Ch09-1-Dictionaries.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 9 Dictionaries\n",
    "<a href=\"https://colab.research.google.com/github/rambasnet/FDSPython-Notebooks/blob/master/Ch09-1-Dictionaries.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
    "\n",
    "http://openbookproject.net/thinkcs/python/english3e/dictionaries.html\n",
    "\n",
    "## Topics\n",
    "- dictionary data types\n",
    "- create and use dictionary\n",
    "- dictionary methods and operations\n",
    "- dictionary applications and problems\n",
    "\n",
    "\n",
    "## 9.1 Dictionary\n",
    "- another compound type/container like lists and tuples\n",
    "- very useful data structure/container that can store data as lookup table \n",
    "- Python's mapping type similar to `map` container, or associative arrays in C++ and other languages\n",
    "- dictionaries maps keys (immutable type) to values of any type (heterogeneous)\n",
    "- Python uses complex hash algorithm to index key for fast access (Worst case \"Big-Oh\": $O(1)$)\n",
    "    - as a result the ordering is not maintained\n",
    "- starting from verion 3.7, python dict remembers the oderes of the elements inserted"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.2 Creating dictionary objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "eng2sp = {} # or\n",
    "eng2sp1 = dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{} {}\n"
     ]
    }
   ],
   "source": [
    "print(eng2sp, eng2sp1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "eng2sp[\"One\"] = \"uno\"\n",
    "eng2sp[\"two\"] = \"dos\"\n",
    "eng2sp[\"three\"] = \"tres\"\n",
    "eng2sp[4] = \"quatro\"\n",
    "eng2sp[\"five\"] = \"sinco\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'One': 'uno', 'two': 'dos', 'three': 'tres', 4: 'quatro', 'five': 'sinco'}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eng2sp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "key = 'Five'\n",
    "eng2sp[key] = 'Sinco'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'One': 'uno', 'two': 'dos', 'three': 'tres', 4: 'quatro', 'five': 'sinco', 'Five': 'Sinco'}\n"
     ]
    }
   ],
   "source": [
    "print(eng2sp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "uno\n"
     ]
    }
   ],
   "source": [
    "print(eng2sp['One'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "symbolNames = {'*':'asterick', '+':\"plus\", '-': 'minus'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'One': 'uno', 'two': 'dos', 'three': 'tres', 4: 'quatro', 'five': 'sinco', 'Five': 'Sinco'} {'*': 'asterick', '+': 'plus', '-': 'minus'}\n"
     ]
    }
   ],
   "source": [
    "print(eng2sp, symbolNames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "dict1 ={'one': 'uno', 'two': 'dos', 'three': 'tres', '4': 'quatro', 'five': 'sinco'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'one': 'uno', 'two': 'dos', 'three': 'tres', '4': 'quatro', 'five': 'sinco'}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.3 Accessing values\n",
    "- use index operator ['key'] \n",
    "- dict is mutable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "one = 'One'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'uno'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eng2sp[one]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'One': 'uno',\n",
       " 'two': 'dos',\n",
       " 'three': 'tres',\n",
       " 4: 'quatro',\n",
       " 'five': 'sinco',\n",
       " 'Five': 'Sinco'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eng2sp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "diez\n"
     ]
    }
   ],
   "source": [
    "eng2sp['ten'] = 'diez'\n",
    "print(eng2sp['ten'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "eng2sp['One'] = 'Uno'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'One': 'Uno',\n",
       " 'two': 'dos',\n",
       " 'three': 'tres',\n",
       " 4: 'quatro',\n",
       " 'five': 'sinco',\n",
       " 'Five': 'Sinco',\n",
       " 'ten': 'diez'}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eng2sp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "eng2sp['One'] = ['uno']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "eng2sp['One'].append('Uno')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "eng2sp['One'].insert(0, 'UNO')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'One': ['UNO', 'uno', 0, 'Uno'], 'two': 'dos', 'three': 'tres', 4: 'quatro', 'five': 'sinco', 'Five': 'Sinco', 'ten': 'diez'}\n"
