CarsInteractiveHist.ipynb

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         },
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         },
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         },
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         },
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         },
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         },
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         },
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          "Name": "volkswagen rabbit custom diesel",
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         },
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         },
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         },
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          "Horsepower": 70,
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          "Year": "1978-01-01T00:00:00"
         },
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          "Acceleration": 16.4,
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          "Horsepower": 60,
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          "Name": "honda civic cvcc",
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          "Year": "1978-01-01T00:00:00"
         },
         {
          "Acceleration": 15.5,
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          "Horsepower": 110,
          "Miles_per_Gallon": 19.9,
          "Name": "oldsmobile cutlass salon brougham",
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          "Year": "1978-01-01T00:00:00"
         },
         {
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          "Horsepower": 140,
          "Miles_per_Gallon": 19.4,
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          "Year": "1978-01-01T00:00:00"
         },
         {
          "Acceleration": 12.8,
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          "Horsepower": 139,
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          "Name": "mercury monarch ghia",
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          "Year": "1978-01-01T00:00:00"
         },
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          "Horsepower": 105,
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          "Year": "1978-01-01T00:00:00"
         },
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          "Acceleration": 18.2,
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          "Horsepower": 95,
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          "Name": "chevrolet malibu",
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          "Year": "1978-01-01T00:00:00"
         },
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          "Miles_per_Gallon": 20.2,
          "Name": "ford fairmont (auto)",
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          "Year": "1978-01-01T00:00:00"
         },
         {
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          "Horsepower": 88,
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          "Year": "1978-01-01T00:00:00"
         },
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          "Horsepower": 100,
          "Miles_per_Gallon": 20.5,
          "Name": "plymouth volare",
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          "Year": "1978-01-01T00:00:00"
         },
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          "Horsepower": 90,
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          "Year": "1978-01-01T00:00:00"
         },
         {
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          "Horsepower": 105,
          "Miles_per_Gallon": 20.6,
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          "Year": "1978-01-01T00:00:00"
         },
         {
          "Acceleration": 16.7,
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          "Name": "mercury zephyr",
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          "Year": "1978-01-01T00:00:00"
         },
         {
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          "Horsepower": 110,
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          "Year": "1978-01-01T00:00:00"
         },
         {
          "Acceleration": 15.1,
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          "Horsepower": 120,
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          "Name": "amc concord d/l",
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          "Year": "1978-01-01T00:00:00"
         },
         {
          "Acceleration": 13.2,
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          "Horsepower": 145,
          "Miles_per_Gallon": 19.2,
          "Name": "chevrolet monte carlo landau",
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          "Year": "1978-01-01T00:00:00"
         },
         {
          "Acceleration": 13.4,
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          "Horsepower": 165,
          "Miles_per_Gallon": 17.7,
          "Name": "buick regal sport coupe (turbo)",
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          "Weight_in_lbs": 3445,
          "Year": "1978-01-01T00:00:00"
         },
         {
          "Acceleration": 11.2,
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          "Displacement": 302,
          "Horsepower": 139,
          "Miles_per_Gallon": 18.1,
          "Name": "ford futura",
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          "Year": "1978-01-01T00:00:00"
         },
         {
          "Acceleration": 13.7,
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          "Horsepower": 140,
          "Miles_per_Gallon": 17.5,
          "Name": "dodge magnum xe",
          "Origin": "USA",
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          "Year": "1978-01-01T00:00:00"
         },
         {
          "Acceleration": 16.5,
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          "Displacement": 98,
          "Horsepower": 68,
          "Miles_per_Gallon": 30,
          "Name": "chevrolet chevette",
          "Origin": "USA",
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          "Year": "1978-01-01T00:00:00"
         },
         {
          "Acceleration": 14.2,
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          "Displacement": 134,
          "Horsepower": 95,
          "Miles_per_Gallon": 27.5,
          "Name": "toyota corona",
          "Origin": "Japan",
          "Weight_in_lbs": 2560,
          "Year": "1978-01-01T00:00:00"
         },
         {
          "Acceleration": 14.7,
          "Cylinders": 4,
          "Displacement": 119,
          "Horsepower": 97,
          "Miles_per_Gallon": 27.2,
          "Name": "datsun 510",
          "Origin": "Japan",
          "Weight_in_lbs": 2300,
          "Year": "1978-01-01T00:00:00"
         },
         {
          "Acceleration": 14.5,
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         },
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          "Name": "honda Accelerationord lx",
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         },
