MyThinkJulia-Ch13-DataStructure.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ch 13: Case Study: Data Structure Selection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Word Frequency Analysis\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "### Exercise 13-1\n",
    "\n",
    "Write a program that reads a file, breaks each line into words, strips whitespace and punctuation from the words, and converts them to lowercase. And also build a histogram for the words.\n",
    "\n",
    "TIP: The function `isletter` tests whether a character is alphabetic.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "processline (generic function with 1 method)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function processfile(filename)\n",
    "    hist = Dict()\n",
    "    for line in eachline(filename)\n",
    "        processline(line, hist)\n",
    "    end\n",
    "    hist\n",
    "end\n",
    "\n",
    "function processline(line, hist)\n",
    "    line = replace(line, '-' => ' ')\n",
    "    for word in split(line)\n",
    "#        word = string(filter(isletter, [word...])...)  # scatters... instead of using collect\n",
    "        word = filter(isletter, word)  # scatters... instead of using collect\n",
    "        word = lowercase(word)\n",
    "        hist[word] = get!(hist, word, 0) + 1\n",
    "    end\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7-element Array{Any,1}:\n",
       " \"\"\n",
       " \"Your\"\n",
       " \"command\"\n",
       " \"Yes\"\n",
       " \"My\"\n",
       " \"Dear\"\n",
       " \"\""
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_line = \"*** Your command?--Yes.  My Dear; ***\"\n",
    "words = []\n",
    "\n",
    "test_line = replace(test_line, '-' => ' ')\n",
    "for word in split(test_line)\n",
    "    push!(words,filter(isletter, word))\n",
    "    #word = string(filter(isletter, [word...])...)  # do we really need this for more complicated lines?\n",
    "end\n",
    "\n",
    "words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dict{Any,Any} with 7421 entries:\n",
       "  \"prejudices\"      => 1\n",
       "  \"practise\"        => 3\n",
       "  \"adviser\"         => 1\n",
       "  \"forbade\"         => 1\n",
       "  \"offend\"          => 3\n",
       "  \"quicksighted\"    => 1\n",
       "  \"contemplate\"     => 1\n",
       "  \"enjoy\"           => 9\n",
       "  \"diffuse\"         => 1\n",
       "  \"unreserved\"      => 1\n",
       "  \"transplantation\" => 1\n",
       "  \"fight\"           => 1\n",
       "  \"dulness\"         => 3\n",
       "  \"everywhere\"      => 3\n",
       "  \"exult\"           => 1\n",
       "  \"indelicacy\"      => 1\n",
       "  \"inattentive\"     => 1\n",
       "  \"helping\"         => 1\n",
       "  \"whose\"           => 39\n",
       "  \"sleepless\"       => 1\n",
       "  \"hurried\"         => 8\n",
       "  \"gout\"            => 1\n",
       "  \"henry\"           => 21\n",
       "  \"drawers\"         => 1\n",
       "  \"incommoded\"      => 2\n",
       "  ⋮                 => ⋮"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hist = processfile(\"emma.txt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`processfile` loops through the lines of the file, passing them one at a time to `processline`. The histogram `hist` is being\n",
    "used as an accumulator.\n",
    "\n",
    "`processline` uses the function `replace` to replace hyphens with spaces before using split to break the line into an array of strings. It traverses the array of words and uses `filter`, `isletter` and `lowercase` to remove punctuation and convert to lower case. (It is a shorthand to say that strings are “converted”; remember that strings are immutable, so a\n",
    "function like lowercase return new strings.)\n",
    "\n",
    "Finally, `processline` updates the histogram by creating a new item or incrementing an existing one."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exercise 13-2\n",
    "\n",
    "Go to Project Gutenberg (https://gutenberg.org) and download your favorite out-of-copyright book in plain text format. Modify your program from the previous exercise to read the book you downloaded, skip over the header information at the beginning of the file, and process the rest of the words as before. \n",
    "\n",
    "For convenience, we will use *Emma* by Jane Austen for our exercises.\n",
    "\n",
    "\n",
    "Then modify the program to count the total number of words in the book, and the number of times each word is used. Print the number of different words used in the book. Compare different books by different authors, written in different eras. Which author uses the most extensive vocabulary?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "differentwords (generic function with 1 method)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function totalwords(hist)\n",
    "    sum(values(hist))\n",
    "end\n",
    "\n",
    "function differentwords(hist)\n",
    "    length(hist)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of words: 164120\n"
     ]
    }
   ],
   "source": [
    "println(\"Total number of words: \", totalwords(hist))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of different words: 7421\n"
     ]
    }
   ],
   "source": [
    "println(\"Number of different words: \", differentwords(hist))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exercise 13-3\n",
    "\n",
    "Modify the program from the previous exercise to print the 20 most frequently used words in the book."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "mostcommonV1 (generic function with 1 method)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function mostcommonV1(hist)\n",
    "    t = []\n",
    "    for (key, value) in hist\n",
    "        push!(t, (value, key))\n",
    "    end\n",
    "    #reverse(sort(t))\n",
    "    sort(t, rev=true)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The most common words are:\n",
      "the\t5380\n",
      "to\t5322\n",
      "and\t4965\n",
      "of\t4412\n",
      "i\t3191\n",
      "a\t3188\n",
      "it\t2544\n",
      "her\t2483\n",
      "was\t2401\n",
      "she\t2365\n"
     ]
    }
   ],
   "source": [
    "t = mostcommonV1(hist)\n",
    "println(\"The most common words are:\")\n",
    "for (freq, word) in t[1:10]\n",
    "    println(word, \"\\t\", freq)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The most common words are:\n",
      "the\t5380\n",
      "to\t5322\n",
      "and\t4965\n",
      "of\t4412\n",
      "i\t3191\n",
      "a\t3188\n",
      "it\t2544\n",
      "her\t2483\n",
      "was\t2401\n",
      "she\t2365\n"
     ]
    }
   ],
   "source": [
    "function mostcommon(hist)\n",
    "    sorted = sort(collect(hist), by=x->x[2], rev=true)\n",
    "end\n",
    "\n",
    "t2 = mostcommon(hist)\n",
    "println(\"The most common words are:\")\n",
    "for (word,freq) in t2[1:10]\n",
    "    println(word, \"\\t\", freq)\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Optional Parameters\n",
    "\n",
    "We have seen built-in functions that take optional arguments. It is possible to write programmer-defined functions with\n",
    "optional arguments, too. For example, here is a function that prints the most common words in a histogram:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "printmostcommon (generic function with 2 methods)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function printmostcommon(hist, num=10)\n",
    "    t = mostcommon(hist)\n",
    "    println(\"The most common words are: \")\n",
    "    for (freq, word) in t[1:num]\n",
    "        println(word, \"\\t\", freq)\n",
    "    end\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first parameter is required; the second is optional. The default value of num is 10.  \n",
    "\n",
    "If you only provide one argument:\n",
    "\n",
    "```\n",
    "printmostcommon(hist)\n",
    "```\n",
    "\n",
    "`num` gets the default value. If you provide two arguments:\n",
    "\n",
    "```\n",
    "printmostcommon(hist, 20)\n",
    "```\n",
    "\n",
    "`num` gets the value of the argument instead. In other words, the optional argument overrides the default value. \n",
    "\n",
    "If a function has both required and optional parameters, all the required parameters have to come first, followed by the optional ones."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The most common words are: \n",
      "5380\tthe\n",
      "5322\tto\n",
      "4965\tand\n",
      "4412\tof\n",
      "3191\ti\n",
      "3188\ta\n",
      "2544\tit\n",
      "2483\ther\n",
      "2401\twas\n",
      "2365\tshe\n",
      "2246\tin\n",
      "2172\tnot\n",
      "2069\tyou\n",
      "1995\tbe\n",
      "1815\tthat\n",
      "1813\the\n",
      "1626\thad\n",
      "1448\tas\n",
      "1446\tbut\n",
      "1373\tfor\n"
     ]
    }
   ],
   "source": [
    "printmostcommon(hist, 20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dictionary Subtraction\n",
    "\n",
    "Finding the words from the book that are not in the word list from words.txt is a problem you might recognize as set subtraction; that is, we want to find all the words from one set (the words in the book) that are not in the other (the words\n",
    "in the list).\n",
    "\n",
    "`subtract` takes dictionaries `d1` and `d2` and returns a new dictionary that contains all the keys from `d1` that are not in `d2`. Since we don’t really care about the values, we set them all to `nothing`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "subtract (generic function with 1 method)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function subtract(d1, d2)\n",
    "    res = Dict()\n",
    "    for key in keys(d1)\n",
    "        if key ∉ keys(d2)\n",
    "            res[key] = nothing\n",
    "        end\n",
    "    end\n",
    "    res\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exercise 13-4\n",
    "\n",
    "Write a program to print all the words in the book that are not in the word list. How many of them are typos? How many of them are common words that should be in the word list, and how many of them are really obscure?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Words in the book that aren't in the word list:\n",
      "531\n",
      "\n",
      "outree   quicksighted   outwardly   adelaide   jeffereys   unreserved   dixons   betweens   groundless   jamess   westons   remembrance   unsuccessfully   hawkinss   rencontre   deservedly   favourably   incommoded   unfavourable   wiltshire   bateses   recollecting   recollected   irresistibly   pianoforte   undiscerned   ungraciously   humourist   placidity   swisserland   prosings   constitutions   ult   christian   xvi   outstepped   november   woodhouse   experienced   favourite   neptune   wallises   companionably   tremblings   recollect   httppglaforg   uninterruptedly   gbnewbypglaforg   ein   merchantibility   ing   emma   smallridges   disingenuousness   injustice   admirably   appellation   familiarise   surry   ix   c   ii   xiii   cromer   shakespeare   vii   unconvinced   coxs   tranquillised   complimenter   broadwood   bellas   richardson   dont   doatingly   braithwaites   unimpeded   michaelmas   reanimation   pglaf   neighbourhood   william   influenced   harriets   disclaimer   churchill   twelvemonth   tunbridge   england   gentlemans   imaginist   unexampled   hodges   apologised   grahams   stimulative   a   winkd   sympathise   pressingly   asparagus   adventuring   michael   mutterings   httppglaforgfundraising   s   novitiate   maam   administered   otway   hetty   destind   beaufet   hesitatingly   wingfields   soothings   redistribution   illiberal   augusta   lieut   downloading   httppglaforgdonate   mickleham   unenforceability      isabella   cramer   httpwwwgutenbergorg   inconsideration   suitableness   feelingly   shant   mantelpiece   caroline   promptitude   williams   penetrated   electronically   oclock   authorised   saturday   unconcern   tupman   fastidious   d   unbleached   embrocation   wakefield   patriae   behindhand   elizabeth   foolishly   grandpapa   buyings   xix   melan   penetrating   exultingly   al   monday   hypertext   delightfully   brunswick   wretchedly   windsor   unequalled   b   fairfax   apologise   observable   mitchells   langham   reprobating   december   unpersuadable   grandmama   non   harmonise   goddard   online   persuadable   collation   perrys   puppyism   humouredly   sposo   ak   visitings   m   commandingly   improvidently   tete   london   n   f   trademarkcopyright   goddards   pre   inferiorities   aggrandise   sufferable   tms   honourable   blameable   xiv   emmas   smilingly   taylors   nobodys   churchilld   waverings   impartial   disengage   weston   yorkshire   secresy   excusable   email   doubtingly   adair   clara   unexamined   nonproprietary   unreserve   housebreaking   silversmith   newby   mr   bickerton   hawkins   httpwwwpglaforg   gentlemens   patroness   ascii   complacently   disclaimers   hughes   donwell   unmentioned   sunday   deedily   uncouthness   sweetbread   pg   misunderstood   untouched   honourably   hannah   friday   mistresss   recantation   dostalis   greatcoat   arrowroot   etext   unsuitable   childs   amor   valetudinarian   undesigned   confidantes   pointedly   caro   xii   disengaged   theodore   unpretending   february   neighbour   penetrate   italian   broadwoods   remembrances   conversable   rumination   james   favourable   complaisance   arthur   hindrance   churchills   unseasonableness   designedly   eltons   july   enscombe   mens   hartfield   chuse   amiableness   baly   woodhouses   tupmans   solitarily   holyhead   tm   bragges   endeavoured   charitable   transcribing   undesignedly   inquietudes   cultivation   unsentimental   serle   comtesse   october   apartment   austen   collectedly   birmingham   taylor   nash   chuses   businesspglaforg   unsuspected   philippics   fancifulness   randalls   stomacher   unpolished   iii   barnes   encumbrance   wallis   rationality   paradings   greensward   campbell   mississippi   irish   unmirthful   june   knightley   behaviour   larkinss   ungallant   hartfields   rd   april   bragge   thats   connexions   gentlemanlike   th   robert   e   irksomeness   manoeuvring   x   substance   ungracious   endeavour   heartedness   desirableness   wwwgutenbergorg   delightful   insignificance   endeavours   transcribed   selinas   abruptness   astleys   solicitously   disagreeableness   otways   genlis   crossness   viii   alderneys   utf   abdys   elton   goodhumoured   wonderings   l   acquirements   clifton   catherine   george   slightingly   kingston   philip   aladdins   xvii   scotland   mrs   disapprobation   adversarys   encourager   dalmane   garricks   unceremoniousness   heartfelt   unobjectionable   gutenberg   st   particularity   pembroke   unsullied   etc   bodys   unexceptionably   iv   bella   complimented   tuesday   undistinguishing   blockhead   ceaseless   discomposed   ireland   incommoding   weymouth   neighbours   stilton   underbred   fragrance   houseroom   grandpapas   unpardonably   cowper   fairfaxs   york   inseparably   stept   broadway   anne   gregory   composedly   richmond   solemnity   txt   exultation   tautology   blanche   xv   dorking   ebook   grandmamas   discordancies   unperceived   flatterers   dublin   wingfield   prepossession   latters   endeavouring   unexceptionable   treachery   discourse   fidgetiness   portionless   admirable   knightleys   anothers   unfeignedly   inebriety   splendour   k   sympathiser   undoubting   connexion   batess   successless   talkativeness   sanguinely   cobham   entertainingly   milmans   gradations   companionableness   dr   churchwardens   clayton   privately   scepticism   january   saunders   manchester   highbury   acquittal   unostentatious   christmas   campbells   indiscreetly   fairbanks   unmodulated   unprovided   w   venice   i   richard   dexterity   untowardly   confederates   chusing   expediency   apartments   vi   dixon   hyperbolical   proportionably   unexpensively   delicately   craig   ladys   unfastidious   unpermitted   submissively   hazle   southward   httpgutenbergorglicense   larkins   sauciness   smallridge   selina   xviii   irs   untainted   agreeably   ebooks   v   criticising   coxe   isabellas   complaisant   unfrequently   unsuspicious   harriet   unaccountable   "
     ]
    }
   ],
   "source": [
    "words = processfile(\"words.txt\")\n",
    "diff = subtract(hist, words)\n",
    "println(\"Words in the book that aren't in the word list:\")\n",
    "println(length(keys(diff)))\n",
    "println(\"\")\n",
    "for word in keys(diff)\n",
    "    print(word, \"   \")\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exercise 13-6\n",
    "\n",
    "Julia provides a data structure called Set that provides many common set operations. You can read about them in Collections and Data Structures, or read the documentation at https://docs.julialang.org/en/v1/base/collections/#Set-Like-Collections-1.\n",
    "\n",
    "Write a program that uses set subtraction to find words in the book that are not in the word list."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Words in the book that aren't in the word list:\n",
      "531\n",
      "\n",
      "incommoded   bateses   pianoforte   november   a   authorised   grandmama   f   silversmith   favourable   paradings   x   st   fragrance   hyperbolical   irs   unaccountable   ungraciously   harriets   elizabeth   foolishly   exultingly   goddard   london   iii   june   heartedness   bella   gradations   confederates   ladys   wiltshire   dont   novitiate   administered   delightfully   smilingly   mr   uncouthness   churchills   barnes   l   broadway   wingfield   expediency   agreeably   england   pressingly   soothings   mickleham   unbleached   b   unpersuadable   ak   clara   knightley   th   garricks   incommoding   january   dixon   adelaide   ix   suitableness   email   amor   complaisance   serle   irksomeness   etc   tautology   unmodulated   proportionably   emma   c   tranquillised   disclaimer   destind   electronically   brunswick   online   arrowroot   houseroom   solemnity   latters   inebriety   manchester   untowardly   delicately   outstepped   favourite   merchantibility   disingenuousness   surry   monday   churchilld   disengage   xii   eltons   bragges   transcribing   october   mississippi   kingston   mrs   iv   blanche   ebook   discourse   harriet   gentlemans   httppglaforgdonate   isabella   tupman   wretchedly   persuadable   sposo   complacently   hartfield   unsuspected   irish   ungallant   hartfields   utf   abdys   encourager   weymouth   portionless   cobham   unostentatious   outwardly   dixons   recollecting   sympathise   beaufet   redistribution   feelingly   penetrating   pre   disclaimers   disengaged   baly   wallis   unmirthful   thats   gregory   dorking   k   sympathiser   ebooks   remembrance   unconvinced   mutterings   maam   unenforceability   apologise   taylors   patroness   selinas   pembroke   york   privately   coxe   undiscerned   swisserland   doatingly   stimulative   hypertext   non   improvidently   childs   mens   connexions   crossness   acquirements   scotland   unceremoniousness   tuesday   sanguinely   christmas   untainted   unsuspicious   uninterruptedly   coxs   illiberal   xix   unmentioned   unseasonableness   tupmans   insignificance   transcribed   disagreeableness   catherine   txt   ein   fastidious   embrocation   al   unreserve   chuses   bragge   gentlemanlike   slightingly   unsullied   unexceptionably   unexceptionable   treachery   w   richard   sauciness   smallridge   complaisant   rencontre   humourist   harmonise   humouredly   blameable   adair   hawkins   sunday   tm   solicitously   bodys   i   larkins   hawkinss   irresistibly   twelvemonth   augusta   unequalled   gentlemens   greatcoat   james   solitarily   april   endeavour   philip   disapprobation   fidgetiness   knightleys   unexpensively   xvi   gbnewbypglaforg   fairfax   waverings   ascii   untouched   neighbour   grandmamas   discordancies   quicksighted   unreserved   recollect   xiii   shakespeare   vii   december   trademarkcopyright   inferiorities   impartial   amiableness   randalls   fairfaxs   inseparably   clayton   highbury   craig   ult   pglaf   william   mantelpiece   weston   deedily   undesigned   abruptness   ceaseless   entertainingly   apartments   unsuccessfully   christian   httppglaforg   richardson   unimpeded   imaginist   otway   downloading   penetrated   nobodys   doubtingly   newby   etext   february   delightful   heartfelt   particularity   richmond   unperceived   dublin   unfeignedly   unpermitted   selina   outree   woodhouse   bellas   adventuring   s   buyings   reprobating   collation   xiv   mistresss   italian   undesignedly   nash   rd   endeavours   elton   dalmane   campbells   venice   vi   prosings   admirably   hetty   cramer   shant   unconcern   emmas   httpwwwpglaforg   honourably   encumbrance   greensward   composedly   prepossession   admirable   unprovided   experienced   familiarise   appellation   wingfields   observable   goddards   unexamined   theodore   arthur   enscombe   comtesse   blockhead   underbred   anothers   splendour   milmans   dr   dexterity   apologised   caroline   melan   perrys   yorkshire   hughes   confidantes   unpolished   campbell   desirableness   aladdins   unpardonably   exultation   undoubting   constitutions   tremblings   cromer   complimenter   neighbourhood   winkd   saturday   visitings   tms   nonproprietary   dostalis   birmingham   rationality   substance   wwwgutenbergorg   george   complimented   companionableness   acquittal   indiscreetly   smallridges   hodges   httpwwwgutenbergorg   oclock   recantation   stomacher   xvii   grandpapas   connexion   batess   saunders   hazle   httpgutenbergorglicense   placidity   neptune   ii   michaelmas   influenced   tunbridge   grahams   puppyism   excusable   donwell   unsuitable   designedly   july   philippics   fancifulness   e   manoeuvring   ungracious   astleys   clifton   churchwardens   ing   injustice   inconsideration   m   bickerton   unpretending   endeavoured   unsentimental   viii   gutenberg   discomposed   v   jamess   favourably   unfavourable   broadwood   httppglaforgfundraising   d   wakefield   woodhouses   apartment   businesspglaforg   behaviour   goodhumoured   wonderings   undistinguishing   cowper   successless   unfastidious   criticising   betweens   wallises   grandpapa   tete   n   aggrandise   sufferable   honourable   secresy   housebreaking   penetrate   conversable   charitable   robert   adversarys   ireland   xv   fairbanks   chusing   isabellas   deservedly   braithwaites   asparagus   hesitatingly   promptitude   patriae   commandingly   misunderstood   broadwoods   rumination   hindrance   chuse   taylor   larkinss   genlis   otways   unobjectionable   stilton   southward   jeffereys   groundless   churchill   unexampled   windsor   sweetbread   pg   pointedly   austen   alderneys   stept   flatterers   endeavouring   talkativeness   scepticism   submissively   unfrequently   westons   recollected   companionably   reanimation   michael   lieut      williams   behindhand   mitchells   langham   hannah   friday   valetudinarian   caro   remembrances   holyhead   inquietudes   cultivation   collectedly   neighbours   anne   xviii   "
