1vSZIcd9xx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\nkqSqDA6SJEmSqjI4SJIkSarqHxjzb2XPYNslAAAAAElFTkSuQmCC\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"(ggplot(mpg) + \n",
" aes(x=\"cty\") +\n",
" geom_histogram(binwidth=2))"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "scrolled": false,
+ "tags": [
+ "ex",
+ "name:simple-histogram",
+ "package:plotly"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "px.histogram(\n",
+ " mpg, x=\"cty\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:simple-histogram",
+ "package:altair"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "(\n",
+ " alt.Chart(mpg)\n",
+ " .mark_bar()\n",
+ " .encode(\n",
+ " alt.X(\"cty\", bin=alt.Bin(step=2)),\n",
+ " y=\"count()\",\n",
+ " )\n",
+ ")"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -688,7 +438,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -696,15 +446,7 @@
"package:ggplot"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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SQjXaUWmnsouTPrJUH+JVSP9W6XwWmx4CdLHkqiBcsHlGmAt9Veey31PHECwt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\nQmCC\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"%%R -w 10 -h 10 -u in \n",
"ggplot(data = mpg) +\n",
@@ -717,7 +459,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -725,30 +467,19 @@
"package:pandas"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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TrOVU2pku7nb8yeqxMCvHECn9Z79du3ZasGCBdu/ebYRrW+upt7e3atSoYTTA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\nAJwQQgghhJAG9H+M5BGY25uxGgAAAABJRU5ErkJggg==\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
- "ax = (mpg\n",
- " .plot\n",
- " .scatter(x='displ', y='hwy'))\n",
- "ax.set_title('Engine Displacement in Liters vs Highway MPG')\n",
- "ax.set_xlabel('Engine Displacement in Liters')\n",
- "ax.set_ylabel('Highway MPG');"
+ "(mpg\n",
+ " .plot\n",
+ " .scatter(x='displ', y='hwy')\n",
+ " .set(title='Engine Displacement in Liters vs Highway MPG',\n",
+ " xlabel='Engine Displacement in Liters',\n",
+ " ylabel='Highway MPG'))"
]
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -756,28 +487,7 @@
"package:plotnine"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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FcCigAgICrIuklixZ4naPijHG7aPcc4u/v7913uSyZcu0fft2n9aTVmpqqh59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\nYII=\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"(ggplot(mpg) +\n",
" aes(x = \"displ\", y = \"hwy\") +\n",
@@ -787,6 +497,53 @@
" ylab(\"Highway MPG\"))"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:scatter-plot",
+ "package:altair"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "alt.Chart(mpg).mark_circle().encode(\n",
+ " alt.X(\n",
+ " \"displ\",\n",
+ " title=\"Engine Displacement in Liters\",\n",
+ " ),\n",
+ " alt.Y(\n",
+ " \"hwy\",\n",
+ " title=\"Highway Miles per Gallon\",\n",
+ " ),\n",
+ ").properties(\n",
+ " title=\"Engine Displacement in Liters\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:scatter-plot",
+ "package:plotly"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "px.scatter(\n",
+ " mpg, x=\"displ\", y=\"hwy\", \n",
+ " title='Engine Displacement in Liters vs Highway MPG',\n",
+ " labels=dict(\n",
+ " displ='Engine Displacement in Liters', \n",
+ " hwy='Highway MPG')\n",
+ ")"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -796,7 +553,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -804,15 +561,7 @@
"package:ggplot"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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2ZMkS27Nnj+Xn5zs90UuXLg1kXakUAggggAACCCBQXgIE0OUl68N8GzRoYJUq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\nTn0RQAABBBBAAAEE8iXwP9l2H/o1UVXzAAAAAElFTkSuQmCC\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"%%R -w 10 -h 10 -u in \n",
"ggplot(data = mpg) +\n",
@@ -823,7 +572,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -831,28 +580,7 @@
"package:plotnine"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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bt9bkyZM1cOBAz+0iIyN16aWX6uDBg9q0aZN+/PFH9erVSzNnzqzxCcBFRUVe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\nqxiQBMkAAAAASUVORK5CYII=\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 16,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"(ggplot(mpg) +\n",
" aes(\"displ\", \"hwy\") +\n",
@@ -862,7 +590,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -870,33 +598,91 @@
"package:seaborn"
]
},
- "outputs": [
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 17,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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AgKkuIwJVT0+Pfv7zn6u2tlanTp1SVVWVbr31Vn3rW9+S3X52ia+//rpeeOEF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\nunUKCwtT7969zY4DEzk7O6t9+/baunWr4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- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"sns.lmplot(x=\"displ\", y=\"hwy\", \n",
" data=mpg, size=12)"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:scatter-with-regression",
+ "package:plotly"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "'''No built in method to calculate and display confidence intervals.\n",
+ "Must calculate manually and utilise existing features to build the confidence band.'''\n",
+ "import statsmodels.api as sm\n",
+ "from statsmodels.stats.outliers_influence import summary_table\n",
+ "\n",
+ "y=mpg.hwy\n",
+ "x=mpg.displ\n",
+ "X = sm.add_constant(x)\n",
+ "res = sm.OLS(y, X).fit()\n",
+ "\n",
+ "st, data, ss2 = summary_table(res, alpha=0.05)\n",
+ "preds = pd.DataFrame.from_records(data, columns=[s.replace('\\n', ' ') for s in ss2])\n",
+ "preds['displ'] = mpg.displ\n",
+ "preds = preds.sort_values(by='displ')\n",
+ "\n",
+ "fig = graph_objects.Figure(layout={\n",
+ " 'title' : 'Engine Displacement in Liters vs Highway MPG',\n",
+ " 'xaxis' : {\n",
+ " 'title' : 'Engine Displacement in Liters'\n",
+ " },\n",
+ " 'yaxis' : {\n",
+ " 'title' : 'Highway MPG'\n",
+ " }\n",
+ "})\n",
+ "p1 = graph_objects.Scatter(**{\n",
+ " 'mode' : 'markers',\n",
+ " 'x' : mpg.displ,\n",
+ " 'y' : mpg.hwy,\n",
+ " 'name' : 'Points'\n",
+ "})\n",
+ "p2 = graph_objects.Scatter({\n",
+ " 'mode' : 'lines',\n",
+ " 'x' : preds['displ'],\n",
+ " 'y' : preds['Predicted Value'],\n",
+ " 'name' : 'Regression',\n",
+ "})\n",
+ "#Add a lower bound for the confidence interval, white\n",
+ "p3 = graph_objects.Scatter({\n",
+ " 'mode' : 'lines',\n",
+ " 'x' : preds['displ'],\n",
+ " 'y' : preds['Mean ci 95% low'],\n",
+ " 'name' : 'Lower 95% CI',\n",
+ " 'showlegend' : False,\n",
+ " 'line' : {\n",
+ " 'color' : 'white'\n",
+ " }\n",
+ "})\n",
+ "# Upper bound for the confidence band, transparent but with fill\n",
+ "p4 = graph_objects.Scatter( {\n",
+ " 'type' : 'scatter',\n",
+ " 'mode' : 'lines',\n",
+ " 'x' : preds['displ'],\n",
+ " 'y' : preds['Mean ci 95% upp'],\n",
+ " 'name' : '95% CI',\n",
+ " 'fill' : 'tonexty',\n",
+ " 'line' : {\n",
+ " 'color' : 'white'\n",
+ " },\n",
+ " 'fillcolor' : 'rgba(255, 127, 14, 0.3)'\n",
+ "})\n",
+ "fig.add_trace(p1)\n",
+ "fig.add_trace(p2)\n",
+ "fig.add_trace(p3)\n",
+ "fig.add_trace(p4)\n",
+ "Image(fig.to_image(format=\"png\", width=750, height=750))"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -906,7 +692,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -914,15 +700,7 @@
"package:ggplot"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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yVXc9i6RMSwnVaEepRW0XJ71kqT/EK5vnW6nrmevxUKBzJVcG+dziGcla6K06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\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"%%R -w 10 -h 10 -u in\n",
"ggplot(data = mpg) + \n",
@@ -935,7 +713,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": null,
"metadata": {
"scrolled": false,
"tags": [
@@ -944,20 +722,9 @@
"package:matplotlib"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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/vz9hYWEkJSUpuaj9+vXTyeXPbsWLF2ft2rUsWrSIK1eukJCQgK2t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\nCTgRERERkYSYgBMRERERSej/Ac+pycfafcqRAAAAAElFTkSuQmCC\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "fig, ax = plt.subplots()\n",
+ "outputs": [],
+ "source": [
+ "fig, ax = pyplot.subplots()\n",
"for c, df in mpg.groupby('class'):\n",
" ax.scatter(df['displ'], df['hwy'], label=c)\n",