     ]
    }
   ],
   "source": [
    "print(eng2sp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "adict = {1: ['uno', 'one'], 2:('two', 'dos'), 3:{'three':'tres'}}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dos\n"
     ]
    }
   ],
   "source": [
    "print(adict[2][1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "s\n"
     ]
    }
   ],
   "source": [
    "# How do you access tres in adict?\n",
    "print(adict[3]['three'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.4 Dictionary methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on class dict in module builtins:\n",
      "\n",
      "class dict(object)\n",
      " |  dict() -> new empty dictionary\n",
      " |  dict(mapping) -> new dictionary initialized from a mapping object's\n",
      " |      (key, value) pairs\n",
      " |  dict(iterable) -> new dictionary initialized as if via:\n",
      " |      d = {}\n",
      " |      for k, v in iterable:\n",
      " |          d[k] = v\n",
      " |  dict(**kwargs) -> new dictionary initialized with the name=value pairs\n",
      " |      in the keyword argument list.  For example:  dict(one=1, two=2)\n",
      " |  \n",
      " |  Methods defined here:\n",
      " |  \n",
      " |  __contains__(self, key, /)\n",
      " |      True if the dictionary has the specified key, else False.\n",
      " |  \n",
      " |  __delitem__(self, key, /)\n",
      " |      Delete self[key].\n",
      " |  \n",
      " |  __eq__(self, value, /)\n",
      " |      Return self==value.\n",
      " |  \n",
      " |  __ge__(self, value, /)\n",
      " |      Return self>=value.\n",
      " |  \n",
      " |  __getattribute__(self, name, /)\n",
      " |      Return getattr(self, name).\n",
      " |  \n",
      " |  __getitem__(...)\n",
      " |      x.__getitem__(y) <==> x[y]\n",
      " |  \n",
      " |  __gt__(self, value, /)\n",
      " |      Return self>value.\n",
      " |  \n",
      " |  __init__(self, /, *args, **kwargs)\n",
      " |      Initialize self.  See help(type(self)) for accurate signature.\n",
      " |  \n",
      " |  __iter__(self, /)\n",
      " |      Implement iter(self).\n",
      " |  \n",
      " |  __le__(self, value, /)\n",
      " |      Return self<=value.\n",
      " |  \n",
      " |  __len__(self, /)\n",
      " |      Return len(self).\n",
      " |  \n",
      " |  __lt__(self, value, /)\n",
      " |      Return self<value.\n",
      " |  \n",
      " |  __ne__(self, value, /)\n",
      " |      Return self!=value.\n",
      " |  \n",
      " |  __repr__(self, /)\n",
      " |      Return repr(self).\n",
      " |  \n",
      " |  __setitem__(self, key, value, /)\n",
      " |      Set self[key] to value.\n",
      " |  \n",
      " |  __sizeof__(...)\n",
      " |      D.__sizeof__() -> size of D in memory, in bytes\n",
      " |  \n",
      " |  clear(...)\n",
      " |      D.clear() -> None.  Remove all items from D.\n",
      " |  \n",
      " |  copy(...)\n",
      " |      D.copy() -> a shallow copy of D\n",
      " |  \n",
      " |  get(self, key, default=None, /)\n",
      " |      Return the value for key if key is in the dictionary, else default.\n",
      " |  \n",
      " |  items(...)\n",
      " |      D.items() -> a set-like object providing a view on D's items\n",
      " |  \n",
      " |  keys(...)\n",
      " |      D.keys() -> a set-like object providing a view on D's keys\n",
      " |  \n",
      " |  pop(...)\n",
      " |      D.pop(k[,d]) -> v, remove specified key and return the corresponding value.\n",
      " |      If key is not found, d is returned if given, otherwise KeyError is raised\n",
      " |  \n",
      " |  popitem(...)\n",
      " |      D.popitem() -> (k, v), remove and return some (key, value) pair as a\n",
      " |      2-tuple; but raise KeyError if D is empty.\n",
      " |  \n",
      " |  setdefault(self, key, default=None, /)\n",
      " |      Insert key with a value of default if key is not in the dictionary.\n",
      " |      \n",
      " |      Return the value for key if key is in the dictionary, else default.\n",
      " |  \n",
      " |  update(...)\n",
      " |      D.update([E, ]**F) -> None.  Update D from dict/iterable E and F.\n",
      " |      If E is present and has a .keys() method, then does:  for k in E: D[k] = E[k]\n",