     ]
    }
   ],
   "source": [
    "diff_set = setdiff(keys(hist),keys(words))\n",
    "println(\"Words in the book that aren't in the word list:\")\n",
    "println(length(diff_set))\n",
    "println(\"\")\n",
    "for word in diff_set\n",
    "    print(word, \"   \")\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random Numbers\n",
    "\n",
    "Given the same inputs, most computer programs generate the same outputs every time, so they are said to be deterministic.\n",
    "\n",
    "For some applications, though, we want the computer to be unpredictable. Games are an obvious example, but there are more. Making a program truly nondeterministic turns out to be difficult, but there are ways to make it at least seem nondeterministic. One of them is to use algorithms that generate pseudorandom numbers. Pseudorandom numbers are not truly random because they are generated by a deterministic computation, but just by looking at the numbers it is all but impossible to distinguish them from random. The function rand returns a random float between 0.0 and 1.0 (including 0.0 but not 1.0). Each time you call rand , you get the next number in a long series."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.3372973791212781\n",
      "0.0781222530443737\n",
      "0.6446030337138386\n",
      "0.09714550717036374\n",
      "0.6290918512006622\n",
      "0.18968824137093354\n",
      "0.9646308561271866\n",
      "0.859097741155616\n",
      "0.23384774192125724\n",
      "0.23695937616158091\n"
     ]
    }
   ],
   "source": [
    "for i in 1:10\n",
    "    x = rand()\n",
    "    println(x)\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The function rand can take an iterator or array as argument and returns a random element:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4 3 6 6 5 4 5 5 2 5 "
     ]
    }
   ],
   "source": [
    "for i in 1:10\n",
    "    x = rand(1:6)\n",
    "    print(x, \" \")\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Exercise 13-5**\n",
    "\n",
    "Write a function named `choosefromhist` that takes a histogram as defined in Dictionary as a Collection of Counters and\n",
    "returns a random value from the histogram, chosen with probability in proportion to frequency. For example, for this\n",
    "histogram:\n",
    "\n",
    "```\n",
    "julia> t = ['a', 'a', 'b'];\n",
    "julia> histogram(t)\n",
    "Dict{Any,Any} with 2 entries:\n",
    "'a' => 2\n",
    "'b' => 1\n",
    "```\n",
    "\n",
    "your function should return 'a' with probability 2/3 and 'b' with probability 1/3."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random Words\n",
    "\n",
    "To choose a random word from the histogram, the simplest algorithm is to build an array with multiple copies of each word, according to the observed frequency, and then choose from the array:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "randomword (generic function with 1 method)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function randomword(h)\n",
    "    t = []\n",
    "    for (word, freq) in h\n",
    "        for i in 1:freq\n",
    "            push!(t, word)\n",
    "        end\n",
    "    end\n",
    "    rand(t)\n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This algorithm works, but it is not very efficient; each time you choose a random word, it rebuilds the array, which is as big as the original book. An obvious improvement is to build the array once and then make multiple selections, but the array is still big.\n",
    "\n",
    "An alternative is:\n",
    "\n",
    "1. Use keys to get an array of the words in the book.\n",
    "2. Build an array that contains the cumulative sum of the word frequencies (see Exercise 10-2). The last item in this array is the total number of words in the book, $n$. \n",
    "3. Choose a random number from 1 to $n$. Use a bisection search (modify Exercise 10-10) to find the index where the random number would be inserted in the cumulative sum.\n",
    "4. Use the index to find the corresponding word in the word array."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "inbisect (generic function with 1 method)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function inbisect(sorted_array, target)\n",
    "    \n",
    "    #@show sorted_array\n",
    "    a_len = length(sorted_array)\n",
    "    \n",
    "    if a_len < 2 \n",
    "        return sorted_array[1] == target\n",
    "    end\n",
    "\n",
    "    halfind = a_len ÷ 2\n",
    "    half = sorted_array[halfind]\n",
    "    \n",
    "    #@show a_len, halfind, half\n",
    "    if half < target\n",
    "        inbisect(sorted_array[(halfind+1):end],target)\n",
    "    else\n",
    "        inbisect(sorted_array[1:(halfind)],target)\n",
    "    end\n",
    "    \n",
    "end"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exercise 13-7\n",
    "\n",
    "Write a program that uses this algorithm to choose a random word from the book."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cumulsum (generic function with 1 method)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function inbisect_index(sorted_array, target)\n",
    "    \n",
    "    #@show sorted_array\n",
    "    a_len = length(sorted_array)\n",
    "    \n",
    "    if a_len < 2 \n",
    "        return 1\n",
    "    end\n",
    "\n",
    "    halfind = a_len ÷ 2\n",
    "    half = sorted_array[halfind]\n",
    "    \n",
    "    #@show a_len, halfind, half\n",
    "    if half < target\n",
    "        return inbisect_index(sorted_array[(halfind+1):end],target)+halfind\n",
    "    else\n",
    "        return inbisect_index(sorted_array[1:(halfind)],target)\n",
    "    end\n",
    "    \n",
    "end\n",
    "\n",
    "\n",
    "function cumulsum(t)\n",
    "  total = 0\n",
    "  res = []\n",
    "  for x in t\n",
    "    total += x\n",
    "    push!(res, total)\n",
    "  end\n",
    "  res\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3, 4, 4, 4, 5)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_a = [10, 20, 30, 40, 50, 60, 70, 80, 90, 100]\n",
    "inbisect_index(my_a, 30),inbisect_index(my_a, 32),inbisect_index(my_a, 37),inbisect_index(my_a, 40),inbisect_index(my_a, 41)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "164120"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "collect(values(hist));\n",
    "collect(keys(hist));\n",
    "freq_cum_sum = cumulsum(collect(values(hist)))\n",
    "freq_cum_sum[end]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "random_word (generic function with 1 method)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function random_word(hist_input)\n",
    "    \n",
    "    words_array = collect(keys(hist_input))\n",
    "    freq_cum_sum = cumulsum(collect(values(hist_input)))\n",
    "    \n",
    "    n = rand(1:freq_cum_sum[end])\n",
    "      \n",
    "    index = inbisect_index(freq_cum_sum, n)\n",
    "   \n",
    "    @show n, index\n",
    "    \n",
    "    return words_array[index]\n",
    "\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(n, index) = (53595, 2002)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "\"are\""
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random_word(hist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Markov Analysis\n",
    "\n",
    "If you choose words from the book at random, you can get a sense of the vocabulary, but you probably won’t get a sentence:\n",
    "\n",
    "```\n",
    "this the small regard harriet which knightley's it most things\n",
    "```\n",
    "\n",
    "A series of random words seldom makes sense because there is no relationship between successive words. For example, in a real sentence you would expect an article like “the” to be followed by an adjective or a noun, and probably not a verb or adverb.\n",
    "\n",
    "One way to measure these kinds of relationships is Markov analysis, which characterizes, for a given sequence of words, the probability of the words that might come next. For example, the song Eric, the Half a Bee (by Monty Python) begins:\n",
    "\n",
    "```\n",
    "Half a bee, philosophically,\n",
    "Must, ipso facto, half not be.\n",
    "But half the bee has got to be\n",
    "Vis a vis, its entity. D’you see?\n",
    "But can a bee be said to be\n",
    "Or not to be an entire bee\n",
    "When half the bee is not a bee\n",
    "Due to some ancient injury?\n",
    "```\n",
    "\n",
    "In this text, the phrase “half the” is always followed by the word “bee”, but the phrase “the bee” might be followed by either “has” or “is”. The result of Markov analysis is a mapping from each prefix (like “half the” and “the bee”) to all possible suffixes (like “has” and “is”). \n",
    "\n",
    "Given this mapping, you can generate a random text by starting with any prefix and choosing at random from the possible suffixes. Next, you can combine the end of the prefix and the new suffix to form the next prefix, and repeat. For example, if you start with the prefix “Half a”, then the next word has to be “bee”, because the prefix only appears once in the text. The next prefix is “a bee”, so the next suffix might be “philosophically”, “be” or “due”. In this example the length of the prefix  is always two, but you can do Markov analysis with any prefix length. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exercise 13-8\n",
    "\n",
    "#### Markov analysis:\n",
    "\n",
    "1. Write a program to read a text from a file and perform Markov analysis. The result should be a dictionary that maps from prefixes to a collection of possible suffixes. The collection might be an array, tuple, or dictionary; it is up to you to make an appropriate choice. You can test your program with prefix length two, but you should write the program in a way that makes it easy to try other lengths.\n",
    "\n",
    "\n",
    "2. Add a function to the previous program to generate random text based on the Markov analysis. Here is an example from Emma with prefix length 2:\n",
    "\n",
    "```\n",
    "\"He was very clever, be it sweetness or be angry, ashamed or only amused, at such a stroke. She had never thought of Hannah till you were never meant for me?\" \"I cannot make speeches, Emma:\" he soon cut it all himself.\n",
    "```\n",
    "\n",
    "For this example, I left the punctuation attached to the words. The result is almost syntactically correct, but not quite. Semantically, it almost makes sense, but not quite.\n",
    "\n",
    "What happens if you increase the prefix length? Does the random text make more sense?\n",
    "\n",
    "3. Once your program is working, you might want to try a mash-up: if you combine text from two or more books, the random text you generate will blend the vocabulary and phrases from the sources in interesting ways. \n",
    "\n",
    "Credit: This case study is based on an example from Kernighan and Pike, The Practice of Programming, Addison-Wesley, 1999."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Markov_analysis2 (generic function with 1 method)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function Markov_analysis2(filename, num_prefix_words)\n",
    " \n",
    "    mapping = Dict()\n",
    "    prefixes = []\n",
    "     \n",
    "    for line in eachline(filename)\n",
    "        \n",
    "        line = replace(line, '-' => ' ')\n",
    "    \n",
    "        for word in split(line)    \n",
    "            \n",
    "            if length(prefixes) < num_prefix_words\n",
    "                push!(prefixes, word)\n",
    "            end\n",
    "        \n",
    "            get!(mapping, (prefixes...,), Array{String, 1}())\n",
    "            push!(mapping[(prefixes...,)], word)\n",
    "            popfirst!(prefixes)\n",
    "            push!(prefixes, word)\n",
    "\n",
    "        end\n",
    "    \n",
    "    end\n",
    "    \n",
    "    return mapping\n",
    "    \n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dict{Any,Any} with 48 entries:\n",
       "  (\"said\", \"to\")               => [\"be\"]\n",
       "  (\"can\", \"a\")                 => [\"bee\"]\n",
       "  (\"see?\", \"But\")              => [\"can\"]\n",
       "  (\"be\", \"said\")               => [\"to\"]\n",
       "  (\"be\", \"an\")                 => [\"entire\"]\n",
       "  (\"ipso\", \"facto,\")           => [\"half\"]\n",
       "  (\"half\", \"the\")              => [\"bee\", \"bee\"]\n",
       "  (\"to\", \"some\")               => [\"ancient\"]\n",
       "  (\"bee\", \"Due\")               => [\"to\"]\n",
       "  (\"bee\", \"When\")              => [\"half\"]\n",
       "  (\"bee,\", \"philosophically,\") => [\"Must,\"]\n",
       "  (\"has\", \"got\")               => [\"to\"]\n",
       "  (\"D’you\", \"see?\")            => [\"But\"]\n",
       "  (\"the\", \"bee\")               => [\"has\", \"is\"]\n",
       "  (\"Due\", \"to\")                => [\"some\"]\n",
       "  (\"an\", \"entire\")             => [\"bee\"]\n",
       "  (\"got\", \"to\")                => [\"be\"]\n",
       "  (\"to\", \"be\")                 => [\"Vis\", \"Or\", \"an\"]\n",
       "  (\"is\", \"not\")                => [\"a\"]\n",
       "  (\"not\", \"a\")                 => [\"bee\"]\n",
       "  (\"facto,\", \"half\")           => [\"not\"]\n",
       "  (\"But\", \"half\")              => [\"the\"]\n",
       "  (\"Or\", \"not\")                => [\"to\"]\n",
       "  (\"not\", \"to\")                => [\"be\"]\n",
       "  (\"be.\", \"But\")               => [\"half\"]\n",
       "  ⋮                            => ⋮"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eric_map2 = Markov_analysis2(\"erichalfbee.txt\",2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1-element Array{String,1}:\n",
       " \"injury?\""
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "eric_map2[(\"some\",\"ancient\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dict{Any,Any} with 83960 entries:\n",
       "  (\"quiet\", \"a\")              => [\"“Yes,”\"]\n",
       "  (\"and\", \"grace\")            => [\"of\"]\n",
       "  (\"London.\", \"She\")          => [\"had\"]\n",
       "  (\"points,\", \"and\")          => [\"their\"]\n",
       "  (\"shall\", \"both\")           => [\"have\"]\n",
       "  (\"made\", \"for\")             => [\"grandpapas.\", \"the\", \"him\", \"_her_.\"]\n",
       "  (\"a\", \"done\")               => [\"thing;\"]\n",
       "  (\"no\", \"habits\")            => [\"of\"]\n",
       "  (\"found\", \"one\")            => [\"or\"]\n",
       "  (\"I\", \"agree\")              => [\"with\"]\n",
       "  (\"gave\", \"you\")             => [\"pain.\", \"understanding:\", \"principles.\"]\n",
       "  (\"the\", \"recollection,\")    => [\"that\"]\n",
       "  (\"goodness\", \"of\")          => [\"being\"]\n",
       "  (\"arm.\", \"Mr.\")             => [\"Elton,\"]\n",
       "  (\"least\", \"too\")            => [\"tall.\"]\n",
       "  (\"to\", \"London\")            => [\"at\", \"produced\", \"and\", \"had\", \"had\"]\n",
       "  (\"there\", \"too,\")           => [\"was\"]\n",
       "  (\"hand,\", \"“Hum!\")          => [\"just\"]\n",
       "  (\"a\", \"thing?\")             => [\"Mr.\", \"It\", \"I\"]\n",
       "  (\"neither\", \"geography\")    => [\"nor\"]\n",
       "  (\"Please\", \"check\")         => [\"the\"]\n",
       "  (\"had\", \"perfectly\")        => [\"answered.\"]\n",
       "  (\"grace\", \"to\")             => [\"acquit\"]\n",
       "  (\"this\", \"news.\")           => [\"You,\"]\n",
       "  (\"attempts,\", \"therefore,\") => [\"to\"]\n",
       "  ⋮                           => ⋮"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "emma_map2 = Markov_analysis2(\"emma.txt\",2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "83960-element Array{Pair{Any,Any},1}:\n",
       "                (\"of\", \"the\") => [\"Project\", \"best\", \"two\", \"last\", \"family,\", \"actual\", \"door\", \"family,\", \"few\", \"son\"  …  \"Project\", \"Project\", \"money\", \"state\", \"Foundation,\", \"following\", \"efforts\", \"state\", \"United\", \"Project\"]\n",
       "                 (\"to\", \"be\") => [\"cheerful.\", \"sure.”\", \"while\", \"put\", \"seen.\", \"only\", \"settled\", \"secure\", \"sure,\", \"dissuaded\"  …  \"really\", \"the\", \"as\", \"the\", \"regretted.\", \"married.\", \"concluded\", \"induced\", \"bound\", \"bound\"]\n",
       "                (\"in\", \"the\") => [\"world\", \"shape\", \"house;\", \"place,\", \"carriage,\", \"right,\", \"world!\", \"year\", \"very\", \"week\"  …  \"public\", \"United\", \"public\", \"United\", \"United\", \"same\", \"United\", \"official\", \"electronic\", \"U.S.\"]\n",
       "                  (\"I\", \"am\") => [\"sure\", \"sure\", \"afraid\", \"sometimes\", \"sure\", \"so\", \"not\", \"sure\", \"sure\", \"come\"  …  \"now\", \"convinced\", \"particularly\", \"at\", \"sure\", \"sure\", \"sure\", \"the\", \"resolved\", \"to\"]\n",
       "              (\"had\", \"been\") => [\"supplied\", \"living\", \"a\", \"entirely\", \"a\", \"rising\", \"considered,\", \"often\", \"a\", \"at\"  …  \"ever\", \"talking\", \"under,\", \"foolish,\", \"within\", \"almost\", \"perfectly\", \"to\", \"presumptuous\", \"irresistible.\"]\n",
       "             (\"could\", \"not\") => [\"meet\", \"have\", \"but\", \"walk\", \"think,\", \"but\", \"make\", \"tell.\", \"dispense\", \"feel\"  …  \"safely\", \"resist.\", \"wish\", \"help\", \"be\", \"help\", \"be\", \"prevent\", \"bear\", \"proceed.\"]\n",
       "                (\"it\", \"was\") => [\"more\", \"a\", \"impossible\", \"nothing\", \"not\", \"more\", \"not\", \"very\", \"understood\", \"a\"  …  \"very\", \"a\", \"the\", \"a\", \"a\", \"to\", \"evident\", \"not\", \"all\", \"to\"]\n",
       "                (\"to\", \"the\") => [\"question\", \"best\", \"family\", \"infinite\", \"care\", \"wishes\", \"place\", \"care\", \"occasional\", \"fire,\"  …  \"owner\", \"Project\", \"Project\", \"Project\", \"terms\", \"person\", \"Project\", \"full\", \"Project\", \"Project\"]\n",
       "               (\"she\", \"had\") => [\"then\", \"lost.\", \"always\", \"taught\", \"played\", \"devoted\", \"spent\", \"a\", \"one\", \"not\"  …  \"long\", \"been\", \"been\", \"been\", \"not\", \"been\", \"never\", \"to\", \"no\", \"been\"]\n",
       "             (\"have\", \"been\") => [\"a\", \"in\", \"endeavouring\", \"a\", \"the\", \"repeatedly\", \"struck\", \"lately\", \"seeing\", \"under\"  …  \"no\", \"of\", \"in\", \"silent\", \"better.\", \"a\", \"some\", \"better\", \"a\", \"under\"]\n",
       "                (\"I\", \"have\") => [\"a\", \"not\", \"been\", \"a\", \"of\", \"a\", \"no\", \"been\", \"seen\", \"done\"  …  \"no\", \"Miss\", \"not;\", \"been\", \"taken\", \"always\", \"often\", \"thought\", \"no\", \"heard\"]\n",
       "                (\"of\", \"her\") => [\"sister's\", \"caresses;\", \"temper\", \"but\", \"life\", \"own?”\", \"own!\", \"own?\", \"own,\", \"fortune\"  …  \"relations\", \"being\", \"father.\", \"sensations\", \"past\", \"most\", \"throat.\", \"own\", \"attachment\", \"beloved\"]\n",
       "               (\"and\", \"the\") => [\"shadow\", \"bride\", \"only\", \"uncle\", \"do\", \"chicken,\", \"wealth\", \"pleasures\", \"sale\", \"hope\"  …  \"walk\", \"message\", \"nonsense,\", \"fancies\", \"party\", \"smile\", \"dinner\", \"Project\", \"medium\", \"Foundation\"]\n",
       "                              ⋮\n",
       "             (\"been\", \"wet.\") => [\"We\"]\n",