"ax.legend()\n",
@@ -968,7 +735,36 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:scatter-plot-with-colors",
+ "package:altair"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "(\n",
+ " alt.Chart(\n",
+ " mpg,\n",
+ " title=\"Engine Displacement in Liters vs Highway MPG\",\n",
+ " )\n",
+ " .mark_circle()\n",
+ " .encode(\n",
+ " alt.X(\n",
+ " \"displ\",\n",
+ " title=\"Engine Displacament in Liters\",\n",
+ " ),\n",
+ " alt.Y(\"hwy\", title=\"Highway MPG\"),\n",
+ " color=\"class\",\n",
+ " )\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -976,24 +772,13 @@
"package:seaborn"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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qaPr06XrrrbeMaYFHjhzRkSNHNHv2bHl6eqp58+bq27ev6UuTZ6z4l9PnT24/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S5E0qCUrrj8Xip8tdQGfGSakxiXmcuvcvLRtfAa01KROkbxtE/tSay/Q4mJ8ZPdWIhoaTQb5Olu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\nGVr5c9wc3iBKFQQ7A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ZTdmUyzGR2QaTYzKbszs3p3/9H3ioY8840EzoGgDoKE/g+cczIb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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"\"\"\"seaborn.FacetGrid overrides the `rcParams['figure.figsize'] global parameter. \n",
"You have to set the size in the size with `size=` in `FacetGrid`\"\"\"\n",
"(sns\n",
" .FacetGrid(mpg, hue=\"class\", size=10)\n",
- " .map(plt.scatter, \"displ\", \"hwy\")\n",
+ " .map(pyplot.scatter, \"displ\", \"hwy\")\n",
" .add_legend()\n",
" .set(\n",
" title=\"Engine Displacement in Liters vs Highway MPG\",\n",
@@ -1004,7 +789,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1012,28 +797,7 @@
"package:plotnine"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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g+/NbwG63q2/fvpIyxpG4cOGCPvvsMzkcDtlsNvXr18+ft5kjzlZa53N477rr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\nHOgACrqLFy/maXlRUVFKTEz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fJkzlqtllC5LsIRmtttfeHKKq13P7NQAAAADrIqMpYuzB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\ny8WLFwFwcHCgb9++DB48GE9PTwAOHjz4SDfv3LnzI12XLS0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1rvlxkhbP+uRFssuhEEII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\n3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cUcffTRXHTRRWzevJkHH3yQ4cOHc+mllwItl4g98sgjnHLKKRx44IFcdNFF9OvXj88+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\nYII=\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 21,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"(ggplot(mpg) + \n",
" aes(x = \"displ\", y = \"hwy\", color = \"class\") +\n",
@@ -1043,6 +807,27 @@
" ylab(\"Highway MPG\"))"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:scatter-plot-with-colors",
+ "package:plotly"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "px.scatter(\n",
+ " mpg, x=\"displ\", y=\"hwy\", color=\"class\", \n",
+ " title='Engine Displacement in Liters vs Highway MPG',\n",
+ " labels=dict(\n",
+ " displ='Engine Displacement in Liters', \n",
+ " hwy='Highway MPG')\n",
+ ")"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -1052,7 +837,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1060,15 +845,7 @@
"package:ggplot"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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FFAhh8ODB4eyzzw7vv/9++MY3vhEWXXRRWRRQoAoCBtBVQDQLBRRQQAEFalWgf//+gZtJ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\nE2OwO3z48PCb3/ymopchaKb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mg/E5BRRQQAEFFFBAgfoTYNaiXLMfERCzCmu+iRwIrolH\nablm4S5WW2UAMq3WLOJX7VRxAM1KVjSZn3POOXFFKxYLuPLKK+Ocp/RbYRaOm266KVa82oU3PwUU\nUEABBRRQQIH0C8ycOTNvtwumvGMmp1zpX//6V5wFjhWxe/ToERt26R3BDFB77713nIc/177lPF5x\nH2helOZybszpPG3atKbFUx588MHYx5l+znx7YMGCPfbYIxx//PHllNV9FFAghQIsIsKqfq+//nq8\nnMalOFYeZH5ormCVmpix55///GcYO3ZsmDp1alyKm/5uLEndu3fvUrNzewUUUECBGhBgdct8q3TS\nssyMHLkSzzMDHNMmH3300U2bMfMGAwpHjhwZ9ttvv6p9TlRlHuimUmbcAeLxxx+Py3jfeOONTf2j\nK126MeNl2vXPfJcP2rUgJbwYI08JLPhyk/aUDCpwHujaOpK55hym/xnLeRNAM8iY92JygmQeUU5y\npYyM5rhztevZZ5+N+fB+YLojblyuu/TSS+OMQKXqJEE+c4iSuHo2ZMiQsgL8Ul+7rbbPdUza6vXa\nKl+OsfNAt5Vu+fm6lHf5dm21Z9qW8ua8zUwbSaIF+ne/+12c1phG15Zp1qxZsVX5lFNOWaiVeqml\nlmq5Wc77BM8XXXRRePjhh8O2226bc7tSnqhKC3TmCwJC4Mxoyr///e+BgYZJ0FzqTB2Zefu3Agqk\nQ4D+aExon3yBS0rNnNCkd999N1x33XVxRcJc/d6SffjN5bsTTjghcJlumWWWaflUvM+y2TzPaG1W\nPi02cUmQL/iTJ0+Ofedo4eaxvn37hhNPPHGhk3WxebqdAgoooEBpAgTDBx10UDjrrLPiOZ7WZmJH\ngmc+Ryo5HyfTK/O5U61UcR9oCsIHF4EyXThoOu/Tp0/YZZddwsUXXxxeeOGFOC80LU20RNFH2qSA\nAvUvQD805vDM1a2C1hKCVs4RxaTRo0eH1157LWvwzP6s8kaQ/fvf/76Y7OI2bM956qWXXoqtnJSJ\nkzhl5kR7++23x9aQojN0QwUUUECBsgVYU+S8886L64NwTieIZnE+WpC5EpUvXX311XG+6GyfKVwF\nJQ0bNixfFiU9V3EL9A033BAvw7bs2M3lT/o7MwqSG8snmhRQoHEE6GrB4GK+TOdLnByfe+65sOGG\nG+bbLD537733xiA52ZDuIQwOoWWCFmmubpEfQTYnS6ZCKpRYCIp8+vfvHz766KPw2NeT9/P3nnvu\nGZin/pVXXomjvgcNGlQoK59XQAEFFKiCAOdzBv2VmugScs8998TPASavSBKzd3C1k8+E4cOHJw9X\n/LviFujp06c3jYokcOabAx86DBw85phjDJ4rPkRmoED6BAhC+VJdqMsWwS/bFpPeeeedpgCaluP3\n338/5s8VMC7xJYn+zMVe6WKC/iQRoJMXreZ0QSNRh6RfdLKdvxVQQAEFak/g0EMPDauvvnpciIVF\nVx599NE4fd1mm20Wz+O//vWvc06TV05tKg6gWVucUY30FySYPv3000O/fv1ii9Jpp50WO2zzoWRS\nQIHGESAIrXZixo5kLAV5E3zTX5lby0TQXihwT7ZvOQsIreUE3wTnLSfrLzavJE9/K6CAAgq0vwAD\nye+///6w++67h2uuuSZ2/aAlmyuiDB7k8WqmirtwMH0UfZuTqaWYuu6hhx4KY8aMiZdmzz///Nhq\nxCIrjHykS0cxl2urWUnzUkCB9hVgBghOZgSj+YJpTmx84S4m0XeN2TfopkHwTBcLvrTTZ7ll3zhG\nbw8ePLiYLAMzgSQzu9DPjpMvgTRT4pEIsLmyZlJAAQUUqK4AjROcz6uZOPczdoUrm0ydyt808LZF\nqlozER+S66+/fmyBptmc/oT0RTnppJPCaqutFvsWMshwo402aot6mKcCCtSQAIEn/+uFuj8QACfB\naqHiMzC5ZWKACSdHAuiklZg+0eutt14Mrltum+s+fe2YH3TKlClxPukDDjggbLfddvEyH6ticTmQ\n6bpMCiiggALVF6CRpZJbrhIRmLM+SVsFz7xuxS3QuQrPKjCMpmSxBAbo0MpjV45cWj6uQP0J8IX6\n5ZdfjjNtEORmJma5WHPNNWMAm/lctr8JtLfffvv4xZxZMpKgOdmWOUT5Iv+jH/0oeajgb7ZnwCBT\nbxIwz5kzJ+5DC/eIESPCDjvsUDAPN1BAAQUUKF2ALnmVxoU0pHRUqmoATasz/UzoxvHAAw8EBv0k\niUB6t912i7fkMX8roED9CjC38+GHHx4vp7366quxX3ES9NK9Y8cdd4zdupLHipE4+eSTY5cwulq0\n7KfMa9GSzLgLpqIrJRFEH3bYYXGhoWSRF/Kz60Ypim6rgAIK1IbA3Llzw2WXXRaeeeaZOFPTWmut\nFfjsKLZrX7G1qHglQvqYMD0IAfO4ceMWGtDDpdQkaF533XWLLVNNb+dKhB17eJL+qvSdTXtKpk7j\n8lXaU75V72hlYBVMZrygXxoBLt0iKrm0xhLeLNDEb1q36R9NazYtx5Uk+lIznqPYmUEqea223jff\nMWnr165m/q5EWE3N6uXlSoTVs6xWTpxbaQQggGzrxPiRSlPmSoTkx2NcuWS8CzMt0cDB9HN0CaRX\nQ2bKvLpJd7xdd901TJw4MTD2js/XsWPHBs6H5LnKKqtkZlH235V92nz9snfffXdcbYwScKJj/meC\nZipAq7NJAQUaW4AWZr4scKtWYl5m52aulqb5KKCAAh0vQPB88803x+CXq4DcaNB48cUX48QUTEJB\nbJnvqiVXIVmtltg0GTfDxBZ0//vhD38YB4pXq6YVB9B84znkkENi0MwlWaJ8kwIKKKCAAgoooIAC\nxQgQKF955ZVxAa7MlmbG1HEbNWpUHCCeayY3VrZlVjiW/E6CZ16bgeEnnHBCYEEVrojmC8CLKWuy\nTcUB9JFHHhm4mRRQQAEFFFBAAQUUKFWAMXOsIJsZPLfMZ8iQIXGMHd0wWk5dmmxz5513xi4g3/nO\nd5KHmn7/9re/bbpfrTtVm8auWgUyHwUUUEABBRRQQIHGEWAF60ItwzzPjEnM4JQtEYTTZ5rpRy+5\n5JK47sjKK68cDjzwwMBA9mqnilugkwLdd999gaVw6fRNB/aWK4Yl2yS/GUFvUkABBRRQQAEFFFCA\ngebJJAH5NIgtmbI0W2JQOfM/H3HEETEepd8zXT/uuOOO8Le//S3OElfsugPZ8s98rCoB9Lnnnht+\n8pOfZObt3woooIACCiiggAIK5BVgalMGERZKBNBsmy0x09OsWbNiNw8GHrJaLenJJ58MW2yxRTj6\n6KPj7E2FWrqz5Z3tsYoD6CeeeKIpeN5pp53CVlttVdH0VNkK6WMKKNB+ApzEmK6Red2ZLpBpglix\nL9dJq1DJGBzy2muvBS7RsVIgs3GwOmm+vm6F8uQyHle7WOmwW7ducc5mptXi8p1JAQUUUCBdAt/4\nxjfidHOFSs35PteMTsnUqExskQTP5Lf55pvHVQlfeOGFuOos0+JVI1UcQD/++OOxHPvvv3+cfqQa\nhTIPBRToGAECXKb/YS7Nzz//PPZJY1luLouxMh99y0pJzKd8wQUXhH/84x9NC6nQgsBJcJNNNmn6\n8l1Knk8//XTgvEMQTV5JfkOHDg2ch4q5DFjK67mtAgoooEDbCqywwgox6OUziG4X2RINJnwG5Qqg\nk4VSdt9991a7MysHAfSbX684W60AuuLmmueffz4WlBXHTAookF4Bxi6cddZZ8QTDCaxPnz6BJbMZ\n7UyQesMNN8TFkoqtIa3X9EV77LHH4nyetGQz7SW/CXLYz/ZVAABAAElEQVRZtfTHP/5xnOi+2DxZ\nsOnGG2+MgT35UD7KSUBOKzerT9XDIijFeridAgooUA8CnMMPPvjguOBWtj7O06dPjwE2AwJzXWlk\nQS3SG2+80Ypk/Pjx8TFWrK1WqjiA5lsDiQ9GkwIKpFOAbha33XZbDJazzeVOKzSB6oMPPhi7YRRT\ny2uvvTZ2Bcm2JDZ90Mjvueeei63JxeRHqzhBN60H2U6gBPoMRHn00UeLyc5tFFBAAQVqSKBfv37h\nwgsvDCy9TQMMjSFz5syJqyuySN8xxxwTFltssZwlpusGV0uvuuqquH+yIfM/89nB9HdJN4/kuUp+\nVxxA0+eZdM8991RSDvdVQIEOFOCyGXNw0qqbKxG00krNMquFEic/Vn9qGTwn0w+1XGaWVoc///nP\nhbKLz9OC0PLSHpPmX3/99YG5P2khJ9EizSpU5bRCT5o0Kay//vpxWXAGo1SaWEL2V7/6VexWQv9v\nkwIKKKBAfgEaYw866KDwgx/8IBx33HHh+OOPDyeffHLsQtjy/J8tFxplRo4cGZ566qmw5557BmaH\nI3BOFlWp9lzQFQfQO++8czj00EPD//zP/8RVZLJVyscUUKC2BbhkNm/evIKF7Nq1a+ziUWhDBiF+\n9tlnTS3F3Oex+fPnx8F/BNgkunJwaa6YRAs0ATeJ8jItEa0TzP1Jv+gk8RrZLgEmz+f6zUqqr7/+\netz3gAMOyLVZ0Y9zTmRVLFo//vu//zv+LnpnN1RAAQUaWIBAmj7NDGBPzvvFcPz0pz8Nl19+eRyQ\nyLgdViFkQDxd/7bddttisih6m5IGEdJC9f3vf79V5rQoMXL/2GOPjd8UVlpppTBo0KBW2yUP3HXX\nXcldfyugQA0I0IWjmETXi2KmGmKbpFWYfMm/c+fOMaAmeG75XMv7+cpAi24y/RADHMmPriU8Tgt6\nksiv2DyTffjNlwP2o6wE5ZUmLjV26dIl5suXB8psUkABBRT4PwHO5/m6ZJTrRCzKjb7QBN8DBw4s\nN6u8+5UUQDO/HiP08yUu0zLinptJAQXSIUC/MYK9QokgsJiTEaOkOTESkHKSZAo8Lr/REk23juS1\nCH557WISr8tAQU6ITFm35pprxlHVXLZjCs0k8brF5pnsw++LLrooXjJk3z/84Q8tnyrrPpcfmeaT\nLxNnn312zpHjZWXuTgoooEDKBfhsKKV1OVt1k8+YbM8lY/SyPVeNx0oKoGlK/93vfleN1zUPBRSo\nIQHmzCTo5VJXEtxmKx4BL3M4F0oEoaz4RP8zBveRCHozE90b6KtWTBo+fHj497//3XTCZWJ8bi0T\nX/JZupW+0KUmunBQf1qgy+lDnfl61JtuJiYFFFBAgdYCnGtpdK0k5Ru3U0m+xexbUgDN6MXvfve7\nxeTrNgookCIBukLQX4w5m/minG0uZQbZEWTm657VssqHHXZYXAGKuTuzBbR0uyDI3HfffVvulvM+\nUxQxOptp8YZ+PedzZqIrGf2pTzrppMyn/FsBBRRQICUCNGDQ7Y0GlmQGKBp58jXuULW//OUvcQBh\nvmoeddRRoVpT2ZUUQOcrlM8poEC6BYYMGRJOOeWU8Mc//jEOziOIZuYNum1wf++99w7f+ta3iq4k\nXS7Ii6mHaBkmL/ot04pNIhg+55xziu5uwf577bVXbB1msB+JctGKwcBBWrjpNtGRLRKxUP5QQAEF\nFChZgO5udHtjFg1apjm3c+M8TyMMAwLXWWednPk+8sgjcQBhzg2+foLuftUKoBf5uv/I/83/lO8V\nfa5JgG9FaUsELbz5mCM37Yl/JFIyi0Oa65N0mUgCylqpC9/+GXzBNHEEpnzzZ5nVbF0wkjIzd3Su\nS3HkN3bs2DhTBq3R1HuzzTYLG220UdaW7iTPXL85ZU2dOjX2h6bFmcF/9HVjafBylxtPXosWcU7Y\n1ejCkeTZUb/zHZOOKlM5r8v/PMel2NlaynmN9tqH9ypBAv9XaU+cDzgm1CftiS5n9fA/z8wVvLda\nThXaVsemmLEwhV6b907yucF5/eqrr47TpDJOJhkwnuTB5yRXQZn1reVsGi0bTBhjky02YAVC5pHm\nKutf//rXVnknr1Hqb1ugSxVzewXqXIAPE1qHuVUjkR8t16W0Xud7XU6sTG+ULNuab1ufU0ABBRSo\nfQFajwl0c53XaQhkfMv9998fB7JnG4vDF1RuLRNfKJg9jnxZTTczMG+5ban3K54HutQXdHsFFFBA\nAQUUUEABBRCgr/OYMWMKjq8h+OXKGoPTuVJYTKKb4PPPPx9YRIUrWdVMBtDV1DQvBRRQQAEFFFBA\ngaIF6JJHF5piWofp0sUA9GK6pE6YMCGcd955gQX/ktUIiy5UERsaQBeB5CYKKKCAAgoooIAC1Rdg\n+tBSEv2cWYW2ULrkkkvioHVWgm2LZADdFqrmqYACCiiggAIKKFBQgJbnUuezKNRazcxPt956a+w3\n3XLQYcHClLCBgwhLwHJTBWpNgFHwDz30UJz6hxkuOKkwa8bWW28dttpqq8CobJMCCiiggAK1KtCv\nX784zWmx5WM+aPpC50s33nhjbKVm7ZJCwXa+fPI9ZwCdT8fnFKhhAUYjX3nllXGOZUYaJ9NJMdUi\ngyZuueWW8Itf/CJO8VZqNZhnmVX/mAOa0csbbLBBnNC+1HyS7e++++44PyeDRZjG7rTTTgsbbrhh\n8nTJv6krXx6Yromlu1nOu9Ip7EouhDsooIACClQswOJcyRSizPefL/GZRCMRC/vlS1dddVXo0aNH\nYEGvtkoG0G0la74KtKEAE82zaiAjkRmAQZ+wZFQy37YJJjkRscrfFVdcEdZff/2iSvPOO++EM888\nM04nRFDOZTWmD2JeTh6nVbuUxMAQphtqOdc180vvsccecQGVV199tZTs4rbMBfrggw/GgSTkSz2Z\nuoggf+uvW94LnYBLfkF3UEABBRRoMwECXc7ddLkgOM6VaDh5++23w7e//e28rco0Iv3zn/8M++yz\nT5tehc0f6ueqhY8roECHCfzrX/8KZ5xxRjyBsOAJk8cTNLPkKTcCSAZYvPLKK/FbPYH2+++/X7C8\nBLtMNM+iJ+RDUNqtW7fYwvvhhx+Gww8/PNxxxx0F82m5wUorrbRQ8NzyOV6v2GXBk/2o7+9+97sw\nc+bMWDYu43Hypc533XVXfI7A36SAAgookB6BTTbZJGyxxRZxAa/kamrL0tPyTDfF448/Pi6a1fK5\nzPtcPSWtueaamU9V9W8D6KpympkCbS/wpz/9Kb4ILbEkgt3MlDxGizJdHf72t79lbrLQ35ywjjrq\nqBiMs/BJZqLPGf2pf/nLX8bAPPP5bH+zemGhRAs3qxIWkwjiCZ5poUhWpEz24wvEsssuG6jvk08+\nmTzsbwUUUECBFAhwDt97773DscceG8/vNAIxOwc3uupxFZTgefjw4QVr89JLL8VtqrVkd64XtAtH\nLhkfV6AGBfgG/vLLL8cTCl02kkA5W1F5jm/ttMiOHj06HH300dk2i4+NHz8+5ptvonn6GnMi4zIb\n3TnyJVq8i5lmiDzo0lFMooy0Nid1ppXh0UcfjYH9IYccErPgJPvss8/GZcJL7RNNd5DHH388lpvW\nkGp0BZk4cWJcFn277baLLebF1NNtFFBAgUYVWG+99QKBLw0mfN5wHuZKYykDDZMWaAPoRn0XWW8F\nsgjQt4uAmO4PxSRaeOniweA9brlm5eCEQ74EyfkS/aGfe+65fJvE5y6//PKC25S6AQMbk6CYVgkG\nUZI40TJgcv/9949dWZJLfcm2xb4Og07eeuut+KUD3x122KHYXbNuR1eY66+/Pp786ev9wx/+MPYn\nz7qxDyqggAIKRAGuMOZa0rsYossuuyxwa+tkC3RbC5u/AlUUmDdvXhwsSJcLLnkVk2hZZVu+zecK\noJN8C+VHawDbFkrF9LkulEfm87xu0vqcOfiQIDpJ2LQctJg8Xug3QfOAAQPiFwkGoFQaQFOm3r17\nxxtffPDP18JfqHw+r4ACCtSTAJ8nuT6Tiq0njUTFfhYWm2ex29kHulgpt1OgBgQ42dAKTJ9kThzF\nJAYCFjpRMbUc+RZKtFIPHDiw0GZh8803L7hNqRswbRGzjZA23njjhcq72267NWVH60Wprc/szMwg\nU6ZMiQH0QQcd1JRfuXeYsYTWcFr+WUrW4LlcSfdTQIF6FKAbIgueVHLrqOCZ41H4E7Mej5p1UiCl\nAiussEKc/o1Ampko8iVOTgTOBJQrrrhi3qCS0c8Encm0cLnyJU+CwUKJPsmnnHJKoc3i88WeANdZ\nZ51ANw6+PJC+//3vh3HjxoUhQ4bEuaV5jICVftCF5ghl28zEoMdf/epXmQ+X/TfH6Nxzz43dbcop\nT9kv7I4KKKBASgQyG4JocGCmKW6M+eEzjCuDa6+9dlhllVXyfo61d5VtgW5vcV9PgQoEOJnssssu\nsfWVAXX5uioQ7BLE0e1hr732yvuqBJ0HHnhg7GaQeUJLdiRgJxAslFeyfTGBNtvSN7iYtOqqq4ah\nQ4fGPs/J9sxvTes5CQsC7J122imedJNtSvlNK3G2WUhKyaPltgT7Bs8tRbyvgAIKZBdgAbDf/OY3\ncdaoadOmxa4ZfB4xNoVxLszCxOOFErNwMGPHNttsE/bcc8/YMJJcvSy0bynPG0CXouW2CtSAAN0V\nmF+ZwIy5mgkc6fdLwMwtuU//W1boYyETujwUSgSyBMf0NeaW5MOJh78JYFnAJHMKuVz5Xn311QW7\ncpxwwglh5MiRubJY6HGCUVq2GZHNIEIGR1Jf6k+rBSfaU089NbZIL7SjfyiggAIK1LQAs0sx6Jor\nknx28TnDfW58zvEY40guuuiiGFDnqsyoUaNiazWDwtmPluyTTjopbLrppvEzI9d+5Ty+6M+/TuXs\n2Kj7FDv7QS350GpJP1jefGlPySAygru0J1qQCUwJAktJBJL0MWZuZ04QtJgSRBJAcqzpisECJQTY\na621Vvz2zePFpG233TZeJqO1efbs2TE/8mLlJ5YF532ULVGmbN/wWQmRfF544YWF6snJkVPPD37w\ng2zZ5XyMftp8GWAuaAJoXpP60xJNizfdOSpJ1APHbHWpJN+O2DfXMemIslTymvzPU5d6OH/x/uX9\nVer/fCV+bbUv/3ccE+qT9sT5qB7+5/k84L3FWJW2TjRkVJqScy2rC/72t7+NVxPzfVbx/8PzLBLG\nIimcF6hzy0SrM+9LAvITTzwx3vicve222+I0qHRXrFZa5OsKpP/dXy2NIvJhNH3aEm86vr0Vc+mj\n1uuWtH7Ww8mOrge0pBL8lpMYeHHttdeGRx55JAbiyUkTI05uu+66a+yWkZiV8xrF7sPrESinPdGF\ngw+gNH5RzrSvl2PC+5fjwoJAaU982PPlP/lfTXN96JfKMamHxgy+DNTD/zxd9nhvtceXzWIGkxd6\nf/Pe4XPjxhtvDHS7oFGpmEQDD6vmEgwvtdRSTbu8++67sfGIK6m333570+PEbcsss0zc55577ml6\nvNI7DiKsVND9FeggAYIKWnDp1sDJh24MtNbR8rzyyis760MHHRdfVgEFFFCgOAEW3GJV3WKDZ3Ll\nCw9TjWa2JvOljsZCFt2ibTgZoJ6sTEjXx2omA+hqapqXAh0gQMDcFtPGdUBVfEkFFFBAgQYSoAWa\nVvNSrpRyVZ0GI2ZdaploQPrRj34UV8o94ogj4uq7rHR7/vnnx+4hhx9+eMvNK75vAF0xoRkooIAC\nCiiggAIKlCpQbncmWpez7XvGGWfElmd+X3fddbE4tG7TYl3tFujiRhaVKuL2CiiggAIKKKCAAgrk\nEWBgejI5QJ7NWj1FK3TmoHbGEzGb1Jlnnhk22mij8Pvf/z52c2Sw4fbbbx+eeOKJVvlU8oAt0JXo\nua8CJQowcwQjjpmvmD5a3JjlYtlll41TzpWYXRzA88477wQ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wyKwY9HHON4CO7h5DhgyJ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QEEdJ4MRD52w4t9TrZvscR2rO2J6vcyfiQql8x+zeyPZjrnVPrpRxz7OQ+VidW3aP1lGwQgAAEI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\nNgIAAAAASUVORK5CYII=\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"%%R -w 10 -h 10 -u in\n",
"ggplot(data = mpg) +\n",
@@ -1078,7 +855,41 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:scatter-plot-with-size",
+ "package:altair"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "(\n",
+ " alt.Chart(\n",
+ " mpg,\n",
+ " title=\"City MPG vs Highway MPG\",\n",
+ " )\n",
+ " .mark_circle(opacity=0.3)\n",
+ " .encode(\n",
+ " x=alt.X(\n",
+ " \"cty\",\n",
+ " axis=alt.Axis(title=\"City MPG\"),\n",
+ " ),\n",
+ " y=alt.Y(\n",
+ " \"hwy\",\n",
+ " axis=alt.Axis(\n",
+ " title=\"Highway MPG\"\n",
+ " ),\n",
+ " ),\n",
+ " size=\"cyl\",\n",
+ " )\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {
"scrolled": false,
"tags": [
@@ -1087,18 +898,7 @@
"package:pandas"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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bq/NjsSYYwA1AQUGB8O+KLpy6urCqWjPq1auHTZs2Vfp52lpD60JOTo7QotG8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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"ax = (mpg\n",
" .plot\n",
@@ -1106,14 +906,14 @@
" y='hwy', \n",
" s=10*mpg['cyl'],\n",
" alpha=.5))\n",
- "ax.set_title('Engine Displacement in Liters vs Highway MPG')\n",
- "ax.set_xlabel('Engine Displacement in Liters')\n",
+ "ax.set_title('City MPG vs Highway MPG')\n",
+ "ax.set_xlabel('City MPG')\n",
"ax.set_ylabel('Highway MPG');"
]
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1121,34 +921,33 @@
"package:plotnine"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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YAwAAAAADCGMAAAAAYABhDAAAAAAMIIwBAAAAgAF20wUAAADzmpqatGTJEn3++efKycnR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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 24,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"(ggplot(mpg) +\n",
" aes(x=\"cty\", y=\"hwy\", size=\"cyl\") +\n",
" geom_point(alpha=.5))"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:scatter-plot-with-size",
+ "package:plotly"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "px.scatter(\n",
+ " mpg, x=\"cty\", y=\"hwy\", \n",
+ " size=\"cyl\", size_max=10,\n",
+ " title='City MPG vs Highway MPG',\n",
+ " labels=dict(cty='City MPG', hwy='Highway MPG')\n",
+ ")"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -1158,7 +957,26 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:scatter-plot-with-facet",
+ "package:altair"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "alt.Chart(mpg).mark_circle().encode(\n",
+ " x=alt.X(\"displ\"),\n",
+ " y=alt.Y(\"hwy\"),\n",
+ " facet=alt.Facet(\"class:O\", columns=4),\n",
+ ").properties(width=200, height=300)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1166,15 +984,7 @@
"package:ggplot"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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sy6jCiYAIiIAIiECSCMiEI0mtpbKKgAiIgAiIgAiIgAiUnIAU6JI3gQogAiIg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\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"%%R -w 10 -h 10 -u in\n",
