content/partI/lect_conditionals.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Iterables, Conditional execution, and Files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x = list(range(10)) # python 2 safe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('My input values are: ', [0, 1, 2, 3, 4, 5, 6, 7, 8, 9])\n"
     ]
    }
   ],
   "source": [
    "print('My input values are: ', x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0, 0)\n",
      "(1, 1)\n",
      "(3, 2)\n",
      "(6, 3)\n",
      "(10, 4)\n",
      "(15, 5)\n",
      "(21, 6)\n",
      "(28, 7)\n",
      "(36, 8)\n",
      "(45, 9)\n",
      "we are done\n",
      "45\n"
     ]
    }
   ],
   "source": [
    "summation = 0\n",
    "for i in range(10):\n",
    "    summation = summation + i\n",
    "    print(summation, i)\n",
    "    \n",
    "print('we are done')\n",
    "print(summation)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0, 0)\n",
      "(1, 1)\n",
      "(3, 2)\n",
      "(6, 3)\n",
      "(10, 4)\n",
      "(15, 5)\n",
      "(21, 6)\n",
      "(28, 7)\n",
      "(36, 8)\n",
      "(45, 9)\n",
      "we are done\n",
      "45\n"
     ]
    }
   ],
   "source": [
    "summation = 0\n",
    "for i in range(10):\n",
    "    summation += i\n",
    "    print(summation, i)\n",
    "    \n",
    "print('we are done')\n",
    "print(summation)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "45"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "sum(x) / len(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.5"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(x) * 1. / len(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Nesting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0, 0)\n",
      "(0, 1)\n",
      "(0, 2)\n",
      "(1, 0)\n",
      "(1, 1)\n",
      "(1, 2)\n",
      "(2, 0)\n",
      "(2, 1)\n",
      "(2, 2)\n",
      "(3, 0)\n",
      "(3, 1)\n",
      "(3, 2)\n"
     ]
    }
   ],
   "source": [
    "for i in range(4):\n",
    "    for j in range(3):\n",
    "        print(i, j)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0, 1)\n",
      "(0, 2)\n",
      "(1, 0)\n",
      "(1, 2)\n",
      "(2, 0)\n",
      "(2, 1)\n",
      "(3, 0)\n",
      "(3, 1)\n",
      "(3, 2)\n"
     ]
    }
   ],
   "source": [
    "for i in range(4):\n",
    "    for j in range(3):\n",
    "        if i != j:\n",
    "            print(i,j)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# if else"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = range(10)\n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n"
     ]
    }
   ],
   "source": [
    "for i in x:\n",
    "    if i < 4:\n",
    "        print(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "('i is not less than 4', 4)\n",
      "('i is not less than 4', 5)\n",
      "('i is not less than 4', 6)\n",
      "('i is not less than 4', 7)\n",
      "('i is not less than 4', 8)\n",
      "('i is not less than 4', 9)\n"
     ]
    }
   ],
   "source": [
    "for i in x:\n",
    "    if i < 4:\n",
    "        print(i)\n",
    "    else:\n",
    "        print('i is not less than 4', i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('i is less than 4', 0)\n",
      "('i is less than 4', 1)\n",
      "('i is less than 4', 2)\n",
      "('i is less than 4', 3)\n",
      "('i is greater than 4', 5)\n",
      "('i is greater than 4', 6)\n",
      "('i is greater than 4', 7)\n",
      "('i is greater than 4', 8)\n",
      "('i is greater than 4', 9)\n"
     ]
    }
   ],
   "source": [
    "for i in x:\n",
    "    if i < 4:\n",
    "        print('i is less than 4', i)\n",
    "    elif i > 4:\n",
    "        print('i is greater than 4', i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('i is less than 4', 0)\n",