       "              (\"walk,\", \"or\") => [\"his\"]\n",
       "     (\"performance,\", \"both\") => [\"vocal\"]\n",
       "             (\"to\", \"devote\") => [\"himself\"]\n",
       " (\"successively,\", \"without\") => [\"being\"]\n",
       "          (\"was\", \"married.\") => [\"I\"]\n",
       "            (\"I,\", \"indeed.\") => [\"I\"]\n",
       "              (\"Cole.\", \"“I\") => [\"declare,\"]\n",
       "              (\"see\", \"much\") => [\"sign\"]\n",
       "            (\"how\", \"nursed\") => [\"her\"]\n",
       "       (\"represent\", \"them.\") => [\"She\"]\n",
       "         (\"still\", \"living,\") => [\"walked\"]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sort(collect(emma_map2), by = x -> length(x[2]), rev=true)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(\"run\", \"there\", \"hi\")"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "str = (\"test\",\"run\",\"there\")\n",
    "(str[2:end]...,\"hi\")  # a new tuple that has elements from str[2] to str[end] and a new element"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Markov_text_writing (generic function with 1 method)"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function Markov_text_writing(filename, num_prefix_words, num_words)\n",
    "    \n",
    "    pre_suf_mapping = Markov_analysis2(filename, num_prefix_words)\n",
    "    \n",
    "    n = rand(1:length(pre_suf_mapping))\n",
    "    \n",
    "    current_words_tuple = collect(keys(pre_suf_mapping))[n] \n",
    "       \n",
    "    print(join(current_words_tuple, \" \") , \" \")\n",
    "    \n",
    "    for w = 1:num_words - num_prefix_words\n",
    "        \n",
    " #       next_word_list = pre_suf_mapping[current_words_tuple]\n",
    "        \n",
    "        next_word_list = get!(pre_suf_mapping, current_words_tuple,collect(values(pre_suf_mapping))[1])\n",
    "                    # to provision for the last word of the file\n",
    "        \n",
    "        m = rand(1:length(next_word_list))\n",
    "        next_word = next_word_list[m]\n",
    "        \n",
    "        print(next_word, \" \")\n",
    "                      \n",
    "        current_words_tuple = (current_words_tuple[2:end]..., next_word)  # this is a reassignment that creates a new tuple\n",
    "        \n",
    "    end\n",
    "    \n",
    "end\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "entity. D’you see? But can a bee be said to be Or not to be an entire bee When half the bee has got to be Vis a vis, its entity. D’you see? But can a bee be said to "
     ]
    }
   ],
   "source": [
    "Markov_text_writing(\"erichalfbee.txt\", 3, 40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Her observation had been so little knowledge as seemed terribly like a sensible man,” replied Emma, “and a very old and intimate friend of Mr. Weston's hint. “Why, to be treated rather as winter than summer. We had great faults, faults of inconsideration and thoughtlessness; and I can pronounce his "
     ]
    }
   ],
   "source": [
    "Markov_text_writing(\"emma.txt\", 2, 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "here. I wish I were. I will answer for the gentleman's indifference.” She spoke with a very good young man, and a very proper, handsome letter it was. She shewed it to me. I will hear whatever you like. I will tell you. M. and A. Em ma. Do you "
     ]
    }
   ],
   "source": [
    "Markov_text_writing(\"emma.txt\", 3, 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Perry says that colds have been from jealousy. In Jane's eyes she had little to do.” “I thank you; but it had been pulling about! I never have.” He listened with much self contentment, totally unsuspicious of his journey; and she had been half a minute. They did as they were to be afraid of his being fond of connecting themselves with a much better than to be disturbed by it. A very little to you, Mrs. Weston, and of fancying what the chief of even Emma's vexation. The day approached, the day before, to the Coles. The visit afforded "
     ]
    }
   ],
   "source": [
    "Markov_text_writing(\"emma.txt\", 2, 100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Structures\n",
    "\n",
    "Using Markov analysis to generate random text is fun, but there is also a point to this exercise: data structure selection. In your solution to the previous exercises, you had to choose:\n",
    "\n",
    "How to represent the prefixes.\n",
    "How to represent the collection of possible suffixes.\n",
    "How to represent the mapping from each prefix to the collection of possible suffixes.\n",
    "\n",
    "The last one is easy: a dictionary is the obvious choice for a mapping from keys to corresponding values.\n",
    "\n",
    "For the prefixes, the most obvious options are string, array of strings, or tuple of strings.\n",
    "\n",
    "For the suffixes, one option is an array; another is a histogram (dictionary).\n",
    "\n",
    "How should you choose? The first step is to think about the operations you will need to implement for each data structure.\n",
    "\n",
    "For the prefixes, we need to be able to remove words from the beginning and add to the end. For example, if the current prefix is “Half a”, and the next word is “bee”, you need to be able to form the next prefix, “a bee”. Your first choice might be an array, since it is easy to add and remove elements.\n",
    "\n",
    "For the collection of suffixes, the operations we need to perform include adding a new suffix (or increasing the frequency of an existing one), and choosing a random suffix. Adding a new suffix is equally easy for the array implementation or the histogram. \n",
    "\n",
    "Choosing a random element from an array is easy; choosing from a histogram is harder to do efficiently (see Exercise 13-7). \n",
    "\n",
    "So far we have been talking mostly about ease of implementation, but there are other factors to consider in choosing data structures. \n",
    "\n",
    "One is run time. Sometimes there is a theoretical reason to expect one data structure to be faster than other; for example, I mentioned that the in operator is faster for dictionaries than for arrays, at least when the number of elements is large.\n",
    "\n",
    "But often you don’t know ahead of time which implementation will be faster. One option is to implement both of them and see which is better. This approach is called benchmarking. A practical alternative is to choose the data structure that is easiest to implement, and then see if it is fast enough for the intended application. If so, there is no need to go on. If not, there are tools, like the Profile module, that can identify the places in a program that take the most time. \n",
    "\n",
    "The other factor to consider is storage space. For example, using a histogram for the collection of suffixes might take less space because you only have to store each word once, no matter how many times it appears in the text. In some cases, saving space can also make your program run faster, and in the extreme, your program might not run at all if you run out of memory. But for many applications, space is a secondary consideration after run time.\n",
    "\n",
    "One final thought: in this discussion, we have implied that we should use one data structure for both analysis and generation.\n",
    "But since these are separate phases, it would also be possible to use one structure for analysis and then convert to another\n",
    "structure for generation. This would be a net win if the time saved during generation exceeded the time spent in\n",
    "conversion."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Debugging\n",
    "\n",
    "When you are debugging a program, and especially if you are working on a hard bug, there are five things to try:\n",
    "\n",
    "* Reading\n",
    "\n",
    "Examine your code, read it back to yourself, and check that it says what you meant to say.\n",
    "\n",
    "* Running\n",
    "\n",
    "Experiment by making changes and running different versions. Often if you display the right thing at the right place in the program, the problem becomes obvious, but sometimes you have to build scaffolding.\n",
    "\n",
    "* Ruminating\n",
    "\n",
    "Take some time to think! What kind of error is it: syntax, runtime, or semantic? What information can you get from the error messages, or from the output of the program? What kind of error could cause the problem you’re seeing? What did you change last, before the problem appeared?\n",
    "\n",
    "* Rubberducking\n",
    "\n",
    "If you explain the problem to someone else, you sometimes find the answer before you finish asking the question. Often you don’t need the other person; you could just talk to a rubber duck. And that’s the origin of the well-known strategy called rubber duck debugging. I am not making this up; see https://en.wikipedia.org/wiki/Rubber_duck_debugging.\n",
    "\n",
    "* Retreating\n",
    "\n",
    "At some point, the best thing to do is back off, undoing recent changes, until you get back to a program that works and that you understand. Then you can start rebuilding."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Beginning programmers sometimes get stuck on one of these activities and forget the others. Each activity comes with its own failure mode.\n",
    "\n",
    "For example, reading your code might help if the problem is a typographical error, but not if the problem is a conceptual misunderstanding. If you don’t understand what your program does, you can read it 100 times and never see the error, because the error is in your head.\n",
    "\n",
    "Running experiments can help, especially if you run small, simple tests. But if you run experiments without thinking or reading your code, you might fall into a pattern I call “random walk programming”, which is the process of making random changes until the program does the right thing. Needless to say, random walk programming can take a long time. \n",
    "\n",
    "You have to take time to think. Debugging is like an experimental science. You should have at least one hypothesis about what the problem is. If there are two or more possibilities, try to think of a test that would eliminate one of them.\n",
    "\n",
    "But even the best debugging techniques will fail if there are too many errors, or if the code you are trying to fix is too big and complicated. Sometimes the best option is to retreat, simplifying the program until you get to something that works and that you understand.\n",
    "\n",
    "Beginning programmers are often reluctant to retreat because they can’t stand to delete a line of code (even if it’s wrong). If it makes you feel better, copy your program into another file before you start stripping it down. Then you can copy the pieces back one at a time.\n",
    "\n",
    "Finding a hard bug requires reading, running, ruminating, and sometimes retreating. If you get stuck on one of these activities, try the others."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exercise 13-9\n",
    "\n",
    "The “rank” of a word is its position in an array of words sorted by frequency: the most common word has rank 1, the second most common has rank 2, etc.\n",
    "\n",
    "Zipf’s law describes a relationship between the ranks and frequencies of words in natural languages (https://en.wikipedia.org/wiki/Zipf's_law). Specifically, it predicts that the frequency, $f$, of the word with rank $r$ is:\n",
    "\n",
    "$$f = cr^{−s}$$\n",
    "\n",
    "where $c$ and $s$ are parameters that depend on the language and the text. If you take the logarithm of both sides of this\n",
    "equation, you get:\n",
    "\n",
    "$$\\log{f} = \\log{c}−s \\log{r}$$\n",
    "\n",
    "So if you plot $\\log{f}$ versus $\\log{r}$, you should get a straight line with slope $-s$ and intercept $\\log{c}$. \n",
    "\n",
    "Write a program that reads a text from a file, counts word frequencies, and prints one line for each word, in descending order of frequency, with $\\log{f}$ and $\\log{r}$.\n",
    "\n",
    "Use the `Plots` library to plot the results and check whether they form a straight line."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "zipf (generic function with 1 method)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function zipf(hist)\n",
    "    t = []\n",
    "    for (key, value) in hist\n",
    "        push!(t, (value, key))\n",
    "    end\n",
    "    #reverse(sort(t))\n",
    "    t_sorted = sort(t, rev=true)\n",
    "    \n",
    "    x=[]\n",
    "    y=[]\n",
    "    for i in eachindex(t_sorted)\n",
    "        (freq, word) = t_sorted[i]\n",
    "        push!(x, log(i))\n",
    "        push!(y, log(freq))\n",
    "#        println(\"$word, $(log(freq)), $(log(i))\")\n",
    "    end\n",
    "    \n",
    "    plot(x,y, label=\"Zipf\")\n",
    "    \n",
    "end\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Precompiling Plots [91a5bcdd-55d7-5caf-9e0b-520d859cae80]\n",
      "└ @ Base loading.jl:1260\n"
     ]
    },
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       "  1578.79,815.248 1579.43,815.248 1580.06,815.248 1580.7,815.248 1581.33,818.202 1581.96,818.202 1582.59,818.202 1583.22,818.202 1583.85,821.213 1584.47,821.213 \n",
       "  1585.1,821.213 1585.72,821.213 1586.34,821.213 1586.96,821.213 1587.57,824.282 1588.19,824.282 1588.8,824.282 1589.41,824.282 1590.02,824.282 1590.63,824.282 \n",
       "  1591.24,824.282 1591.85,824.282 1592.45,824.282 1593.05,827.411 1593.65,827.411 1594.25,827.411 1594.85,827.411 1595.45,827.411 1596.04,830.605 1596.64,830.605 \n",
       "  1597.23,830.605 1597.82,830.605 1598.41,830.605 1599,830.605 1599.58,830.605 1600.17,833.863 1600.75,833.863 1601.33,833.863 1601.92,833.863 1602.49,833.863 \n",
       "  1603.07,833.863 1603.65,833.863 1604.22,837.191 1604.8,837.191 1605.37,837.191 1605.94,837.191 1606.51,837.191 1607.08,837.191 1607.64,837.191 1608.21,837.191 \n",
       "  1608.77,840.59 1609.34,840.59 1609.9,840.59 1610.46,840.59 1611.02,840.59 1611.57,840.59 1612.13,840.59 1612.69,840.59 1613.24,840.59 1613.79,844.064 \n",
       "  1614.34,844.064 1614.89,844.064 1615.44,844.064 1615.99,844.064 1616.53,844.064 1617.08,847.616 1617.62,847.616 1618.16,847.616 1618.7,847.616 1619.24,847.616 \n",
       "  1619.78,847.616 1620.32,847.616 1620.86,847.616 1621.39,851.249 1621.92,851.249 1622.46,851.249 1622.99,851.249 1623.52,851.249 1624.05,851.249 1624.57,851.249 \n",
       "  1625.1,851.249 1625.63,854.968 1626.15,854.968 1626.67,854.968 1627.19,854.968 1627.72,854.968 1628.23,854.968 1628.75,854.968 1629.27,854.968 1629.79,858.777 \n",
       "  1630.3,858.777 1630.82,858.777 1631.33,858.777 1631.84,858.777 1632.35,858.777 1632.86,858.777 1633.37,858.777 1633.88,858.777 1634.38,858.777 1634.89,858.777 \n",
       "  1635.39,858.777 1635.89,858.777 1636.4,862.68 1636.9,862.68 1637.4,862.68 1637.9,862.68 1638.39,862.68 1638.89,862.68 1639.39,862.68 1639.88,862.68 \n",
       "  1640.37,862.68 1640.87,862.68 1641.36,862.68 1641.85,862.68 1642.34,866.681 1642.83,866.681 1643.31,866.681 1643.8,866.681 1644.29,866.681 1644.77,866.681 \n",
       "  1645.25,866.681 1645.74,866.681 1646.22,866.681 1646.7,866.681 1647.18,866.681 1647.66,866.681 1648.14,866.681 1648.61,866.681 1649.09,866.681 1649.56,866.681 \n",
       "  1650.04,866.681 1650.51,866.681 1650.98,866.681 1651.45,870.787 1651.92,870.787 1652.39,870.787 1652.86,870.787 1653.33,870.787 1653.79,870.787 1654.26,870.787 \n",
       "  1654.72,870.787 1655.19,870.787 1655.65,870.787 1656.11,875.002 1656.57,875.002 1657.03,875.002 1657.49,875.002 1657.95,875.002 1658.41,875.002 1658.87,875.002 \n",
       "  1659.32,879.332 1659.78,879.332 1660.23,879.332 1660.68,879.332 1661.13,879.332 1661.59,879.332 1662.04,879.332 1662.49,879.332 1662.94,879.332 1663.38,879.332 \n",
       "  1663.83,879.332 1664.28,883.785 1664.72,883.785 1665.17,883.785 1665.61,883.785 1666.05,883.785 1666.5,883.785 1666.94,883.785 1667.38,883.785 1667.82,883.785 \n",
       "  1668.26,888.366 1668.69,888.366 1669.13,888.366 1669.57,888.366 1670,888.366 1670.44,888.366 1670.87,888.366 1671.3,888.366 1671.74,888.366 1672.17,888.366 \n",
       "  1672.6,893.085 1673.03,893.085 1673.46,893.085 1673.89,893.085 1674.31,893.085 1674.74,893.085 1675.17,893.085 1675.59,893.085 1676.02,893.085 1676.44,893.085 \n",
       "  1676.87,893.085 1677.29,897.948 1677.71,897.948 1678.13,897.948 1678.55,897.948 1678.97,897.948 1679.39,897.948 1679.81,897.948 1680.22,897.948 1680.64,897.948 \n",
       "  1681.06,897.948 1681.47,897.948 1681.88,902.966 1682.3,902.966 1682.71,902.966 1683.12,902.966 1683.53,902.966 1683.95,902.966 1684.36,902.966 1684.76,902.966 \n",
       "  1685.17,902.966 1685.58,902.966 1685.99,902.966 1686.4,902.966 1686.8,902.966 1687.21,902.966 1687.61,902.966 1688.01,902.966 1688.42,902.966 1688.82,902.966 \n",
       "  1689.22,902.966 1689.62,902.966 1690.02,902.966 1690.42,902.966 1690.82,902.966 1691.22,902.966 1691.62,908.149 1692.01,908.149 1692.41,908.149 1692.81,908.149 \n",
       "  1693.2,908.149 1693.59,908.149 1693.99,908.149 1694.38,908.149 1694.77,908.149 1695.17,908.149 1695.56,908.149 1695.95,908.149 1696.34,908.149 1696.73,908.149 \n",
       "  1697.11,908.149 1697.5,913.507 1697.89,913.507 1698.28,913.507 1698.66,913.507 1699.05,913.507 1699.43,913.507 1699.82,913.507 1700.2,913.507 1700.58,913.507 \n",
       "  1700.96,913.507 1701.35,913.507 1701.73,913.507 1702.11,913.507 1702.49,913.507 1702.87,913.507 1703.25,913.507 1703.62,913.507 1704,913.507 1704.38,913.507 \n",
       "  1704.75,913.507 1705.13,913.507 1705.5,919.053 1705.88,919.053 1706.25,919.053 1706.63,919.053 1707,919.053 1707.37,919.053 1707.74,919.053 1708.11,919.053 \n",
       "  1708.48,919.053 1708.85,919.053 1709.22,919.053 1709.59,919.053 1709.96,919.053 1710.33,924.801 1710.69,924.801 1711.06,924.801 1711.42,924.801 1711.79,924.801 \n",
       "  1712.15,924.801 1712.52,924.801 1712.88,924.801 1713.25,924.801 1713.61,924.801 1713.97,924.801 1714.33,924.801 1714.69,924.801 1715.05,924.801 1715.41,924.801 \n",
       "  1715.77,924.801 1716.13,924.801 1716.49,924.801 1716.84,924.801 1717.2,924.801 1717.56,924.801 1717.91,924.801 1718.27,924.801 1718.62,930.766 1718.98,930.766 \n",
       "  1719.33,930.766 1719.68,930.766 1720.04,930.766 1720.39,930.766 1720.74,930.766 1721.09,930.766 1721.44,930.766 1721.79,930.766 1722.14,930.766 1722.49,930.766 \n",
       "  1722.84,930.766 1723.19,930.766 1723.54,930.766 1723.88,930.766 1724.23,930.766 1724.58,930.766 1724.92,930.766 1725.27,930.766 1725.61,930.766 1725.95,930.766 \n",
       "  1726.3,930.766 1726.64,930.766 1726.98,930.766 1727.33,936.965 1727.67,936.965 1728.01,936.965 1728.35,936.965 1728.69,936.965 1729.03,936.965 1729.37,936.965 \n",
       "  1729.71,936.965 1730.04,936.965 1730.38,936.965 1730.72,936.965 1731.06,936.965 1731.39,936.965 1731.73,936.965 1732.06,936.965 1732.4,936.965 1732.73,936.965 \n",
       "  1733.07,936.965 1733.4,936.965 1733.73,936.965 1734.06,936.965 1734.4,936.965 1734.73,943.417 1735.06,943.417 1735.39,943.417 1735.72,943.417 1736.05,943.417 \n",
       "  1736.38,943.417 1736.71,943.417 1737.03,943.417 1737.36,943.417 1737.69,943.417 1738.02,943.417 1738.34,943.417 1738.67,943.417 1738.99,943.417 1739.32,943.417 \n",
       "  1739.64,943.417 1739.97,943.417 1740.29,943.417 1740.62,943.417 1740.94,943.417 1741.26,943.417 1741.58,943.417 1741.91,943.417 1742.23,943.417 1742.55,950.144 \n",
       "  1742.87,950.144 1743.19,950.144 1743.51,950.144 1743.83,950.144 1744.14,950.144 1744.46,950.144 1744.78,950.144 1745.1,950.144 1745.41,950.144 1745.73,950.144 \n",
       "  1746.05,950.144 1746.36,950.144 1746.68,950.144 1746.99,950.144 1747.31,950.144 1747.62,950.144 1747.93,950.144 1748.25,950.144 1748.56,950.144 1748.87,950.144 \n",
       "  1749.18,950.144 1749.5,950.144 1749.81,957.169 1750.12,957.169 1750.43,957.169 1750.74,957.169 1751.05,957.169 1751.36,957.169 1751.66,957.169 1751.97,957.169 \n",
       "  1752.28,957.169 1752.59,957.169 1752.89,957.169 1753.2,957.169 1753.51,957.169 1753.81,957.169 1754.12,957.169 1754.42,957.169 1754.73,957.169 1755.03,957.169 \n",
       "  1755.34,957.169 1755.64,957.169 1755.94,957.169 1756.25,957.169 1756.55,957.169 1756.85,957.169 1757.15,957.169 1757.45,957.169 1757.75,957.169 1758.05,957.169 \n",
       "  1758.35,957.169 1758.65,957.169 1758.95,964.522 1759.25,964.522 1759.55,964.522 1759.85,964.522 1760.15,964.522 1760.44,964.522 1760.74,964.522 1761.04,964.522 \n",
       "  1761.33,964.522 1761.63,964.522 1761.93,964.522 1762.22,964.522 1762.52,964.522 1762.81,964.522 1763.1,964.522 1763.4,964.522 1763.69,964.522 1763.98,964.522 \n",
       "  1764.28,964.522 1764.57,964.522 1764.86,964.522 1765.15,964.522 1765.44,964.522 1765.73,964.522 1766.02,964.522 1766.32,972.233 1766.6,972.233 1766.89,972.233 \n",
       "  1767.18,972.233 1767.47,972.233 1767.76,972.233 1768.05,972.233 1768.34,972.233 1768.62,972.233 1768.91,972.233 1769.2,972.233 1769.48,972.233 1769.77,972.233 \n",
       "  1770.05,972.233 1770.34,972.233 1770.62,972.233 1770.91,972.233 1771.19,972.233 1771.48,972.233 1771.76,972.233 1772.04,972.233 1772.33,972.233 1772.61,972.233 \n",
       "  1772.89,972.233 1773.17,972.233 1773.46,972.233 1773.74,972.233 1774.02,972.233 1774.3,980.34 1774.58,980.34 1774.86,980.34 1775.14,980.34 1775.42,980.34 \n",