"ggplot(data = mpg) + \n",
@@ -1185,7 +995,7 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1193,18 +1003,7 @@
"package:seaborn"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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KNw8FAAAAUNK4hwoAAAAAHERBBQAAAAAOoqACAAAAAAdxDxUAAAAAOIgzVAAA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\nuHChEhIS1LFjR1WuXFlr167V6NGjdezYsSKH+dnbnsnJyXrqqaeUl5e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Q5+fnq2fPnurQ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\nafny5W73e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6murta0adO0b98+paWlKTs7u1kXOUn6+uuvddddd+n3v/99o20nT57U0aNH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\ngg==\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"(mpg\n",
" .pipe(sns.FacetGrid, \n",
@@ -1212,14 +1011,14 @@
" col_wrap=4, \n",
" aspect=.5, \n",
" size=6)\n",
- " .map(plt.scatter, \"displ\", \"hwy\", s=20)\n",
+ " .map(pyplot.scatter, \"displ\", \"hwy\", s=20)\n",
" .fig.subplots_adjust(wspace=.2, hspace=.2)\n",
");"
]
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1227,28 +1026,7 @@
"package:plotnine"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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VmDVrFh49eoTIyEiTl/U0aNAADRo0wNixYxEdHY3//ve/OHr0KMLCwuDt7Y0LFy6gUaNG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\nk/4fl1MboVQvvUcAAAAASUVORK5CYII=\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 27,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"(ggplot(mpg.assign(c=mpg[\"class\"])) + \n",
" aes(x=\"displ\", y=\"hwy\") +\n",
@@ -1256,6 +1034,24 @@
" facet_wrap(\" ~ c\", nrow = 2))"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:scatter-plot-with-facet",
+ "package:plotly"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "px.scatter(\n",
+ " mpg, x=\"displ\", y=\"hwy\", \n",
+ " facet_col=\"class\", facet_col_wrap=4\n",
+ ")"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -1265,7 +1061,7 @@
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1273,15 +1069,7 @@
"package:ggplot"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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AAAIQgEAWCBBAZwEqLiEAAQhAAAIQgAAECpcAAXThli05gwAEIAABCEAAAhDIAgFmIgyE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\nAfaKXQKSTOELAAAAAElFTkSuQmCC\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"%%R -w 10 -h 10 -u in\n",
"ggplot(data = mpg) + \n",
@@ -1292,7 +1080,30 @@
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:scatter-plot-with-facets",
+ "package:altair"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "(alt\n",
+ " .Chart(mpg)\n",
+ " .mark_circle()\n",
+ " .encode(x=\"displ\", y=\"hwy\",)\n",
+ " .properties(\n",
+ " width=100, height=150\n",
+ " )\n",
+ " .facet(column=\"cyl\", row=\"drv\")\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1300,18 +1111,7 @@
"package:seaborn"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"(mpg\n",
" .pipe(sns.FacetGrid, \n",
@@ -1319,14 +1119,14 @@
" row=\"drv\", \n",
" aspect=.9, \n",
" size=4)\n",
- " .map(plt.scatter, \"displ\", \"hwy\", s=20)\n",
+ " .map(pyplot.scatter, \"displ\", \"hwy\", s=20)\n",
" .fig.subplots_adjust(wspace=.02, hspace=.02)\n",
");"
]
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1334,28 +1134,7 @@
"package:plotnine"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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NmjVatWqVFi5cGLC4D6yP27Si1Jw5c3yFiCQVFRUpJydHU6dONZwZAABA5Rk3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6AAAg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\nt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Tu2w+369OnT4fqHH364zUvFQkNDbZdnVVRUaO3atZ2qEwDgOhhGAKAb+Prrr1VcXCxJ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\nYII=\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 30,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"(ggplot(mpg) + \n",
" aes(x=\"displ\", y=\"hwy\") +\n",
@@ -1363,6 +1142,25 @@
" facet_grid(\"drv ~ cyl\"))"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:scatter-plot-with-facets",
+ "package:plotly"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "px.scatter(\n",
+ " mpg, x=\"displ\", y=\"hwy\", \n",
+ " facet_col=\"cyl\", facet_row=\"drv\",\n",
+ " category_orders=dict(cyl=[4,5,6,8])\n",
+ ")"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -1372,7 +1170,7 @@
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1380,15 +1178,7 @@
"package:ggplot"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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3TVaB5VmJ93dj/Mu7h9Xhzqm/tfcWPGlzK6bZ8poFds+08AT0YRvz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\n24MB9I+ZOOI8DLshgAACCCCQ9gInTKyxs75o/NlvXLVV17edeyHgzcx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TcU49cVlpjqYCYSIIEUEFAbirj/fERoEmTQIPiV/7PnoENS0BCrJIHeJcBFhHHy5iLCOIHFmN0V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\nRK5CYII=\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"%%R -w 10 -h 10 -u in\n",
"subcompact = mpg[mpg$`class` == \"subcompact\", ]\n",
@@ -1402,7 +1192,54 @@
},
{
"cell_type": "code",
- "execution_count": 32,
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:stacked-smooth-line-and-scatter",
+ "package:altair"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "scatter = (\n",
+ " alt.Chart(\n",
+ " mpg,\n",
+ " title=\"Engine Displacement in Liters vs Highway MPG\",\n",
+ " )\n",
+ " .mark_circle()\n",
+ " .encode(\n",
+ " x=alt.X(\n",
+ " \"displ\",\n",
+ " axis=alt.Axis(\n",
+ " title=\"Engine Displacament in Liters\"\n",
+ " ),\n",
+ " ),\n",
+ " y=alt.Y(\n",
+ " \"hwy\",\n",
+ " axis=alt.Axis(\n",
+ " title=\"Highway MPG\"\n",
+ " ),\n",
+ " ),\n",
+ " color=\"class\",\n",
+ " )\n",
+ ")\n",
+ "\n",
+ "line = (\n",
+ " alt.Chart(\n",
+ " mpg[mpg[\"class\"] == \"subcompact\"]\n",
+ " )\n",
+ " .transform_loess(\"displ\", \"hwy\")\n",
+ " .mark_line()\n",
+ " .encode(x=alt.X(\"displ\"), y=alt.Y(\"hwy\"))\n",
+ ")\n",
+ "\n",
+ "scatter + line"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1410,28 +1247,7 @@
"package:plotnine"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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as2aNJGnChAl65513dNNNNykxMVEhISEyDEOSLmq1YqvVqttuu03vvPOO9uzZ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\nqvnjFwoU1kuegPxfelS96nMFKn1mR4toD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- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 32,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"\"\"\"Notice the smoothed line isn't as smooth as it is in ggplot2.\"\"\"\n",
"(ggplot(data=mpg, \n",
@@ -1445,7 +1261,59 @@
},
{
"cell_type": "code",
- "execution_count": 33,
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:stacked-smooth-line-and-scatter",
+ "package:plotly"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "'''Plotly's builtin smoothing function is very weak'''\n",
+ "\n",
+ "traces = []\n",
+ "for cls in mpg['class'].unique():\n",
+ " traces.append(graph_objects.Scatter({\n",
+ " 'mode' : 'markers',\n",
+ " 'x' : mpg.displ[mpg['class'] == cls],\n",
+ " 'y' : mpg.hwy[mpg['class'] == cls],\n",
+ " 'name' : cls\n",
+ " }))\n",
+ "\n",
+ " \n",
+ "subcompact = mpg[mpg['class'] == 'subcompact'].sort_values(by='displ')\n",
+ "\n",
+ "traces.append(graph_objects.Scatter({\n",
+ " 'mode' : 'lines',\n",
+ " 'x' : subcompact.displ,\n",
+ " 'y' : subcompact.hwy,\n",
+ " 'name' : 'smoothing',\n",
+ " 'line' : {\n",
+ " 'shape' : 'spline',\n",
+ " 'smoothing' : 1.3\n",
+ " }\n",
+ "}))\n",
+ " \n",
+ "fig = graph_objects.Figure(**{\n",
+ " 'data' : traces,\n",
+ " 'layout' : {\n",
+ " 'title' : 'Engine Displacement in Liters vs Highway MPG',\n",
+ " 'xaxis' : {\n",
+ " 'title' : 'Engine Displacement in Liters',\n",
+ " },\n",
+ " 'yaxis' : {\n",
+ " 'title' : 'Highway MPG'\n",
+ " }\n",
+ " }\n",
+ "})\n",
+ "Image(fig.to_image(format=\"png\", width=750, height=750))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1453,15 +1321,7 @@