      " |      If E is present and lacks a .keys() method, then does:  for k, v in E: D[k] = v\n",
      " |      In either case, this is followed by: for k in F:  D[k] = F[k]\n",
      " |  \n",
      " |  values(...)\n",
      " |      D.values() -> an object providing a view on D's values\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Class methods defined here:\n",
      " |  \n",
      " |  fromkeys(iterable, value=None, /) from builtins.type\n",
      " |      Create a new dictionary with keys from iterable and values set to value.\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Static methods defined here:\n",
      " |  \n",
      " |  __new__(*args, **kwargs) from builtins.type\n",
      " |      Create and return a new object.  See help(type) for accurate signature.\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Data and other attributes defined here:\n",
      " |  \n",
      " |  __hash__ = None\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "key One maps to value ['UNO', 'uno', 0, 'Uno']\n",
      "key two maps to value dos\n",
      "key three maps to value tres\n",
      "key 4 maps to value quatro\n",
      "key five maps to value sinco\n",
      "key Five maps to value Sinco\n",
      "key ten maps to value diez\n"
     ]
    }
   ],
   "source": [
    "for k in eng2sp.keys(): # the order of the keys is not defined\n",
    "    print(\"key {} maps to value {}\".format(k, eng2sp[k]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['One', 'two', 'three', 4, 'five', 'Five', 'ten']\n"
     ]
    }
   ],
   "source": [
    "print(list(eng2sp.keys()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['UNO', 'uno', 0, 'Uno'], 'dos', 'tres', 'quatro', 'sinco', 'Sinco', 'diez']\n"
     ]
    }
   ],
   "source": [
    "print(list(eng2sp.values()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "key = One value = ['UNO', 'uno', 0, 'Uno']\n",
      "key = two value = dos\n",
      "key = three value = tres\n",
      "key = 4 value = quatro\n",
      "key = five value = sinco\n",
      "key = Five value = Sinco\n",
      "key = ten value = diez\n"
     ]
    }
   ],
   "source": [
    "# iterate over keys\n",
    "for k in eng2sp:\n",
    "    print('key = {} value = {}'.format(k, eng2sp.get(k)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n"
     ]
    }
   ],
   "source": [
    "print(eng2sp.get('asdfsf'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n"
     ]
    }
   ],
   "source": [
    "print(eng2sp.get(\"Ondfe\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "value =  ['UNO', 'uno', 0, 'Uno']\n",
      "value =  dos\n",
      "value =  tres\n",
      "value =  quatro\n",
      "value =  sinco\n",
      "value =  Sinco\n",
      "value =  diez\n"
     ]
    }
   ],
   "source": [
    "# iterate over values\n",
    "for val in eng2sp.values():\n",
    "    print(\"value = \", val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "values = list(eng2sp.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['UNO', 'uno', 0, 'Uno'], 'dos', 'tres', 'quatro', 'sinco', 'Sinco', 'diez']"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "items = list(eng2sp.items())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('One', ['UNO', 'uno', 0, 'Uno']), ('two', 'dos'), ('three', 'tres'), (4, 'quatro'), ('five', 'sinco'), ('Five', 'Sinco'), ('ten', 'diez')]\n"
     ]
    }
   ],
   "source": [
    "print(items)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dict2 = dict(items)\n",
    "print(dict2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for k, v in eng2sp.items():\n",
    "    print('{} -> {}'.format(k, v))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(eng2sp.popitem())\n",
    "print(eng2sp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.5 Checking keys\n",
    "- in and not in operators can be used to check if some keys exist in a given dictionary\n",
    "- knowing if key exists helps automatically create dictionaries and access corresponding values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"One\" in eng2sp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"Ten\" in eng2sp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"twenty\" not in eng2sp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.6 Copying dictionary objects\n",
    "- shallow copy vs deep copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy\n",