      "('i is less than 4', 1)\n",
      "('i is less than 4', 2)\n",
      "('i is less than 4', 3)\n",
      "('i is equal to 4', 4)\n",
      "('i is greater than 4', 5)\n",
      "('i is greater than 4', 6)\n",
      "('i is greater than 4', 7)\n",
      "('i is greater than 4', 8)\n",
      "('i is greater than 4', 9)\n"
     ]
    }
   ],
   "source": [
    "for i in x:\n",
    "    if i < 4:\n",
    "        print('i is less than 4', i)\n",
    "    elif i > 4:\n",
    "        print('i is greater than 4', i)\n",
    "    else:\n",
    "        print('i is equal to 4', i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x = range(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here\n",
      "6\n"
     ]
    }
   ],
   "source": [
    "v = 6\n",
    "if v%2:\n",
    "    print(v)\n",
    "else:\n",
    "    print('here')\n",
    "    print(v)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v = 7\n",
    "v % 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "odds = []\n",
    "for i in x:\n",
    "    # check if i is odd, if so append to odds\n",
    "    if i % 2:\n",
    "        odds.append(i)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 3, 5, 7, 9, 11, 13, 15, 17, 19]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "odds[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "500"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(odds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "odds1 = [i for i in x if i%2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 3, 5, 7, 9, 11, 13, 15, 17, 19]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "odds1[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "odds1 = [i for i in x if i%2 and i>72]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "464"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(odds1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with open('data/airports.csv', 'r') as f:\n",
    "    lines = f.readlines()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(lines)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['airport_id,name,city,country,iata_faa,iaco,latitude,longitude,altitude,zone,dst\\n',\n",
       " '1,Goroka,Goroka,Papua New Guinea,GKA,AYGA,-6.081689,145.391881,5282,10,U\\n',\n",
       " '2,Madang,Madang,Papua New Guinea,MAG,AYMD,-5.207083,145.7887,20,10,U\\n']"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lines[:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['8403,One Hundred Mile House Airport,One Hundred Mile House,Canada,,CAV3,51.3833,-121.1825,3055,-8,A\\n',\n",
       " '8404,South Cariboo Regional Airport,108 Mile Ranch,Canada,ZML,CZML,51.4412,-121.1958,3129,-8,A\\n',\n",
       " '8405,Glasgow City Heliport,Glasgow,United Kingdom,,EGEG,55.5141,-4.1749,10,0,E\\n']"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lines[-3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6978"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(lines)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1,Goroka,Goroka,Papua New Guinea,GKA,AYGA,-6.081689,145.391881,5282,10,U\\n'"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lines[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "rec1 = lines[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1,Goroka,Goroka,Papua New Guinea,GKA,AYGA,-6.081689,145.391881,5282,10,U\\n'"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rec1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "s = \"my name is joe\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['my', 'name', 'is', 'joe']"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.split()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['my', 'name', 'is', 'joe']"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s = \"my,name,is,joe\"\n",