"package:ggplot"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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AoQW0Ascnn3xi2gRFOwlq0xRto60tsY855hh7++23rWnTpuVWU/Ok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\na9fOqlWrVuE99UDj+vXrK8yXaQYC6EzluA4BBBBAAAEEEPB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zTIH0iy++6IZm\n69y5sxuOKobs2CQCCCCAAAIIIIBAggIE0DFia1i2Aw44IMYc2DQCCCCAAAIIIIBA0gL0gU5anPwQ\nQAABBBBAAAEEMi1AAJ3p6qPwCCCAAAIIIIAAAkkLEEAnLU5+CCCAAAIIIIAAApkWIIDOdPVReAQQ\nQAABBBBAAIGkBQigkxYnPwQQQAABBBBAAIFMCxBAZ7r6KDwCCCCAAAIIIIBA0gIE0EmLkx8CCCCA\nAAIIIIBApgUIoDNdfRQeAQQQQAABBBBAIGkBAuikxckPAQQQQAABBBBAINMCBNCZrj4KjwACCCCA\nAAIIIJC0AAF00uLkhwACCCCAAAIIIJBpAQLoTFcfhUcAAQQQQAABBBBIWoAAOmlx8kMAAQQQQAAB\nBBDItAABdKarj8IjgAACCCCAAAIIJC1AAJ20OPkhgAACCCCAAAIIZFqAADrT1UfhEUAAAQQQQAAB\nBJIWIIBOWpz8EEAAAQQQQAABBDItQACd6eqj8AgggAACCCCAAAJJCxBAJy1OfggggAACCCCAAAKZ\nFiCAznT1UXgEEEAAAQQQQACBpAWa7Xo3JZ0p+SFQSmDt2rU2ceJEmzp1aqnZTEtQYNKkSTZy5Eg7\n9NBDE8yVrPwCd911lz377LN23nnn+WfxOUGBjRs32pgxY2zatGkJ5kpWpQSmTJligwYNso997GOl\nZjMNgcQEaIFOjJqMmhLYvHmzPfLII00txvwEBB5//HF7/fXXE8iJLBoTWLNmjT311FONLcK8BAS2\nb99uDz74YAI5kUVTAitXrrR169Y1tRjzEYhdgAA6dmIyQAABBBBAAAEEEKglAQLoWqpN9gUBBBBA\nAAEEEEAgdgEC6NiJyQABBBBAAAEEEECglgQIoGupNtkXBBBAAAEEEEAAgdgFGIUjdmIyCCqwZcsW\n+9e//mX9+vULugrLxSSgG3W6dOlie+65Z0w5sNkgAv/973/t7bfftgMPPDDI4iwTk4BuIly6dKkN\nHDgwphzYbFCBf//737b33nvbXnvtFXQVlkMgFgEC6FhY2SgCCCCAAAIIIIBArQrQhaNWa5b9QgAB\nBBBAAAEEEIhFgAA6FlY2igACCCCAAAIIIFCrAgTQtVqz7BcCCCCAAAIIIIBALAItY9kqG821wLhx\n49yNT40hnH322TZgwIDGFqk377e//a17rPHkyZPrzWOCmW78u/32201PEdSTuj7wgQ+4m88+8pGP\n2GmnnWa77bZbVZl++tOf2h577GHnn39+Vcrxy1/+0h0/Y8eOta5duzZYhn/+85/ukc3Dhg2zE088\nscHlqjEjzXW8aNEiu+mmm+xrX/uaHXLIIRXx6DieN29enW00a9bM2rRp425s1WOcBw8ebK1ataqz\nTDU/PPfcc3bFFVfYiBEj7LjjjqtmUVKX94svvmj63j766KPti1/8YqPli/I4aiwjfR+sXbvWLr30\n0sYWYx4CDQoQQDdIw4xyBRTAbdy40fbZZ58GN6HHdodNTz/9tC1btizsajW//I4dO+x3v/udzZw5\n01q0aGHdu3e3o446ymSsO9YfeOABmz9/vl188cXWo0ePqnksX77cOnXqVLX8FTTPmTPHBWZf/vKX\nGyzHrbfeagqiv//97ze4TNIzslDHOmmT21tvvVUxzyuvvOK21aFDB9t9993d9nbt2mXvvPOO+275\n29/+Zn369LErr7zSWrduXXF+UWxAo6Vo//W3R6or4Nk0duLqrRHlceRts9Trk08+aS+99FKpWUxD\nIJAAAXQgJhYKK6AhhmbPnh12tUaX/8EPfuB+QBtdKIczZ8yY4YLngw46yMaPH28HHHBAQUFBxx//\n+Ee7+uqrXUvLNddcU5iXtzfHH3+8XXXVVe5koqEAesOGDXb//fe7FtRix2pb5bWOL7roIhs0aFAd\n/tdff90uueQSe/jhh+26666zb3/723XmV+tDz549XXkaazioVtnIFwEEohegD3T0pmyxAoFXX33V\ndT9Q4OdP+++/v/Xu3ds/2X3W8mq5yFtSC8of/vAH19r/61//uk7wLAtd9v7CF77guiLo8r9ayEql\nTZs2mVr9du7cWWp2YZrmr1mzxrUCFiY28EbLahzjtCSNaf3xj3/ctTppvPFSacGCBbZt2zb79Kc/\nXWq2aazyIE5RHo9R1HHYegtax2+88Ybp2EkydezY0XQyrfTYY4/Vy7ox+6D1p41q7Gd9H/mTtvGf\n//yn3t+KupfoJDaK8YnD5u0vY9Y+hzmOwtRhY78nWTOivOkToAU6fXWSuxKtX7/e1B9Nfd90iVZJ\nl2XVB/Ub3/iGtW3b1k1Ta9QTTzxhc+fOdZ/VneOCCy6wH//4x3bttdfa888/77ooqFXKu+zrFqzh\n/9RPVJf3zzrrrIJTqd0944wzXKuqvwvH4sWLberUqfbMM8+41eQ2dOhQGzNmjOtD7W1Ll2Cvv/56\n+8tf/uKCSE3v1q2bfec73zH1Ry1OCqjUF/Shhx6yN9980xTwaLk0pJNPPtn+8Y9/2J133mkHH3xw\nvSLdcccdrp/tpz71qTrz5HPZZZfZqlWrXOCk41Mt2mr9VOCk1NDxeOyxx9rNN99skyZNqmel7iLq\n26/+oYcffnidPL0PldRxmHoLs+y9997r+jvrpKx58+b20Y9+NNEHIOmYatmyZeGkuSF777sgSP3p\nu0XddtTVScfIPffc4471zp07u+8Z1c/PfvYzd1zrJEuB8oQJE+zII490VbVixQr73ve+Z1/5ylfs\n9NNPd9P0WSdA/qtxf//7323KlCmFY6LSvL1jJWuvYY6jIHWo/Q/6e5I1K8qbPgEC6PTVSa5KpJaW\nr371q6ZL57rRTTcf6YaTu+66y/785z+b+kCOHj3amWzdurUQYGuCWtXUz/dXv/qVu0HOu3EnL8Gz\nDHQZW6lv377utaH/9FRB/StO6pOsljwFCDo50aXnRx991HX5UAutAmbvJi3dAKi8dIOUWnEVGN94\n44124YUXuhMYBZNKav1TkKF+1wrajzjiCPd0Sd2oo/qqZh9olU83rmp/1dKs4FdBmJd03Gm/1frs\nBcWap7735513npt26qmnumBRdjfccIObp+4xaulv6Hg84YQTbPr06a7vtf9kQ3151TJ+2GGHecWo\n91pJHQetN2UadFkZef3p9aoAWicI6oefVFL96bvDOyFsyF7fBWHrTydKetKdTiJ1BeWWW26xiRMn\nuhNGBc46bvR9NW3aNHes/+lPf3LfPzr29X2kcnlJraX6509aRsvq5FfJK3+5efu3n4XPYY6joHUY\n5vckC0aUMd0C7/96pLuclC5jAmoF8Fph/EVXa6TXr1HBge6EVquNRuZQ0p3aarX7/Oc/7y7RegG0\nfzvFn3//+9832gJbvGwtvdcPvG4cLNVfVz/oXip+r4BHn9WPVC2pCny8y85qSVQg/Zvf/MZmzZpl\no0aNcoGf6kl3z3/zm9/0NukCac3XshoRQVcKFNjcd9997qRIreJKaqFT4Pzzn/+8sG613mjfNbKG\ngh+1vhcHtGoVVFIrdXHSCZoCJ/Wf1iV6JTlplBO13mu94cOHF69i/uNRAbJc1DrvXVF54YUXXIu2\nnBSAN5TKrWO1XAettzDL6gRJJxjad29fjjnmGHfCpO4tUabVq1e70WW8beoGRQVTCtiVvvSlL3mz\nCq9++7D1p78nXUFp376926bqTDefanrxScJrr71muoLw8ssvl/z7KxQoxJtq5h2imJEsGuY4ClqH\nUf2eRLKDbKTmBegDXfNVXJ0dVKCiQKzUv+K75hVIK+hSIFac1JVDLXNB+lcOHDiw8ENevI08vFfr\nln505V2cdKPVJz7xicK/T37yk6Z/3hByOmnRD79aR73g2Vv/s5/9rOsCoy41SkuWLHGv/uGnFDyN\nHDnS1H9Rd7Qr6TK20mc+8xn36v2n7jhesOVNq9brSSed5AJWdePwkloAFUTqRrDirh1qaVy6dKmb\n5gXP3jrq6qLAV11VilOp41FBu+pq4cKFhUW9gN0ffBcW+N+bcus4TL0FXVYeCmp1tae4PnWlQlcn\nok4aZUOt/94/ddlSi79OAHX1QyfbxclvX0799e/fvxA8a9vekHzeSb+Xn3dFR39rUaVq5h3VPgTZ\nTpjjKEwdRvF7EqT8LIOABGiB5jiIRUBdL9RCFSTpMqbGfVXwpX7M+oH2Amf1dWwqBRkaqaltZHW+\nTlBkpjFoi2+w1KXr4pZUXdr0Ajbtq9ZR0pB3/qRgaL/99nNdaTRPy6q1tVRdeOur+0O/fv1c66Ba\nJ3XyU5zUVeKDH/xg8aSqvVcXDrWKq0VYJ2oqrwJInVT4TxK8Ya6eeuqpeq3M2gEFct4y3g6VOh6H\nDBni+vkrSNfJhNZTAH/ooYeabo5tLFVSx0HrLWgde+XU8eFPTe2Hf/kgn3WCduCBBxYW1feK8tZx\nVxzAewv47b26CVN//n3zuoT5TzTjGFe9mnl7hkm86iqCkn9/Nc1/HIWtw0p/T1QGEgJBBAiggyix\nTGwCukv661//ugtePvShD7nWHrWKqu/sD3/4w0D5FvdXDbRCDS304Q9/2AW4urmtOIBWcKEHhnhJ\ngWJxAO31vfTml3pVq6ySlm2si4GW8ZbV+4ZSHAFHQ3k1NV0nF4888ohrEdbxppsHVT69L07quqGk\nVkh1UyiV2rVrV2dyqeNR9aEgWgG0RovRCYcC9nPPPbfOuqU+VFLHQestijqOo37Vxcbf8lvKyJvm\nty+n/koF5tp+U5ZeGYK86n6OUimJvEvlm6Zp/uMoTB1G8XuSJgvKkm4BAuh010/Nl05DsCmQ0N3s\nxcGLLlurj6E/OKl5kJA7qNZMBcbqo6kuGnrSX5DktfJ4rTvF66i1WsN0ectotA110dCNg/6WZV0t\nUNJNV0oK9tTlQZe1/S3W2mZaWqHVZ1tW6j4kN3WtUJcXr9+r25l3//MM1E3F3zqtZRQIq0U7SFI3\nDgXqykstvmrZVFDdVCq3jsPUW9BlvW4spfo6q37TlqKsv3L2TVdeSgXLGiYwzynMcRSmDvk9yfNR\nlfy+1+04mXz+5JhzAQUSSrr8X5zuvvtud5k7SEtp8Xp5e69RJY499lg3DJ2GzCr1FDhN0w1wxckb\nlUPdCPzr3HbbbW6EAK9/qTdMl0YbKE46ydGwdmox8h7LrseGK+nmquKkUTkUhKYlqZuKTtg06oiC\naI2IUGrsZ122VxcCHadq5S9OclLffY3GESRpGDS5q+uIHtaigD3ICWK5dRym3oIuqxZSeejJluqb\n6iV1SVE3rLSlKOuvnH3TSZq6o+lEy0s61nT1I88pzHEUpg75PcnzUZX8vtMCnbw5ORYJKOBSi+Xl\nl1/uRu1QMKYfFz15TTcb6pHgpMYF1NVFThpV4pRTTnE3vGnUBwU1ajnWkGv6EVerj0Y7UVLLmEZD\n0fB1Gmtb0/fdd9+CvdY/88wz3bJqAdWQgqoT/fgr8FPQrc+6SqChzLxLz2rN1Q1m098dtk0nP+r2\noPFbFcD7L826jVfxP3Xj0EmByqa+s/6TOK9oGhtYVnrKo4Zc1LLqM33TTTeZuh15o8d4yzf0qi4A\naoXW2MRKeh80lVPHYeotzLJy+Na3vuWGeZOH6l6O6oefxhRV/ZWzb7rSoSsOP/nJT9wDjfQ3qRMv\nvtfM/T0FPY6C1iG/J+UcpaxTrgABdLlyrBeJwDnnnOOe7KYHF6iVUkktXBpGSqNAKEjRDSe9evWK\nJL9a3Ii6HegERA+Y+etf/+qeNug9cVAnIfLUCAka7aF4tA71LdXDHPRPP/BKuklLo0totA6vP6nW\n0YNuNFyduoro0eCapj7XCp4VNBencePGuWBZrdC6pKrAWf3c1dKbpisKctH42XoYiJ7W2FAfV/XH\n1w2xv/jFL9zQf96+arQOjQThjZXtTW/sVYGqhlnTjYEacSFoKqeOw9RbmGX79OnjHgCi/dAJmJJO\nzjRChsb7TluKsv7C7pvGR1frs/5mNGykRszROOo68UjLw4XC7lNUy4c5joLWIb8nUdUO2wki0Ozd\nM+L3B4sNsgbLIBCDgFo01Rda/Un9/VBjyK6mN6nWLVmqlVn9BxUcNZXUZ1mX5NUXtqFAUttQ/2j1\nm1afZ43w0FhSsKxl1WKrstRCkpHGZda41v4+3kH2Tzc5aXxzPWRGQVS5KWwdh6m3MMvqCoRStR+Q\nE9Sx0voLmo9/OZnqG5c7xAAABoRJREFUfgGNOlE8jKd/ubx+DnMcBalDfk/yeiQlu98E0Ml6kxsC\nCORYQGMYz5w50z0IpNQQXjmmYdcRQACBTAnURrNQpsgpLAII5E1g0qRJbhQTPSlN3WkInvN2BLC/\nCCBQawIE0LVWo+wPAgikTkBdWXSTnW6w/O53v5u68lEgBBBAAIFwAnThCOfF0ggggEBZArrdpLH+\n5WVtlJUQQAABBKoi0PTdRVUpFpkigAACtSVA8Fxb9cneIIBAvgUIoPNd/+w9AggggAACCCCAQEgB\nAuiQYCyOAAIIIIAAAgggkG8BAuh81z97jwACCCCAAAIIIBBSgAA6JBiLI4AAAggggAACCORbgAA6\n3/XP3iOAAAIIIIAAAgiEFCCADgnG4ggggAACCCCAAAL5FiCAznf9s/cIIFBDAtu3b7cpU6bYhg0b\namiv2BUEEEAgfQI8SCV9dUKJEEAAgdACCp6POOIIW7Fiha1fv946duwYehusgAACCCAQTIAW6GBO\nLIUAAgikWmDHjh0ueFYheWhLqquKwiGAQA0IEEDXQCWyCwgggAACCCCAAALJCbRMLityQgABBPIt\nsGvXLlu2bJndfffd9uCDD7puFv3797dzzjnHWrduXcBZvHixLVy40Pr27WvDhw8vTPfePPzww/bA\nAw/YIYccYieccILb3qOPPurNtiuvvNLatGljZ555pu2zzz6F6bxBAAEEEIhGgD7Q0TiyFQQQQKBR\ngS1btrhg995776233P7772933nmnC5g187LLLrOxY8faqFGj7MYbb6y3/CWXXGITJkxwgfe0adNs\nzJgxNnXq1HrLLV261A4//PB605mAAAIIIFCZAF04KvNjbQQQQKBJgZ07d9oZZ5xhCp4PO+wwW7Bg\ngb322mt2++2325AhQ+yll16yk08+2RRkl5MUbD/00EOFVe+55x5bsmSJ9enTpzCNNwgggAAC0QnQ\nhSM6S7aEAAIIlBS47rrrbPbs2da1a1cX6LZt29Ytd+KJJ9rAgQOtV69e9uyzz9rcuXPtc5/7XMlt\nNDZRLdjFXTXU6tyhQ4fGVmEeAggggEAFAgTQFeCxKgIIIBBEwGsdPv/8880Lnr319t13X9dNQ0PP\naRg6EgIIIIBA+gUIoNNfR5QQAQQyLqC+yEr9+vUruScjRowoOZ2JCCCAAALpFKAPdDrrhVIhgECN\nCOgBJ3q4iZK6WpAQQAABBLIvQACd/TpkDxBAIMUCLVq0sJYt37vY9/bbb4cqqYa9K5XCbqfUNpiG\nAAIIIFC+AAF0+XasiQACCDQpoKcC9uzZ0y23evXqkss/9thjNnnyZNPoGUpewL1161b32f/f008/\n7Z/EZwQQQACBBAUIoBPEJisEEMingIauU5ozZ05JAI3SceGFF9q8efPcfG8EDQ1v508aEm/58uVu\ncnELdfPm73+dq9sICQEEEEAgPoH3v3Hjy4MtI4AAArkW0ENP1Kqsh6LMnz+/joVG6NDDUBQAn376\n6W6enjCotGjRIrvtttvce+8/PTRl1apV3sfCa6tWrQot188880xhOm8QQAABBKIXIICO3pQtIoAA\nAnUE9EjucePGmVqGhw0bZqeccoqNHz/ejjzySDvmmGPcA1QmTpxYGMbuqKOOcvO0ES2rh63ocd/d\nu3e3q6++2j2UpU4G//vQu3dv927o0KF28MEHu8eFl1qOaQgggAAClQkQQFfmx9oIIIBAIAEFyLfe\neqsbiUOvl156qS1evNg6d+5s119/vf3oRz+qsx092vvUU09109Q3esaMGa6VetasWXbuuee66epf\nXZymT59uPXr0MN1kuHLlSlu2bFnxbN4jgAACCEQk0OzdPnSlb/OOKAM2gwACCCBQV+DVV1+1J598\n0rp06eIC3uL+y3WXNNu8ebM9/vjjtt9++1m3bt38s0t+Xrdune3YscP0kBZ/kF1yBSYigAACCIQS\nIIAOxcXCCCCAAAIIIIAAAnkXoAtH3o8A9h8BBBBAAAEEEEAglAABdCguFkYAAQQQQAABBBDIuwAB\ndN6PAPYfAQQQQAABBBBAIJQAAXQoLhZGAAEEEEAAAQQQyLsAAXTejwD2HwEEEEAAAQQQQCCUAAF0\nKC4WRgABBBBAAAEEEMi7AAF03o8A9h8BBBBAAAEEEEAglAABdCguFkYAAQQQQAABBBDIuwABdN6P\nAPYfAQQQQAABBBBAIJQAAXQoLhZGAAEEEEAAAQQQyLvA/wOuzxZiRQkVbAAAAABJRU5ErkJggg==\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"%%R -w 10 -h 10 -u in\n",
