docs/scales/scale_color_funfetti.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `scale_color_funfetti`\n",
    "`scale_color_funfetti` applies color palettes to discrete color variables in your ggplots. It has 1 parameter:\n",
    "\n",
    "- `type` - type of palette to use ('sprinkles', 'confetti')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3HYEcOFuZtCK7dox4G3hJsrIZhXZuU+b/fLokN70Z681B97r1kzqUN/cd1F/t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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f53bed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (284507057)>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(mtcars, aes(x='wt', y='mpg', color='factor(cyl)')) + \\\n",
    "    geom_point(size=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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cVHf+gLJB58i2hNWkRmeh4jGucgcAYXfHHXfojjvuMF1GSRUdyO+55x499dRT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\nGAWjYBSMglEwgAAA7wFvGdBHDE4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f53bd90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285369021)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(mtcars, aes(x='wt', y='mpg', color='factor(cyl)')) + \\\n",
    "    geom_point(size=100) + \\\n",
    "    scale_color_funfetti()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ApUMgR8XqPuJT2/aI4q1BSZYkW7H6tOqaE6qekTNdHgAAQEkQyFGRuo/4tG/jRBWyZ++q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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11029c090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285390621)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(mtcars, aes(x='wt', y='mpg', color='factor(cyl)')) + \\\n",
    "    geom_point(size=100) + \\\n",
    "    scale_color_funfetti(type='confetti')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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cVHf+gLJB58i2hNWkRmeh4jGucgcAYXfHHXfojjvuMF1GSRUdyO+55x499dRT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\nGAWjYBSMglEwgAAA7wFvGdBHDE4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10fbbc250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (284933357)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(mtcars, aes(x='wt', y='mpg', color='factor(cyl)')) + \\\n",
    "    geom_point(size=100) + \\\n",
    "    scale_color_funfetti(type='sprinkles')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uJdg5pWciIiIiYhfi4uKYM2cOiYmJrF69mhYtWrBv375S/ebNm4fZbGb58uUUFRUB0KFD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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110073250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285244461)>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pigeons, aes(x='pos', y='speed', color='breeder')) + \\\n",
    "    geom_point(size=100) + \\\n",
    "    scale_color_funfetti(type='sprinkles')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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