       "  1775.7,980.34 1775.97,980.34 1776.25,980.34 1776.53,980.34 1776.81,980.34 1777.08,980.34 1777.36,980.34 1777.64,980.34 1777.91,980.34 1778.19,980.34 \n",
       "  1778.47,980.34 1778.74,980.34 1779.02,980.34 1779.29,980.34 1779.57,980.34 1779.84,980.34 1780.11,980.34 1780.39,980.34 1780.66,980.34 1780.93,980.34 \n",
       "  1781.21,980.34 1781.48,980.34 1781.75,980.34 1782.02,980.34 1782.29,980.34 1782.56,980.34 1782.83,980.34 1783.1,980.34 1783.37,980.34 1783.64,980.34 \n",
       "  1783.91,980.34 1784.18,980.34 1784.45,980.34 1784.72,980.34 1784.99,980.34 1785.25,980.34 1785.52,988.886 1785.79,988.886 1786.06,988.886 1786.32,988.886 \n",
       "  1786.59,988.886 1786.86,988.886 1787.12,988.886 1787.39,988.886 1787.65,988.886 1787.92,988.886 1788.18,988.886 1788.45,988.886 1788.71,988.886 1788.97,988.886 \n",
       "  1789.24,988.886 1789.5,988.886 1789.76,988.886 1790.03,988.886 1790.29,988.886 1790.55,988.886 1790.81,988.886 1791.07,988.886 1791.33,988.886 1791.59,988.886 \n",
       "  1791.85,988.886 1792.11,988.886 1792.37,988.886 1792.63,988.886 1792.89,988.886 1793.15,988.886 1793.41,988.886 1793.67,988.886 1793.93,988.886 1794.19,997.92 \n",
       "  1794.44,997.92 1794.7,997.92 1794.96,997.92 1795.22,997.92 1795.47,997.92 1795.73,997.92 1795.98,997.92 1796.24,997.92 1796.5,997.92 1796.75,997.92 \n",
       "  1797.01,997.92 1797.26,997.92 1797.51,997.92 1797.77,997.92 1798.02,997.92 1798.28,997.92 1798.53,997.92 1798.78,997.92 1799.03,997.92 1799.29,997.92 \n",
       "  1799.54,997.92 1799.79,997.92 1800.04,997.92 1800.29,997.92 1800.55,997.92 1800.8,997.92 1801.05,997.92 1801.3,997.92 1801.55,997.92 1801.8,997.92 \n",
       "  1802.05,997.92 1802.3,997.92 1802.54,997.92 1802.79,997.92 1803.04,997.92 1803.29,997.92 1803.54,997.92 1803.79,997.92 1804.03,997.92 1804.28,997.92 \n",
       "  1804.53,997.92 1804.77,997.92 1805.02,997.92 1805.27,1007.5 1805.51,1007.5 1805.76,1007.5 1806,1007.5 1806.25,1007.5 1806.49,1007.5 1806.74,1007.5 \n",
       "  1806.98,1007.5 1807.23,1007.5 1807.47,1007.5 1807.71,1007.5 1807.96,1007.5 1808.2,1007.5 1808.44,1007.5 1808.69,1007.5 1808.93,1007.5 1809.17,1007.5 \n",
       "  1809.41,1007.5 1809.65,1007.5 1809.9,1007.5 1810.14,1007.5 1810.38,1007.5 1810.62,1007.5 1810.86,1007.5 1811.1,1007.5 1811.34,1007.5 1811.58,1007.5 \n",
       "  1811.82,1007.5 1812.06,1007.5 1812.3,1007.5 1812.54,1007.5 1812.77,1007.5 1813.01,1007.5 1813.25,1007.5 1813.49,1007.5 1813.73,1007.5 1813.96,1007.5 \n",
       "  1814.2,1007.5 1814.44,1007.5 1814.67,1007.5 1814.91,1007.5 1815.15,1007.5 1815.38,1007.5 1815.62,1007.5 1815.85,1007.5 1816.09,1007.5 1816.32,1017.7 \n",
       "  1816.56,1017.7 1816.79,1017.7 1817.03,1017.7 1817.26,1017.7 1817.49,1017.7 1817.73,1017.7 1817.96,1017.7 1818.19,1017.7 1818.43,1017.7 1818.66,1017.7 \n",
       "  1818.89,1017.7 1819.12,1017.7 1819.36,1017.7 1819.59,1017.7 1819.82,1017.7 1820.05,1017.7 1820.28,1017.7 1820.51,1017.7 1820.74,1017.7 1820.97,1017.7 \n",
       "  1821.2,1017.7 1821.43,1017.7 1821.66,1017.7 1821.89,1017.7 1822.12,1017.7 1822.35,1017.7 1822.58,1017.7 1822.81,1017.7 1823.04,1017.7 1823.26,1017.7 \n",
       "  1823.49,1017.7 1823.72,1017.7 1823.95,1017.7 1824.18,1017.7 1824.4,1017.7 1824.63,1017.7 1824.86,1017.7 1825.08,1017.7 1825.31,1017.7 1825.53,1017.7 \n",
       "  1825.76,1017.7 1825.99,1017.7 1826.21,1028.61 1826.44,1028.61 1826.66,1028.61 1826.89,1028.61 1827.11,1028.61 1827.33,1028.61 1827.56,1028.61 1827.78,1028.61 \n",
       "  1828.01,1028.61 1828.23,1028.61 1828.45,1028.61 1828.68,1028.61 1828.9,1028.61 1829.12,1028.61 1829.34,1028.61 1829.57,1028.61 1829.79,1028.61 1830.01,1028.61 \n",
       "  1830.23,1028.61 1830.45,1028.61 1830.67,1028.61 1830.89,1028.61 1831.12,1028.61 1831.34,1028.61 1831.56,1028.61 1831.78,1028.61 1832,1028.61 1832.22,1028.61 \n",
       "  1832.44,1028.61 1832.65,1028.61 1832.87,1028.61 1833.09,1028.61 1833.31,1028.61 1833.53,1028.61 1833.75,1028.61 1833.97,1028.61 1834.18,1028.61 1834.4,1028.61 \n",
       "  1834.62,1028.61 1834.84,1028.61 1835.05,1028.61 1835.27,1028.61 1835.49,1028.61 1835.7,1028.61 1835.92,1028.61 1836.14,1028.61 1836.35,1028.61 1836.57,1028.61 \n",
       "  1836.78,1028.61 1837,1028.61 1837.21,1028.61 1837.43,1040.32 1837.64,1040.32 1837.86,1040.32 1838.07,1040.32 1838.29,1040.32 1838.5,1040.32 1838.71,1040.32 \n",
       "  1838.93,1040.32 1839.14,1040.32 1839.35,1040.32 1839.57,1040.32 1839.78,1040.32 1839.99,1040.32 1840.21,1040.32 1840.42,1040.32 1840.63,1040.32 1840.84,1040.32 \n",
       "  1841.05,1040.32 1841.26,1040.32 1841.48,1040.32 1841.69,1040.32 1841.9,1040.32 1842.11,1040.32 1842.32,1040.32 1842.53,1040.32 1842.74,1040.32 1842.95,1040.32 \n",
       "  1843.16,1040.32 1843.37,1040.32 1843.58,1040.32 1843.79,1040.32 1844,1040.32 1844.21,1040.32 1844.41,1040.32 1844.62,1040.32 1844.83,1040.32 1845.04,1040.32 \n",
       "  1845.25,1040.32 1845.46,1040.32 1845.66,1040.32 1845.87,1040.32 1846.08,1040.32 1846.28,1040.32 1846.49,1040.32 1846.7,1040.32 1846.9,1040.32 1847.11,1040.32 \n",
       "  1847.32,1040.32 1847.52,1040.32 1847.73,1040.32 1847.93,1040.32 1848.14,1040.32 1848.35,1040.32 1848.55,1040.32 1848.76,1040.32 1848.96,1040.32 1849.16,1040.32 \n",
       "  1849.37,1040.32 1849.57,1040.32 1849.78,1040.32 1849.98,1040.32 1850.18,1040.32 1850.39,1040.32 1850.59,1040.32 1850.79,1040.32 1851,1040.32 1851.2,1040.32 \n",
       "  1851.4,1040.32 1851.61,1040.32 1851.81,1052.97 1852.01,1052.97 1852.21,1052.97 1852.41,1052.97 1852.62,1052.97 1852.82,1052.97 1853.02,1052.97 1853.22,1052.97 \n",
       "  1853.42,1052.97 1853.62,1052.97 1853.82,1052.97 1854.02,1052.97 1854.22,1052.97 1854.42,1052.97 1854.62,1052.97 1854.82,1052.97 1855.02,1052.97 1855.22,1052.97 \n",
       "  1855.42,1052.97 1855.62,1052.97 1855.82,1052.97 1856.02,1052.97 1856.22,1052.97 1856.41,1052.97 1856.61,1052.97 1856.81,1052.97 1857.01,1052.97 1857.21,1052.97 \n",
       "  1857.4,1052.97 1857.6,1052.97 1857.8,1052.97 1857.99,1052.97 1858.19,1052.97 1858.39,1052.97 1858.58,1052.97 1858.78,1052.97 1858.98,1052.97 1859.17,1052.97 \n",
       "  1859.37,1052.97 1859.57,1052.97 1859.76,1052.97 1859.96,1052.97 1860.15,1052.97 1860.35,1052.97 1860.54,1052.97 1860.74,1052.97 1860.93,1052.97 1861.13,1052.97 \n",
       "  1861.32,1052.97 1861.51,1052.97 1861.71,1052.97 1861.9,1052.97 1862.1,1052.97 1862.29,1052.97 1862.48,1052.97 1862.68,1052.97 1862.87,1052.97 1863.06,1052.97 \n",
       "  1863.25,1052.97 1863.45,1052.97 1863.64,1052.97 1863.83,1052.97 1864.02,1052.97 1864.22,1052.97 1864.41,1052.97 1864.6,1052.97 1864.79,1052.97 1864.98,1052.97 \n",
       "  1865.17,1052.97 1865.36,1052.97 1865.56,1052.97 1865.75,1052.97 1865.94,1052.97 1866.13,1052.97 1866.32,1052.97 1866.51,1052.97 1866.7,1052.97 1866.89,1052.97 \n",
       "  1867.08,1052.97 1867.27,1052.97 1867.46,1052.97 1867.65,1066.72 1867.83,1066.72 1868.02,1066.72 1868.21,1066.72 1868.4,1066.72 1868.59,1066.72 1868.78,1066.72 \n",
       "  1868.97,1066.72 1869.15,1066.72 1869.34,1066.72 1869.53,1066.72 1869.72,1066.72 1869.9,1066.72 1870.09,1066.72 1870.28,1066.72 1870.47,1066.72 1870.65,1066.72 \n",
       "  1870.84,1066.72 1871.03,1066.72 1871.21,1066.72 1871.4,1066.72 1871.58,1066.72 1871.77,1066.72 1871.96,1066.72 1872.14,1066.72 1872.33,1066.72 1872.51,1066.72 \n",
       "  1872.7,1066.72 1872.88,1066.72 1873.07,1066.72 1873.25,1066.72 1873.44,1066.72 1873.62,1066.72 1873.81,1066.72 1873.99,1066.72 1874.17,1066.72 1874.36,1066.72 \n",
       "  1874.54,1066.72 1874.73,1066.72 1874.91,1066.72 1875.09,1066.72 1875.28,1066.72 1875.46,1066.72 1875.64,1066.72 1875.82,1066.72 1876.01,1066.72 1876.19,1066.72 \n",
       "  1876.37,1066.72 1876.55,1066.72 1876.74,1066.72 1876.92,1066.72 1877.1,1066.72 1877.28,1066.72 1877.46,1066.72 1877.64,1066.72 1877.83,1066.72 1878.01,1066.72 \n",
       "  1878.19,1066.72 1878.37,1066.72 1878.55,1066.72 1878.73,1066.72 1878.91,1066.72 1879.09,1066.72 1879.27,1066.72 1879.45,1066.72 1879.63,1066.72 1879.81,1066.72 \n",
       "  1879.99,1066.72 1880.17,1066.72 1880.35,1066.72 1880.53,1066.72 1880.71,1066.72 1880.89,1066.72 1881.07,1066.72 1881.24,1066.72 1881.42,1066.72 1881.6,1066.72 \n",
       "  1881.78,1066.72 1881.96,1066.72 1882.14,1066.72 1882.31,1066.72 1882.49,1066.72 1882.67,1066.72 1882.85,1066.72 1883.02,1066.72 1883.2,1066.72 1883.38,1066.72 \n",
       "  1883.55,1066.72 1883.73,1066.72 1883.91,1066.72 1884.08,1066.72 1884.26,1066.72 1884.44,1066.72 1884.61,1066.72 1884.79,1066.72 1884.97,1066.72 1885.14,1066.72 \n",
       "  1885.32,1066.72 1885.49,1066.72 1885.67,1066.72 1885.84,1066.72 1886.02,1066.72 1886.19,1066.72 1886.37,1066.72 1886.54,1066.72 1886.72,1066.72 1886.89,1081.79 \n",
       "  1887.07,1081.79 1887.24,1081.79 1887.41,1081.79 1887.59,1081.79 1887.76,1081.79 1887.94,1081.79 1888.11,1081.79 1888.28,1081.79 1888.46,1081.79 1888.63,1081.79 \n",
       "  1888.8,1081.79 1888.98,1081.79 1889.15,1081.79 1889.32,1081.79 1889.49,1081.79 1889.67,1081.79 1889.84,1081.79 1890.01,1081.79 1890.18,1081.79 1890.35,1081.79 \n",
       "  1890.53,1081.79 1890.7,1081.79 1890.87,1081.79 1891.04,1081.79 1891.21,1081.79 1891.38,1081.79 1891.55,1081.79 1891.72,1081.79 1891.9,1081.79 1892.07,1081.79 \n",
       "  1892.24,1081.79 1892.41,1081.79 1892.58,1081.79 1892.75,1081.79 1892.92,1081.79 1893.09,1081.79 1893.26,1081.79 1893.43,1081.79 1893.6,1081.79 1893.77,1081.79 \n",
       "  1893.94,1081.79 1894.11,1081.79 1894.27,1081.79 1894.44,1081.79 1894.61,1081.79 1894.78,1081.79 1894.95,1081.79 1895.12,1081.79 1895.29,1081.79 1895.45,1081.79 \n",
       "  1895.62,1081.79 1895.79,1081.79 1895.96,1081.79 1896.13,1081.79 1896.29,1081.79 1896.46,1081.79 1896.63,1081.79 1896.8,1081.79 1896.96,1081.79 1897.13,1081.79 \n",
       "  1897.3,1081.79 1897.46,1081.79 1897.63,1081.79 1897.8,1081.79 1897.96,1081.79 1898.13,1081.79 1898.3,1081.79 1898.46,1081.79 1898.63,1081.79 1898.8,1081.79 \n",
       "  1898.96,1081.79 1899.13,1081.79 1899.29,1081.79 1899.46,1081.79 1899.62,1081.79 1899.79,1081.79 1899.95,1081.79 1900.12,1081.79 1900.28,1081.79 1900.45,1081.79 \n",
       "  1900.61,1081.79 1900.78,1081.79 1900.94,1081.79 1901.11,1081.79 1901.27,1081.79 1901.43,1081.79 1901.6,1081.79 1901.76,1081.79 1901.93,1081.79 1902.09,1081.79 \n",
       "  1902.25,1081.79 1902.42,1081.79 1902.58,1081.79 1902.74,1081.79 1902.91,1081.79 1903.07,1081.79 1903.23,1081.79 1903.39,1081.79 1903.56,1081.79 1903.72,1081.79 \n",
       "  1903.88,1081.79 1904.04,1081.79 1904.21,1081.79 1904.37,1081.79 1904.53,1081.79 1904.69,1081.79 1904.85,1081.79 1905.02,1081.79 1905.18,1081.79 1905.34,1081.79 \n",
       "  1905.5,1081.79 1905.66,1098.44 1905.82,1098.44 1905.98,1098.44 1906.14,1098.44 1906.3,1098.44 1906.47,1098.44 1906.63,1098.44 1906.79,1098.44 1906.95,1098.44 \n",
       "  1907.11,1098.44 1907.27,1098.44 1907.43,1098.44 1907.59,1098.44 1907.75,1098.44 1907.91,1098.44 1908.07,1098.44 1908.23,1098.44 1908.38,1098.44 1908.54,1098.44 \n",
       "  1908.7,1098.44 1908.86,1098.44 1909.02,1098.44 1909.18,1098.44 1909.34,1098.44 1909.5,1098.44 1909.66,1098.44 1909.81,1098.44 1909.97,1098.44 1910.13,1098.44 \n",
       "  1910.29,1098.44 1910.45,1098.44 1910.6,1098.44 1910.76,1098.44 1910.92,1098.44 1911.08,1098.44 1911.23,1098.44 1911.39,1098.44 1911.55,1098.44 1911.71,1098.44 \n",
       "  1911.86,1098.44 1912.02,1098.44 1912.18,1098.44 1912.33,1098.44 1912.49,1098.44 1912.65,1098.44 1912.8,1098.44 1912.96,1098.44 1913.12,1098.44 1913.27,1098.44 \n",
       "  1913.43,1098.44 1913.58,1098.44 1913.74,1098.44 1913.9,1098.44 1914.05,1098.44 1914.21,1098.44 1914.36,1098.44 1914.52,1098.44 1914.67,1098.44 1914.83,1098.44 \n",
       "  1914.98,1098.44 1915.14,1098.44 1915.29,1098.44 1915.45,1098.44 1915.6,1098.44 1915.76,1098.44 1915.91,1098.44 1916.06,1098.44 1916.22,1098.44 1916.37,1098.44 \n",
       "  1916.53,1098.44 1916.68,1098.44 1916.83,1098.44 1916.99,1098.44 1917.14,1098.44 1917.29,1098.44 1917.45,1098.44 1917.6,1098.44 1917.75,1098.44 1917.91,1098.44 \n",
       "  1918.06,1098.44 1918.21,1098.44 1918.37,1098.44 1918.52,1098.44 1918.67,1098.44 1918.82,1098.44 1918.98,1098.44 1919.13,1098.44 1919.28,1098.44 1919.43,1098.44 \n",
       "  1919.58,1098.44 1919.74,1098.44 1919.89,1098.44 1920.04,1098.44 1920.19,1098.44 1920.34,1098.44 1920.49,1098.44 1920.65,1098.44 1920.8,1098.44 1920.95,1098.44 \n",
       "  1921.1,1098.44 1921.25,1098.44 1921.4,1098.44 1921.55,1098.44 1921.7,1098.44 1921.85,1098.44 1922,1098.44 1922.15,1098.44 1922.3,1098.44 1922.45,1098.44 \n",
       "  1922.6,1098.44 1922.75,1098.44 1922.9,1098.44 1923.05,1098.44 1923.2,1117.06 1923.35,1117.06 1923.5,1117.06 1923.65,1117.06 1923.8,1117.06 1923.95,1117.06 \n",
       "  1924.1,1117.06 1924.25,1117.06 1924.4,1117.06 1924.55,1117.06 1924.7,1117.06 1924.84,1117.06 1924.99,1117.06 1925.14,1117.06 1925.29,1117.06 1925.44,1117.06 \n",
       "  1925.59,1117.06 1925.73,1117.06 1925.88,1117.06 1926.03,1117.06 1926.18,1117.06 1926.33,1117.06 1926.47,1117.06 1926.62,1117.06 1926.77,1117.06 1926.92,1117.06 \n",
       "  1927.06,1117.06 1927.21,1117.06 1927.36,1117.06 1927.5,1117.06 1927.65,1117.06 1927.8,1117.06 1927.94,1117.06 1928.09,1117.06 1928.24,1117.06 1928.38,1117.06 \n",
       "  1928.53,1117.06 1928.68,1117.06 1928.82,1117.06 1928.97,1117.06 1929.11,1117.06 1929.26,1117.06 1929.41,1117.06 1929.55,1117.06 1929.7,1117.06 1929.84,1117.06 \n",
       "  1929.99,1117.06 1930.13,1117.06 1930.28,1117.06 1930.42,1117.06 1930.57,1117.06 1930.71,1117.06 1930.86,1117.06 1931,1117.06 1931.15,1117.06 1931.29,1117.06 \n",
       "  1931.44,1117.06 1931.58,1117.06 1931.73,1117.06 1931.87,1117.06 1932.02,1117.06 1932.16,1117.06 1932.3,1117.06 1932.45,1117.06 1932.59,1117.06 1932.74,1117.06 \n",
       "  1932.88,1117.06 1933.02,1117.06 1933.17,1117.06 1933.31,1117.06 1933.45,1117.06 1933.6,1117.06 1933.74,1117.06 1933.88,1117.06 1934.03,1117.06 1934.17,1117.06 \n",
       "  1934.31,1117.06 1934.45,1117.06 1934.6,1117.06 1934.74,1117.06 1934.88,1117.06 1935.02,1117.06 1935.17,1117.06 1935.31,1117.06 1935.45,1117.06 1935.59,1117.06 \n",
       "  1935.74,1117.06 1935.88,1117.06 1936.02,1117.06 1936.16,1117.06 1936.3,1117.06 1936.44,1117.06 1936.59,1117.06 1936.73,1117.06 1936.87,1117.06 1937.01,1117.06 \n",
       "  1937.15,1117.06 1937.29,1117.06 1937.43,1117.06 1937.57,1117.06 1937.71,1117.06 1937.86,1117.06 1938,1117.06 1938.14,1117.06 1938.28,1117.06 1938.42,1117.06 \n",
       "  1938.56,1117.06 1938.7,1117.06 1938.84,1117.06 1938.98,1117.06 1939.12,1117.06 1939.26,1117.06 1939.4,1117.06 1939.54,1117.06 1939.68,1117.06 1939.82,1117.06 \n",
       "  1939.96,1117.06 1940.1,1117.06 1940.23,1117.06 1940.37,1117.06 1940.51,1117.06 1940.65,1117.06 1940.79,1117.06 1940.93,1117.06 1941.07,1117.06 1941.21,1117.06 \n",
       "  1941.35,1117.06 1941.48,1117.06 1941.62,1117.06 1941.76,1117.06 1941.9,1117.06 1942.04,1117.06 1942.18,1117.06 1942.31,1117.06 1942.45,1117.06 1942.59,1117.06 \n",
       "  1942.73,1117.06 1942.87,1117.06 1943,1117.06 1943.14,1117.06 1943.28,1117.06 1943.42,1117.06 1943.55,1117.06 1943.69,1117.06 1943.83,1117.06 1943.97,1117.06 \n",
       "  1944.1,1117.06 1944.24,1117.06 1944.38,1117.06 1944.51,1117.06 1944.65,1117.06 1944.79,1138.16 1944.92,1138.16 1945.06,1138.16 1945.2,1138.16 1945.33,1138.16 \n",
       "  1945.47,1138.16 1945.6,1138.16 1945.74,1138.16 1945.88,1138.16 1946.01,1138.16 1946.15,1138.16 1946.28,1138.16 1946.42,1138.16 1946.56,1138.16 1946.69,1138.16 \n",
       "  1946.83,1138.16 1946.96,1138.16 1947.1,1138.16 1947.23,1138.16 1947.37,1138.16 1947.5,1138.16 1947.64,1138.16 1947.77,1138.16 1947.91,1138.16 1948.04,1138.16 \n",
       "  1948.18,1138.16 1948.31,1138.16 1948.45,1138.16 1948.58,1138.16 1948.72,1138.16 1948.85,1138.16 1948.98,1138.16 1949.12,1138.16 1949.25,1138.16 1949.39,1138.16 \n",
       "  1949.52,1138.16 1949.65,1138.16 1949.79,1138.16 1949.92,1138.16 1950.06,1138.16 1950.19,1138.16 1950.32,1138.16 1950.46,1138.16 1950.59,1138.16 1950.72,1138.16 \n",
       "  1950.86,1138.16 1950.99,1138.16 1951.12,1138.16 1951.26,1138.16 1951.39,1138.16 1951.52,1138.16 1951.65,1138.16 1951.79,1138.16 1951.92,1138.16 1952.05,1138.16 \n",
       "  1952.18,1138.16 1952.32,1138.16 1952.45,1138.16 1952.58,1138.16 1952.71,1138.16 1952.85,1138.16 1952.98,1138.16 1953.11,1138.16 1953.24,1138.16 1953.37,1138.16 \n",
       "  1953.5,1138.16 1953.64,1138.16 1953.77,1138.16 1953.9,1138.16 1954.03,1138.16 1954.16,1138.16 1954.29,1138.16 1954.42,1138.16 1954.56,1138.16 1954.69,1138.16 \n",
       "  1954.82,1138.16 1954.95,1138.16 1955.08,1138.16 1955.21,1138.16 1955.34,1138.16 1955.47,1138.16 1955.6,1138.16 1955.73,1138.16 1955.86,1138.16 1955.99,1138.16 \n",
       "  1956.12,1138.16 1956.25,1138.16 1956.38,1138.16 1956.51,1138.16 1956.64,1138.16 1956.77,1138.16 1956.9,1138.16 1957.03,1138.16 1957.16,1138.16 1957.29,1138.16 \n",
       "  1957.42,1138.16 1957.55,1138.16 1957.68,1138.16 1957.81,1138.16 1957.94,1138.16 1958.07,1138.16 1958.2,1138.16 1958.33,1138.16 1958.46,1138.16 1958.59,1138.16 \n",
       "  1958.71,1138.16 1958.84,1138.16 1958.97,1138.16 1959.1,1138.16 1959.23,1138.16 1959.36,1138.16 1959.49,1138.16 1959.62,1138.16 1959.74,1138.16 1959.87,1138.16 \n",
       "  1960,1138.16 1960.13,1138.16 1960.26,1138.16 1960.38,1138.16 1960.51,1138.16 1960.64,1138.16 1960.77,1138.16 1960.9,1138.16 1961.02,1138.16 1961.15,1138.16 \n",
       "  1961.28,1138.16 1961.41,1138.16 1961.53,1138.16 1961.66,1138.16 1961.79,1138.16 1961.91,1138.16 1962.04,1138.16 1962.17,1138.16 1962.3,1138.16 1962.42,1138.16 \n",
       "  1962.55,1138.16 1962.68,1138.16 1962.8,1138.16 1962.93,1138.16 1963.06,1138.16 1963.18,1138.16 1963.31,1138.16 1963.43,1138.16 1963.56,1138.16 1963.69,1138.16 \n",
       "  1963.81,1138.16 1963.94,1138.16 1964.07,1138.16 1964.19,1138.16 1964.32,1138.16 1964.44,1138.16 1964.57,1138.16 1964.69,1138.16 1964.82,1138.16 1964.95,1138.16 \n",
       "  1965.07,1138.16 1965.2,1138.16 1965.32,1138.16 1965.45,1138.16 1965.57,1138.16 1965.7,1138.16 1965.82,1138.16 1965.95,1138.16 1966.07,1138.16 1966.2,1138.16 \n",
       "  1966.32,1138.16 1966.45,1162.52 1966.57,1162.52 1966.7,1162.52 1966.82,1162.52 1966.94,1162.52 1967.07,1162.52 1967.19,1162.52 1967.32,1162.52 1967.44,1162.52 \n",
       "  1967.57,1162.52 1967.69,1162.52 1967.81,1162.52 1967.94,1162.52 1968.06,1162.52 1968.19,1162.52 1968.31,1162.52 1968.43,1162.52 1968.56,1162.52 1968.68,1162.52 \n",
       "  1968.8,1162.52 1968.93,1162.52 1969.05,1162.52 1969.17,1162.52 1969.3,1162.52 1969.42,1162.52 1969.54,1162.52 1969.67,1162.52 1969.79,1162.52 1969.91,1162.52 \n",
       "  1970.04,1162.52 1970.16,1162.52 1970.28,1162.52 1970.4,1162.52 1970.53,1162.52 1970.65,1162.52 1970.77,1162.52 1970.89,1162.52 1971.02,1162.52 1971.14,1162.52 \n",
       "  1971.26,1162.52 1971.38,1162.52 1971.5,1162.52 1971.63,1162.52 1971.75,1162.52 1971.87,1162.52 1971.99,1162.52 1972.11,1162.52 1972.24,1162.52 1972.36,1162.52 \n",
       "  1972.48,1162.52 1972.6,1162.52 1972.72,1162.52 1972.84,1162.52 1972.96,1162.52 1973.09,1162.52 1973.21,1162.52 1973.33,1162.52 1973.45,1162.52 1973.57,1162.52 \n",
       "  1973.69,1162.52 1973.81,1162.52 1973.93,1162.52 1974.05,1162.52 1974.18,1162.52 1974.3,1162.52 1974.42,1162.52 1974.54,1162.52 1974.66,1162.52 1974.78,1162.52 \n",
       "  1974.9,1162.52 1975.02,1162.52 1975.14,1162.52 1975.26,1162.52 1975.38,1162.52 1975.5,1162.52 1975.62,1162.52 1975.74,1162.52 1975.86,1162.52 1975.98,1162.52 \n",
       "  1976.1,1162.52 1976.22,1162.52 1976.34,1162.52 1976.46,1162.52 1976.58,1162.52 1976.7,1162.52 1976.82,1162.52 1976.94,1162.52 1977.05,1162.52 1977.17,1162.52 \n",
       "  1977.29,1162.52 1977.41,1162.52 1977.53,1162.52 1977.65,1162.52 1977.77,1162.52 1977.89,1162.52 1978.01,1162.52 1978.13,1162.52 1978.24,1162.52 1978.36,1162.52 \n",
       "  1978.48,1162.52 1978.6,1162.52 1978.72,1162.52 1978.84,1162.52 1978.95,1162.52 1979.07,1162.52 1979.19,1162.52 1979.31,1162.52 1979.43,1162.52 1979.55,1162.52 \n",
       "  1979.66,1162.52 1979.78,1162.52 1979.9,1162.52 1980.02,1162.52 1980.13,1162.52 1980.25,1162.52 1980.37,1162.52 1980.49,1162.52 1980.6,1162.52 1980.72,1162.52 \n",
       "  1980.84,1162.52 1980.96,1162.52 1981.07,1162.52 1981.19,1162.52 1981.31,1162.52 1981.43,1162.52 1981.54,1162.52 1981.66,1162.52 1981.78,1162.52 1981.89,1162.52 \n",
       "  1982.01,1162.52 1982.13,1162.52 1982.24,1162.52 1982.36,1162.52 1982.48,1162.52 1982.59,1162.52 1982.71,1162.52 1982.83,1162.52 1982.94,1162.52 1983.06,1162.52 \n",
       "  1983.18,1162.52 1983.29,1162.52 1983.41,1162.52 1983.52,1162.52 1983.64,1162.52 1983.76,1162.52 1983.87,1162.52 1983.99,1162.52 1984.1,1162.52 1984.22,1162.52 \n",
       "  1984.33,1162.52 1984.45,1162.52 1984.57,1162.52 1984.68,1162.52 1984.8,1162.52 1984.91,1162.52 1985.03,1162.52 1985.14,1162.52 1985.26,1162.52 1985.37,1162.52 \n",
       "  1985.49,1162.52 1985.6,1162.52 1985.72,1162.52 1985.83,1162.52 1985.95,1162.52 1986.06,1162.52 1986.18,1162.52 1986.29,1162.52 1986.41,1162.52 1986.52,1162.52 \n",
       "  1986.64,1162.52 1986.75,1162.52 1986.87,1162.52 1986.98,1162.52 1987.09,1162.52 1987.21,1162.52 1987.32,1162.52 1987.44,1162.52 1987.55,1162.52 1987.66,1162.52 \n",
       "  1987.78,1162.52 1987.89,1162.52 1988.01,1162.52 1988.12,1162.52 1988.23,1162.52 1988.35,1162.52 1988.46,1162.52 1988.58,1162.52 1988.69,1162.52 1988.8,1162.52 \n",
       "  1988.92,1162.52 1989.03,1162.52 1989.14,1162.52 1989.26,1162.52 1989.37,1162.52 1989.48,1162.52 1989.6,1162.52 1989.71,1162.52 1989.82,1162.52 1989.93,1162.52 \n",