    "s.split(\",\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['my,name,is,joe']"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s.split()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1,Goroka,Goroka,Papua New Guinea,GKA,AYGA,-6.081689,145.391881,5282,10,U\\n'"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rec1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['1',\n",
       " 'Goroka',\n",
       " 'Goroka',\n",
       " 'Papua New Guinea',\n",
       " 'GKA',\n",
       " 'AYGA',\n",
       " '-6.081689',\n",
       " '145.391881',\n",
       " '5282',\n",
       " '10',\n",
       " 'U\\n']"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rec1.split(',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['1,Goroka,Goroka,Papua',\n",
       " 'New',\n",
       " 'Guinea,GKA,AYGA,-6.081689,145.391881,5282,10,U']"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rec1.strip().split()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with open('data/airports.csv', 'r') as f:\n",
    "    lines = f.readlines()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = []\n",
    "for line in lines:\n",
    "    data.append(line.strip().split(','))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6978"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['1',\n",
       " 'Goroka',\n",
       " 'Goroka',\n",
       " 'Papua New Guinea',\n",
       " 'GKA',\n",
       " 'AYGA',\n",
       " '-6.081689',\n",
       " '145.391881',\n",
       " '5282',\n",
       " '10',\n",
       " 'U']"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['airport_id',\n",
       " 'name',\n",
       " 'city',\n",
       " 'country',\n",
       " 'iata_faa',\n",
       " 'iaco',\n",
       " 'latitude',\n",
       " 'longitude',\n",
       " 'altitude',\n",
       " 'zone',\n",
       " 'dst']"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "k = len(data[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "latitude = data[0].index('latitude')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "latitude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'-6.081689'"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[1][latitude]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "header = data[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['airport_id',\n",
       " 'name',\n",
       " 'city',\n",
       " 'country',\n",
       " 'iata_faa',\n",
       " 'iaco',\n",
       " 'latitude',\n",
       " 'longitude',\n",
       " 'altitude',\n",
       " 'zone',\n",
       " 'dst']"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "header"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(12, ['5881', \"Mata'aho Airport\", '\"Angaha', ' Niuafo\\'ou Island\"', 'Tonga', 'NFO', 'NFTO', '-15.5708', '-175.633', '160', '13', 'U'])\n",
      "(12, ['5675', 'Sao Filipe Airport', '\"Sao Filipe', ' Fogo Island\"', 'Cape Verde', 'SFL', 'GVSF', '14.885', '-24.48', '617', '-1', 'U'])\n",
      "(12, ['5674', 'Praia International Airport', '\"Praia', ' Santiago Island\"', 'Cape Verde', 'RAI', 'GVNP', '14.9245', '-23.4935', '230', '-1', 'U'])\n",
      "(12, ['5562', 'Robin Hood Doncaster Sheffield Airport', '\"Doncaster', ' Sheffield\"', 'United Kingdom', 'DSA', 'EGCN', '53.474722', '-1.004444', '55', '0', 'E'])\n"
     ]
    }
   ],
   "source": [
    "k = len(header)\n",
    "for record in data:\n",
    "    rec_k = len(record)\n",
    "    if rec_k != k:\n",
    "        print(rec_k, record)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4442, 12, ['5881', \"Mata'aho Airport\", '\"Angaha', ' Niuafo\\'ou Island\"', 'Tonga', 'NFO', 'NFTO', '-15.5708', '-175.633', '160', '13', 'U'])\n",
