notebooks/03-Scatterplots.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scatterplots\n",
    "\n",
    "[Matplotlib Tutorial#Scatter Plots](http://www.labri.fr/perso/nrougier/teaching/matplotlib/#scatter-plots)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import altair as alt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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",
      "text/plain": [
       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create Data\n",
    "n = 1024\n",
    "x = np.random.normal(0, 1, n)\n",
    "y = np.random.normal(0, 1, n)\n",
    "angle = np.arctan2(y,x)\n",
    "df = pd.DataFrame({'x':x, 'y':y, 'angle':angle})\n",
    "\n",
    "# Make Chart\n",
    "chart = alt.Chart(df)\n",
    "color_encoding = alt.Color('angle:Q', legend=None, \n",
    "                           scale=alt.Scale(domain=[np.pi, -np.pi], \n",
    "                                           scheme='spectral'))\n",
    "chart.mark_circle(opacity=0.5, size=50).encode(color_encoding, \n",
    "                                               x=alt.X('x', axis=None), \n",
    "                                               y=alt.Y('y', axis=None))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}