       "  1990.05,1162.52 1990.16,1162.52 1990.27,1162.52 1990.39,1162.52 1990.5,1162.52 1990.61,1162.52 1990.72,1162.52 1990.84,1162.52 1990.95,1162.52 1991.06,1162.52 \n",
       "  1991.17,1162.52 1991.29,1162.52 1991.4,1162.52 1991.51,1162.52 1991.62,1162.52 1991.73,1162.52 1991.85,1162.52 1991.96,1162.52 1992.07,1162.52 1992.18,1162.52 \n",
       "  1992.29,1162.52 1992.41,1162.52 1992.52,1191.34 1992.63,1191.34 1992.74,1191.34 1992.85,1191.34 1992.96,1191.34 1993.08,1191.34 1993.19,1191.34 1993.3,1191.34 \n",
       "  1993.41,1191.34 1993.52,1191.34 1993.63,1191.34 1993.74,1191.34 1993.85,1191.34 1993.97,1191.34 1994.08,1191.34 1994.19,1191.34 1994.3,1191.34 1994.41,1191.34 \n",
       "  1994.52,1191.34 1994.63,1191.34 1994.74,1191.34 1994.85,1191.34 1994.96,1191.34 1995.07,1191.34 1995.18,1191.34 1995.29,1191.34 1995.41,1191.34 1995.52,1191.34 \n",
       "  1995.63,1191.34 1995.74,1191.34 1995.85,1191.34 1995.96,1191.34 1996.07,1191.34 1996.18,1191.34 1996.29,1191.34 1996.4,1191.34 1996.51,1191.34 1996.62,1191.34 \n",
       "  1996.73,1191.34 1996.84,1191.34 1996.95,1191.34 1997.05,1191.34 1997.16,1191.34 1997.27,1191.34 1997.38,1191.34 1997.49,1191.34 1997.6,1191.34 1997.71,1191.34 \n",
       "  1997.82,1191.34 1997.93,1191.34 1998.04,1191.34 1998.15,1191.34 1998.26,1191.34 1998.37,1191.34 1998.48,1191.34 1998.58,1191.34 1998.69,1191.34 1998.8,1191.34 \n",
       "  1998.91,1191.34 1999.02,1191.34 1999.13,1191.34 1999.24,1191.34 1999.35,1191.34 1999.45,1191.34 1999.56,1191.34 1999.67,1191.34 1999.78,1191.34 1999.89,1191.34 \n",
       "  2000,1191.34 2000.1,1191.34 2000.21,1191.34 2000.32,1191.34 2000.43,1191.34 2000.54,1191.34 2000.64,1191.34 2000.75,1191.34 2000.86,1191.34 2000.97,1191.34 \n",
       "  2001.08,1191.34 2001.18,1191.34 2001.29,1191.34 2001.4,1191.34 2001.51,1191.34 2001.61,1191.34 2001.72,1191.34 2001.83,1191.34 2001.94,1191.34 2002.04,1191.34 \n",
       "  2002.15,1191.34 2002.26,1191.34 2002.37,1191.34 2002.47,1191.34 2002.58,1191.34 2002.69,1191.34 2002.79,1191.34 2002.9,1191.34 2003.01,1191.34 2003.11,1191.34 \n",
       "  2003.22,1191.34 2003.33,1191.34 2003.43,1191.34 2003.54,1191.34 2003.65,1191.34 2003.75,1191.34 2003.86,1191.34 2003.97,1191.34 2004.07,1191.34 2004.18,1191.34 \n",
       "  2004.29,1191.34 2004.39,1191.34 2004.5,1191.34 2004.61,1191.34 2004.71,1191.34 2004.82,1191.34 2004.92,1191.34 2005.03,1191.34 2005.14,1191.34 2005.24,1191.34 \n",
       "  2005.35,1191.34 2005.45,1191.34 2005.56,1191.34 2005.66,1191.34 2005.77,1191.34 2005.88,1191.34 2005.98,1191.34 2006.09,1191.34 2006.19,1191.34 2006.3,1191.34 \n",
       "  2006.4,1191.34 2006.51,1191.34 2006.61,1191.34 2006.72,1191.34 2006.82,1191.34 2006.93,1191.34 2007.03,1191.34 2007.14,1191.34 2007.24,1191.34 2007.35,1191.34 \n",
       "  2007.45,1191.34 2007.56,1191.34 2007.66,1191.34 2007.77,1191.34 2007.87,1191.34 2007.98,1191.34 2008.08,1191.34 2008.19,1191.34 2008.29,1191.34 2008.4,1191.34 \n",
       "  2008.5,1191.34 2008.61,1191.34 2008.71,1191.34 2008.81,1191.34 2008.92,1191.34 2009.02,1191.34 2009.13,1191.34 2009.23,1191.34 2009.34,1191.34 2009.44,1191.34 \n",
       "  2009.54,1191.34 2009.65,1191.34 2009.75,1191.34 2009.86,1191.34 2009.96,1191.34 2010.06,1191.34 2010.17,1191.34 2010.27,1191.34 2010.37,1191.34 2010.48,1191.34 \n",
       "  2010.58,1191.34 2010.68,1191.34 2010.79,1191.34 2010.89,1191.34 2010.99,1191.34 2011.1,1191.34 2011.2,1191.34 2011.3,1191.34 2011.41,1191.34 2011.51,1191.34 \n",
       "  2011.61,1191.34 2011.72,1191.34 2011.82,1191.34 2011.92,1191.34 2012.03,1191.34 2012.13,1191.34 2012.23,1191.34 2012.33,1191.34 2012.44,1191.34 2012.54,1191.34 \n",
       "  2012.64,1191.34 2012.75,1191.34 2012.85,1191.34 2012.95,1191.34 2013.05,1191.34 2013.16,1191.34 2013.26,1191.34 2013.36,1191.34 2013.46,1191.34 2013.56,1191.34 \n",
       "  2013.67,1191.34 2013.77,1191.34 2013.87,1191.34 2013.97,1191.34 2014.08,1191.34 2014.18,1191.34 2014.28,1191.34 2014.38,1191.34 2014.48,1191.34 2014.58,1191.34 \n",
       "  2014.69,1191.34 2014.79,1191.34 2014.89,1191.34 2014.99,1191.34 2015.09,1191.34 2015.19,1191.34 2015.3,1191.34 2015.4,1191.34 2015.5,1191.34 2015.6,1191.34 \n",
       "  2015.7,1191.34 2015.8,1191.34 2015.9,1191.34 2016.01,1191.34 2016.11,1191.34 2016.21,1191.34 2016.31,1191.34 2016.41,1191.34 2016.51,1191.34 2016.61,1191.34 \n",
       "  2016.71,1191.34 2016.81,1191.34 2016.91,1191.34 2017.02,1191.34 2017.12,1191.34 2017.22,1191.34 2017.32,1191.34 2017.42,1191.34 2017.52,1191.34 2017.62,1191.34 \n",
       "  2017.72,1191.34 2017.82,1191.34 2017.92,1191.34 2018.02,1191.34 2018.12,1191.34 2018.22,1191.34 2018.32,1191.34 2018.42,1191.34 2018.52,1191.34 2018.62,1191.34 \n",
       "  2018.72,1191.34 2018.82,1191.34 2018.92,1191.34 2019.02,1191.34 2019.12,1191.34 2019.22,1191.34 2019.32,1191.34 2019.42,1191.34 2019.52,1191.34 2019.62,1191.34 \n",
       "  2019.72,1191.34 2019.82,1191.34 2019.92,1191.34 2020.02,1191.34 2020.12,1191.34 2020.22,1191.34 2020.32,1191.34 2020.42,1191.34 2020.52,1191.34 2020.61,1191.34 \n",
       "  2020.71,1191.34 2020.81,1191.34 2020.91,1191.34 2021.01,1191.34 2021.11,1191.34 2021.21,1191.34 2021.31,1191.34 2021.41,1191.34 2021.51,1191.34 2021.61,1191.34 \n",
       "  2021.7,1191.34 2021.8,1191.34 2021.9,1191.34 2022,1191.34 2022.1,1191.34 2022.2,1191.34 2022.3,1191.34 2022.39,1191.34 2022.49,1191.34 2022.59,1191.34 \n",
       "  2022.69,1191.34 2022.79,1191.34 2022.89,1191.34 2022.98,1191.34 2023.08,1191.34 2023.18,1191.34 2023.28,1191.34 2023.38,1191.34 2023.48,1191.34 2023.57,1191.34 \n",
       "  2023.67,1191.34 2023.77,1191.34 2023.87,1191.34 2023.97,1191.34 2024.06,1191.34 2024.16,1191.34 2024.26,1191.34 2024.36,1226.61 2024.45,1226.61 2024.55,1226.61 \n",
       "  2024.65,1226.61 2024.75,1226.61 2024.84,1226.61 2024.94,1226.61 2025.04,1226.61 2025.14,1226.61 2025.23,1226.61 2025.33,1226.61 2025.43,1226.61 2025.53,1226.61 \n",
       "  2025.62,1226.61 2025.72,1226.61 2025.82,1226.61 2025.91,1226.61 2026.01,1226.61 2026.11,1226.61 2026.21,1226.61 2026.3,1226.61 2026.4,1226.61 2026.5,1226.61 \n",
       "  2026.59,1226.61 2026.69,1226.61 2026.79,1226.61 2026.88,1226.61 2026.98,1226.61 2027.08,1226.61 2027.17,1226.61 2027.27,1226.61 2027.37,1226.61 2027.46,1226.61 \n",
       "  2027.56,1226.61 2027.65,1226.61 2027.75,1226.61 2027.85,1226.61 2027.94,1226.61 2028.04,1226.61 2028.14,1226.61 2028.23,1226.61 2028.33,1226.61 2028.42,1226.61 \n",
       "  2028.52,1226.61 2028.62,1226.61 2028.71,1226.61 2028.81,1226.61 2028.9,1226.61 2029,1226.61 2029.1,1226.61 2029.19,1226.61 2029.29,1226.61 2029.38,1226.61 \n",
       "  2029.48,1226.61 2029.57,1226.61 2029.67,1226.61 2029.76,1226.61 2029.86,1226.61 2029.96,1226.61 2030.05,1226.61 2030.15,1226.61 2030.24,1226.61 2030.34,1226.61 \n",
       "  2030.43,1226.61 2030.53,1226.61 2030.62,1226.61 2030.72,1226.61 2030.81,1226.61 2030.91,1226.61 2031,1226.61 2031.1,1226.61 2031.19,1226.61 2031.29,1226.61 \n",
       "  2031.38,1226.61 2031.48,1226.61 2031.57,1226.61 2031.67,1226.61 2031.76,1226.61 2031.86,1226.61 2031.95,1226.61 2032.05,1226.61 2032.14,1226.61 2032.23,1226.61 \n",
       "  2032.33,1226.61 2032.42,1226.61 2032.52,1226.61 2032.61,1226.61 2032.71,1226.61 2032.8,1226.61 2032.89,1226.61 2032.99,1226.61 2033.08,1226.61 2033.18,1226.61 \n",
       "  2033.27,1226.61 2033.37,1226.61 2033.46,1226.61 2033.55,1226.61 2033.65,1226.61 2033.74,1226.61 2033.84,1226.61 2033.93,1226.61 2034.02,1226.61 2034.12,1226.61 \n",
       "  2034.21,1226.61 2034.3,1226.61 2034.4,1226.61 2034.49,1226.61 2034.58,1226.61 2034.68,1226.61 2034.77,1226.61 2034.87,1226.61 2034.96,1226.61 2035.05,1226.61 \n",
       "  2035.15,1226.61 2035.24,1226.61 2035.33,1226.61 2035.43,1226.61 2035.52,1226.61 2035.61,1226.61 2035.7,1226.61 2035.8,1226.61 2035.89,1226.61 2035.98,1226.61 \n",
       "  2036.08,1226.61 2036.17,1226.61 2036.26,1226.61 2036.36,1226.61 2036.45,1226.61 2036.54,1226.61 2036.63,1226.61 2036.73,1226.61 2036.82,1226.61 2036.91,1226.61 \n",
       "  2037.01,1226.61 2037.1,1226.61 2037.19,1226.61 2037.28,1226.61 2037.38,1226.61 2037.47,1226.61 2037.56,1226.61 2037.65,1226.61 2037.74,1226.61 2037.84,1226.61 \n",
       "  2037.93,1226.61 2038.02,1226.61 2038.11,1226.61 2038.21,1226.61 2038.3,1226.61 2038.39,1226.61 2038.48,1226.61 2038.57,1226.61 2038.67,1226.61 2038.76,1226.61 \n",
       "  2038.85,1226.61 2038.94,1226.61 2039.03,1226.61 2039.13,1226.61 2039.22,1226.61 2039.31,1226.61 2039.4,1226.61 2039.49,1226.61 2039.58,1226.61 2039.68,1226.61 \n",
       "  2039.77,1226.61 2039.86,1226.61 2039.95,1226.61 2040.04,1226.61 2040.13,1226.61 2040.22,1226.61 2040.32,1226.61 2040.41,1226.61 2040.5,1226.61 2040.59,1226.61 \n",
       "  2040.68,1226.61 2040.77,1226.61 2040.86,1226.61 2040.95,1226.61 2041.05,1226.61 2041.14,1226.61 2041.23,1226.61 2041.32,1226.61 2041.41,1226.61 2041.5,1226.61 \n",
       "  2041.59,1226.61 2041.68,1226.61 2041.77,1226.61 2041.86,1226.61 2041.95,1226.61 2042.04,1226.61 2042.14,1226.61 2042.23,1226.61 2042.32,1226.61 2042.41,1226.61 \n",
       "  2042.5,1226.61 2042.59,1226.61 2042.68,1226.61 2042.77,1226.61 2042.86,1226.61 2042.95,1226.61 2043.04,1226.61 2043.13,1226.61 2043.22,1226.61 2043.31,1226.61 \n",
       "  2043.4,1226.61 2043.49,1226.61 2043.58,1226.61 2043.67,1226.61 2043.76,1226.61 2043.85,1226.61 2043.94,1226.61 2044.03,1226.61 2044.12,1226.61 2044.21,1226.61 \n",
       "  2044.3,1226.61 2044.39,1226.61 2044.48,1226.61 2044.57,1226.61 2044.66,1226.61 2044.75,1226.61 2044.84,1226.61 2044.93,1226.61 2045.02,1226.61 2045.11,1226.61 \n",
       "  2045.2,1226.61 2045.29,1226.61 2045.38,1226.61 2045.47,1226.61 2045.55,1226.61 2045.64,1226.61 2045.73,1226.61 2045.82,1226.61 2045.91,1226.61 2046,1226.61 \n",
       "  2046.09,1226.61 2046.18,1226.61 2046.27,1226.61 2046.36,1226.61 2046.45,1226.61 2046.54,1226.61 2046.62,1226.61 2046.71,1226.61 2046.8,1226.61 2046.89,1226.61 \n",
       "  2046.98,1226.61 2047.07,1226.61 2047.16,1226.61 2047.25,1226.61 2047.33,1226.61 2047.42,1226.61 2047.51,1226.61 2047.6,1226.61 2047.69,1226.61 2047.78,1226.61 \n",
       "  2047.87,1226.61 2047.95,1226.61 2048.04,1226.61 2048.13,1226.61 2048.22,1226.61 2048.31,1226.61 2048.4,1226.61 2048.48,1226.61 2048.57,1226.61 2048.66,1226.61 \n",
       "  2048.75,1226.61 2048.84,1226.61 2048.93,1226.61 2049.01,1226.61 2049.1,1226.61 2049.19,1226.61 2049.28,1226.61 2049.37,1226.61 2049.45,1226.61 2049.54,1226.61 \n",
       "  2049.63,1226.61 2049.72,1226.61 2049.8,1226.61 2049.89,1226.61 2049.98,1226.61 2050.07,1226.61 2050.15,1226.61 2050.24,1226.61 2050.33,1226.61 2050.42,1226.61 \n",
       "  2050.51,1226.61 2050.59,1226.61 2050.68,1226.61 2050.77,1226.61 2050.85,1226.61 2050.94,1226.61 2051.03,1226.61 2051.12,1226.61 2051.2,1226.61 2051.29,1226.61 \n",
       "  2051.38,1226.61 2051.47,1226.61 2051.55,1226.61 2051.64,1226.61 2051.73,1226.61 2051.81,1226.61 2051.9,1226.61 2051.99,1226.61 2052.07,1226.61 2052.16,1226.61 \n",
       "  2052.25,1226.61 2052.34,1226.61 2052.42,1226.61 2052.51,1226.61 2052.6,1226.61 2052.68,1226.61 2052.77,1226.61 2052.86,1226.61 2052.94,1226.61 2053.03,1226.61 \n",
       "  2053.12,1226.61 2053.2,1226.61 2053.29,1226.61 2053.37,1226.61 2053.46,1226.61 2053.55,1226.61 2053.63,1226.61 2053.72,1226.61 2053.81,1226.61 2053.89,1226.61 \n",
       "  2053.98,1226.61 2054.07,1226.61 2054.15,1226.61 2054.24,1226.61 2054.32,1226.61 2054.41,1226.61 2054.5,1226.61 2054.58,1226.61 2054.67,1226.61 2054.75,1226.61 \n",
       "  2054.84,1226.61 2054.93,1226.61 2055.01,1226.61 2055.1,1226.61 2055.18,1226.61 2055.27,1226.61 2055.35,1226.61 2055.44,1226.61 2055.53,1226.61 2055.61,1226.61 \n",
       "  2055.7,1226.61 2055.78,1226.61 2055.87,1226.61 2055.95,1226.61 2056.04,1226.61 2056.12,1226.61 2056.21,1226.61 2056.3,1226.61 2056.38,1226.61 2056.47,1226.61 \n",
       "  2056.55,1226.61 2056.64,1226.61 2056.72,1226.61 2056.81,1226.61 2056.89,1226.61 2056.98,1226.61 2057.06,1226.61 2057.15,1226.61 2057.23,1226.61 2057.32,1226.61 \n",
       "  2057.4,1226.61 2057.49,1226.61 2057.57,1226.61 2057.66,1226.61 2057.74,1226.61 2057.83,1226.61 2057.91,1226.61 2058,1226.61 2058.08,1226.61 2058.17,1226.61 \n",
       "  2058.25,1226.61 2058.34,1226.61 2058.42,1226.61 2058.51,1226.61 2058.59,1226.61 2058.67,1226.61 2058.76,1226.61 2058.84,1226.61 2058.93,1226.61 2059.01,1226.61 \n",
       "  2059.1,1226.61 2059.18,1226.61 2059.27,1226.61 2059.35,1226.61 2059.43,1226.61 2059.52,1226.61 2059.6,1226.61 2059.69,1226.61 2059.77,1226.61 2059.85,1226.61 \n",
       "  2059.94,1226.61 2060.02,1226.61 2060.11,1226.61 2060.19,1226.61 2060.27,1226.61 2060.36,1226.61 2060.44,1226.61 2060.53,1226.61 2060.61,1226.61 2060.69,1226.61 \n",
       "  2060.78,1226.61 2060.86,1226.61 2060.95,1226.61 2061.03,1226.61 2061.11,1226.61 2061.2,1226.61 2061.28,1226.61 2061.36,1226.61 2061.45,1226.61 2061.53,1226.61 \n",
       "  2061.61,1226.61 2061.7,1226.61 2061.78,1226.61 2061.86,1226.61 2061.95,1226.61 2062.03,1226.61 2062.11,1226.61 2062.2,1226.61 2062.28,1226.61 2062.36,1226.61 \n",
       "  2062.45,1226.61 2062.53,1226.61 2062.61,1226.61 2062.7,1226.61 2062.78,1226.61 2062.86,1226.61 2062.95,1226.61 2063.03,1226.61 2063.11,1226.61 2063.2,1226.61 \n",
       "  2063.28,1226.61 2063.36,1226.61 2063.44,1226.61 2063.53,1226.61 2063.61,1226.61 2063.69,1226.61 2063.77,1226.61 2063.86,1226.61 2063.94,1226.61 2064.02,1226.61 \n",
       "  2064.11,1226.61 2064.19,1272.08 2064.27,1272.08 2064.35,1272.08 2064.44,1272.08 2064.52,1272.08 2064.6,1272.08 2064.68,1272.08 2064.77,1272.08 2064.85,1272.08 \n",
       "  2064.93,1272.08 2065.01,1272.08 2065.09,1272.08 2065.18,1272.08 2065.26,1272.08 2065.34,1272.08 2065.42,1272.08 2065.51,1272.08 2065.59,1272.08 2065.67,1272.08 \n",
       "  2065.75,1272.08 2065.83,1272.08 2065.92,1272.08 2066,1272.08 2066.08,1272.08 2066.16,1272.08 2066.24,1272.08 2066.33,1272.08 2066.41,1272.08 2066.49,1272.08 \n",
       "  2066.57,1272.08 2066.65,1272.08 2066.73,1272.08 2066.82,1272.08 2066.9,1272.08 2066.98,1272.08 2067.06,1272.08 2067.14,1272.08 2067.22,1272.08 2067.31,1272.08 \n",
       "  2067.39,1272.08 2067.47,1272.08 2067.55,1272.08 2067.63,1272.08 2067.71,1272.08 2067.79,1272.08 2067.88,1272.08 2067.96,1272.08 2068.04,1272.08 2068.12,1272.08 \n",
       "  2068.2,1272.08 2068.28,1272.08 2068.36,1272.08 2068.44,1272.08 2068.53,1272.08 2068.61,1272.08 2068.69,1272.08 2068.77,1272.08 2068.85,1272.08 2068.93,1272.08 \n",
       "  2069.01,1272.08 2069.09,1272.08 2069.17,1272.08 2069.25,1272.08 2069.33,1272.08 2069.42,1272.08 2069.5,1272.08 2069.58,1272.08 2069.66,1272.08 2069.74,1272.08 \n",
       "  2069.82,1272.08 2069.9,1272.08 2069.98,1272.08 2070.06,1272.08 2070.14,1272.08 2070.22,1272.08 2070.3,1272.08 2070.38,1272.08 2070.46,1272.08 2070.54,1272.08 \n",
       "  2070.62,1272.08 2070.7,1272.08 2070.78,1272.08 2070.87,1272.08 2070.95,1272.08 2071.03,1272.08 2071.11,1272.08 2071.19,1272.08 2071.27,1272.08 2071.35,1272.08 \n",
       "  2071.43,1272.08 2071.51,1272.08 2071.59,1272.08 2071.67,1272.08 2071.75,1272.08 2071.83,1272.08 2071.91,1272.08 2071.99,1272.08 2072.07,1272.08 2072.15,1272.08 \n",
       "  2072.23,1272.08 2072.31,1272.08 2072.39,1272.08 2072.47,1272.08 2072.55,1272.08 2072.63,1272.08 2072.7,1272.08 2072.78,1272.08 2072.86,1272.08 2072.94,1272.08 \n",
       "  2073.02,1272.08 2073.1,1272.08 2073.18,1272.08 2073.26,1272.08 2073.34,1272.08 2073.42,1272.08 2073.5,1272.08 2073.58,1272.08 2073.66,1272.08 2073.74,1272.08 \n",
       "  2073.82,1272.08 2073.9,1272.08 2073.98,1272.08 2074.06,1272.08 2074.13,1272.08 2074.21,1272.08 2074.29,1272.08 2074.37,1272.08 2074.45,1272.08 2074.53,1272.08 \n",
       "  2074.61,1272.08 2074.69,1272.08 2074.77,1272.08 2074.85,1272.08 2074.93,1272.08 2075,1272.08 2075.08,1272.08 2075.16,1272.08 2075.24,1272.08 2075.32,1272.08 \n",
       "  2075.4,1272.08 2075.48,1272.08 2075.56,1272.08 2075.63,1272.08 2075.71,1272.08 2075.79,1272.08 2075.87,1272.08 2075.95,1272.08 2076.03,1272.08 2076.11,1272.08 \n",
       "  2076.18,1272.08 2076.26,1272.08 2076.34,1272.08 2076.42,1272.08 2076.5,1272.08 2076.58,1272.08 2076.66,1272.08 2076.73,1272.08 2076.81,1272.08 2076.89,1272.08 \n",
       "  2076.97,1272.08 2077.05,1272.08 2077.12,1272.08 2077.2,1272.08 2077.28,1272.08 2077.36,1272.08 2077.44,1272.08 2077.52,1272.08 2077.59,1272.08 2077.67,1272.08 \n",
       "  2077.75,1272.08 2077.83,1272.08 2077.91,1272.08 2077.98,1272.08 2078.06,1272.08 2078.14,1272.08 2078.22,1272.08 2078.29,1272.08 2078.37,1272.08 2078.45,1272.08 \n",
       "  2078.53,1272.08 2078.61,1272.08 2078.68,1272.08 2078.76,1272.08 2078.84,1272.08 2078.92,1272.08 2078.99,1272.08 2079.07,1272.08 2079.15,1272.08 2079.23,1272.08 \n",
       "  2079.3,1272.08 2079.38,1272.08 2079.46,1272.08 2079.54,1272.08 2079.61,1272.08 2079.69,1272.08 2079.77,1272.08 2079.85,1272.08 2079.92,1272.08 2080,1272.08 \n",
       "  2080.08,1272.08 2080.16,1272.08 2080.23,1272.08 2080.31,1272.08 2080.39,1272.08 2080.46,1272.08 2080.54,1272.08 2080.62,1272.08 2080.7,1272.08 2080.77,1272.08 \n",
       "  2080.85,1272.08 2080.93,1272.08 2081,1272.08 2081.08,1272.08 2081.16,1272.08 2081.23,1272.08 2081.31,1272.08 2081.39,1272.08 2081.46,1272.08 2081.54,1272.08 \n",
       "  2081.62,1272.08 2081.69,1272.08 2081.77,1272.08 2081.85,1272.08 2081.92,1272.08 2082,1272.08 2082.08,1272.08 2082.15,1272.08 2082.23,1272.08 2082.31,1272.08 \n",
       "  2082.38,1272.08 2082.46,1272.08 2082.54,1272.08 2082.61,1272.08 2082.69,1272.08 2082.77,1272.08 2082.84,1272.08 2082.92,1272.08 2082.99,1272.08 2083.07,1272.08 \n",
       "  2083.15,1272.08 2083.22,1272.08 2083.3,1272.08 2083.38,1272.08 2083.45,1272.08 2083.53,1272.08 2083.6,1272.08 2083.68,1272.08 2083.76,1272.08 2083.83,1272.08 \n",
       "  2083.91,1272.08 2083.98,1272.08 2084.06,1272.08 2084.14,1272.08 2084.21,1272.08 2084.29,1272.08 2084.36,1272.08 2084.44,1272.08 2084.52,1272.08 2084.59,1272.08 \n",
       "  2084.67,1272.08 2084.74,1272.08 2084.82,1272.08 2084.89,1272.08 2084.97,1272.08 2085.05,1272.08 2085.12,1272.08 2085.2,1272.08 2085.27,1272.08 2085.35,1272.08 \n",
       "  2085.42,1272.08 2085.5,1272.08 2085.57,1272.08 2085.65,1272.08 2085.73,1272.08 2085.8,1272.08 2085.88,1272.08 2085.95,1272.08 2086.03,1272.08 2086.1,1272.08 \n",
       "  2086.18,1272.08 2086.25,1272.08 2086.33,1272.08 2086.4,1272.08 2086.48,1272.08 2086.55,1272.08 2086.63,1272.08 2086.7,1272.08 2086.78,1272.08 2086.85,1272.08 \n",
       "  2086.93,1272.08 2087,1272.08 2087.08,1272.08 2087.15,1272.08 2087.23,1272.08 2087.3,1272.08 2087.38,1272.08 2087.45,1272.08 2087.53,1272.08 2087.6,1272.08 \n",
       "  2087.68,1272.08 2087.75,1272.08 2087.83,1272.08 2087.9,1272.08 2087.98,1272.08 2088.05,1272.08 2088.13,1272.08 2088.2,1272.08 2088.28,1272.08 2088.35,1272.08 \n",
       "  2088.42,1272.08 2088.5,1272.08 2088.57,1272.08 2088.65,1272.08 2088.72,1272.08 2088.8,1272.08 2088.87,1272.08 2088.95,1272.08 2089.02,1272.08 2089.09,1272.08 \n",
       "  2089.17,1272.08 2089.24,1272.08 2089.32,1272.08 2089.39,1272.08 2089.47,1272.08 2089.54,1272.08 2089.61,1272.08 2089.69,1272.08 2089.76,1272.08 2089.84,1272.08 \n",
       "  2089.91,1272.08 2089.99,1272.08 2090.06,1272.08 2090.13,1272.08 2090.21,1272.08 2090.28,1272.08 2090.36,1272.08 2090.43,1272.08 2090.5,1272.08 2090.58,1272.08 \n",
       "  2090.65,1272.08 2090.73,1272.08 2090.8,1272.08 2090.87,1272.08 2090.95,1272.08 2091.02,1272.08 2091.09,1272.08 2091.17,1272.08 2091.24,1272.08 2091.32,1272.08 \n",
       "  2091.39,1272.08 2091.46,1272.08 2091.54,1272.08 2091.61,1272.08 2091.68,1272.08 2091.76,1272.08 2091.83,1272.08 2091.9,1272.08 2091.98,1272.08 2092.05,1272.08 \n",
       "  2092.12,1272.08 2092.2,1272.08 2092.27,1272.08 2092.34,1272.08 2092.42,1272.08 2092.49,1272.08 2092.56,1272.08 2092.64,1272.08 2092.71,1272.08 2092.78,1272.08 \n",
       "  2092.86,1272.08 2092.93,1272.08 2093,1272.08 2093.08,1272.08 2093.15,1272.08 2093.22,1272.08 2093.3,1272.08 2093.37,1272.08 2093.44,1272.08 2093.51,1272.08 \n",
       "  2093.59,1272.08 2093.66,1272.08 2093.73,1272.08 2093.81,1272.08 2093.88,1272.08 2093.95,1272.08 2094.02,1272.08 2094.1,1272.08 2094.17,1272.08 2094.24,1272.08 \n",
       "  2094.32,1272.08 2094.39,1272.08 2094.46,1272.08 2094.53,1272.08 2094.61,1272.08 2094.68,1272.08 2094.75,1272.08 2094.82,1272.08 2094.9,1272.08 2094.97,1272.08 \n",
       "  2095.04,1272.08 2095.11,1272.08 2095.19,1272.08 2095.26,1272.08 2095.33,1272.08 2095.4,1272.08 2095.48,1272.08 2095.55,1272.08 2095.62,1272.08 2095.69,1272.08 \n",
       "  2095.77,1272.08 2095.84,1272.08 2095.91,1272.08 2095.98,1272.08 2096.06,1272.08 2096.13,1272.08 2096.2,1272.08 2096.27,1272.08 2096.34,1272.08 2096.42,1272.08 \n",
       "  2096.49,1272.08 2096.56,1272.08 2096.63,1272.08 2096.7,1272.08 2096.78,1272.08 2096.85,1272.08 2096.92,1272.08 2096.99,1272.08 2097.06,1272.08 2097.14,1272.08 \n",
       "  2097.21,1272.08 2097.28,1272.08 2097.35,1272.08 2097.42,1272.08 2097.49,1272.08 2097.57,1272.08 2097.64,1272.08 2097.71,1272.08 2097.78,1272.08 2097.85,1272.08 \n",
       "  2097.92,1272.08 2098,1272.08 2098.07,1272.08 2098.14,1272.08 2098.21,1272.08 2098.28,1272.08 2098.35,1272.08 2098.43,1272.08 2098.5,1272.08 2098.57,1272.08 \n",
       "  2098.64,1272.08 2098.71,1272.08 2098.78,1272.08 2098.85,1272.08 2098.93,1272.08 2099,1272.08 2099.07,1272.08 2099.14,1272.08 2099.21,1272.08 2099.28,1272.08 \n",
       "  2099.35,1272.08 2099.42,1272.08 2099.5,1272.08 2099.57,1272.08 2099.64,1272.08 2099.71,1272.08 2099.78,1272.08 2099.85,1272.08 2099.92,1272.08 2099.99,1272.08 \n",