      "(4647, 12, ['5675', 'Sao Filipe Airport', '\"Sao Filipe', ' Fogo Island\"', 'Cape Verde', 'SFL', 'GVSF', '14.885', '-24.48', '617', '-1', 'U'])\n",
      "(4648, 12, ['5674', 'Praia International Airport', '\"Praia', ' Santiago Island\"', 'Cape Verde', 'RAI', 'GVNP', '14.9245', '-23.4935', '230', '-1', 'U'])\n",
      "(4760, 12, ['5562', 'Robin Hood Doncaster Sheffield Airport', '\"Doncaster', ' Sheffield\"', 'United Kingdom', 'DSA', 'EGCN', '53.474722', '-1.004444', '55', '0', 'E'])\n"
     ]
    }
   ],
   "source": [
    "k = len(header)\n",
    "for i, record in enumerate(data):\n",
    "    rec_k = len(record)\n",
    "    if rec_k != k:\n",
    "        print(i, rec_k, record)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import csv\n",
    "newlines = []\n",
    "with open('data/airports.csv', 'r') as f:\n",
    "    reader = csv.reader(f)\n",
    "    for line in reader:\n",
    "        newlines.append(line)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "k = len(header)\n",
    "for i, record in enumerate(newlines):\n",
    "    rec_k = len(record)\n",
    "    if rec_k != k:\n",
    "        print(i, rec_k, record)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['airport_id',\n",
       " 'name',\n",
       " 'city',\n",
       " 'country',\n",
       " 'iata_faa',\n",
       " 'iaco',\n",
       " 'latitude',\n",
       " 'longitude',\n",
       " 'altitude',\n",
       " 'zone',\n",
       " 'dst']"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "header"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "lat = header.index('latitude')\n",
    "lon = header.index('longitude')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6, 7)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lat,lon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[header.index(name) for name in header]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "lookup = dict([(name, header.index(name)) for name in header])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lookup['latitude']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lat = lookup['latitude']\n",
    "lon = lookup['longitude']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['1',\n",
       "  'Goroka',\n",
       "  'Goroka',\n",
       "  'Papua New Guinea',\n",
       "  'GKA',\n",
       "  'AYGA',\n",
       "  '-6.081689',\n",
       "  '145.391881',\n",
       "  '5282',\n",
       "  '10',\n",
       "  'U'],\n",
       " ['2',\n",
       "  'Madang',\n",
       "  'Madang',\n",
       "  'Papua New Guinea',\n",
       "  'MAG',\n",
       "  'AYMD',\n",
       "  '-5.207083',\n",
       "  '145.7887',\n",
       "  '20',\n",
       "  '10',\n",
       "  'U'],\n",
       " ['3',\n",
       "  'Mount Hagen',\n",
       "  'Mount Hagen',\n",
       "  'Papua New Guinea',\n",
       "  'HGU',\n",
       "  'AYMH',\n",
       "  '-5.826789',\n",
       "  '144.295861',\n",
       "  '5388',\n",
       "  '10',\n",
       "  'U'],\n",
       " ['4',\n",
       "  'Nadzab',\n",
       "  'Nadzab',\n",
       "  'Papua New Guinea',\n",
       "  'LAE',\n",
       "  'AYNZ',\n",
       "  '-6.569828',\n",
       "  '146.726242',\n",
       "  '239',\n",
       "  '10',\n",
       "  'U'],\n",
       " ['5',\n",
       "  'Port Moresby Jacksons Intl',\n",
       "  'Port Moresby',\n",
       "  'Papua New Guinea',\n",
       "  'POM',\n",
       "  'AYPY',\n",
       "  '-9.443383',\n",
       "  '147.22005',\n",
       "  '146',\n",
       "  '10',\n",
       "  'U'],\n",
       " ['6',\n",
       "  'Wewak Intl',\n",
       "  'Wewak',\n",
       "  'Papua New Guinea',\n",
       "  'WWK',\n",
       "  'AYWK',\n",
       "  '-3.583828',\n",
       "  '143.669186',\n",
