notebooks/02-Regular_Plots.ipynb

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   "cell_type": "markdown",
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   "source": [
    "# Regular Plots\n",
    "\n",
    "[Matplotlib Tutorial#Regular Plots](http://www.labri.fr/perso/nrougier/teaching/matplotlib/#regular-plots)"
   ]
  },
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   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import altair as alt"
   ]
  },
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   "execution_count": 9,
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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": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create Data\n",
    "x = np.linspace(-2*np.pi, 2*np.pi, 256, endpoint=True)\n",
    "s = np.sin(x)\n",
    "df = pd.DataFrame({'x':x, 'sine':s}).melt('x')\n",
    "df.columns = ['x', 'series', 'value']\n",
    "\n",
    "# Make Chart\n",
    "chart = alt.Chart()\n",
    "chart = chart.transform_calculate(\n",
    "    region='datum.x <= -PI ? 0 : (datum.x <= 0 ? 1 : (datum.x <= PI ? 2 : 3))'\n",
    ")\n",
    "encoding = {'x':alt.X('x', axis={'title': None, 'labels': False}), 'y':'value'}\n",
    "# Use the default blue for the first chart\n",
    "chart_area = chart.mark_area(fillOpacity=0.3).encode(**encoding)\n",
    "chart_line = chart.mark_line().encode(**encoding)\n",
    "chart1 = alt.layer(chart_area, chart_line)\n",
    "\n",
    "encoding = {'x':'x', 'y':'value'}\n",
    "color_encoding = alt.Color('region:N', legend=None, scale=alt.Scale(range=['blue', 'red']))\n",
    "chart_area = chart.mark_area(fillOpacity=0.3).encode(color_encoding, **encoding)\n",
    "chart_line = chart.mark_line().encode(**encoding)\n",
    "chart2 = alt.layer(chart_area, chart_line)\n",
    "alt.vconcat(chart1, chart2, data=df)"
   ]
  },
  {
   "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"
  }
 },
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