       "  2100.06,1272.08 2100.14,1272.08 2100.21,1272.08 2100.28,1272.08 2100.35,1272.08 2100.42,1272.08 2100.49,1272.08 2100.56,1272.08 2100.63,1272.08 2100.7,1272.08 \n",
       "  2100.77,1272.08 2100.84,1272.08 2100.91,1272.08 2100.99,1272.08 2101.06,1272.08 2101.13,1272.08 2101.2,1272.08 2101.27,1272.08 2101.34,1272.08 2101.41,1272.08 \n",
       "  2101.48,1272.08 2101.55,1272.08 2101.62,1272.08 2101.69,1272.08 2101.76,1272.08 2101.83,1272.08 2101.9,1272.08 2101.97,1272.08 2102.04,1272.08 2102.11,1272.08 \n",
       "  2102.18,1272.08 2102.25,1272.08 2102.33,1272.08 2102.4,1272.08 2102.47,1272.08 2102.54,1272.08 2102.61,1272.08 2102.68,1272.08 2102.75,1272.08 2102.82,1272.08 \n",
       "  2102.89,1272.08 2102.96,1272.08 2103.03,1272.08 2103.1,1272.08 2103.17,1272.08 2103.24,1272.08 2103.31,1272.08 2103.38,1272.08 2103.45,1272.08 2103.52,1272.08 \n",
       "  2103.59,1272.08 2103.66,1272.08 2103.73,1272.08 2103.8,1272.08 2103.87,1272.08 2103.94,1272.08 2104.01,1272.08 2104.08,1272.08 2104.15,1272.08 2104.22,1272.08 \n",
       "  2104.29,1272.08 2104.36,1272.08 2104.43,1272.08 2104.5,1272.08 2104.56,1272.08 2104.63,1272.08 2104.7,1272.08 2104.77,1272.08 2104.84,1272.08 2104.91,1272.08 \n",
       "  2104.98,1272.08 2105.05,1272.08 2105.12,1272.08 2105.19,1272.08 2105.26,1272.08 2105.33,1272.08 2105.4,1272.08 2105.47,1272.08 2105.54,1272.08 2105.61,1272.08 \n",
       "  2105.68,1272.08 2105.75,1272.08 2105.82,1272.08 2105.88,1272.08 2105.95,1272.08 2106.02,1272.08 2106.09,1272.08 2106.16,1272.08 2106.23,1272.08 2106.3,1272.08 \n",
       "  2106.37,1272.08 2106.44,1272.08 2106.51,1272.08 2106.58,1272.08 2106.65,1272.08 2106.71,1272.08 2106.78,1272.08 2106.85,1272.08 2106.92,1272.08 2106.99,1272.08 \n",
       "  2107.06,1272.08 2107.13,1272.08 2107.2,1272.08 2107.27,1272.08 2107.33,1272.08 2107.4,1272.08 2107.47,1272.08 2107.54,1272.08 2107.61,1272.08 2107.68,1272.08 \n",
       "  2107.75,1272.08 2107.82,1272.08 2107.88,1272.08 2107.95,1272.08 2108.02,1272.08 2108.09,1272.08 2108.16,1272.08 2108.23,1272.08 2108.3,1272.08 2108.37,1272.08 \n",
       "  2108.43,1272.08 2108.5,1272.08 2108.57,1272.08 2108.64,1272.08 2108.71,1272.08 2108.78,1272.08 2108.84,1272.08 2108.91,1336.16 2108.98,1336.16 2109.05,1336.16 \n",
       "  2109.12,1336.16 2109.19,1336.16 2109.25,1336.16 2109.32,1336.16 2109.39,1336.16 2109.46,1336.16 2109.53,1336.16 2109.6,1336.16 2109.66,1336.16 2109.73,1336.16 \n",
       "  2109.8,1336.16 2109.87,1336.16 2109.94,1336.16 2110,1336.16 2110.07,1336.16 2110.14,1336.16 2110.21,1336.16 2110.28,1336.16 2110.34,1336.16 2110.41,1336.16 \n",
       "  2110.48,1336.16 2110.55,1336.16 2110.62,1336.16 2110.68,1336.16 2110.75,1336.16 2110.82,1336.16 2110.89,1336.16 2110.96,1336.16 2111.02,1336.16 2111.09,1336.16 \n",
       "  2111.16,1336.16 2111.23,1336.16 2111.29,1336.16 2111.36,1336.16 2111.43,1336.16 2111.5,1336.16 2111.57,1336.16 2111.63,1336.16 2111.7,1336.16 2111.77,1336.16 \n",
       "  2111.84,1336.16 2111.9,1336.16 2111.97,1336.16 2112.04,1336.16 2112.11,1336.16 2112.17,1336.16 2112.24,1336.16 2112.31,1336.16 2112.38,1336.16 2112.44,1336.16 \n",
       "  2112.51,1336.16 2112.58,1336.16 2112.64,1336.16 2112.71,1336.16 2112.78,1336.16 2112.85,1336.16 2112.91,1336.16 2112.98,1336.16 2113.05,1336.16 2113.12,1336.16 \n",
       "  2113.18,1336.16 2113.25,1336.16 2113.32,1336.16 2113.38,1336.16 2113.45,1336.16 2113.52,1336.16 2113.59,1336.16 2113.65,1336.16 2113.72,1336.16 2113.79,1336.16 \n",
       "  2113.85,1336.16 2113.92,1336.16 2113.99,1336.16 2114.05,1336.16 2114.12,1336.16 2114.19,1336.16 2114.26,1336.16 2114.32,1336.16 2114.39,1336.16 2114.46,1336.16 \n",
       "  2114.52,1336.16 2114.59,1336.16 2114.66,1336.16 2114.72,1336.16 2114.79,1336.16 2114.86,1336.16 2114.92,1336.16 2114.99,1336.16 2115.06,1336.16 2115.12,1336.16 \n",
       "  2115.19,1336.16 2115.26,1336.16 2115.32,1336.16 2115.39,1336.16 2115.46,1336.16 2115.52,1336.16 2115.59,1336.16 2115.66,1336.16 2115.72,1336.16 2115.79,1336.16 \n",
       "  2115.85,1336.16 2115.92,1336.16 2115.99,1336.16 2116.05,1336.16 2116.12,1336.16 2116.19,1336.16 2116.25,1336.16 2116.32,1336.16 2116.39,1336.16 2116.45,1336.16 \n",
       "  2116.52,1336.16 2116.58,1336.16 2116.65,1336.16 2116.72,1336.16 2116.78,1336.16 2116.85,1336.16 2116.91,1336.16 2116.98,1336.16 2117.05,1336.16 2117.11,1336.16 \n",
       "  2117.18,1336.16 2117.25,1336.16 2117.31,1336.16 2117.38,1336.16 2117.44,1336.16 2117.51,1336.16 2117.58,1336.16 2117.64,1336.16 2117.71,1336.16 2117.77,1336.16 \n",
       "  2117.84,1336.16 2117.9,1336.16 2117.97,1336.16 2118.04,1336.16 2118.1,1336.16 2118.17,1336.16 2118.23,1336.16 2118.3,1336.16 2118.37,1336.16 2118.43,1336.16 \n",
       "  2118.5,1336.16 2118.56,1336.16 2118.63,1336.16 2118.69,1336.16 2118.76,1336.16 2118.82,1336.16 2118.89,1336.16 2118.96,1336.16 2119.02,1336.16 2119.09,1336.16 \n",
       "  2119.15,1336.16 2119.22,1336.16 2119.28,1336.16 2119.35,1336.16 2119.41,1336.16 2119.48,1336.16 2119.55,1336.16 2119.61,1336.16 2119.68,1336.16 2119.74,1336.16 \n",
       "  2119.81,1336.16 2119.87,1336.16 2119.94,1336.16 2120,1336.16 2120.07,1336.16 2120.13,1336.16 2120.2,1336.16 2120.26,1336.16 2120.33,1336.16 2120.39,1336.16 \n",
       "  2120.46,1336.16 2120.52,1336.16 2120.59,1336.16 2120.65,1336.16 2120.72,1336.16 2120.78,1336.16 2120.85,1336.16 2120.91,1336.16 2120.98,1336.16 2121.04,1336.16 \n",
       "  2121.11,1336.16 2121.17,1336.16 2121.24,1336.16 2121.3,1336.16 2121.37,1336.16 2121.43,1336.16 2121.5,1336.16 2121.56,1336.16 2121.63,1336.16 2121.69,1336.16 \n",
       "  2121.76,1336.16 2121.82,1336.16 2121.89,1336.16 2121.95,1336.16 2122.02,1336.16 2122.08,1336.16 2122.15,1336.16 2122.21,1336.16 2122.28,1336.16 2122.34,1336.16 \n",
       "  2122.41,1336.16 2122.47,1336.16 2122.53,1336.16 2122.6,1336.16 2122.66,1336.16 2122.73,1336.16 2122.79,1336.16 2122.86,1336.16 2122.92,1336.16 2122.99,1336.16 \n",
       "  2123.05,1336.16 2123.11,1336.16 2123.18,1336.16 2123.24,1336.16 2123.31,1336.16 2123.37,1336.16 2123.44,1336.16 2123.5,1336.16 2123.57,1336.16 2123.63,1336.16 \n",
       "  2123.69,1336.16 2123.76,1336.16 2123.82,1336.16 2123.89,1336.16 2123.95,1336.16 2124.01,1336.16 2124.08,1336.16 2124.14,1336.16 2124.21,1336.16 2124.27,1336.16 \n",
       "  2124.34,1336.16 2124.4,1336.16 2124.46,1336.16 2124.53,1336.16 2124.59,1336.16 2124.66,1336.16 2124.72,1336.16 2124.78,1336.16 2124.85,1336.16 2124.91,1336.16 \n",
       "  2124.98,1336.16 2125.04,1336.16 2125.1,1336.16 2125.17,1336.16 2125.23,1336.16 2125.29,1336.16 2125.36,1336.16 2125.42,1336.16 2125.49,1336.16 2125.55,1336.16 \n",
       "  2125.61,1336.16 2125.68,1336.16 2125.74,1336.16 2125.8,1336.16 2125.87,1336.16 2125.93,1336.16 2126,1336.16 2126.06,1336.16 2126.12,1336.16 2126.19,1336.16 \n",
       "  2126.25,1336.16 2126.31,1336.16 2126.38,1336.16 2126.44,1336.16 2126.5,1336.16 2126.57,1336.16 2126.63,1336.16 2126.69,1336.16 2126.76,1336.16 2126.82,1336.16 \n",
       "  2126.89,1336.16 2126.95,1336.16 2127.01,1336.16 2127.08,1336.16 2127.14,1336.16 2127.2,1336.16 2127.27,1336.16 2127.33,1336.16 2127.39,1336.16 2127.46,1336.16 \n",
       "  2127.52,1336.16 2127.58,1336.16 2127.64,1336.16 2127.71,1336.16 2127.77,1336.16 2127.83,1336.16 2127.9,1336.16 2127.96,1336.16 2128.02,1336.16 2128.09,1336.16 \n",
       "  2128.15,1336.16 2128.21,1336.16 2128.28,1336.16 2128.34,1336.16 2128.4,1336.16 2128.46,1336.16 2128.53,1336.16 2128.59,1336.16 2128.65,1336.16 2128.72,1336.16 \n",
       "  2128.78,1336.16 2128.84,1336.16 2128.91,1336.16 2128.97,1336.16 2129.03,1336.16 2129.09,1336.16 2129.16,1336.16 2129.22,1336.16 2129.28,1336.16 2129.34,1336.16 \n",
       "  2129.41,1336.16 2129.47,1336.16 2129.53,1336.16 2129.6,1336.16 2129.66,1336.16 2129.72,1336.16 2129.78,1336.16 2129.85,1336.16 2129.91,1336.16 2129.97,1336.16 \n",
       "  2130.03,1336.16 2130.1,1336.16 2130.16,1336.16 2130.22,1336.16 2130.28,1336.16 2130.35,1336.16 2130.41,1336.16 2130.47,1336.16 2130.53,1336.16 2130.6,1336.16 \n",
       "  2130.66,1336.16 2130.72,1336.16 2130.78,1336.16 2130.85,1336.16 2130.91,1336.16 2130.97,1336.16 2131.03,1336.16 2131.1,1336.16 2131.16,1336.16 2131.22,1336.16 \n",
       "  2131.28,1336.16 2131.34,1336.16 2131.41,1336.16 2131.47,1336.16 2131.53,1336.16 2131.59,1336.16 2131.66,1336.16 2131.72,1336.16 2131.78,1336.16 2131.84,1336.16 \n",
       "  2131.9,1336.16 2131.97,1336.16 2132.03,1336.16 2132.09,1336.16 2132.15,1336.16 2132.21,1336.16 2132.28,1336.16 2132.34,1336.16 2132.4,1336.16 2132.46,1336.16 \n",
       "  2132.52,1336.16 2132.59,1336.16 2132.65,1336.16 2132.71,1336.16 2132.77,1336.16 2132.83,1336.16 2132.89,1336.16 2132.96,1336.16 2133.02,1336.16 2133.08,1336.16 \n",
       "  2133.14,1336.16 2133.2,1336.16 2133.27,1336.16 2133.33,1336.16 2133.39,1336.16 2133.45,1336.16 2133.51,1336.16 2133.57,1336.16 2133.64,1336.16 2133.7,1336.16 \n",
       "  2133.76,1336.16 2133.82,1336.16 2133.88,1336.16 2133.94,1336.16 2134,1336.16 2134.07,1336.16 2134.13,1336.16 2134.19,1336.16 2134.25,1336.16 2134.31,1336.16 \n",
       "  2134.37,1336.16 2134.44,1336.16 2134.5,1336.16 2134.56,1336.16 2134.62,1336.16 2134.68,1336.16 2134.74,1336.16 2134.8,1336.16 2134.86,1336.16 2134.93,1336.16 \n",
       "  2134.99,1336.16 2135.05,1336.16 2135.11,1336.16 2135.17,1336.16 2135.23,1336.16 2135.29,1336.16 2135.35,1336.16 2135.42,1336.16 2135.48,1336.16 2135.54,1336.16 \n",
       "  2135.6,1336.16 2135.66,1336.16 2135.72,1336.16 2135.78,1336.16 2135.84,1336.16 2135.9,1336.16 2135.97,1336.16 2136.03,1336.16 2136.09,1336.16 2136.15,1336.16 \n",
       "  2136.21,1336.16 2136.27,1336.16 2136.33,1336.16 2136.39,1336.16 2136.45,1336.16 2136.51,1336.16 2136.57,1336.16 2136.64,1336.16 2136.7,1336.16 2136.76,1336.16 \n",
       "  2136.82,1336.16 2136.88,1336.16 2136.94,1336.16 2137,1336.16 2137.06,1336.16 2137.12,1336.16 2137.18,1336.16 2137.24,1336.16 2137.3,1336.16 2137.36,1336.16 \n",
       "  2137.43,1336.16 2137.49,1336.16 2137.55,1336.16 2137.61,1336.16 2137.67,1336.16 2137.73,1336.16 2137.79,1336.16 2137.85,1336.16 2137.91,1336.16 2137.97,1336.16 \n",
       "  2138.03,1336.16 2138.09,1336.16 2138.15,1336.16 2138.21,1336.16 2138.27,1336.16 2138.33,1336.16 2138.39,1336.16 2138.45,1336.16 2138.51,1336.16 2138.57,1336.16 \n",
       "  2138.64,1336.16 2138.7,1336.16 2138.76,1336.16 2138.82,1336.16 2138.88,1336.16 2138.94,1336.16 2139,1336.16 2139.06,1336.16 2139.12,1336.16 2139.18,1336.16 \n",
       "  2139.24,1336.16 2139.3,1336.16 2139.36,1336.16 2139.42,1336.16 2139.48,1336.16 2139.54,1336.16 2139.6,1336.16 2139.66,1336.16 2139.72,1336.16 2139.78,1336.16 \n",
       "  2139.84,1336.16 2139.9,1336.16 2139.96,1336.16 2140.02,1336.16 2140.08,1336.16 2140.14,1336.16 2140.2,1336.16 2140.26,1336.16 2140.32,1336.16 2140.38,1336.16 \n",
       "  2140.44,1336.16 2140.5,1336.16 2140.56,1336.16 2140.62,1336.16 2140.68,1336.16 2140.74,1336.16 2140.8,1336.16 2140.86,1336.16 2140.92,1336.16 2140.98,1336.16 \n",
       "  2141.04,1336.16 2141.1,1336.16 2141.16,1336.16 2141.22,1336.16 2141.28,1336.16 2141.33,1336.16 2141.39,1336.16 2141.45,1336.16 2141.51,1336.16 2141.57,1336.16 \n",
       "  2141.63,1336.16 2141.69,1336.16 2141.75,1336.16 2141.81,1336.16 2141.87,1336.16 2141.93,1336.16 2141.99,1336.16 2142.05,1336.16 2142.11,1336.16 2142.17,1336.16 \n",
       "  2142.23,1336.16 2142.29,1336.16 2142.35,1336.16 2142.41,1336.16 2142.47,1336.16 2142.52,1336.16 2142.58,1336.16 2142.64,1336.16 2142.7,1336.16 2142.76,1336.16 \n",
       "  2142.82,1336.16 2142.88,1336.16 2142.94,1336.16 2143,1336.16 2143.06,1336.16 2143.12,1336.16 2143.18,1336.16 2143.24,1336.16 2143.3,1336.16 2143.35,1336.16 \n",
       "  2143.41,1336.16 2143.47,1336.16 2143.53,1336.16 2143.59,1336.16 2143.65,1336.16 2143.71,1336.16 2143.77,1336.16 2143.83,1336.16 2143.89,1336.16 2143.95,1336.16 \n",
       "  2144,1336.16 2144.06,1336.16 2144.12,1336.16 2144.18,1336.16 2144.24,1336.16 2144.3,1336.16 2144.36,1336.16 2144.42,1336.16 2144.48,1336.16 2144.53,1336.16 \n",
       "  2144.59,1336.16 2144.65,1336.16 2144.71,1336.16 2144.77,1336.16 2144.83,1336.16 2144.89,1336.16 2144.95,1336.16 2145,1336.16 2145.06,1336.16 2145.12,1336.16 \n",
       "  2145.18,1336.16 2145.24,1336.16 2145.3,1336.16 2145.36,1336.16 2145.42,1336.16 2145.47,1336.16 2145.53,1336.16 2145.59,1336.16 2145.65,1336.16 2145.71,1336.16 \n",
       "  2145.77,1336.16 2145.83,1336.16 2145.88,1336.16 2145.94,1336.16 2146,1336.16 2146.06,1336.16 2146.12,1336.16 2146.18,1336.16 2146.24,1336.16 2146.29,1336.16 \n",
       "  2146.35,1336.16 2146.41,1336.16 2146.47,1336.16 2146.53,1336.16 2146.59,1336.16 2146.64,1336.16 2146.7,1336.16 2146.76,1336.16 2146.82,1336.16 2146.88,1336.16 \n",
       "  2146.94,1336.16 2146.99,1336.16 2147.05,1336.16 2147.11,1336.16 2147.17,1336.16 2147.23,1336.16 2147.28,1336.16 2147.34,1336.16 2147.4,1336.16 2147.46,1336.16 \n",
       "  2147.52,1336.16 2147.58,1336.16 2147.63,1336.16 2147.69,1336.16 2147.75,1336.16 2147.81,1336.16 2147.87,1336.16 2147.92,1336.16 2147.98,1336.16 2148.04,1336.16 \n",
       "  2148.1,1336.16 2148.16,1336.16 2148.21,1336.16 2148.27,1336.16 2148.33,1336.16 2148.39,1336.16 2148.45,1336.16 2148.5,1336.16 2148.56,1336.16 2148.62,1336.16 \n",
       "  2148.68,1336.16 2148.73,1336.16 2148.79,1336.16 2148.85,1336.16 2148.91,1336.16 2148.97,1336.16 2149.02,1336.16 2149.08,1336.16 2149.14,1336.16 2149.2,1336.16 \n",
       "  2149.25,1336.16 2149.31,1336.16 2149.37,1336.16 2149.43,1336.16 2149.48,1336.16 2149.54,1336.16 2149.6,1336.16 2149.66,1336.16 2149.72,1336.16 2149.77,1336.16 \n",
       "  2149.83,1336.16 2149.89,1336.16 2149.95,1336.16 2150,1336.16 2150.06,1336.16 2150.12,1336.16 2150.18,1336.16 2150.23,1336.16 2150.29,1336.16 2150.35,1336.16 \n",
       "  2150.41,1336.16 2150.46,1336.16 2150.52,1336.16 2150.58,1336.16 2150.63,1336.16 2150.69,1336.16 2150.75,1336.16 2150.81,1336.16 2150.86,1336.16 2150.92,1336.16 \n",
       "  2150.98,1336.16 2151.04,1336.16 2151.09,1336.16 2151.15,1336.16 2151.21,1336.16 2151.26,1336.16 2151.32,1336.16 2151.38,1336.16 2151.44,1336.16 2151.49,1336.16 \n",
       "  2151.55,1336.16 2151.61,1336.16 2151.67,1336.16 2151.72,1336.16 2151.78,1336.16 2151.84,1336.16 2151.89,1336.16 2151.95,1336.16 2152.01,1336.16 2152.06,1336.16 \n",
       "  2152.12,1336.16 2152.18,1336.16 2152.24,1336.16 2152.29,1336.16 2152.35,1336.16 2152.41,1336.16 2152.46,1336.16 2152.52,1336.16 2152.58,1336.16 2152.63,1336.16 \n",
       "  2152.69,1336.16 2152.75,1336.16 2152.8,1336.16 2152.86,1336.16 2152.92,1336.16 2152.98,1336.16 2153.03,1336.16 2153.09,1336.16 2153.15,1336.16 2153.2,1336.16 \n",
       "  2153.26,1336.16 2153.32,1336.16 2153.37,1336.16 2153.43,1336.16 2153.49,1336.16 2153.54,1336.16 2153.6,1336.16 2153.66,1336.16 2153.71,1336.16 2153.77,1336.16 \n",
       "  2153.83,1336.16 2153.88,1336.16 2153.94,1336.16 2154,1336.16 2154.05,1336.16 2154.11,1336.16 2154.16,1336.16 2154.22,1336.16 2154.28,1336.16 2154.33,1336.16 \n",
       "  2154.39,1336.16 2154.45,1336.16 2154.5,1336.16 2154.56,1336.16 2154.62,1336.16 2154.67,1336.16 2154.73,1336.16 2154.79,1336.16 2154.84,1336.16 2154.9,1336.16 \n",
       "  2154.95,1336.16 2155.01,1336.16 2155.07,1336.16 2155.12,1336.16 2155.18,1336.16 2155.24,1336.16 2155.29,1336.16 2155.35,1336.16 2155.4,1336.16 2155.46,1336.16 \n",
       "  2155.52,1336.16 2155.57,1336.16 2155.63,1336.16 2155.69,1336.16 2155.74,1336.16 2155.8,1336.16 2155.85,1336.16 2155.91,1336.16 2155.97,1336.16 2156.02,1336.16 \n",
       "  2156.08,1336.16 2156.13,1336.16 2156.19,1336.16 2156.25,1336.16 2156.3,1336.16 2156.36,1336.16 2156.41,1336.16 2156.47,1336.16 2156.53,1336.16 2156.58,1336.16 \n",
       "  2156.64,1336.16 2156.69,1336.16 2156.75,1336.16 2156.81,1336.16 2156.86,1336.16 2156.92,1336.16 2156.97,1336.16 2157.03,1336.16 2157.09,1336.16 2157.14,1336.16 \n",
       "  2157.2,1336.16 2157.25,1336.16 2157.31,1336.16 2157.36,1336.16 2157.42,1336.16 2157.48,1336.16 2157.53,1336.16 2157.59,1336.16 2157.64,1336.16 2157.7,1336.16 \n",
       "  2157.75,1336.16 2157.81,1336.16 2157.87,1336.16 2157.92,1336.16 2157.98,1336.16 2158.03,1336.16 2158.09,1336.16 2158.14,1336.16 2158.2,1336.16 2158.25,1336.16 \n",
       "  2158.31,1336.16 2158.37,1336.16 2158.42,1336.16 2158.48,1336.16 2158.53,1336.16 2158.59,1336.16 2158.64,1336.16 2158.7,1336.16 2158.75,1336.16 2158.81,1336.16 \n",
       "  2158.86,1336.16 2158.92,1336.16 2158.98,1336.16 2159.03,1336.16 2159.09,1336.16 2159.14,1336.16 2159.2,1336.16 2159.25,1336.16 2159.31,1336.16 2159.36,1336.16 \n",
       "  2159.42,1336.16 2159.47,1336.16 2159.53,1336.16 2159.58,1336.16 2159.64,1336.16 2159.69,1336.16 2159.75,1336.16 2159.8,1336.16 2159.86,1336.16 2159.92,1336.16 \n",
       "  2159.97,1336.16 2160.03,1336.16 2160.08,1336.16 2160.14,1336.16 2160.19,1336.16 2160.25,1336.16 2160.3,1336.16 2160.36,1336.16 2160.41,1336.16 2160.47,1336.16 \n",
       "  2160.52,1336.16 2160.58,1336.16 2160.63,1336.16 2160.69,1336.16 2160.74,1336.16 2160.8,1336.16 2160.85,1336.16 2160.91,1336.16 2160.96,1336.16 2161.02,1336.16 \n",
       "  2161.07,1336.16 2161.13,1336.16 2161.18,1336.16 2161.24,1336.16 2161.29,1336.16 2161.34,1336.16 2161.4,1336.16 2161.45,1336.16 2161.51,1336.16 2161.56,1336.16 \n",
       "  2161.62,1336.16 2161.67,1336.16 2161.73,1336.16 2161.78,1336.16 2161.84,1336.16 2161.89,1336.16 2161.95,1336.16 2162,1336.16 2162.06,1336.16 2162.11,1336.16 \n",
       "  2162.17,1336.16 2162.22,1336.16 2162.28,1336.16 2162.33,1336.16 2162.38,1336.16 2162.44,1336.16 2162.49,1336.16 2162.55,1336.16 2162.6,1336.16 2162.66,1336.16 \n",
       "  2162.71,1336.16 2162.77,1336.16 2162.82,1336.16 2162.88,1336.16 2162.93,1336.16 2162.98,1336.16 2163.04,1336.16 2163.09,1336.16 2163.15,1336.16 2163.2,1336.16 \n",
       "  2163.26,1336.16 2163.31,1336.16 2163.36,1336.16 2163.42,1336.16 2163.47,1336.16 2163.53,1336.16 2163.58,1336.16 2163.64,1336.16 2163.69,1336.16 2163.75,1336.16 \n",
       "  2163.8,1336.16 2163.85,1336.16 2163.91,1336.16 2163.96,1336.16 2164.02,1336.16 2164.07,1336.16 2164.12,1336.16 2164.18,1336.16 2164.23,1336.16 2164.29,1336.16 \n",
       "  2164.34,1336.16 2164.4,1336.16 2164.45,1336.16 2164.5,1336.16 2164.56,1336.16 2164.61,1336.16 2164.67,1336.16 2164.72,1336.16 2164.77,1336.16 2164.83,1336.16 \n",
       "  2164.88,1336.16 2164.94,1336.16 2164.99,1336.16 2165.04,1336.16 2165.1,1336.16 2165.15,1336.16 2165.21,1336.16 2165.26,1336.16 2165.31,1336.16 2165.37,1336.16 \n",
       "  2165.42,1336.16 2165.48,1336.16 2165.53,1336.16 2165.58,1336.16 2165.64,1336.16 2165.69,1336.16 2165.74,1336.16 2165.8,1336.16 2165.85,1336.16 2165.91,1336.16 \n",
       "  2165.96,1336.16 2166.01,1336.16 2166.07,1336.16 2166.12,1336.16 2166.17,1336.16 2166.23,1336.16 2166.28,1336.16 2166.34,1336.16 2166.39,1336.16 2166.44,1336.16 \n",
       "  2166.5,1336.16 2166.55,1336.16 2166.6,1336.16 2166.66,1336.16 2166.71,1336.16 2166.77,1336.16 2166.82,1336.16 2166.87,1336.16 2166.93,1336.16 2166.98,1336.16 \n",
       "  2167.03,1336.16 2167.09,1336.16 2167.14,1336.16 2167.19,1336.16 2167.25,1336.16 2167.3,1336.16 2167.35,1336.16 2167.41,1336.16 2167.46,1336.16 2167.51,1336.16 \n",
       "  2167.57,1336.16 2167.62,1336.16 2167.67,1336.16 2167.73,1336.16 2167.78,1336.16 2167.83,1336.16 2167.89,1336.16 2167.94,1336.16 2167.99,1336.16 2168.05,1336.16 \n",
       "  2168.1,1336.16 2168.15,1336.16 2168.21,1336.16 2168.26,1336.16 2168.31,1336.16 2168.37,1336.16 2168.42,1336.16 2168.47,1336.16 2168.53,1336.16 2168.58,1336.16 \n",
       "  2168.63,1336.16 2168.69,1336.16 2168.74,1336.16 2168.79,1336.16 2168.85,1336.16 2168.9,1336.16 2168.95,1336.16 2169.01,1336.16 2169.06,1336.16 2169.11,1336.16 \n",
       "  2169.16,1336.16 2169.22,1336.16 2169.27,1336.16 2169.32,1336.16 2169.38,1336.16 2169.43,1336.16 2169.48,1336.16 2169.54,1336.16 2169.59,1336.16 2169.64,1336.16 \n",
       "  2169.69,1336.16 2169.75,1336.16 2169.8,1336.16 2169.85,1336.16 2169.91,1336.16 2169.96,1336.16 2170.01,1336.16 2170.06,1336.16 2170.12,1336.16 2170.17,1336.16 \n",
       "  2170.22,1336.16 2170.28,1336.16 2170.33,1336.16 2170.38,1336.16 2170.43,1336.16 2170.49,1336.16 2170.54,1336.16 2170.59,1336.16 2170.65,1336.16 2170.7,1336.16 \n",
       "  2170.75,1336.16 2170.8,1336.16 2170.86,1336.16 2170.91,1336.16 2170.96,1336.16 2171.01,1336.16 2171.07,1336.16 2171.12,1336.16 2171.17,1336.16 2171.22,1336.16 \n",
       "  2171.28,1336.16 2171.33,1336.16 2171.38,1336.16 2171.43,1336.16 2171.49,1336.16 2171.54,1336.16 2171.59,1336.16 2171.64,1336.16 2171.7,1336.16 2171.75,1336.16 \n",
       "  2171.8,1336.16 2171.85,1336.16 2171.91,1336.16 2171.96,1336.16 2172.01,1336.16 2172.06,1336.16 2172.12,1336.16 2172.17,1336.16 2172.22,1336.16 2172.27,1336.16 \n",
       "  2172.33,1336.16 2172.38,1336.16 2172.43,1336.16 2172.48,1336.16 2172.54,1336.16 2172.59,1336.16 2172.64,1336.16 2172.69,1336.16 2172.74,1336.16 2172.8,1336.16 \n",
       "  2172.85,1336.16 2172.9,1336.16 2172.95,1336.16 2173.01,1336.16 2173.06,1336.16 2173.11,1336.16 2173.16,1336.16 2173.21,1336.16 2173.27,1336.16 2173.32,1336.16 \n",
       "  2173.37,1336.16 2173.42,1336.16 2173.47,1445.72 2173.53,1445.72 2173.58,1445.72 2173.63,1445.72 2173.68,1445.72 2173.74,1445.72 2173.79,1445.72 2173.84,1445.72 \n",
       "  2173.89,1445.72 2173.94,1445.72 2174,1445.72 2174.05,1445.72 2174.1,1445.72 2174.15,1445.72 2174.2,1445.72 2174.26,1445.72 2174.31,1445.72 2174.36,1445.72 \n",
       "  2174.41,1445.72 2174.46,1445.72 2174.51,1445.72 2174.57,1445.72 2174.62,1445.72 2174.67,1445.72 2174.72,1445.72 2174.77,1445.72 2174.83,1445.72 2174.88,1445.72 \n",
       "  2174.93,1445.72 2174.98,1445.72 2175.03,1445.72 2175.08,1445.72 2175.14,1445.72 2175.19,1445.72 2175.24,1445.72 2175.29,1445.72 2175.34,1445.72 2175.39,1445.72 \n",