       "  '19',\n",
       "  '10',\n",
       "  'U'],\n",
       " ['7',\n",
       "  'Narsarsuaq',\n",
       "  'Narssarssuaq',\n",
       "  'Greenland',\n",
       "  'UAK',\n",
       "  'BGBW',\n",
       "  '61.160517',\n",
       "  '-45.425978',\n",
       "  '112',\n",
       "  '-3',\n",
       "  'E'],\n",
       " ['8',\n",
       "  'Nuuk',\n",
       "  'Godthaab',\n",
       "  'Greenland',\n",
       "  'GOH',\n",
       "  'BGGH',\n",
       "  '64.190922',\n",
       "  '-51.678064',\n",
       "  '283',\n",
       "  '-3',\n",
       "  'E'],\n",
       " ['9',\n",
       "  'Sondre Stromfjord',\n",
       "  'Sondrestrom',\n",
       "  'Greenland',\n",
       "  'SFJ',\n",
       "  'BGSF',\n",
       "  '67.016969',\n",
       "  '-50.689325',\n",
       "  '165',\n",
       "  '-3',\n",
       "  'E'],\n",
       " ['10',\n",
       "  'Thule Air Base',\n",
       "  'Thule',\n",
       "  'Greenland',\n",
       "  'THU',\n",
       "  'BGTL',\n",
       "  '76.531203',\n",
       "  '-68.703161',\n",
       "  '251',\n",
       "  '-4',\n",
       "  'E'],\n",
       " ['11',\n",
       "  'Akureyri',\n",
       "  'Akureyri',\n",
       "  'Iceland',\n",
       "  'AEY',\n",
       "  'BIAR',\n",
       "  '65.659994',\n",
       "  '-18.072703',\n",
       "  '6',\n",
       "  '0',\n",
       "  'N'],\n",
       " ['12',\n",
       "  'Egilsstadir',\n",
       "  'Egilsstadir',\n",
       "  'Iceland',\n",
       "  'EGS',\n",
       "  'BIEG',\n",
       "  '65.283333',\n",
       "  '-14.401389',\n",
       "  '76',\n",
       "  '0',\n",
       "  'N'],\n",
       " ['13',\n",
       "  'Hornafjordur',\n",
       "  'Hofn',\n",
       "  'Iceland',\n",
       "  'HFN',\n",
       "  'BIHN',\n",
       "  '64.295556',\n",
       "  '-15.227222',\n",
       "  '24',\n",
       "  '0',\n",
       "  'N'],\n",
       " ['14',\n",
       "  'Husavik',\n",
       "  'Husavik',\n",
       "  'Iceland',\n",
       "  'HZK',\n",
       "  'BIHU',\n",
       "  '65.952328',\n",
       "  '-17.425978',\n",
       "  '48',\n",
       "  '0',\n",
       "  'N'],\n",
       " ['15',\n",
       "  'Isafjordur',\n",
       "  'Isafjordur',\n",
       "  'Iceland',\n",
       "  'IFJ',\n",
       "  'BIIS',\n",
       "  '66.058056',\n",
       "  '-23.135278',\n",
       "  '8',\n",
       "  '0',\n",
       "  'N'],\n",
       " ['16',\n",
       "  'Keflavik International Airport',\n",
       "  'Keflavik',\n",
       "  'Iceland',\n",
       "  'KEF',\n",
       "  'BIKF',\n",
       "  '63.985',\n",
       "  '-22.605556',\n",
       "  '171',\n",
       "  '0',\n",
       "  'N'],\n",
       " ['17',\n",
       "  'Patreksfjordur',\n",
       "  'Patreksfjordur',\n",
       "  'Iceland',\n",
       "  'PFJ',\n",
       "  'BIPA',\n",
       "  '65.555833',\n",
       "  '-23.965',\n",
       "  '11',\n",
       "  '0',\n",
       "  'N'],\n",
       " ['18',\n",
       "  'Reykjavik',\n",
       "  'Reykjavik',\n",
       "  'Iceland',\n",
       "  'RKV',\n",
       "  'BIRK',\n",
       "  '64.13',\n",
       "  '-21.940556',\n",
       "  '48',\n",
       "  '0',\n",
       "  'N'],\n",
       " ['19',\n",
       "  'Siglufjordur',\n",
       "  'Siglufjordur',\n",
       "  'Iceland',\n",
       "  'SIJ',\n",
       "  'BISI',\n",
       "  '66.133333',\n",
       "  '-18.916667',\n",
       "  '10',\n",
       "  '0',\n",
       "  'N'],\n",
       " ['20',\n",
       "  'Vestmannaeyjar',\n",
       "  'Vestmannaeyjar',\n",
       "  'Iceland',\n",
       "  'VEY',\n",
       "  'BIVM',\n",
       "  '63.424303',\n",
       "  '-20.278875',\n",
       "  '326',\n",
       "  '0',\n",
       "  'N'],\n",
       " ['21',\n",
       "  'Sault Ste Marie',\n",