"ggplot(data = diamonds) + \n",
@@ -1471,7 +1331,7 @@
},
{
"cell_type": "code",
- "execution_count": 34,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1479,28 +1339,7 @@
"package:plotnine"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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QEKB77rmnRuq8FARXAAAAAFeFv/zlL+rfv78kadmyZerYsaNef/11JScna8eO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\nAElFTkSuQmCC\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 34,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"(ggplot(diamonds) + \n",
" aes(x=\"cut\", fill=\"clarity\") +\n",
@@ -1509,7 +1348,25 @@
},
{
"cell_type": "code",
- "execution_count": 35,
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:stacked-bar-chart",
+ "package:altair"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "alt.data_transformers.disable_max_rows()\n",
+ "alt.Chart(diamonds).mark_bar().encode(\n",
+ " x=\"cut\", y=\"count(cut)\", color=\"clarity\"\n",
+ ").properties(width=300)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1517,18 +1374,7 @@
"package:pandas"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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IoA4AAAAYEEEdAAAAMCCCOgAAAGBABHUAAADAgAjqAAAAgAE52rsBAAAA3Jni42O1cuW3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\n1AEAAAADUdQBAAAAA1HUAQAAAAP9P7EFMPY6D2p5AAAAAElFTkSuQmCC\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"(diamonds\n",
" .groupby(['cut', 'clarity'])\n",
@@ -1540,7 +1386,27 @@
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:stacked-bar-chart",
+ "package:plotly"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "px.histogram(\n",
+ " diamonds, x=\"cut\", color=\"clarity\",\n",
+ " category_orders=dict(cut=[\n",
+ " \"Fair\", \"Good\", \"Very Good\", \n",
+ " \"Premium\", \"Ideal\"])\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1548,15 +1414,7 @@
"package:ggplot"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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6dU1fqaQPP/zQtDFLGFPGq3A0btzY3fdOO+0Uxvunzggg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\nDqmeo4mC5cuXt9tuu83eeeedxGLc7oLaWEXDQjTmOh8pFAG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MBZpm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\nRU5ErkJggg==\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"%%R -w 10 -h 10 -u in\n",
"ggplot(data = diamonds) + \n",
@@ -1566,7 +1424,28 @@
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "name:dodged-bar-chart",
+ "ex",
+ "package:altair"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "alt.data_transformers.disable_max_rows()\n",
+ "alt.Chart(diamonds).mark_bar().encode(\n",
+ " x=\"clarity\",\n",
+ " y=\"count(cut)\",\n",
+ " color=\"clarity\",\n",
+ " column=\"cut\",\n",
+ ").properties(width=100)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1574,28 +1453,7 @@
"package:plotnine"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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VnKYLAAAAAPVYfn6+68ZNgwcPVrNmzTxc0RWsjAIAAADwOqeXL9Pls2cMHzf8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\nVqhu3bq6//77jW15eXkpJiZGH3/8saZOnapWrVrp559/1ub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jjz1W6MuNL7/8UmvXrlVy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\n6b4A/vRfDg+XZxAAAAAASUVORK5CYII=\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 37,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"(ggplot(diamonds) + \n",
" aes(x='cut', fill='clarity') +\n",
@@ -1604,7 +1462,7 @@
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1612,18 +1470,7 @@
"package:pandas"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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PN4oVHx8nSerZM6pI8JYkDw8PDRs2UpK0ffu2EvvJzc3RG2+8pmefHa6CAosaNLj7xgwY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\npoxmzpyZ45hBgwbp559/1v/+7/8aTAYABQPLTgogCjTyonfv3nryySe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- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"(diamonds\n",
" .groupby(['cut', 'clarity'])\n",
@@ -1635,7 +1482,27 @@
},
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "name:dodged-bar-chart",
+ "package:plotly",
+ "ex"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "px.histogram(\n",
+ " diamonds, x=\"cut\", color=\"clarity\", barmode=\"group\",\n",
+ " category_orders=dict(cut=[\n",
+ " \"Fair\", \"Good\", \"Very Good\", \n",
+ " \"Premium\", \"Ideal\"])\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1643,15 +1510,7 @@
"package:ggplot"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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TxJVXXilvv/22/PjHP5YDDzzQtH322WfljDPOkMsvv1x+8Ytf5LyeJ0mABCqLADYRjiVh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fmZhBf0TDXCJgUz0HM00GQV5yrBA5oGKiQcCXtcOKh/CuxnrewcmoGmrHiio4Oz0HTBuDEBJuBY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\nEBACbRD4fwAcZrdDVQAgAAAAAElFTkSuQmCC\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"%%R -w 10 -h 10 -u in\n",
"ggplot(diamonds) +\n",
@@ -1662,7 +1521,7 @@
},
{
"cell_type": "code",
- "execution_count": 40,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1670,34 +1529,13 @@
"package:pandas"
]
},
- "outputs": [
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 40,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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Y4omIROx8AOrhPfjAJyIi6WKIJyISsUB0pvGIMnhCPFfiiYikhiGeiEjELuSX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\nY1q/g6qqmMwGgoF4Xf+2JnuO02rhfSxyYnDW/q3rxWx+vZgt5DmuD60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r0t72Vw6TzeZZ\ne9VizGZjVecyGgw4bKbTutMAjCanDl7L9fAaZOKhMLU1Gc+Qz6uanK9aJq+PXDSCms02eilCiFlO\ngnghhJjEG8VSmnWdFzESSgI0XTlNYCjG/ndO4m9zsOKCDk3O6XZYiI7LxDvNDkwG07Rq4jMaDXoq\nsTssqCqkkjqriw9Pv2++EEJMRIJ4IYSYQDKb4q2hd2iztbDYs5DhcDGIb7Jymq2/7UFV4bJrlmAw\naPOW4HKYiSYy5NVC9ltRFHwWD6FpBPGlHvHmKgc9lehtaqux2HEnJ73ihRBVkiBeCCEm8PbwHtL5\nDGs7L0ZRFALhFNBcmfjjvaMcPTRC93wvC5e2anZet92MqkI8OVYy4rN5Caej5PK5Mx47Nq1Vq0y8\nvqa2SocaIYRWJIgXQogJvHFyJwBrOy8CYCSUxKAo+FzNUROvqiqvbz4EwGXXLtW0baZ7gqmtPqsX\nFZVQ+sxlJGM18dX1iC8pBfHJhD4y8TK1VQihFQnihRDiA0KpCPsCB1jomU+Hox2AkXASv9uKwdAc\nPeIP7Rti8ESEpSvb6ej2aHpu9wS94v3T7FBTntaqVTmNQ6cDnyQTL4SokgTxQgjxAW8O7kZFZV3H\nxQBkc3lGI6mmqYfP5fJse6kHg0Fh/dVLND+/y17KxI9vM1kc+DRFh5psMIDB4cBg0+a5ttn1NvBJ\nMvFCCG1IEC+EEB+w/eRODIqBSzrWABCMpFBpnnr493YdJzya5PyLuvH67Zqfv1ROE02MK6exTW/g\nUzYQ0CwLD3osp5GaeCGENiSIF0KIcY5HT9Ib6efcluW4LS6AsfaS3tlfD59KZtnx2lHMFiOXXLmw\nJtdw2U8vp/FZCyU7Zwric4kE+WRS0yDeVgridZKJNzidKCaTTG0VQlRNgnghhBhn68kdAFzWdWn5\ntpFw8/SI372tl2Qiw0WXLSjXi2ttLBM/Fjh7LYUgPpSafGNrqR7erNG0VtBfOY2iKBg9XnJhycQL\nIaojQbwQQhTl8jneOLkTh8nOBW3nlW8faZIe8dFIire3H8PpsrB67byaXcdtP707jcfiRkE5Y3ea\nbEDbQU8ARqMBi9Wkm42tACafl2wohKrqY4qsEGJ2kiBeCCGK9gbeJ5KOcmnHRZgNpvLtgSbJxG9/\n5TDZbJ61Vy3GbDbW7Drl7jTjMvFGgxGn2UE4FZn0OK0705TYHWbd1MRDceBTLkc+Gm30UoQQs5gE\n8UIIUbT1RKmU5pJTbi/VxLfM4iB+ZCjK/ndO4m9zsOKCzppey2I2YDYZTqmJB/BaPWfMxGdKmXgN\ny2mgGMTHM7rJfEuHGiGEFiSIF0IIIJqJ8c7we3Q5O1jgPrXUZDicwu0wY61h9rrWtv22B1WFy69Z\nWvNe94qi4HaYiX4wiLd4SOXSJLOpCY8rDXoya1hOA4W6eFUtbOrVA+lQI4TQggTxQggBvDnwFlk1\nx2Vdl54yvVRVVQLh5KzOwh85OMzRQwG6F/hYsFTbLPdkXHYzkcSpdegeqxuA8CTZ+FqV05Q61Ohl\nc6sMfBJCaEGCeCGEoFBKY1AMrO246JTbI/EMmWyetlkaxKuqym9+9h4Al1+75JQPKLXkdlhIZ/Kk\nMrnybWMdaiaui9d60FNJqQuPXuripZxGCKEFCeKFEGe9Qm/4Y5zXshxvsZ95yWzvTHNo3xDH+0Is\nO7edOV2eqQ/QSKlDzfiSmqkz8UHNs/AwbuCTTjrUSBAvhNCCBPFCiLNeqTf8+nG94Utm86bWXC7P\ntpd6MBgV1m1cUtdru87UKz59eiY+l0iQTyRqEsTrrZzG5CvWxI9KOY0QYuYkiBdCnNUm6w1fMpsH\nPe3ZdZzwaJK1VyzC67fX9drlNpPjst/eYiZ+ooFPY4OetN3UCvob+GR0e0BRZOCTEKIqEsQLIc5q\nk/WGLyll4lu91novrSqpZJY3XzuCxWrkqhvOqfv1ywOfxmXiPWeoiS91pqltOY0+gnjFaMTocks5\njRCiKhLECyHOapP1hi+ZrZn43dt6SSayXLh+AQ5X/T+AuB2lqa3jy2kmr4nPBkaAWgXx+trYCsWp\nrVJOI4SoggTxQoiz1pl6w5eMhJNYzAZcxczybBCLpnh7+zGcLgur1078e9Va6fmKjmszaTaacZjs\nE9bElzPxGg96gvE18frY2AqFqa1qKkk+mWz0UoQQs9Tp3x0LIcRZYsfA7gl7w483EkrS6rHVrTWj\nFna8dpRsNs+VGxZhbtCAqrGa+FOz3x6rh/AENfGlaa1aD3oCMJuNmEwG3dTEA5g8YwOfLBq31KyE\nqqqkokcL/8WOkY73k89nMBhtGIxWTBYfdt9KHN5zMZqdDVunEOJ0EsQLIc5a2ybpDV+STGeJJbMs\nrmNrxmqNBuLs3X0cb4udlas7G7aOcnea06a2ujkZGyCTy2A2jn