    "digits = {1: 'one', 2: 'two', 3: ['three', 'Three', 'THREE']}\n",
    "digits1 = digits # creates an alias\n",
    "digits2 = digits.copy() # shallow copy\n",
    "digits3 = copy.deepcopy(digits) # deep copy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### [visualize in pythontutor.com](https://goo.gl/XmvYkB)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import IFrame\n",
    "src = '''\n",
    "http://pythontutor.com/iframe-embed.html#code=import%20copy%0Adigits%20%3D%20%7B1%3A%20'one',%202%3A%20'two',%203%3A%20%5B'three',%20'Three',%20'THREE'%5D%7D%0Adigits1%20%3D%20digits%20%23%20creates%20an%20alias%0Adigits2%20%3D%20digits.copy%28%29%20%23%20shallow%20copy%0Adigits3%20%3D%20copy.deepcopy%28digits%29%20%23%20deep%20copy&codeDivHeight=400&codeDivWidth=350&cumulative=false&curInstr=0&heapPrimitives=false&origin=opt-frontend.js&py=3&rawInputLstJSON=%5B%5D&textReferences=false\n",
    "'''\n",
    "IFrame(src, width=900, height=600)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.7 Passing dictionaries to functions\n",
    "- dict is a mutable type\n",
    "- therefore, dict objects are passed by reference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# find the histogram (frequency of each unique character) in a word\n",
    "def histogram(word, hist):\n",
    "    for c in word:\n",
    "        c = c.lower()\n",
    "        if c in hist:\n",
    "            hist[c] += 1\n",
    "        else:\n",
    "            hist[c] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "h = {}\n",
    "histogram('Mississippim', h)\n",
    "for k, v in h.items():\n",
    "    print(k, v)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.8 Returning dict from functions\n",
    "- dict objects can be returned from functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getHist(word):# = \"Mississippi\"\n",
    "    h = {}\n",
    "    for c in word:\n",
    "        if c in h:\n",
    "            h[c] += 1\n",
    "        else:\n",
    "            h[c] = 1\n",
    "    return h"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "hist = getHist('Mississippi')\n",
    "print(hist)\n",
    "if 'M' in hist:\n",
    "    print('M is in histogram')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9.9 Exercises"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Count and print letter frequency in a given word. Hint: use get method"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Write a program that reads some text data and prints a frequency table of the letters in alphabetical order. Case should be ignored. A sample output of the program when the user enters the data \"ThiS is String with Upper and lower case Letters\", would look this:\n",
    "<pre>\n",
    "a  2\n",
    "c  1\n",
    "d  1\n",
    "e  5\n",
    "g  1\n",
    "h  2\n",
    "i  4\n",
    "l  2\n",
    "n  2\n",
    "o  1\n",
    "p  2\n",
    "r  4\n",
    "s  5\n",
    "t  5\n",
    "u  1\n",
    "w  2\n",
    "</pre>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Kattis problems that can be solved using dict\n",
    "1. I've Been Everywhere, Man -  https://open.kattis.com/problems/everywhere\n",
    "- Seven Wonders - https://open.kattis.com/problems/sevenwonders\n",
    "- ACM Contest Scoring - https://open.kattis.com/problems/acm\n",
    "- Stacking Cups - https://open.kattis.com/problems/cups\n",
    "- A New Alphabet - https://open.kattis.com/problems/anewalphabet\n",
    "- Words for Numbers - https://open.kattis.com/problems/wordsfornumbers\n",
    "- Babelfish - https://open.kattis.com/problems/babelfish\n",
    "- Popular Vote - https://open.kattis.com/problems/vote\n",
    "- Adding Words - https://open.kattis.com/problems/addingwords\n",
    "- Grandpa Bernie - https://open.kattis.com/problems/grandpabernie\n",
    "- Judging Troubles - https://open.kattis.com/problems/judging\n",
    "- Not Amused - https://open.kattis.com/problems/notamused\n",
    "- Engineering English - https://open.kattis.com/problems/engineeringenglish\n",
    "- Hardwood Species - https://open.kattis.com/problems/hardwoodspecies\n",
    "- Conformity - https://open.kattis.com/problems/conformity\n",
    "- Galactic Collegiate Programming Contest - https://open.kattis.com/problems/gcpc\n",
    "- Simplicity - https://open.kattis.com/problems/simplicity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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