       "  'Sault Sainte Marie',\n",
       "  'Canada',\n",
       "  'YAM',\n",
       "  'CYAM',\n",
       "  '46.485001',\n",
       "  '-84.509445',\n",
       "  '630',\n",
       "  '-5',\n",
       "  'A'],\n",
       " ['22',\n",
       "  'Winnipeg St Andrews',\n",
       "  'Winnipeg',\n",
       "  'Canada',\n",
       "  'YAV',\n",
       "  'CYAV',\n",
       "  '50.056389',\n",
       "  '-97.0325',\n",
       "  '760',\n",
       "  '-6',\n",
       "  'A'],\n",
       " ['23',\n",
       "  'Shearwater',\n",
       "  'Halifax',\n",
       "  'Canada',\n",
       "  'YAW',\n",
       "  'CYAW',\n",
       "  '44.639721',\n",
       "  '-63.499444',\n",
       "  '167',\n",
       "  '-4',\n",
       "  'A'],\n",
       " ['24',\n",
       "  'St Anthony',\n",
       "  'St. Anthony',\n",
       "  'Canada',\n",
       "  'YAY',\n",
       "  'CYAY',\n",
       "  '51.391944',\n",
       "  '-56.083056',\n",
       "  '108',\n",
       "  '-4',\n",
       "  'A'],\n",
       " ['25',\n",
       "  'Tofino',\n",
       "  'Tofino',\n",
       "  'Canada',\n",
       "  'YAZ',\n",
       "  'CYAZ',\n",
       "  '49.082222',\n",
       "  '-125.7725',\n",
       "  '80',\n",
       "  '-8',\n",
       "  'A'],\n",
       " ['26',\n",
       "  'Kugaaruk',\n",
       "  'Pelly Bay',\n",
       "  'Canada',\n",
       "  'YBB',\n",
       "  'CYBB',\n",
       "  '68.534444',\n",
       "  '-89.808056',\n",
       "  '56',\n",
       "  '-6',\n",
       "  'A'],\n",
       " ['27',\n",
       "  'Baie Comeau',\n",
       "  'Baie Comeau',\n",
       "  'Canada',\n",
       "  'YBC',\n",
       "  'CYBC',\n",
       "  '49.1325',\n",
       "  '-68.204444',\n",
       "  '71',\n",
       "  '-5',\n",
       "  'A'],\n",
       " ['28',\n",
       "  'Bagotville',\n",
       "  'Bagotville',\n",
       "  'Canada',\n",
       "  'YBG',\n",
       "  'CYBG',\n",
       "  '48.330555',\n",
       "  '-70.996391',\n",
       "  '522',\n",
       "  '-5',\n",
       "  'A'],\n",
       " ['29',\n",
       "  'Baker Lake',\n",
       "  'Baker Lake',\n",
       "  'Canada',\n",
       "  'YBK',\n",
       "  'CYBK',\n",
       "  '64.298889',\n",
       "  '-96.077778',\n",
       "  '59',\n",
       "  '-6',\n",
       "  'A'],\n",
       " ['30',\n",
       "  'Campbell River',\n",
       "  'Campbell River',\n",
       "  'Canada',\n",
       "  'YBL',\n",
       "  'CYBL',\n",
       "  '49.950832',\n",
       "  '-125.270833',\n",
       "  '346',\n",
       "  '-8',\n",
       "  'A'],\n",
       " ['31',\n",
       "  'Brandon Muni',\n",
       "  'Brandon',\n",
       "  'Canada',\n",
       "  'YBR',\n",
       "  'CYBR',\n",
       "  '49.91',\n",
       "  '-99.951944',\n",
       "  '1343',\n",
       "  '-6',\n",
       "  'A'],\n",
       " ['32',\n",
       "  'Cambridge Bay',\n",
       "  'Cambridge Bay',\n",
       "  'Canada',\n",
       "  'YCB',\n",
       "  'CYCB',\n",
       "  '69.108055',\n",
       "  '-105.138333',\n",
       "  '90',\n",
       "  '-7',\n",
       "  'A'],\n",
       " ['33',\n",
       "  'Nanaimo',\n",
       "  'Nanaimo',\n",
       "  'Canada',\n",
       "  'YCD',\n",
       "  'CYCD',\n",
       "  '49.052333',\n",
       "  '-123.870167',\n",
       "  '93',\n",
       "  '-8',\n",
       "  'A'],\n",
       " ['34',\n",
       "  'Castlegar',\n",
       "  'Castlegar',\n",
       "  'Canada',\n",
       "  'YCG',\n",
       "  'CYCG',\n",
       "  '49.296389',\n",
       "  '-117.6325',\n",
       "  '1624',\n",
       "  '-8',\n",
       "  'A'],\n",
       " ['35',\n",
       "  'Miramichi',\n",
       "  'Chatham',\n",
       "  'Canada',\n",
       "  'YCH',\n",
       "  'CYCH',\n",