       "  2175.45,1445.72 2175.5,1445.72 2175.55,1445.72 2175.6,1445.72 2175.65,1445.72 2175.7,1445.72 2175.76,1445.72 2175.81,1445.72 2175.86,1445.72 2175.91,1445.72 \n",
       "  2175.96,1445.72 2176.01,1445.72 2176.07,1445.72 2176.12,1445.72 2176.17,1445.72 2176.22,1445.72 2176.27,1445.72 2176.32,1445.72 2176.37,1445.72 2176.43,1445.72 \n",
       "  2176.48,1445.72 2176.53,1445.72 2176.58,1445.72 2176.63,1445.72 2176.68,1445.72 2176.73,1445.72 2176.79,1445.72 2176.84,1445.72 2176.89,1445.72 2176.94,1445.72 \n",
       "  2176.99,1445.72 2177.04,1445.72 2177.09,1445.72 2177.15,1445.72 2177.2,1445.72 2177.25,1445.72 2177.3,1445.72 2177.35,1445.72 2177.4,1445.72 2177.45,1445.72 \n",
       "  2177.5,1445.72 2177.56,1445.72 2177.61,1445.72 2177.66,1445.72 2177.71,1445.72 2177.76,1445.72 2177.81,1445.72 2177.86,1445.72 2177.91,1445.72 2177.96,1445.72 \n",
       "  2178.02,1445.72 2178.07,1445.72 2178.12,1445.72 2178.17,1445.72 2178.22,1445.72 2178.27,1445.72 2178.32,1445.72 2178.37,1445.72 2178.42,1445.72 2178.47,1445.72 \n",
       "  2178.53,1445.72 2178.58,1445.72 2178.63,1445.72 2178.68,1445.72 2178.73,1445.72 2178.78,1445.72 2178.83,1445.72 2178.88,1445.72 2178.93,1445.72 2178.98,1445.72 \n",
       "  2179.04,1445.72 2179.09,1445.72 2179.14,1445.72 2179.19,1445.72 2179.24,1445.72 2179.29,1445.72 2179.34,1445.72 2179.39,1445.72 2179.44,1445.72 2179.49,1445.72 \n",
       "  2179.54,1445.72 2179.59,1445.72 2179.65,1445.72 2179.7,1445.72 2179.75,1445.72 2179.8,1445.72 2179.85,1445.72 2179.9,1445.72 2179.95,1445.72 2180,1445.72 \n",
       "  2180.05,1445.72 2180.1,1445.72 2180.15,1445.72 2180.2,1445.72 2180.25,1445.72 2180.3,1445.72 2180.35,1445.72 2180.41,1445.72 2180.46,1445.72 2180.51,1445.72 \n",
       "  2180.56,1445.72 2180.61,1445.72 2180.66,1445.72 2180.71,1445.72 2180.76,1445.72 2180.81,1445.72 2180.86,1445.72 2180.91,1445.72 2180.96,1445.72 2181.01,1445.72 \n",
       "  2181.06,1445.72 2181.11,1445.72 2181.16,1445.72 2181.21,1445.72 2181.26,1445.72 2181.31,1445.72 2181.36,1445.72 2181.41,1445.72 2181.47,1445.72 2181.52,1445.72 \n",
       "  2181.57,1445.72 2181.62,1445.72 2181.67,1445.72 2181.72,1445.72 2181.77,1445.72 2181.82,1445.72 2181.87,1445.72 2181.92,1445.72 2181.97,1445.72 2182.02,1445.72 \n",
       "  2182.07,1445.72 2182.12,1445.72 2182.17,1445.72 2182.22,1445.72 2182.27,1445.72 2182.32,1445.72 2182.37,1445.72 2182.42,1445.72 2182.47,1445.72 2182.52,1445.72 \n",
       "  2182.57,1445.72 2182.62,1445.72 2182.67,1445.72 2182.72,1445.72 2182.77,1445.72 2182.82,1445.72 2182.87,1445.72 2182.92,1445.72 2182.97,1445.72 2183.02,1445.72 \n",
       "  2183.07,1445.72 2183.12,1445.72 2183.17,1445.72 2183.22,1445.72 2183.27,1445.72 2183.32,1445.72 2183.37,1445.72 2183.42,1445.72 2183.47,1445.72 2183.52,1445.72 \n",
       "  2183.57,1445.72 2183.62,1445.72 2183.67,1445.72 2183.72,1445.72 2183.77,1445.72 2183.82,1445.72 2183.87,1445.72 2183.92,1445.72 2183.97,1445.72 2184.02,1445.72 \n",
       "  2184.07,1445.72 2184.12,1445.72 2184.17,1445.72 2184.22,1445.72 2184.27,1445.72 2184.32,1445.72 2184.37,1445.72 2184.42,1445.72 2184.47,1445.72 2184.52,1445.72 \n",
       "  2184.57,1445.72 2184.62,1445.72 2184.67,1445.72 2184.72,1445.72 2184.77,1445.72 2184.82,1445.72 2184.87,1445.72 2184.92,1445.72 2184.97,1445.72 2185.01,1445.72 \n",
       "  2185.06,1445.72 2185.11,1445.72 2185.16,1445.72 2185.21,1445.72 2185.26,1445.72 2185.31,1445.72 2185.36,1445.72 2185.41,1445.72 2185.46,1445.72 2185.51,1445.72 \n",
       "  2185.56,1445.72 2185.61,1445.72 2185.66,1445.72 2185.71,1445.72 2185.76,1445.72 2185.81,1445.72 2185.86,1445.72 2185.91,1445.72 2185.96,1445.72 2186.01,1445.72 \n",
       "  2186.05,1445.72 2186.1,1445.72 2186.15,1445.72 2186.2,1445.72 2186.25,1445.72 2186.3,1445.72 2186.35,1445.72 2186.4,1445.72 2186.45,1445.72 2186.5,1445.72 \n",
       "  2186.55,1445.72 2186.6,1445.72 2186.65,1445.72 2186.7,1445.72 2186.75,1445.72 2186.79,1445.72 2186.84,1445.72 2186.89,1445.72 2186.94,1445.72 2186.99,1445.72 \n",
       "  2187.04,1445.72 2187.09,1445.72 2187.14,1445.72 2187.19,1445.72 2187.24,1445.72 2187.29,1445.72 2187.34,1445.72 2187.38,1445.72 2187.43,1445.72 2187.48,1445.72 \n",
       "  2187.53,1445.72 2187.58,1445.72 2187.63,1445.72 2187.68,1445.72 2187.73,1445.72 2187.78,1445.72 2187.83,1445.72 2187.88,1445.72 2187.92,1445.72 2187.97,1445.72 \n",
       "  2188.02,1445.72 2188.07,1445.72 2188.12,1445.72 2188.17,1445.72 2188.22,1445.72 2188.27,1445.72 2188.32,1445.72 2188.37,1445.72 2188.41,1445.72 2188.46,1445.72 \n",
       "  2188.51,1445.72 2188.56,1445.72 2188.61,1445.72 2188.66,1445.72 2188.71,1445.72 2188.76,1445.72 2188.8,1445.72 2188.85,1445.72 2188.9,1445.72 2188.95,1445.72 \n",
       "  2189,1445.72 2189.05,1445.72 2189.1,1445.72 2189.15,1445.72 2189.2,1445.72 2189.24,1445.72 2189.29,1445.72 2189.34,1445.72 2189.39,1445.72 2189.44,1445.72 \n",
       "  2189.49,1445.72 2189.54,1445.72 2189.58,1445.72 2189.63,1445.72 2189.68,1445.72 2189.73,1445.72 2189.78,1445.72 2189.83,1445.72 2189.88,1445.72 2189.93,1445.72 \n",
       "  2189.97,1445.72 2190.02,1445.72 2190.07,1445.72 2190.12,1445.72 2190.17,1445.72 2190.22,1445.72 2190.27,1445.72 2190.31,1445.72 2190.36,1445.72 2190.41,1445.72 \n",
       "  2190.46,1445.72 2190.51,1445.72 2190.56,1445.72 2190.6,1445.72 2190.65,1445.72 2190.7,1445.72 2190.75,1445.72 2190.8,1445.72 2190.85,1445.72 2190.9,1445.72 \n",
       "  2190.94,1445.72 2190.99,1445.72 2191.04,1445.72 2191.09,1445.72 2191.14,1445.72 2191.19,1445.72 2191.23,1445.72 2191.28,1445.72 2191.33,1445.72 2191.38,1445.72 \n",
       "  2191.43,1445.72 2191.48,1445.72 2191.52,1445.72 2191.57,1445.72 2191.62,1445.72 2191.67,1445.72 2191.72,1445.72 2191.77,1445.72 2191.81,1445.72 2191.86,1445.72 \n",
       "  2191.91,1445.72 2191.96,1445.72 2192.01,1445.72 2192.05,1445.72 2192.1,1445.72 2192.15,1445.72 2192.2,1445.72 2192.25,1445.72 2192.3,1445.72 2192.34,1445.72 \n",
       "  2192.39,1445.72 2192.44,1445.72 2192.49,1445.72 2192.54,1445.72 2192.58,1445.72 2192.63,1445.72 2192.68,1445.72 2192.73,1445.72 2192.78,1445.72 2192.82,1445.72 \n",
       "  2192.87,1445.72 2192.92,1445.72 2192.97,1445.72 2193.02,1445.72 2193.06,1445.72 2193.11,1445.72 2193.16,1445.72 2193.21,1445.72 2193.26,1445.72 2193.3,1445.72 \n",
       "  2193.35,1445.72 2193.4,1445.72 2193.45,1445.72 2193.49,1445.72 2193.54,1445.72 2193.59,1445.72 2193.64,1445.72 2193.69,1445.72 2193.73,1445.72 2193.78,1445.72 \n",
       "  2193.83,1445.72 2193.88,1445.72 2193.93,1445.72 2193.97,1445.72 2194.02,1445.72 2194.07,1445.72 2194.12,1445.72 2194.16,1445.72 2194.21,1445.72 2194.26,1445.72 \n",
       "  2194.31,1445.72 2194.36,1445.72 2194.4,1445.72 2194.45,1445.72 2194.5,1445.72 2194.55,1445.72 2194.59,1445.72 2194.64,1445.72 2194.69,1445.72 2194.74,1445.72 \n",
       "  2194.78,1445.72 2194.83,1445.72 2194.88,1445.72 2194.93,1445.72 2194.97,1445.72 2195.02,1445.72 2195.07,1445.72 2195.12,1445.72 2195.16,1445.72 2195.21,1445.72 \n",
       "  2195.26,1445.72 2195.31,1445.72 2195.35,1445.72 2195.4,1445.72 2195.45,1445.72 2195.5,1445.72 2195.54,1445.72 2195.59,1445.72 2195.64,1445.72 2195.69,1445.72 \n",
       "  2195.73,1445.72 2195.78,1445.72 2195.83,1445.72 2195.88,1445.72 2195.92,1445.72 2195.97,1445.72 2196.02,1445.72 2196.07,1445.72 2196.11,1445.72 2196.16,1445.72 \n",
       "  2196.21,1445.72 2196.26,1445.72 2196.3,1445.72 2196.35,1445.72 2196.4,1445.72 2196.44,1445.72 2196.49,1445.72 2196.54,1445.72 2196.59,1445.72 2196.63,1445.72 \n",
       "  2196.68,1445.72 2196.73,1445.72 2196.78,1445.72 2196.82,1445.72 2196.87,1445.72 2196.92,1445.72 2196.96,1445.72 2197.01,1445.72 2197.06,1445.72 2197.11,1445.72 \n",
       "  2197.15,1445.72 2197.2,1445.72 2197.25,1445.72 2197.29,1445.72 2197.34,1445.72 2197.39,1445.72 2197.44,1445.72 2197.48,1445.72 2197.53,1445.72 2197.58,1445.72 \n",
       "  2197.62,1445.72 2197.67,1445.72 2197.72,1445.72 2197.77,1445.72 2197.81,1445.72 2197.86,1445.72 2197.91,1445.72 2197.95,1445.72 2198,1445.72 2198.05,1445.72 \n",
       "  2198.09,1445.72 2198.14,1445.72 2198.19,1445.72 2198.23,1445.72 2198.28,1445.72 2198.33,1445.72 2198.38,1445.72 2198.42,1445.72 2198.47,1445.72 2198.52,1445.72 \n",
       "  2198.56,1445.72 2198.61,1445.72 2198.66,1445.72 2198.7,1445.72 2198.75,1445.72 2198.8,1445.72 2198.84,1445.72 2198.89,1445.72 2198.94,1445.72 2198.98,1445.72 \n",
       "  2199.03,1445.72 2199.08,1445.72 2199.12,1445.72 2199.17,1445.72 2199.22,1445.72 2199.27,1445.72 2199.31,1445.72 2199.36,1445.72 2199.41,1445.72 2199.45,1445.72 \n",
       "  2199.5,1445.72 2199.55,1445.72 2199.59,1445.72 2199.64,1445.72 2199.69,1445.72 2199.73,1445.72 2199.78,1445.72 2199.83,1445.72 2199.87,1445.72 2199.92,1445.72 \n",
       "  2199.96,1445.72 2200.01,1445.72 2200.06,1445.72 2200.1,1445.72 2200.15,1445.72 2200.2,1445.72 2200.24,1445.72 2200.29,1445.72 2200.34,1445.72 2200.38,1445.72 \n",
       "  2200.43,1445.72 2200.48,1445.72 2200.52,1445.72 2200.57,1445.72 2200.62,1445.72 2200.66,1445.72 2200.71,1445.72 2200.76,1445.72 2200.8,1445.72 2200.85,1445.72 \n",
       "  2200.89,1445.72 2200.94,1445.72 2200.99,1445.72 2201.03,1445.72 2201.08,1445.72 2201.13,1445.72 2201.17,1445.72 2201.22,1445.72 2201.27,1445.72 2201.31,1445.72 \n",
       "  2201.36,1445.72 2201.4,1445.72 2201.45,1445.72 2201.5,1445.72 2201.54,1445.72 2201.59,1445.72 2201.64,1445.72 2201.68,1445.72 2201.73,1445.72 2201.77,1445.72 \n",
       "  2201.82,1445.72 2201.87,1445.72 2201.91,1445.72 2201.96,1445.72 2202.01,1445.72 2202.05,1445.72 2202.1,1445.72 2202.14,1445.72 2202.19,1445.72 2202.24,1445.72 \n",
       "  2202.28,1445.72 2202.33,1445.72 2202.38,1445.72 2202.42,1445.72 2202.47,1445.72 2202.51,1445.72 2202.56,1445.72 2202.61,1445.72 2202.65,1445.72 2202.7,1445.72 \n",
       "  2202.74,1445.72 2202.79,1445.72 2202.84,1445.72 2202.88,1445.72 2202.93,1445.72 2202.97,1445.72 2203.02,1445.72 2203.07,1445.72 2203.11,1445.72 2203.16,1445.72 \n",
       "  2203.2,1445.72 2203.25,1445.72 2203.3,1445.72 2203.34,1445.72 2203.39,1445.72 2203.43,1445.72 2203.48,1445.72 2203.53,1445.72 2203.57,1445.72 2203.62,1445.72 \n",
       "  2203.66,1445.72 2203.71,1445.72 2203.75,1445.72 2203.8,1445.72 2203.85,1445.72 2203.89,1445.72 2203.94,1445.72 2203.98,1445.72 2204.03,1445.72 2204.08,1445.72 \n",
       "  2204.12,1445.72 2204.17,1445.72 2204.21,1445.72 2204.26,1445.72 2204.3,1445.72 2204.35,1445.72 2204.4,1445.72 2204.44,1445.72 2204.49,1445.72 2204.53,1445.72 \n",
       "  2204.58,1445.72 2204.62,1445.72 2204.67,1445.72 2204.72,1445.72 2204.76,1445.72 2204.81,1445.72 2204.85,1445.72 2204.9,1445.72 2204.94,1445.72 2204.99,1445.72 \n",
       "  2205.04,1445.72 2205.08,1445.72 2205.13,1445.72 2205.17,1445.72 2205.22,1445.72 2205.26,1445.72 2205.31,1445.72 2205.35,1445.72 2205.4,1445.72 2205.45,1445.72 \n",
       "  2205.49,1445.72 2205.54,1445.72 2205.58,1445.72 2205.63,1445.72 2205.67,1445.72 2205.72,1445.72 2205.76,1445.72 2205.81,1445.72 2205.85,1445.72 2205.9,1445.72 \n",
       "  2205.95,1445.72 2205.99,1445.72 2206.04,1445.72 2206.08,1445.72 2206.13,1445.72 2206.17,1445.72 2206.22,1445.72 2206.26,1445.72 2206.31,1445.72 2206.35,1445.72 \n",
       "  2206.4,1445.72 2206.44,1445.72 2206.49,1445.72 2206.54,1445.72 2206.58,1445.72 2206.63,1445.72 2206.67,1445.72 2206.72,1445.72 2206.76,1445.72 2206.81,1445.72 \n",
       "  2206.85,1445.72 2206.9,1445.72 2206.94,1445.72 2206.99,1445.72 2207.03,1445.72 2207.08,1445.72 2207.12,1445.72 2207.17,1445.72 2207.21,1445.72 2207.26,1445.72 \n",
       "  2207.3,1445.72 2207.35,1445.72 2207.39,1445.72 2207.44,1445.72 2207.48,1445.72 2207.53,1445.72 2207.58,1445.72 2207.62,1445.72 2207.67,1445.72 2207.71,1445.72 \n",
       "  2207.76,1445.72 2207.8,1445.72 2207.85,1445.72 2207.89,1445.72 2207.94,1445.72 2207.98,1445.72 2208.03,1445.72 2208.07,1445.72 2208.12,1445.72 2208.16,1445.72 \n",
       "  2208.21,1445.72 2208.25,1445.72 2208.3,1445.72 2208.34,1445.72 2208.39,1445.72 2208.43,1445.72 2208.48,1445.72 2208.52,1445.72 2208.57,1445.72 2208.61,1445.72 \n",
       "  2208.66,1445.72 2208.7,1445.72 2208.75,1445.72 2208.79,1445.72 2208.84,1445.72 2208.88,1445.72 2208.92,1445.72 2208.97,1445.72 2209.01,1445.72 2209.06,1445.72 \n",
       "  2209.1,1445.72 2209.15,1445.72 2209.19,1445.72 2209.24,1445.72 2209.28,1445.72 2209.33,1445.72 2209.37,1445.72 2209.42,1445.72 2209.46,1445.72 2209.51,1445.72 \n",
       "  2209.55,1445.72 2209.6,1445.72 2209.64,1445.72 2209.69,1445.72 2209.73,1445.72 2209.78,1445.72 2209.82,1445.72 2209.87,1445.72 2209.91,1445.72 2209.95,1445.72 \n",
       "  2210,1445.72 2210.04,1445.72 2210.09,1445.72 2210.13,1445.72 2210.18,1445.72 2210.22,1445.72 2210.27,1445.72 2210.31,1445.72 2210.36,1445.72 2210.4,1445.72 \n",
       "  2210.45,1445.72 2210.49,1445.72 2210.53,1445.72 2210.58,1445.72 2210.62,1445.72 2210.67,1445.72 2210.71,1445.72 2210.76,1445.72 2210.8,1445.72 2210.85,1445.72 \n",
       "  2210.89,1445.72 2210.93,1445.72 2210.98,1445.72 2211.02,1445.72 2211.07,1445.72 2211.11,1445.72 2211.16,1445.72 2211.2,1445.72 2211.25,1445.72 2211.29,1445.72 \n",
       "  2211.33,1445.72 2211.38,1445.72 2211.42,1445.72 2211.47,1445.72 2211.51,1445.72 2211.56,1445.72 2211.6,1445.72 2211.65,1445.72 2211.69,1445.72 2211.73,1445.72 \n",
       "  2211.78,1445.72 2211.82,1445.72 2211.87,1445.72 2211.91,1445.72 2211.96,1445.72 2212,1445.72 2212.04,1445.72 2212.09,1445.72 2212.13,1445.72 2212.18,1445.72 \n",
       "  2212.22,1445.72 2212.27,1445.72 2212.31,1445.72 2212.35,1445.72 2212.4,1445.72 2212.44,1445.72 2212.49,1445.72 2212.53,1445.72 2212.58,1445.72 2212.62,1445.72 \n",
       "  2212.66,1445.72 2212.71,1445.72 2212.75,1445.72 2212.8,1445.72 2212.84,1445.72 2212.88,1445.72 2212.93,1445.72 2212.97,1445.72 2213.02,1445.72 2213.06,1445.72 \n",
       "  2213.1,1445.72 2213.15,1445.72 2213.19,1445.72 2213.24,1445.72 2213.28,1445.72 2213.32,1445.72 2213.37,1445.72 2213.41,1445.72 2213.46,1445.72 2213.5,1445.72 \n",
       "  2213.55,1445.72 2213.59,1445.72 2213.63,1445.72 2213.68,1445.72 2213.72,1445.72 2213.76,1445.72 2213.81,1445.72 2213.85,1445.72 2213.9,1445.72 2213.94,1445.72 \n",
       "  2213.98,1445.72 2214.03,1445.72 2214.07,1445.72 2214.12,1445.72 2214.16,1445.72 2214.2,1445.72 2214.25,1445.72 2214.29,1445.72 2214.34,1445.72 2214.38,1445.72 \n",
       "  2214.42,1445.72 2214.47,1445.72 2214.51,1445.72 2214.55,1445.72 2214.6,1445.72 2214.64,1445.72 2214.69,1445.72 2214.73,1445.72 2214.77,1445.72 2214.82,1445.72 \n",
       "  2214.86,1445.72 2214.9,1445.72 2214.95,1445.72 2214.99,1445.72 2215.04,1445.72 2215.08,1445.72 2215.12,1445.72 2215.17,1445.72 2215.21,1445.72 2215.25,1445.72 \n",
       "  2215.3,1445.72 2215.34,1445.72 2215.39,1445.72 2215.43,1445.72 2215.47,1445.72 2215.52,1445.72 2215.56,1445.72 2215.6,1445.72 2215.65,1445.72 2215.69,1445.72 \n",
       "  2215.73,1445.72 2215.78,1445.72 2215.82,1445.72 2215.87,1445.72 2215.91,1445.72 2215.95,1445.72 2216,1445.72 2216.04,1445.72 2216.08,1445.72 2216.13,1445.72 \n",
       "  2216.17,1445.72 2216.21,1445.72 2216.26,1445.72 2216.3,1445.72 2216.34,1445.72 2216.39,1445.72 2216.43,1445.72 2216.47,1445.72 2216.52,1445.72 2216.56,1445.72 \n",
       "  2216.6,1445.72 2216.65,1445.72 2216.69,1445.72 2216.74,1445.72 2216.78,1445.72 2216.82,1445.72 2216.87,1445.72 2216.91,1445.72 2216.95,1445.72 2217,1445.72 \n",
       "  2217.04,1445.72 2217.08,1445.72 2217.13,1445.72 2217.17,1445.72 2217.21,1445.72 2217.26,1445.72 2217.3,1445.72 2217.34,1445.72 2217.39,1445.72 2217.43,1445.72 \n",
       "  2217.47,1445.72 2217.52,1445.72 2217.56,1445.72 2217.6,1445.72 2217.64,1445.72 2217.69,1445.72 2217.73,1445.72 2217.77,1445.72 2217.82,1445.72 2217.86,1445.72 \n",
       "  2217.9,1445.72 2217.95,1445.72 2217.99,1445.72 2218.03,1445.72 2218.08,1445.72 2218.12,1445.72 2218.16,1445.72 2218.21,1445.72 2218.25,1445.72 2218.29,1445.72 \n",
       "  2218.34,1445.72 2218.38,1445.72 2218.42,1445.72 2218.47,1445.72 2218.51,1445.72 2218.55,1445.72 2218.59,1445.72 2218.64,1445.72 2218.68,1445.72 2218.72,1445.72 \n",
       "  2218.77,1445.72 2218.81,1445.72 2218.85,1445.72 2218.9,1445.72 2218.94,1445.72 2218.98,1445.72 2219.02,1445.72 2219.07,1445.72 2219.11,1445.72 2219.15,1445.72 \n",
       "  2219.2,1445.72 2219.24,1445.72 2219.28,1445.72 2219.33,1445.72 2219.37,1445.72 2219.41,1445.72 2219.45,1445.72 2219.5,1445.72 2219.54,1445.72 2219.58,1445.72 \n",
       "  2219.63,1445.72 2219.67,1445.72 2219.71,1445.72 2219.75,1445.72 2219.8,1445.72 2219.84,1445.72 2219.88,1445.72 2219.93,1445.72 2219.97,1445.72 2220.01,1445.72 \n",
       "  2220.05,1445.72 2220.1,1445.72 2220.14,1445.72 2220.18,1445.72 2220.23,1445.72 2220.27,1445.72 2220.31,1445.72 2220.35,1445.72 2220.4,1445.72 2220.44,1445.72 \n",
       "  2220.48,1445.72 2220.52,1445.72 2220.57,1445.72 2220.61,1445.72 2220.65,1445.72 2220.7,1445.72 2220.74,1445.72 2220.78,1445.72 2220.82,1445.72 2220.87,1445.72 \n",
       "  2220.91,1445.72 2220.95,1445.72 2220.99,1445.72 2221.04,1445.72 2221.08,1445.72 2221.12,1445.72 2221.16,1445.72 2221.21,1445.72 2221.25,1445.72 2221.29,1445.72 \n",
       "  2221.33,1445.72 2221.38,1445.72 2221.42,1445.72 2221.46,1445.72 2221.51,1445.72 2221.55,1445.72 2221.59,1445.72 2221.63,1445.72 2221.68,1445.72 2221.72,1445.72 \n",
       "  2221.76,1445.72 2221.8,1445.72 2221.85,1445.72 2221.89,1445.72 2221.93,1445.72 2221.97,1445.72 2222.02,1445.72 2222.06,1445.72 2222.1,1445.72 2222.14,1445.72 \n",
       "  2222.18,1445.72 2222.23,1445.72 2222.27,1445.72 2222.31,1445.72 2222.35,1445.72 2222.4,1445.72 2222.44,1445.72 2222.48,1445.72 2222.52,1445.72 2222.57,1445.72 \n",
       "  2222.61,1445.72 2222.65,1445.72 2222.69,1445.72 2222.74,1445.72 2222.78,1445.72 2222.82,1445.72 2222.86,1445.72 2222.9,1445.72 2222.95,1445.72 2222.99,1445.72 \n",
       "  2223.03,1445.72 2223.07,1445.72 2223.12,1445.72 2223.16,1445.72 2223.2,1445.72 2223.24,1445.72 2223.29,1445.72 2223.33,1445.72 2223.37,1445.72 2223.41,1445.72 \n",
       "  2223.45,1445.72 2223.5,1445.72 2223.54,1445.72 2223.58,1445.72 2223.62,1445.72 2223.66,1445.72 2223.71,1445.72 2223.75,1445.72 2223.79,1445.72 2223.83,1445.72 \n",
       "  2223.88,1445.72 2223.92,1445.72 2223.96,1445.72 2224,1445.72 2224.04,1445.72 2224.09,1445.72 2224.13,1445.72 2224.17,1445.72 2224.21,1445.72 2224.25,1445.72 \n",
       "  2224.3,1445.72 2224.34,1445.72 2224.38,1445.72 2224.42,1445.72 2224.46,1445.72 2224.51,1445.72 2224.55,1445.72 2224.59,1445.72 2224.63,1445.72 2224.67,1445.72 \n",
       "  2224.72,1445.72 2224.76,1445.72 2224.8,1445.72 2224.84,1445.72 2224.88,1445.72 2224.93,1445.72 2224.97,1445.72 2225.01,1445.72 2225.05,1445.72 2225.09,1445.72 \n",
       "  2225.14,1445.72 2225.18,1445.72 2225.22,1445.72 2225.26,1445.72 2225.3,1445.72 2225.35,1445.72 2225.39,1445.72 2225.43,1445.72 2225.47,1445.72 2225.51,1445.72 \n",
       "  2225.55,1445.72 2225.6,1445.72 2225.64,1445.72 2225.68,1445.72 2225.72,1445.72 2225.76,1445.72 2225.81,1445.72 2225.85,1445.72 2225.89,1445.72 2225.93,1445.72 \n",
       "  2225.97,1445.72 2226.01,1445.72 2226.06,1445.72 2226.1,1445.72 2226.14,1445.72 2226.18,1445.72 2226.22,1445.72 2226.26,1445.72 2226.31,1445.72 2226.35,1445.72 \n",
       "  2226.39,1445.72 2226.43,1445.72 2226.47,1445.72 2226.51,1445.72 2226.56,1445.72 2226.6,1445.72 2226.64,1445.72 2226.68,1445.72 2226.72,1445.72 2226.76,1445.72 \n",
       "  2226.81,1445.72 2226.85,1445.72 2226.89,1445.72 2226.93,1445.72 2226.97,1445.72 2227.01,1445.72 2227.06,1445.72 2227.1,1445.72 2227.14,1445.72 2227.18,1445.72 \n",
       "  2227.22,1445.72 2227.26,1445.72 2227.3,1445.72 2227.35,1445.72 2227.39,1445.72 2227.43,1445.72 2227.47,1445.72 2227.51,1445.72 2227.55,1445.72 2227.59,1445.72 \n",
       "  2227.64,1445.72 2227.68,1445.72 2227.72,1445.72 2227.76,1445.72 2227.8,1445.72 2227.84,1445.72 2227.89,1445.72 2227.93,1445.72 2227.97,1445.72 2228.01,1445.72 \n",
       "  2228.05,1445.72 2228.09,1445.72 2228.13,1445.72 2228.17,1445.72 2228.22,1445.72 2228.26,1445.72 2228.3,1445.72 2228.34,1445.72 2228.38,1445.72 2228.42,1445.72 \n",
       "  2228.46,1445.72 2228.51,1445.72 2228.55,1445.72 2228.59,1445.72 2228.63,1445.72 2228.67,1445.72 2228.71,1445.72 2228.75,1445.72 2228.79,1445.72 2228.84,1445.72 \n",
       "  2228.88,1445.72 2228.92,1445.72 2228.96,1445.72 2229,1445.72 2229.04,1445.72 2229.08,1445.72 2229.12,1445.72 2229.17,1445.72 2229.21,1445.72 2229.25,1445.72 \n",
       "  2229.29,1445.72 2229.33,1445.72 2229.37,1445.72 2229.41,1445.72 2229.45,1445.72 2229.49,1445.72 2229.54,1445.72 2229.58,1445.72 2229.62,1445.72 2229.66,1445.72 \n",
       "  2229.7,1445.72 2229.74,1445.72 2229.78,1445.72 2229.82,1445.72 2229.86,1445.72 2229.91,1445.72 2229.95,1445.72 2229.99,1445.72 2230.03,1445.72 2230.07,1445.72 \n",
       "  2230.11,1445.72 2230.15,1445.72 2230.19,1445.72 2230.23,1445.72 2230.28,1445.72 2230.32,1445.72 2230.36,1445.72 2230.4,1445.72 2230.44,1445.72 2230.48,1445.72 \n",
       "  2230.52,1445.72 2230.56,1445.72 2230.6,1445.72 2230.64,1445.72 2230.68,1445.72 2230.73,1445.72 2230.77,1445.72 2230.81,1445.72 2230.85,1445.72 2230.89,1445.72 \n",
       "  2230.93,1445.72 2230.97,1445.72 2231.01,1445.72 2231.05,1445.72 2231.09,1445.72 2231.13,1445.72 2231.18,1445.72 2231.22,1445.72 2231.26,1445.72 2231.3,1445.72 \n",
       "  2231.34,1445.72 2231.38,1445.72 2231.42,1445.72 2231.46,1445.72 2231.5,1445.72 2231.54,1445.72 2231.58,1445.72 2231.62,1445.72 2231.66,1445.72 2231.71,1445.72 \n",
       "  2231.75,1445.72 2231.79,1445.72 2231.83,1445.72 2231.87,1445.72 2231.91,1445.72 2231.95,1445.72 2231.99,1445.72 2232.03,1445.72 2232.07,1445.72 2232.11,1445.72 \n",