27UatBTyU2h1ln5TRjbSYtHR11\nv76qqiTDBwmdfIl0/PjYuix+TNYW8rkU+VyKZKSHZKSHYN8vsbkX4e26Dqtzbt3XK4Q4nQTxQoiz\nUn/0BL2Rfla1rjytN3zJSDgFzK4e8W+8fBhVhfUbl2AwNK5i0mUzo3BqdxoY29waTkdotY8F7Nlg\nsCaDnkrsDjPB4XhNzj0TjZzamk4MEuj7GenYMQDsvnNxtqzG6ph3WrY9mw4RH91LfPQ9kpHDJCNP\n4Gy5EF/3dRjNrrqvXQgxRoJ4IcRZaduJNwG4rGvtpI+ZbT3iB0+EObRviDldbpasaGvoWgwGBafd\nfEp3GhjXZvK0ID6AqaW1ZuuxOSxks1Ey6RxmS2NKjMZr1MCn+OheRo7+GDWfwe5dgbfzaiyOyb+x\nMVm8eOZchmfOZSQjRwge+xWxwG7io3tpWfC7OP3n13H1QojxJIgXQpx1cvkcbwzsxGlysKrt3Ekf\nFyh2pmmbJUH81t/2AHDZNUt0UcPvtJuJfTCIL3WoGVcXX8tBTyV2+9jmVrOlvj3zJ1IO4kfrE8Sr\nap7Qic2EB15DMZhpW/TfcfhPn4twJjb3IjpXPkB0+E1Gj29i5MiPyCSH8HZerYu/NyHONtKdRghx\n1nkvsL/QG77zwgl7w5eU20vOgnKavsMB+o+OMn+xn7kLtd8cOhNuu5loIouqquXbPNbTp7bWctBT\nSalDjV7q4svlNHUY+KSqeUaOPEt44DVMFj8dy/+w4gC+RFEMuNvX0rH8DzBafIRPvszIkR+Rz+vj\neRXibCJBvBDirLO1VErTeekZH1cK4ls8+h70pKrqKVl4vXDZzeRVlUQqW76tlIkfP7W1loOeSuwO\nfU1tNXnHutPUkqqqBI/9kvjoHqzO+XSuuA+LfU7V57XY59C5/A+xuhYQH32PoYPfk0BeiDqTIF4I\ncVYp9YbvdnYy333mLhsjoSQGRcHv1ncQf2jfEMMDUc45bw5tHe5GL6fMNcHUVm85Ez8+iK9tZxoY\nl4nXSRBvsFox2O01L6cJnfwt0eE3Mds6aF/y+xhM2pUSGc1O5iy9G4fvPFKxXoZ7nkLNZ6c+UAih\nCQnihRBnlR0Du8mpOdZ3XTJlHe9IOInfbcHYwC4vU8nl8mx7qQeDQWHdxsWNXs4pxgY+jQXO5e40\nqXHlNMUe8bUY9FRitxf61uslEw+FkppadqeJDL1B+OQrmCx+5iz7GAaT9mVhisFI68LbsXnOIRnp\nYfjIM6hqXvPrCCFOp993JiGEqIGx3vAXn/FxuXyeYCSl+840e986QXg0yXkXduPxNX7D5ngT9Yq3\nmaxYjZZTMvGZYO0GPZXYyzXx+pnaavJ4yUUjqFnts9epaB/BY89jMLmYs+zjNW0HqRiMtC++A6tr\nEYnQPgK9Pz1lH4QQojYkiBdCnDVKveHPa1lRbnU4mWAkharqe1NrJp1lx2tHMJkNXHLlwkYv5zQT\nZeIB3BY3kXS0/HM5E1+Hcho9ZeLLA5/Cp0+wrUY+m2D46DMAtC36PUzW2m90Vgwm2pfchcUxl1jg\nLSJDW2t+TSHOdhLECyHOGmO94c+8oRXGesS36jgT//b2YyRiGS5cNx+H09Lo5ZxmsiDeY3ERzcTI\nF8suaj3oCcZl4vUUxNegzaSqqoz0/YxcOoSn8yps7kWanXsqBqOF9iX/A6PJxWj/b0hGDtft2kKc\njSSIF0KcFabbG74kUJrWqtMgPhFPs2tbHzaHmTXr5jd6ORM6UyY+r+aJZxJAcdBTDbPwABarCYNB\nIaGTFpMAxmImPhcKanbO6MibJEb3YnUtwNu5UbPzTpfR7KZt8R2gKAwf/iHZdH2HWQlxNpEgXghx\nVphub/iSYZ33iN+5pZdMOsclVyzEYtXn3L7Jg/hCfXY4HanLoCcARVGw2c36ysT7CmUuWmXiM6kA\no8d+jcFop3Xh76EojXmLt7rm4593M/lcgqGeH0jHGiFqRIJ4IcRZYbq94UtK5TR63NgaCSV5d1c/\nbq+N8y/sbvRyJjVpOU1xk2UkHSU7MgyAubW15uuxOcwk4jra2OrXLohXVZVg3y9R1Sz++TdjKnYB\nahR32yU4Wy8ikzjJ6IkXG7oWIZqVBPFCiKZXSW/4kkAxE9+mwyD+jVcOk8+prNu4GKNJvy/jTnvh\nG4JofOJMfCQdIRMYAeoUxNvNpFM5cjl9tEAs18QHqy+nSYzuJRk5hM29BIfv/KrPpwX/3JswWVuI\nDG6V+nghakC/r/5CCKGRSnrDl4yEk7jsZqwWY41XV5mRwSjvvztA6xwn55xX/eTNWjIaDDhtJqLJ\n02viAcKZKNmRQhBvqkMQP9ZmUh8lNeXuNKHqMvH5XIpg//OgGPHPu3naf+O1ZjBaaF14O6AwcvQ5\n8tlko5ckRFORIF4I0fSm2xu+RFVVRkJJWjz6m9S67aUeANZfvUQ3wdqZOO3mM2Tio2QfEuI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hyZeQIt95KKnCQ88AZOv+x8EeJKpifxAH/913/N6tWrefbZZ/nFL35Ba2srP/jBD/izP/uzyypi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\nYII=\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"\"\"\"I don't know whether Pandas can fill a KDE curve.\n",
"\n",
"This requires using some Matplotlib to get them to stack and to have a legend.\n",
"\"\"\"\n",
- "fig, ax = plt.subplots()\n",
+ "fig, ax = pyplot.subplots()\n",
"ax.set_xlim(55, 70)\n",
"for cut in diamonds['cut'].unique():\n",
" s = diamonds[diamonds[\"cut\"] == cut]['depth']\n",
@@ -1707,7 +1545,7 @@
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1715,18 +1553,7 @@
"package:seaborn"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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v6XUAAEBzIYwBwBTidRhrL0lBXzmMpQhjAAC0FcIYAEyByhgAAKglwhgATGF8z1htB3gE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bfHS6BpKCxzQWas1Aw8jHgaNAEP8Ag5Mzb7Z70sM8b23jUGoAyLSHwHbn0Stz4T9nGEEGLb2B53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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"(sns\n",
" .FacetGrid(diamonds, \n",
@@ -1740,7 +1567,7 @@
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": null,
"metadata": {
"scrolled": false,
"tags": [
@@ -1749,28 +1576,7 @@
"package:plotnine"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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mTCk5MqLiCgBAkhBcAQBVoU+FrXE1xigll+ZMAAAkCMEVAFAVem1QUMVVylZdqbgCAJAc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\nt5cVK1Ywffp06uvrWbJkCb29vXnX2LrH9eKLLx50qG1uvW+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YRYsWcc0117DHHntw6qmn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\nGsSPjuAmJ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Fmzgb7oLjqCrYTX+Jid0NSOw5kOq9WkgeDaVfvfdDRtuE0YasE1WYGtwtOy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\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 42,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"\"\"\"`+ xlim(55, 70)` results in an error.\"\"\"\n",
"(ggplot(diamonds) +\n",
@@ -1780,7 +1586,58 @@
},
{
"cell_type": "code",
- "execution_count": 44,
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:stacked-kde",
+ "package:altair"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "alt.data_transformers.disable_max_rows()\n",
+ "alt.Chart(diamonds).transform_density(\n",
+ " \"depth\",\n",
+ " as_=[\"depth\", \"density\"],\n",
+ " groupby=[\"cut\"],\n",
+ " extent=[55, 70],\n",
+ ").mark_area(fillOpacity=0.3,).encode(\n",
+ " x=\"depth\",\n",
+ " y=\"density:Q\",\n",
+ " color=\"cut\",\n",
+ " stroke=\"cut\",\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:stacked-kde",
+ "package:plotly"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "fig = figure_factory.create_distplot(\n",
+ " [diamonds[\"depth\"][diamonds[\"cut\"] == c].values \n",
+ " for c in diamonds.cut.unique()\n",
+ " ],\n",
+ " diamonds.cut.unique(),\n",
+ " show_hist=False,\n",
+ " show_rug=False,\n",
+ ")\n",
+ "for d in fig[\"data\"]:\n",
+ " d.update({\"fill\": \"tozeroy\"})\n",
+ "Image(fig.to_image(format=\"png\", width=750, height=750))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1788,15 +1645,7 @@
"package:ggplot"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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WV71FQAREQAREQAREIEBgxowZrmfPnoVhu0877TR33nnnBXI4t+OOO7rnn3++xbI8/lAY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\nefiTAM9CAAAAAElFTkSuQmCC\n"
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"%%R -i ts -w 10 -h 10 -u in \n",
"ggplot(ts) + aes(date, value) + geom_line()"
@@ -1804,7 +1653,7 @@
},
{
"cell_type": "code",
- "execution_count": 45,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1812,28 +1661,7 @@
"package:plotnine"
]
},
- "outputs": [
- {
- "data": {
- "image/png": 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dffXVkqT6+nqVlZVZ1ZJSVlIVjtH84Ac/SHl87ty5uuGGG6a4NQAAAJioQCCQ9PVEAoep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\nANgIBwAAsBEOAABgIxwAAMAmNXmToLrArNYAAAAASUVORK5CYII=\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- },
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 45,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
"source": [
"(ggplot(ts) \n",
" + aes(\"date\", \"value\") \n",
@@ -1842,7 +1670,7 @@
},
{
"cell_type": "code",
- "execution_count": 46,
+ "execution_count": null,
"metadata": {
"tags": [
"ex",
@@ -1850,31 +1678,44 @@
"package:pandas"
]
},
- "outputs": [
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 46,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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cHFR3d3fJ/VatWiVJ2r17d6tPEUAH2Ll/TPc8eaDdpwEAc4JboWZcXs0CfkOS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\nEed08lXt/Jt/LJn9XZxyzBJ3NGBXOKC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FfagJaRQlFoGqmzAtC+E6JmcWZahV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\ngg==\n",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
+ "outputs": [],
"source": [
"ts.set_index('date')['value'].plot()"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:timeseries",
+ "package:plotly"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "px.line(\n",
+ " ts, x=\"date\", y=\"value\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "ex",
+ "name:timeseries",
+ "package:altair"
+ ]
+ },
+ "outputs": [],
+ "source": [
+ "alt.Chart(ts).mark_line().encode(\n",
+ " x=\"date\", y=\"value\"\n",
+ ")"
+ ]
}
],
"metadata": {
@@ -1894,7 +1735,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.1"
+ "version": "3.7.7"
}
},
"nbformat": 4,
diff --git a/INTRO.md b/INTRO.md
index bfee12f..ea93ade 100644
--- a/INTRO.md
+++ b/INTRO.md
@@ -8,7 +8,7 @@ In particular, I make a lot of bar charts (including histograms), line plots (in
Python plotting libraries are manifold. Most well known is Matplotlib.