       "  '47.007778',\n",
       "  '-65.449167',\n",
       "  '108',\n",
       "  '-4',\n",
       "  'A'],\n",
       " ['36',\n",
       "  'Charlo',\n",
       "  'Charlo',\n",
       "  'Canada',\n",
       "  'YCL',\n",
       "  'CYCL',\n",
       "  '47.990833',\n",
       "  '-66.330278',\n",
       "  '132',\n",
       "  '-4',\n",
       "  'A'],\n",
       " ['37',\n",
       "  'Kugluktuk',\n",
       "  'Coppermine',\n",
       "  'Canada',\n",
       "  'YCO',\n",
       "  'CYCO',\n",
       "  '67.816667',\n",
       "  '-115.143889',\n",
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       "  'Malawi',\n",
       "  'ZZU',\n",
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       "  '2',\n",
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       " ...]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newlines[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "points = [(float(record[lon]),float(record[lat])) for record in newlines[1:]]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(145.391881, -6.081689), (145.7887, -5.207083), (144.295861, -5.826789)]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "points[:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "lats = [float(record[lat]) for record in newlines[1:]]\n",
    "lons = [float(record[lon]) for record in newlines[1:]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "points_zip = zip(lons, lats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(145.391881, -6.081689), (145.7887, -5.207083), (144.295861, -5.826789)]"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "points_zip[:3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "inf"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min_lat = float('inf')\n",
    "min_lat "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "10**2 < min_lat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "southmost = min_lat\n",
    "for lat in lats:\n",
    "    if lat < southmost:\n",
    "        southmost = lat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-89.999997"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "southmost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "southern = []\n",
    "for i, lat in enumerate(lats):\n",
    "    if lat < 0:\n",
    "        southern.append(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       " 4844,\n",
       " 4884,\n",
       " 4885,\n",
       " 4886,\n",
       " 4887,\n",
       " 4888,\n",
       " 4889,\n",
       " 4890,\n",
       " 4891,\n",
       " 4892,\n",
       " 4893,\n",
       " 4894,\n",
       " 4895,\n",
       " 4896,\n",
       " 4897,\n",
       " 4898,\n",
       " 4899,\n",
       " 4900,\n",
       " 4901,\n",
       " 4902,\n",
       " 4903,\n",
       " 4904,\n",
       " 4905,\n",
       " 4906,\n",
       " 4907,\n",
       " 4908,\n",
       " 4909,\n",
       " 4910,\n",
       " 4911,\n",
       " 4912,\n",
       " 4913,\n",
       " 4914,\n",
       " 4915,\n",
       " 4916,\n",
       " 4917,\n",
       " 4934,\n",
       " 4935,\n",
       " 4936,\n",
       " 4937,\n",
       " 4938,\n",
       " 4939,\n",
       " 4940,\n",
       " 4943,\n",
       " 4944,\n",
       " ...]"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "southern"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exercise 4\n",
    "\n",
    "Find the following airports:\n",
    "\n",
    "1. The western most airport in the northern hemisphere\n",
    "2. The western most airport in the southern hemisphere\n",
    "3. The southern most airport in the western hemisphere\n",
    "4. The northern most airport in the eastern hemisphere\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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