       "  2232.15,1445.72 2232.19,1445.72 2232.23,1445.72 2232.28,1445.72 2232.32,1445.72 2232.36,1445.72 2232.4,1445.72 2232.44,1445.72 2232.48,1445.72 2232.52,1445.72 \n",
       "  2232.56,1445.72 2232.6,1445.72 2232.64,1445.72 2232.68,1445.72 2232.72,1445.72 2232.76,1445.72 2232.8,1445.72 2232.84,1445.72 2232.88,1445.72 2232.93,1445.72 \n",
       "  2232.97,1445.72 2233.01,1445.72 2233.05,1445.72 2233.09,1445.72 2233.13,1445.72 2233.17,1445.72 2233.21,1445.72 2233.25,1445.72 2233.29,1445.72 2233.33,1445.72 \n",
       "  2233.37,1445.72 2233.41,1445.72 2233.45,1445.72 2233.49,1445.72 2233.53,1445.72 2233.57,1445.72 2233.61,1445.72 2233.65,1445.72 2233.69,1445.72 2233.73,1445.72 \n",
       "  2233.77,1445.72 2233.82,1445.72 2233.86,1445.72 2233.9,1445.72 2233.94,1445.72 2233.98,1445.72 2234.02,1445.72 2234.06,1445.72 2234.1,1445.72 2234.14,1445.72 \n",
       "  2234.18,1445.72 2234.22,1445.72 2234.26,1445.72 2234.3,1445.72 2234.34,1445.72 2234.38,1445.72 2234.42,1445.72 2234.46,1445.72 2234.5,1445.72 2234.54,1445.72 \n",
       "  2234.58,1445.72 2234.62,1445.72 2234.66,1445.72 2234.7,1445.72 2234.74,1445.72 2234.78,1445.72 2234.82,1445.72 2234.86,1445.72 2234.9,1445.72 2234.94,1445.72 \n",
       "  2234.98,1445.72 2235.02,1445.72 2235.06,1445.72 2235.1,1445.72 2235.14,1445.72 2235.18,1445.72 2235.22,1445.72 2235.27,1445.72 2235.31,1445.72 2235.35,1445.72 \n",
       "  2235.39,1445.72 2235.43,1445.72 2235.47,1445.72 2235.51,1445.72 2235.55,1445.72 2235.59,1445.72 2235.63,1445.72 2235.67,1445.72 2235.71,1445.72 2235.75,1445.72 \n",
       "  2235.79,1445.72 2235.83,1445.72 2235.87,1445.72 2235.91,1445.72 2235.95,1445.72 2235.99,1445.72 2236.03,1445.72 2236.07,1445.72 2236.11,1445.72 2236.15,1445.72 \n",
       "  2236.19,1445.72 2236.23,1445.72 2236.27,1445.72 2236.31,1445.72 2236.35,1445.72 2236.39,1445.72 2236.43,1445.72 2236.47,1445.72 2236.51,1445.72 2236.55,1445.72 \n",
       "  2236.59,1445.72 2236.63,1445.72 2236.67,1445.72 2236.71,1445.72 2236.75,1445.72 2236.79,1445.72 2236.83,1445.72 2236.87,1445.72 2236.91,1445.72 2236.95,1445.72 \n",
       "  2236.99,1445.72 2237.02,1445.72 2237.06,1445.72 2237.1,1445.72 2237.14,1445.72 2237.18,1445.72 2237.22,1445.72 2237.26,1445.72 2237.3,1445.72 2237.34,1445.72 \n",
       "  2237.38,1445.72 2237.42,1445.72 2237.46,1445.72 2237.5,1445.72 2237.54,1445.72 2237.58,1445.72 2237.62,1445.72 2237.66,1445.72 2237.7,1445.72 2237.74,1445.72 \n",
       "  2237.78,1445.72 2237.82,1445.72 2237.86,1445.72 2237.9,1445.72 2237.94,1445.72 2237.98,1445.72 2238.02,1445.72 2238.06,1445.72 2238.1,1445.72 2238.14,1445.72 \n",
       "  2238.18,1445.72 2238.22,1445.72 2238.26,1445.72 2238.3,1445.72 2238.34,1445.72 2238.38,1445.72 2238.42,1445.72 2238.46,1445.72 2238.49,1445.72 2238.53,1445.72 \n",
       "  2238.57,1445.72 2238.61,1445.72 2238.65,1445.72 2238.69,1445.72 2238.73,1445.72 2238.77,1445.72 2238.81,1445.72 2238.85,1445.72 2238.89,1445.72 2238.93,1445.72 \n",
       "  2238.97,1445.72 2239.01,1445.72 2239.05,1445.72 2239.09,1445.72 2239.13,1445.72 2239.17,1445.72 2239.21,1445.72 2239.25,1445.72 2239.29,1445.72 2239.32,1445.72 \n",
       "  2239.36,1445.72 2239.4,1445.72 2239.44,1445.72 2239.48,1445.72 2239.52,1445.72 2239.56,1445.72 2239.6,1445.72 2239.64,1445.72 2239.68,1445.72 2239.72,1445.72 \n",
       "  2239.76,1445.72 2239.8,1445.72 2239.84,1445.72 2239.88,1445.72 2239.92,1445.72 2239.96,1445.72 2239.99,1445.72 2240.03,1445.72 2240.07,1445.72 2240.11,1445.72 \n",
       "  2240.15,1445.72 2240.19,1445.72 2240.23,1445.72 2240.27,1445.72 2240.31,1445.72 2240.35,1445.72 2240.39,1445.72 2240.43,1445.72 2240.47,1445.72 2240.51,1445.72 \n",
       "  2240.55,1445.72 2240.58,1445.72 2240.62,1445.72 2240.66,1445.72 2240.7,1445.72 2240.74,1445.72 2240.78,1445.72 2240.82,1445.72 2240.86,1445.72 2240.9,1445.72 \n",
       "  2240.94,1445.72 2240.98,1445.72 2241.02,1445.72 2241.05,1445.72 2241.09,1445.72 2241.13,1445.72 2241.17,1445.72 2241.21,1445.72 2241.25,1445.72 2241.29,1445.72 \n",
       "  2241.33,1445.72 2241.37,1445.72 2241.41,1445.72 2241.45,1445.72 2241.49,1445.72 2241.52,1445.72 2241.56,1445.72 2241.6,1445.72 2241.64,1445.72 2241.68,1445.72 \n",
       "  2241.72,1445.72 2241.76,1445.72 2241.8,1445.72 2241.84,1445.72 2241.88,1445.72 2241.92,1445.72 2241.95,1445.72 2241.99,1445.72 2242.03,1445.72 2242.07,1445.72 \n",
       "  2242.11,1445.72 2242.15,1445.72 2242.19,1445.72 2242.23,1445.72 2242.27,1445.72 2242.31,1445.72 2242.34,1445.72 2242.38,1445.72 2242.42,1445.72 2242.46,1445.72 \n",
       "  2242.5,1445.72 2242.54,1445.72 2242.58,1445.72 2242.62,1445.72 2242.66,1445.72 2242.69,1445.72 2242.73,1445.72 2242.77,1445.72 2242.81,1445.72 2242.85,1445.72 \n",
       "  2242.89,1445.72 2242.93,1445.72 2242.97,1445.72 2243.01,1445.72 2243.04,1445.72 2243.08,1445.72 2243.12,1445.72 2243.16,1445.72 2243.2,1445.72 2243.24,1445.72 \n",
       "  2243.28,1445.72 2243.32,1445.72 2243.36,1445.72 2243.39,1445.72 2243.43,1445.72 2243.47,1445.72 2243.51,1445.72 2243.55,1445.72 2243.59,1445.72 2243.63,1445.72 \n",
       "  2243.67,1445.72 2243.7,1445.72 2243.74,1445.72 2243.78,1445.72 2243.82,1445.72 2243.86,1445.72 2243.9,1445.72 2243.94,1445.72 2243.98,1445.72 2244.01,1445.72 \n",
       "  2244.05,1445.72 2244.09,1445.72 2244.13,1445.72 2244.17,1445.72 2244.21,1445.72 2244.25,1445.72 2244.28,1445.72 2244.32,1445.72 2244.36,1445.72 2244.4,1445.72 \n",
       "  2244.44,1445.72 2244.48,1445.72 2244.52,1445.72 2244.55,1445.72 2244.59,1445.72 2244.63,1445.72 2244.67,1445.72 2244.71,1445.72 2244.75,1445.72 2244.79,1445.72 \n",
       "  2244.83,1445.72 2244.86,1445.72 2244.9,1445.72 2244.94,1445.72 2244.98,1445.72 2245.02,1445.72 2245.06,1445.72 2245.09,1445.72 2245.13,1445.72 2245.17,1445.72 \n",
       "  2245.21,1445.72 2245.25,1445.72 2245.29,1445.72 2245.33,1445.72 2245.36,1445.72 2245.4,1445.72 2245.44,1445.72 2245.48,1445.72 2245.52,1445.72 2245.56,1445.72 \n",
       "  2245.59,1445.72 2245.63,1445.72 2245.67,1445.72 2245.71,1445.72 2245.75,1445.72 2245.79,1445.72 2245.83,1445.72 2245.86,1445.72 2245.9,1445.72 2245.94,1445.72 \n",
       "  2245.98,1445.72 2246.02,1445.72 2246.06,1445.72 2246.09,1445.72 2246.13,1445.72 2246.17,1445.72 2246.21,1445.72 2246.25,1445.72 2246.29,1445.72 2246.32,1445.72 \n",
       "  2246.36,1445.72 2246.4,1445.72 2246.44,1445.72 2246.48,1445.72 2246.52,1445.72 2246.55,1445.72 2246.59,1445.72 2246.63,1445.72 2246.67,1445.72 2246.71,1445.72 \n",
       "  2246.75,1445.72 2246.78,1445.72 2246.82,1445.72 2246.86,1445.72 2246.9,1445.72 2246.94,1445.72 2246.97,1445.72 2247.01,1445.72 2247.05,1445.72 2247.09,1445.72 \n",
       "  2247.13,1445.72 2247.17,1445.72 2247.2,1445.72 2247.24,1445.72 2247.28,1445.72 2247.32,1445.72 2247.36,1445.72 2247.39,1445.72 2247.43,1445.72 2247.47,1445.72 \n",
       "  2247.51,1445.72 2247.55,1445.72 2247.59,1445.72 2247.62,1445.72 2247.66,1445.72 2247.7,1445.72 2247.74,1445.72 2247.78,1445.72 2247.81,1445.72 2247.85,1445.72 \n",
       "  2247.89,1445.72 2247.93,1445.72 2247.97,1445.72 2248,1445.72 2248.04,1445.72 2248.08,1445.72 2248.12,1445.72 2248.16,1445.72 2248.19,1445.72 2248.23,1445.72 \n",
       "  2248.27,1445.72 2248.31,1445.72 2248.35,1445.72 2248.38,1445.72 2248.42,1445.72 2248.46,1445.72 2248.5,1445.72 2248.54,1445.72 2248.57,1445.72 2248.61,1445.72 \n",
       "  2248.65,1445.72 2248.69,1445.72 2248.73,1445.72 2248.76,1445.72 2248.8,1445.72 2248.84,1445.72 2248.88,1445.72 2248.92,1445.72 2248.95,1445.72 2248.99,1445.72 \n",
       "  2249.03,1445.72 2249.07,1445.72 2249.1,1445.72 2249.14,1445.72 2249.18,1445.72 2249.22,1445.72 2249.26,1445.72 2249.29,1445.72 2249.33,1445.72 2249.37,1445.72 \n",
       "  2249.41,1445.72 2249.45,1445.72 2249.48,1445.72 2249.52,1445.72 2249.56,1445.72 2249.6,1445.72 2249.63,1445.72 2249.67,1445.72 2249.71,1445.72 2249.75,1445.72 \n",
       "  2249.79,1445.72 2249.82,1445.72 2249.86,1445.72 2249.9,1445.72 2249.94,1445.72 2249.97,1445.72 2250.01,1445.72 2250.05,1445.72 2250.09,1445.72 2250.13,1445.72 \n",
       "  2250.16,1445.72 2250.2,1445.72 2250.24,1445.72 2250.28,1445.72 2250.31,1445.72 2250.35,1445.72 2250.39,1445.72 2250.43,1445.72 2250.46,1445.72 2250.5,1445.72 \n",
       "  2250.54,1445.72 2250.58,1445.72 2250.61,1445.72 2250.65,1445.72 2250.69,1445.72 2250.73,1445.72 2250.77,1445.72 2250.8,1445.72 2250.84,1445.72 2250.88,1445.72 \n",
       "  2250.92,1445.72 2250.95,1445.72 2250.99,1445.72 2251.03,1445.72 2251.07,1445.72 2251.1,1445.72 2251.14,1445.72 2251.18,1445.72 2251.22,1445.72 2251.25,1445.72 \n",
       "  2251.29,1445.72 2251.33,1445.72 2251.37,1445.72 2251.4,1445.72 2251.44,1445.72 2251.48,1445.72 2251.52,1445.72 2251.55,1445.72 2251.59,1445.72 2251.63,1445.72 \n",
       "  2251.67,1445.72 2251.7,1445.72 2251.74,1445.72 2251.78,1445.72 2251.82,1445.72 2251.85,1445.72 2251.89,1445.72 2251.93,1445.72 2251.97,1445.72 2252,1445.72 \n",
       "  2252.04,1445.72 2252.08,1445.72 2252.12,1445.72 2252.15,1445.72 2252.19,1445.72 2252.23,1445.72 2252.26,1445.72 2252.3,1445.72 2252.34,1445.72 2252.38,1445.72 \n",
       "  2252.41,1445.72 2252.45,1445.72 2252.49,1445.72 2252.53,1445.72 2252.56,1445.72 2252.6,1445.72 2252.64,1445.72 2252.68,1445.72 2252.71,1445.72 2252.75,1445.72 \n",
       "  2252.79,1445.72 2252.82,1445.72 2252.86,1445.72 2252.9,1445.72 2252.94,1445.72 2252.97,1445.72 2253.01,1445.72 2253.05,1445.72 2253.09,1445.72 2253.12,1445.72 \n",
       "  2253.16,1445.72 2253.2,1445.72 2253.23,1445.72 2253.27,1445.72 2253.31,1445.72 2253.35,1445.72 2253.38,1445.72 2253.42,1445.72 2253.46,1445.72 2253.49,1445.72 \n",
       "  2253.53,1445.72 2253.57,1445.72 2253.61,1445.72 2253.64,1445.72 2253.68,1445.72 2253.72,1445.72 2253.75,1445.72 2253.79,1445.72 2253.83,1445.72 2253.87,1445.72 \n",
       "  2253.9,1445.72 2253.94,1445.72 2253.98,1445.72 2254.01,1445.72 2254.05,1445.72 2254.09,1445.72 2254.13,1445.72 2254.16,1445.72 2254.2,1445.72 2254.24,1445.72 \n",
       "  2254.27,1445.72 2254.31,1445.72 2254.35,1445.72 2254.39,1445.72 2254.42,1445.72 2254.46,1445.72 2254.5,1445.72 2254.53,1445.72 2254.57,1445.72 2254.61,1445.72 \n",
       "  2254.64,1445.72 2254.68,1445.72 2254.72,1445.72 2254.76,1445.72 2254.79,1445.72 2254.83,1445.72 2254.87,1445.72 2254.9,1445.72 2254.94,1445.72 2254.98,1445.72 \n",
       "  2255.01,1445.72 2255.05,1445.72 2255.09,1445.72 2255.12,1445.72 2255.16,1445.72 2255.2,1445.72 2255.24,1445.72 2255.27,1445.72 2255.31,1445.72 2255.35,1445.72 \n",
       "  2255.38,1445.72 2255.42,1445.72 2255.46,1445.72 2255.49,1445.72 2255.53,1445.72 2255.57,1445.72 2255.6,1445.72 2255.64,1445.72 2255.68,1445.72 2255.71,1445.72 \n",
       "  2255.75,1445.72 2255.79,1445.72 2255.83,1445.72 2255.86,1445.72 2255.9,1445.72 2255.94,1445.72 2255.97,1445.72 2256.01,1445.72 2256.05,1445.72 2256.08,1445.72 \n",
       "  2256.12,1445.72 2256.16,1445.72 2256.19,1445.72 2256.23,1445.72 2256.27,1445.72 2256.3,1445.72 2256.34,1445.72 2256.38,1445.72 2256.41,1445.72 2256.45,1445.72 \n",
       "  2256.49,1445.72 2256.52,1445.72 2256.56,1445.72 2256.6,1445.72 2256.63,1445.72 2256.67,1445.72 2256.71,1445.72 2256.74,1445.72 2256.78,1445.72 2256.82,1445.72 \n",
       "  2256.85,1445.72 2256.89,1445.72 2256.93,1445.72 2256.96,1445.72 2257,1445.72 2257.04,1445.72 2257.07,1445.72 2257.11,1445.72 2257.15,1445.72 2257.18,1445.72 \n",
       "  2257.22,1445.72 2257.26,1445.72 2257.29,1445.72 2257.33,1445.72 2257.37,1445.72 2257.4,1445.72 2257.44,1445.72 2257.48,1445.72 2257.51,1445.72 2257.55,1445.72 \n",
       "  2257.59,1445.72 2257.62,1445.72 2257.66,1445.72 2257.7,1445.72 2257.73,1445.72 2257.77,1445.72 2257.8,1445.72 2257.84,1445.72 2257.88,1445.72 2257.91,1445.72 \n",
       "  2257.95,1445.72 2257.99,1445.72 2258.02,1445.72 2258.06,1445.72 2258.1,1445.72 2258.13,1445.72 2258.17,1445.72 2258.21,1445.72 2258.24,1445.72 2258.28,1445.72 \n",
       "  2258.32,1445.72 2258.35,1445.72 2258.39,1445.72 2258.42,1445.72 2258.46,1445.72 2258.5,1445.72 2258.53,1445.72 2258.57,1445.72 2258.61,1445.72 2258.64,1445.72 \n",
       "  2258.68,1445.72 2258.72,1445.72 2258.75,1445.72 2258.79,1445.72 2258.82,1445.72 2258.86,1445.72 2258.9,1445.72 2258.93,1445.72 2258.97,1445.72 2259.01,1445.72 \n",
       "  2259.04,1445.72 2259.08,1445.72 2259.12,1445.72 2259.15,1445.72 2259.19,1445.72 2259.22,1445.72 2259.26,1445.72 2259.3,1445.72 2259.33,1445.72 2259.37,1445.72 \n",
       "  2259.41,1445.72 2259.44,1445.72 2259.48,1445.72 2259.51,1445.72 2259.55,1445.72 2259.59,1445.72 2259.62,1445.72 2259.66,1445.72 2259.7,1445.72 2259.73,1445.72 \n",
       "  2259.77,1445.72 2259.8,1445.72 2259.84,1445.72 2259.88,1445.72 2259.91,1445.72 2259.95,1445.72 2259.99,1445.72 2260.02,1445.72 2260.06,1445.72 2260.09,1445.72 \n",
       "  2260.13,1445.72 2260.17,1445.72 2260.2,1445.72 2260.24,1445.72 2260.27,1445.72 2260.31,1445.72 2260.35,1445.72 2260.38,1445.72 2260.42,1445.72 2260.45,1445.72 \n",
       "  2260.49,1445.72 2260.53,1445.72 2260.56,1445.72 2260.6,1445.72 2260.64,1445.72 2260.67,1445.72 2260.71,1445.72 2260.74,1445.72 2260.78,1445.72 2260.82,1445.72 \n",
       "  2260.85,1445.72 2260.89,1445.72 2260.92,1445.72 2260.96,1445.72 2261,1445.72 2261.03,1445.72 2261.07,1445.72 2261.1,1445.72 2261.14,1445.72 2261.18,1445.72 \n",
       "  2261.21,1445.72 2261.25,1445.72 2261.28,1445.72 2261.32,1445.72 2261.36,1445.72 2261.39,1445.72 2261.43,1445.72 2261.46,1445.72 2261.5,1445.72 2261.54,1445.72 \n",
       "  2261.57,1445.72 2261.61,1445.72 2261.64,1445.72 2261.68,1445.72 2261.72,1445.72 2261.75,1445.72 2261.79,1445.72 2261.82,1445.72 2261.86,1445.72 2261.89,1445.72 \n",
       "  2261.93,1445.72 2261.97,1445.72 2262,1445.72 2262.04,1445.72 2262.07,1445.72 2262.11,1445.72 2262.15,1445.72 2262.18,1445.72 2262.22,1445.72 2262.25,1445.72 \n",
       "  2262.29,1445.72 2262.32,1445.72 2262.36,1445.72 2262.4,1445.72 2262.43,1445.72 2262.47,1445.72 2262.5,1445.72 2262.54,1445.72 2262.58,1445.72 2262.61,1445.72 \n",
       "  2262.65,1445.72 2262.68,1445.72 2262.72,1445.72 2262.75,1445.72 2262.79,1445.72 2262.83,1445.72 2262.86,1445.72 2262.9,1445.72 2262.93,1445.72 2262.97,1445.72 \n",
       "  2263,1445.72 2263.04,1445.72 2263.08,1445.72 2263.11,1445.72 2263.15,1445.72 2263.18,1445.72 2263.22,1445.72 2263.25,1445.72 2263.29,1445.72 2263.33,1445.72 \n",
       "  2263.36,1445.72 2263.4,1445.72 2263.43,1445.72 2263.47,1445.72 2263.5,1445.72 2263.54,1445.72 2263.58,1445.72 2263.61,1445.72 2263.65,1445.72 2263.68,1445.72 \n",
       "  2263.72,1445.72 2263.75,1445.72 2263.79,1445.72 2263.82,1445.72 2263.86,1445.72 2263.9,1445.72 2263.93,1445.72 2263.97,1445.72 2264,1445.72 2264.04,1445.72 \n",
       "  2264.07,1445.72 2264.11,1445.72 2264.14,1445.72 2264.18,1445.72 2264.22,1445.72 2264.25,1445.72 2264.29,1445.72 2264.32,1445.72 2264.36,1445.72 2264.39,1445.72 \n",
       "  2264.43,1445.72 2264.46,1445.72 2264.5,1445.72 2264.54,1445.72 2264.57,1445.72 2264.61,1445.72 2264.64,1445.72 2264.68,1445.72 2264.71,1445.72 2264.75,1445.72 \n",
       "  2264.78,1445.72 2264.82,1445.72 2264.85,1445.72 2264.89,1445.72 2264.93,1445.72 2264.96,1445.72 2265,1445.72 2265.03,1445.72 2265.07,1445.72 2265.1,1445.72 \n",
       "  2265.14,1445.72 2265.17,1445.72 2265.21,1445.72 2265.24,1445.72 2265.28,1445.72 2265.31,1445.72 2265.35,1445.72 2265.39,1445.72 2265.42,1445.72 2265.46,1445.72 \n",
       "  2265.49,1445.72 2265.53,1445.72 2265.56,1445.72 2265.6,1445.72 2265.63,1445.72 2265.67,1445.72 2265.7,1445.72 2265.74,1445.72 2265.77,1445.72 2265.81,1445.72 \n",
       "  2265.84,1445.72 2265.88,1445.72 2265.91,1445.72 2265.95,1445.72 2265.99,1445.72 2266.02,1445.72 2266.06,1445.72 2266.09,1445.72 2266.13,1445.72 2266.16,1445.72 \n",
       "  2266.2,1445.72 2266.23,1445.72 2266.27,1445.72 2266.3,1445.72 2266.34,1445.72 2266.37,1445.72 2266.41,1445.72 2266.44,1445.72 2266.48,1445.72 2266.51,1445.72 \n",
       "  2266.55,1445.72 2266.58,1445.72 2266.62,1445.72 2266.65,1445.72 2266.69,1445.72 2266.72,1445.72 2266.76,1445.72 2266.8,1445.72 2266.83,1445.72 2266.87,1445.72 \n",
       "  2266.9,1445.72 2266.94,1445.72 2266.97,1445.72 2267.01,1445.72 2267.04,1445.72 2267.08,1445.72 2267.11,1445.72 2267.15,1445.72 2267.18,1445.72 2267.22,1445.72 \n",
       "  2267.25,1445.72 2267.29,1445.72 2267.32,1445.72 2267.36,1445.72 2267.39,1445.72 2267.43,1445.72 2267.46,1445.72 2267.5,1445.72 2267.53,1445.72 2267.57,1445.72 \n",
       "  2267.6,1445.72 2267.64,1445.72 2267.67,1445.72 2267.71,1445.72 2267.74,1445.72 2267.78,1445.72 2267.81,1445.72 2267.85,1445.72 2267.88,1445.72 2267.92,1445.72 \n",
       "  2267.95,1445.72 2267.99,1445.72 2268.02,1445.72 2268.06,1445.72 2268.09,1445.72 2268.13,1445.72 2268.16,1445.72 2268.2,1445.72 2268.23,1445.72 2268.27,1445.72 \n",
       "  2268.3,1445.72 2268.34,1445.72 2268.37,1445.72 2268.41,1445.72 2268.44,1445.72 2268.48,1445.72 2268.51,1445.72 2268.55,1445.72 2268.58,1445.72 2268.62,1445.72 \n",
       "  2268.65,1445.72 2268.69,1445.72 2268.72,1445.72 2268.76,1445.72 2268.79,1445.72 2268.83,1445.72 2268.86,1445.72 2268.89,1445.72 2268.93,1445.72 2268.96,1445.72 \n",
       "  2269,1445.72 2269.03,1445.72 2269.07,1445.72 2269.1,1445.72 2269.14,1445.72 2269.17,1445.72 2269.21,1445.72 2269.24,1445.72 2269.28,1445.72 2269.31,1445.72 \n",
       "  2269.35,1445.72 2269.38,1445.72 2269.42,1445.72 2269.45,1445.72 2269.49,1445.72 2269.52,1445.72 2269.56,1445.72 2269.59,1445.72 2269.63,1445.72 2269.66,1445.72 \n",
       "  2269.69,1445.72 2269.73,1445.72 2269.76,1445.72 2269.8,1445.72 2269.83,1445.72 2269.87,1445.72 2269.9,1445.72 2269.94,1445.72 2269.97,1445.72 2270.01,1445.72 \n",
       "  2270.04,1445.72 2270.08,1445.72 2270.11,1445.72 2270.15,1445.72 2270.18,1445.72 2270.22,1445.72 2270.25,1445.72 2270.28,1445.72 2270.32,1445.72 2270.35,1445.72 \n",
       "  2270.39,1445.72 2270.42,1445.72 2270.46,1445.72 2270.49,1445.72 2270.53,1445.72 2270.56,1445.72 2270.6,1445.72 2270.63,1445.72 2270.66,1445.72 2270.7,1445.72 \n",
       "  2270.73,1445.72 2270.77,1445.72 2270.8,1445.72 2270.84,1445.72 2270.87,1445.72 2270.91,1445.72 2270.94,1445.72 2270.98,1445.72 2271.01,1445.72 2271.05,1445.72 \n",
       "  2271.08,1445.72 2271.11,1445.72 2271.15,1445.72 2271.18,1445.72 2271.22,1445.72 2271.25,1445.72 2271.29,1445.72 2271.32,1445.72 2271.36,1445.72 2271.39,1445.72 \n",
       "  2271.42,1445.72 2271.46,1445.72 2271.49,1445.72 2271.53,1445.72 2271.56,1445.72 2271.6,1445.72 2271.63,1445.72 2271.67,1445.72 2271.7,1445.72 2271.73,1445.72 \n",
       "  2271.77,1445.72 2271.8,1445.72 2271.84,1445.72 2271.87,1445.72 2271.91,1445.72 2271.94,1445.72 2271.98,1445.72 2272.01,1445.72 2272.04,1445.72 2272.08,1445.72 \n",
       "  2272.11,1445.72 2272.15,1445.72 2272.18,1445.72 2272.22,1445.72 2272.25,1445.72 2272.28,1445.72 2272.32,1445.72 2272.35,1445.72 2272.39,1445.72 2272.42,1445.72 \n",
       "  2272.46,1445.72 2272.49,1445.72 2272.52,1445.72 2272.56,1445.72 2272.59,1445.72 2272.63,1445.72 2272.66,1445.72 2272.7,1445.72 2272.73,1445.72 2272.76,1445.72 \n",
       "  2272.8,1445.72 2272.83,1445.72 2272.87,1445.72 2272.9,1445.72 2272.94,1445.72 2272.97,1445.72 2273,1445.72 2273.04,1445.72 2273.07,1445.72 2273.11,1445.72 \n",
       "  2273.14,1445.72 2273.18,1445.72 2273.21,1445.72 2273.24,1445.72 2273.28,1445.72 2273.31,1445.72 2273.35,1445.72 2273.38,1445.72 2273.42,1445.72 2273.45,1445.72 \n",
       "  2273.48,1445.72 2273.52,1445.72 2273.55,1445.72 2273.59,1445.72 2273.62,1445.72 2273.65,1445.72 2273.69,1445.72 2273.72,1445.72 2273.76,1445.72 2273.79,1445.72 \n",
       "  2273.83,1445.72 2273.86,1445.72 2273.89,1445.72 2273.93,1445.72 2273.96,1445.72 2274,1445.72 2274.03,1445.72 2274.06,1445.72 2274.1,1445.72 2274.13,1445.72 \n",
       "  2274.17,1445.72 2274.2,1445.72 2274.23,1445.72 2274.27,1445.72 2274.3,1445.72 2274.34,1445.72 2274.37,1445.72 2274.4,1445.72 2274.44,1445.72 2274.47,1445.72 \n",
       "  2274.51,1445.72 2274.54,1445.72 2274.57,1445.72 2274.61,1445.72 2274.64,1445.72 2274.68,1445.72 2274.71,1445.72 2274.74,1445.72 2274.78,1445.72 2274.81,1445.72 \n",
       "  2274.85,1445.72 2274.88,1445.72 2274.91,1445.72 2274.95,1445.72 2274.98,1445.72 2275.02,1445.72 2275.05,1445.72 2275.08,1445.72 2275.12,1445.72 2275.15,1445.72 \n",
       "  2275.19,1445.72 2275.22,1445.72 2275.25,1445.72 2275.29,1445.72 2275.32,1445.72 2275.36,1445.72 2275.39,1445.72 2275.42,1445.72 2275.46,1445.72 2275.49,1445.72 \n",
       "  2275.53,1445.72 2275.56,1445.72 2275.59,1445.72 2275.63,1445.72 2275.66,1445.72 2275.69,1445.72 2275.73,1445.72 2275.76,1445.72 2275.8,1445.72 2275.83,1445.72 \n",
       "  2275.86,1445.72 2275.9,1445.72 2275.93,1445.72 2275.97,1445.72 2276,1445.72 2276.03,1445.72 2276.07,1445.72 2276.1,1445.72 2276.13,1445.72 2276.17,1445.72 \n",
       "  2276.2,1445.72 2276.24,1445.72 2276.27,1445.72 2276.3,1445.72 2276.34,1445.72 2276.37,1445.72 2276.4,1445.72 2276.44,1445.72 2276.47,1445.72 2276.51,1445.72 \n",
       "  2276.54,1445.72 2276.57,1445.72 2276.61,1445.72 2276.64,1445.72 2276.67,1445.72 2276.71,1445.72 2276.74,1445.72 2276.78,1445.72 2276.81,1445.72 2276.84,1445.72 \n",
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      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Plots\n",
    "\n",
    "emma_hist = processfile(\"emma.txt\")\n",
    "zipf(emma_hist)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 1.4.0",
   "language": "julia",
   "name": "julia-1.4"
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  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.4.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}