-"[Matplotlib](https://matplotlib.org/ "Matplotlib: Python plotting") is a Python 2D plotting library which produces publication quality figures in a variety of hardcopy formats and interactive environments across platforms." Native Matplotlib is the cause of [frustration](https://stackoverflow.com/questions/tagged/matplotlib) to many data analysts due to the complex syntax. Much of that frustration would be alleviated if it were recognized as a library of lower level plotting primitives on which other tools can be built.
+"[Matplotlib](https://matplotlib.org/ "Matplotlib: Python plotting") is a Python 2D plotting library which produces publication quality figures in a variety of hardcopy formats and interactive environments across platforms." Native Matplotlib is the cause of [frustration](https://stackoverflow.com/questions/tagged/matplotlib) to many data analysts due to the complex syntax. Much of that frustration would be alleviated if it were recognized as a library of lower level plotting primitives on which other tools can be built. (If you are frustrated by Matplotlib and haven't read [Effectively Using Matplotlib](http://pbpython.com/effective-matplotlib.html) by [Chris Moffitt](https://twitter.com/chris1610), go read it.)
#### Matplotlib-Based Libraries
@@ -16,30 +16,23 @@ Many excellent plotting tools are built on top of Matplotlib.
[Pandas plots](https://pandas.pydata.org/pandas-docs/stable/visualization.html "pandas documentation") provides the "basics to easily create decent looking plots" from data frames. It provides about 70% of what I want to do day-to-day. Importantly, it lacks robust faceting capabilities.
-"[plotnine](https://plotnine.readthedocs.io/en/stable/) is an implementation of a grammar of graphics in Python, it is based on ggplot2." plotnine is a recent attempt to directly translate ggplot2 to Python; despite some quirks and bugs, it works very well for a young product.[^ggpy]
+"[plotnine](https://plotnine.readthedocs.io/en/stable/) is an implementation of a grammar of graphics in Python, it is based on ggplot2." plotnine is a attempt to directly translate ggplot2 to Python; despite some quirks and bugs, it works very well for a young product.
"[Seaborn](https://seaborn.pydata.org/ "Seaborn: statistical data visualization") is a Python visualization library based on matplotlib. It provides a high-level interface for drawing attractive statistical graphics." Seaborn makes beautiful plots but is geared toward specific statistical plots, not general purpose plotting. It does have a powerful [faceting utility function](http://seaborn.pydata.org/tutorial/axis_grids.html) that I use regularly.
-[^ggpy]: There is also [ggpy](https://github.com/yhat/ggpy "ggplot port for python"), a ggplot2 port, from the company formerly known as yhat. It appears to be abandoned.
-
-"[Altair](https://altair-viz.github.io/ "Declarative Visualization in Python") is a declarative statistical visualization library for Python, based on [Vega-Lite](https://vega.github.io/vega-lite/ "Vega-Lite: A High-Level Visualization Grammar")." According to Jake Vanderplas, "Declarative visualization lets you think about data and relationships, rather than incidental details."[^jake]
+#### Interactive Plotting Libraries
-Fundamentally, Altair renders JSON-descriptions of plots that are rendered by Vega-Lite; this JSON could be rendered by other backends as well, and I'm told a Matplotlib backend is under development.
+There are several tools that can make the kinds of plots described here. At present, I have little experience with them. If anyone would like to help add examples, please [get in touch](https://github.com/tdhopper/pythonplot.com).
-Altair is new on the scene and offers a lot of promise; it will have significant changes in the 2.0 release. I hope to add Altair examples here once 2.0 is released.
+"[Altair](https://altair-viz.github.io/ "Declarative Visualization in Python") is a declarative statistical visualization library for Python, based on [Vega-Lite](https://vega.github.io/vega-lite/ "Vega-Lite: A High-Level Visualization Grammar for Interactive Graphics")." According to [Jake Vanderplas](https://speakerdeck.com/jakevdp/visualization-in-python-with-altair), "Declarative visualization lets you think about data and relationships, rather than incidental details." I provide Altair examples rendered as static images.
-[^jake]: See [here](https://speakerdeck.com/jakevdp/visualization-in-python-with-altair).
-#### Interactive Plotting Libraries
-
-There are several tools that can make the kinds of plots described here. At present, I have little experience with them. If anyone would like to help add examples, please [get in touch](https://github.com/tdhopper/pythonplot.com).
+"[plotly](https://plot.ly/ "Plotly - Make charts and dashboards online")'s Python graphing library makes interactive, publication-quality graphs online. Examples of how to make line plots, scatter plots, area charts, bar charts, error bars, box plots, histograms, heatmaps, subplots, multiple-axes, polar charts, and bubble charts." I provide plotly examples rendered as static images.
"[Bokeh](http://bokeh.pydata.org/en/latest/ "Python interactive visualization library") is a Python interactive visualization library that targets modern web browsers for presentation."
"[bqplot](https://github.com/bloomberg/bqplot) is a Grammar of Graphics-based interactive plotting framework for the Jupyter notebook."
-"[plotly](https://plot.ly/ "Plotly - Make charts and dashboards online")'s Python graphing library makes interactive, publication-quality graphs online. Examples of how to make line plots, scatter plots, area charts, bar charts, error bars, box plots, histograms, heatmaps, subplots, multiple-axes, polar charts, and bubble charts."
-
### The Python Plotting Landscape
If you're interested in the breadth of plotting tools available for Python, I commend Jake Vanderplas's Pycon 2017 talk called the [The Python Visualization Landscape](https://www.youtube.com/watch?v=FytuB8nFHPQ). Similarly, the blogpost [A Dramatic Tour through Python's Data Visualization Landscape (including ggplot and Altair)](https://dsaber.com/2016/10/02/a-dramatic-tour-through-pythons-data-visualization-landscape-including-ggplot-and-altair/) by Dan Saber is worth your time.
diff --git a/Makefile b/Makefile
index 8216937..80afa27 100644
--- a/Makefile
+++ b/Makefile
@@ -4,10 +4,19 @@ OUTPUTDIR=web
S3_BUCKET=pythonplot.com
all: render s3_upload
- echo "Done"
+
+clean:
+ rm -f Examples.*.ipynb
+ rm -f *.pyc
+ rm -f .Rhistory
travis: render
- echo "Done"
+
+plotly_auth:
+ python ./.travis/authenticate_plotly.py
+
+test:
+ python -m pytest tests/
qrender:
python render.py "Examples.ipynb"
@@ -21,4 +30,11 @@ s3_upload:
run_nb:
jupyter nbconvert --to notebook --execute "Examples.ipynb" --output "Examples.$(GIT_COMMIT).ipynb"
-.PHONY: all render s3_upload run_nb travis
\ No newline at end of file
+dev_environment:
+ conda env update -q
+ source activate pythonplot && pip install -q -r requirements.txt
+
+cloudfront_invalidate:
+ python .travis/invalidate_cloudfront.py
+
+.PHONY: all qrender render s3_upload run_nb travis clean cloudfront_invalidate test dev_environment plotly_auth
diff --git a/README.md b/README.md
index 4bc1d7b..02be915 100644
--- a/README.md
+++ b/README.md
@@ -49,7 +49,9 @@ Available at [pythonplot.com](http://pythonplot.com/)
The site is generated from plots in the `Examples.ipynb` Python 3, Jupyter notebook.
-Each plot is tagged with metadata using Jupyter cell tags. You can view the cell tags in your notebook with `View > Cell Toolbar > Tags`.
+You can create a [Conda](https://conda.io/docs/install/quick.html) dev environment to run the notebook with `make dev_environment`.
+
+Each plot in the notebook is tagged with metadata using Jupyter cell tags. You can view the cell tags in your notebook with `View > Cell Toolbar > Tags`.
The tags look like this:
@@ -59,8 +61,23 @@ name:scatter-with-regression
package:ggplot
```
+If you are using Jupyter lab, these are available through the `Cell Tools` left sidebar menu:
+```
+{
+ "tags": [
+ "ex",
+ "name:scatter-with-regression",
+ "package:ggplot"
+ ]
+}
+```
+
`ex` identifies the cell as an example. The `name` tag corresponds to an item in the `names` dictionary in `render.py`. The `package` tag corresponds to a package in the `packages` dict in `render.py`.
-At the moment, the code must return a png image into the output cell. A Markdown comment can be added within triple quotes on the first line of the cell. (This currently doesn't work for `R` cells.)
+The site layout current allows for ~46 characters in the code window. Please keep this in mind and wrap your code to avoid too much side scrolling.
+
+At the moment, the code must return a png image into the output cell. To generate image files with `plotly`, using their server is currently the only way. Please see the [getting started page](https://plot.ly/python/getting-started/) for instructions on the `.credentials` file.
+
+A Markdown comment can be added within triple quotes on the first line of the cell. (This currently doesn't work for `R` cells.)
-You can render the images to `web/index.html` by running `$ make`.
\ No newline at end of file
+You can render the images to `web/img/plots` by running `$ make`. Afterward, launch a local server (e.g. `python -m http.server`) from the `web` directory.
\ No newline at end of file
diff --git a/environment.yml b/environment.yml
new file mode 100644
index 0000000..9e71f78
--- /dev/null
+++ b/environment.yml
@@ -0,0 +1,11 @@
+name: pythonplot
+channels:
+ - r
+ - defaults
+ - plotly
+dependencies:
+ - python>=3.6
+ - pip
+ - mro-base
+ - r-ggplot2
+ - plotly-orca
diff --git a/netlify_deploy.sh b/netlify_deploy.sh
new file mode 100755
index 0000000..4096afc
--- /dev/null
+++ b/netlify_deploy.sh
@@ -0,0 +1,16 @@
+#!/bin/bash
+
+if [ $TRAVIS_BRANCH = "master" ]; then
+ netlify deploy \
+ --auth $NETLIFY_AUTH_TOKEN \
+ --site $NETLIFY_SITE_ID \
+ --dir ./web \
+ --prod \
+ --message "Production deploy from Travis CI"
+else
+ netlify deploy \
+ --auth $NETLIFY_AUTH_TOKEN \
+ --site $NETLIFY_SITE_ID \
+ --dir ./web \
+ --message "Preview deploy from Travis CI"
+fi
diff --git a/render.py b/render.py
index 20fae9a..7d06749 100644
--- a/render.py
+++ b/render.py
@@ -21,6 +21,8 @@
"matplotlib": "Matplotlib",
"seaborn": "Seaborn",
"plotnine": "plotnine",
+ "plotly": "plotly",
+ "altair": "Altair",
"ggplot": "ggplot2 (R)",
}
@@ -65,8 +67,11 @@ def image_from_cell(cell):
def source_from_cell(cell):
source = "".join(cell['source']).strip()
source = source.replace(";", "")
+ source = re.sub(r"\bImage\(.*\)", "", source) # remove bokeh render
if "%%R" in source:
source = '\n'.join(source.split('\n')[1:])
+ if "%%altair" in source:
+ source = '\n'.join(source.split('\n')[1:])
else:
source = source.replace('"', "'")
if source.startswith('"""') or source.startswith("'''"):
@@ -154,7 +159,7 @@ def get_git_revision_short_hash():
plots = extract_cells(sys.argv[1])
data = extract_data(sys.argv[1])
- env = Environment(loader=FileSystemLoader('web'), extensions=['jinja2_highlight.HighlightExtension'])
+ env = Environment(loader=FileSystemLoader('templates'), extensions=['jinja2_highlight.HighlightExtension'])
template = env.get_template('t_index.html')
output_from_parsed_template = template.render(intro=md.convert(intro),
plots=plots,
diff --git a/requirements.txt b/requirements.txt
index 976c38b..b8b7027 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,10 +1,24 @@
+selenium
+pillow
ipython
pandas
jupyter
seaborn
-rpy2
-plotnine
+plotnine<0.7.0
jinja2
jinja2-highlight
markdown
scikit-misc
+boto3
+pytest
+chart-studio
+statsmodels==0.11.1
+rpy2
+psutil
+plotly==4.10.0
+kaleido
+tzlocal
+simplegeneric
+altair
+altair-saver
+selenium
diff --git a/runtime.txt b/runtime.txt
new file mode 100644
index 0000000..d70c8f8
--- /dev/null
+++ b/runtime.txt
@@ -0,0 +1 @@
+3.6
diff --git a/setup.R b/setup.R
deleted file mode 100644
index 2737390..0000000
--- a/setup.R
+++ /dev/null
@@ -1 +0,0 @@
-install.packages("tidyverse", repos="http://cran.us.r-project.org")
\ No newline at end of file
diff --git a/web/t_index.html b/templates/t_index.html
similarity index 79%
rename from web/t_index.html
rename to templates/t_index.html
index ebd97bc..2ab1978 100644
--- a/web/t_index.html
+++ b/templates/t_index.html
@@ -11,8 +11,8 @@
-
-
+
+
@@ -33,12 +33,8 @@
-
-
-
+
-
-
@@ -56,31 +52,30 @@
-
+
-