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         },
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         },
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         },
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         },
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          "Acceleration": 15.5,
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          "Name": "chevrolet chevette",
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          "Year": "1980-01-01T00:00:00"
         },
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          "Year": "1980-01-01T00:00:00"
         },
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          "Year": "1980-01-01T00:00:00"
         },
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         },
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          "Miles_per_Gallon": 24.3,
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         },
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         },
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          "Miles_per_Gallon": 34.3,
          "Name": "audi 4000",
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          "Year": "1980-01-01T00:00:00"
         },
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         },
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          "Acceleration": 17.5,
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          "Year": "1980-01-01T00:00:00"
         },
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          "Year": "1980-01-01T00:00:00"
         },
         {
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          "Year": "1980-01-01T00:00:00"
         },
         {
          "Acceleration": 17.9,
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          "Miles_per_Gallon": 46.6,
          "Name": "mazda glc",
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          "Year": "1980-01-01T00:00:00"
         },
         {
          "Acceleration": 14.4,
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          "Horsepower": 105,
          "Miles_per_Gallon": 27.9,
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          "Year": "1980-01-01T00:00:00"
         },
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          "Acceleration": 19.2,
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          "Year": "1980-01-01T00:00:00"
         },
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          "Horsepower": 48,
          "Miles_per_Gallon": 44.3,
          "Name": "vw rabbit c (diesel)",
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          "Year": "1980-01-01T00:00:00"
         },
         {
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          "Name": "vw dasher (diesel)",
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          "Year": "1980-01-01T00:00:00"
         },
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          "Acceleration": 19.9,
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          "Horsepower": 67,
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          "Name": "audi 5000s (diesel)",
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          "Year": "1980-01-01T00:00:00"
         },
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          "Miles_per_Gallon": 30,
          "Name": "mercedes-benz 240d",
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          "Year": "1980-01-01T00:00:00"
         },
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          "Acceleration": 13.8,
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          "Miles_per_Gallon": 44.6,
          "Name": "honda civic 1500 gl",
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          "Weight_in_lbs": 1850,
          "Year": "1980-01-01T00:00:00"
         },
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          "Acceleration": 17.3,
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          "Horsepower": null,
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          "Name": "renault lecar deluxe",
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          "Weight_in_lbs": 1835,
          "Year": "1980-01-01T00:00:00"
         },
         {
          "Acceleration": 18,
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          "Horsepower": 67,
          "Miles_per_Gallon": 33.8,
          "Name": "subaru dl",
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          "Year": "1980-01-01T00:00:00"
         },
         {
          "Acceleration": 15.3,
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          "Horsepower": 62,
          "Miles_per_Gallon": 29.8,
          "Name": "vokswagen rabbit",
          "Origin": "Europe",
          "Weight_in_lbs": 1845,
          "Year": "1980-01-01T00:00:00"
         },
         {
          "Acceleration": 11.4,
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          "Horsepower": 132,
          "Miles_per_Gallon": 32.7,
          "Name": "datsun 280-zx",
          "Origin": "Japan",
          "Weight_in_lbs": 2910,
          "Year": "1980-01-01T00:00:00"
         },
         {
          "Acceleration": 12.5,
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          "Displacement": 70,
          "Horsepower": 100,
          "Miles_per_Gallon": 23.7,
          "Name": "mazda rx-7 gs",
          "Origin": "Japan",
          "Weight_in_lbs": 2420,
          "Year": "1980-01-01T00:00:00"
         },
         {
          "Acceleration": 15.1,
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          "Displacement": 122,
          "Horsepower": 88,
          "Miles_per_Gallon": 35,
          "Name": "triumph tr7 coupe",
          "Origin": "Europe",
          "Weight_in_lbs": 2500,
          "Year": "1980-01-01T00:00:00"
         },
         {
          "Acceleration": 14.3,
          "Cylinders": 4,
          "Displacement": 140,
          "Horsepower": null,
          "Miles_per_Gallon": 23.6,
          "Name": "ford mustang cobra",
          "Origin": "USA",
          "Weight_in_lbs": 2905,
          "Year": "1980-01-01T00:00:00"
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",
      "text/plain": [
       "<VegaLite 3 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": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import altair as alt\n",
    "from vega_datasets import data\n",
    "\n",
    "source = data.cars()\n",
    "\n",
    "brush = alt.selection(type='interval')\n",
    "\n",
    "points = alt.Chart(source).mark_point().encode(\n",
    "    x='Horsepower:Q',\n",
    "    y='Miles_per_Gallon:Q',\n",
    "    color=alt.condition(brush, 'Origin:N', alt.value('lightgray'))\n",
    ").add_selection(\n",
    "    brush\n",
    ")\n",
    "\n",
    "bars = alt.Chart(source).mark_bar().encode(\n",
    "    y='Origin:N',\n",
    "    color='Origin:N',\n",
    "    x='count(Origin):Q'\n",
    ").transform_filter(\n",
    "    brush\n",
    ")\n",
    "\n",
    "points & bars"
   ]
  },
  {
   "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": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}