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  7.     "# Capstone Project - The Battle of Neighbourhoods"
  8.    ]
  9.   },
  10.   {
  11.    "cell_type": "markdown",
  12.    "metadata": {},
  13.    "source": [
  14.     "## Introduction / Business Problem"
  15.    ]
  16.   },
  17.   {
  18.    "cell_type": "markdown",
  19.    "metadata": {},
  20.    "source": [
  21.     "## \"Best City in United States for Game Zone\""
  22.    ]
  23.   },
  24.   {
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  28.     "Many people are interested in starting a gaming zone in the best locality of all the cities in US. The best locatlity based might be based on, \n",
  29.     "\n",
  30.     "  -Population density of a locality \n",
  31.     "  -Per Capital income\n",
  32.     "  -Population of each location\n",
  33.     "  -Venues in each locality \n",
  34.     "\n",
  35.     "The category of the venues interested in are, \n",
  36.     "\n",
  37.     "  -Entertainment \n",
  38.     "  -Service\n",
  39.     "  -Academics\n",
  40.     "  -Activities\n",
  41.     "  -Food\n",
  42.     "  -Nightife Spot\n",
  43.     "  -Outdoors & Recreation\n",
  44.     "  -Professional \n",
  45.     "  -Residence\n",
  46.     "  -Travel & Transport"
  47.    ]
  48.   },
  49.   {
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