{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sympy - Symbolic algebra in Python"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "J.R. Johansson (jrjohansson at gmail.com)\n",
    "\n",
    "The latest version of this [IPython notebook](http://ipython.org/notebook.html) lecture is available at [http://github.com/jrjohansson/scientific-python-lectures](http://github.com/jrjohansson/scientific-python-lectures).\n",
    "\n",
    "The other notebooks in this lecture series are indexed at [http://jrjohansson.github.io](http://jrjohansson.github.io)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are two notable Computer Algebra Systems (CAS) for Python:\n",
    "\n",
    "* [SymPy](http://sympy.org/en/index.html) - A python module that can be used in any Python program, or in an IPython session, that provides powerful CAS features. \n",
    "* [Sage](http://www.sagemath.org/) - Sage is a full-featured and very powerful CAS enviroment that aims to provide an open source system that competes with Mathematica and Maple. Sage is not a regular Python module, but rather a CAS environment that uses Python as its programming language.\n",
    "\n",
    "Sage is in some aspects more powerful than SymPy, but both offer very comprehensive CAS functionality. The advantage of SymPy is that it is a regular Python module and integrates well with the IPython notebook. \n",
    "\n",
    "In this lecture we will therefore look at how to use SymPy with IPython notebooks. If you are interested in an open source CAS environment I also recommend to read more about Sage.\n",
    "\n",
    "To get started using SymPy in a Python program or notebook, import the module `sympy`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sympy import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get nice-looking $\\LaTeX$ formatted output run:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "init_printing()\n",
    "\n",
    "# or with older versions of sympy/ipython, load the IPython extension\n",
    "#%load_ext sympy.interactive.ipythonprinting\n",
    "# or\n",
    "#%load_ext sympyprinting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Symbolic variables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In SymPy we need to create symbols for the variables we want to work with. We can create a new symbol using the `Symbol` class:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = Symbol('x')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$\\left(x + \\pi\\right)^{2}$$"
      ],
      "text/plain": [
       "       2\n",
       "(x + π) "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(pi + x)**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# alternative way of defining symbols\n",
    "a, b, c = symbols(\"a, b, c\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sympy.core.symbol.Symbol"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(a)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can add assumptions to symbols when we create them:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = Symbol('x', real=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.is_imaginary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = Symbol('x', positive=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAACoAAAAPBAMAAABgjEDtAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAv3aB7AAAAD3RSTlMA782r3SJ2ZjIQmUS7\nVIlAnjihAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAv0lEQVQYGWNg/GQs72z0hQEV8Acw5BcwNKIK\nMsxiAIkyo4mGg0XZJqAKR4BFOUCi0Q2c3QFwWaAJ3Iq5j0LXH+A9n8DAuvwxWAooysC4dn4B0wEG\n/gSGLRO4JUEaQKJMDgwMPGBROQYGMaAgRNQAKsrxq7zcHC66ACrK/hckBARgExbA1H4DiyFEmQ8w\nxCcwODEwTIOpZQGqZRdguHiSob+AYSUDA/caeZkV3Of/XGBgeJc2RWQCp1XeBKghaBQAM0c287zN\nvm0AAAAASUVORK5CYII=\n",
      "text/latex": [
       "$$\\mathrm{True}$$"
      ],
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x > 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Complex numbers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The imaginary unit is denoted `I` in Sympy. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAACoAAAAQBAMAAACSDPCjAAAALVBMVEX///8AAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAOrOgAAAADnRSTlMAVO8Qq5l2zWaJ3SK7RPx7\nN2kAAAAJcEhZcwAADsQAAA7EAZUrDhsAAABySURBVBgZY2DABCwHGBgYldHFWRoYTEIeQ0UZE5Ck\n2SgRNQsDmoRhwoRLWES5BcLhopzl5VXq5eUODAzMDM/gokAGzGWMIEdhmMvuYIBF1E5gAhbRe9wN\nDKxOzz2A5gABzFyWDggfQsJEkcWATtoA5wMA/Fcc5MixWvAAAAAASUVORK5CYII=\n",
      "text/latex": [
       "$$1 + i$$"
      ],
      "text/plain": [
       "1 + ⅈ"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1+1*I"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABgAAAAPBAMAAAAMihLoAAAAJFBMVEX///8AAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAADHJj5lAAAAC3RSTlMAEM3dMlTvq5l2ZtVdCTcAAAAJcEhZcwAA\nDsQAAA7EAZUrDhsAAAAqSURBVAgdY2DAClgTEcLi7RsRHAZOMjlCxiCgwkC2ATA3cJRtqoKxwTQA\nC0AL2ft3JesAAAAASUVORK5CYII=\n",
      "text/latex": [
       "$$-1$$"
      ],
      "text/plain": [
       "-1"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "I**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAEwAAAAbBAMAAAAkMnRXAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n",
      "text/latex": [
       "$$\\left(i x + 1\\right)^{2}$$"
      ],
      "text/plain": [
       "         2\n",
       "(ⅈ⋅x + 1) "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(x * I + 1)**2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rational numbers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are three different numerical types in SymPy: `Real`, `Rational`, `Integer`: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "r1 = Rational(4,5)\n",
    "r2 = Rational(5,4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAAsAAAAqBAMAAACXcryGAAAAMFBMVEX///8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAv3aB7AAAAD3RSTlMAMpndu3bvImbNiRBUq0Qb3U6NAAAAkklEQVQYGWNgYGAQAmIgMAGTrClgqmIKmFoApjgKwNRWBjC1AEzxCICpXQxg6uzdu9+ugnVAtDN8AXOW/L8Bpski/oPAB6K0Tt0g9ACoMP//V5DyWVcLQNQFEAGnbrQqgnjeDPUPQDQDiwGYYvrOwMA7gYHrHwMD2wQGpt8MDEwMDMwTGBjYFRjaQMYUrdVmYAAAOF8pKUDr98cAAAAASUVORK5CYII=\n",
      "text/latex": [
       "$$\\frac{4}{5}$$"
      ],
      "text/plain": [
       "4/5"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$\\frac{41}{20}$$"
      ],
      "text/plain": [
       "41\n",
       "──\n",
       "20"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r1+r2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABUAAAAqBAMAAACuFQ3dAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAv3aB7AAAAD3RSTlMAVO8Qq5l2zWaJMkS7\nIt2ZnNffAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA/klEQVQYGWNggICZmQtADCEDBgbzDawFDAzM\nrv5A9lEGngMg8XwDBu6/IAYQANk8CmAWmM1fNS0azAOK21cwMAmAOCD2ZwZWZSib/wEDx28om6+A\ngeMHlM2igBDnAqpXgIozeDIYgcwJ0S9pYOAM9QIJ0xj8h4MPlNl0NeYUA0OZwVKg+5kdGOZvYND/\n/xNoIosBA5MCQ6XbBSCb6QEDyy8GB7A97J8RbKAA32cGj7YosAzD/gkMhxnubwBznoBIngcgkjUA\nTIKjIxVocAEDJyhsGQMY7jIVMLB+BrKXMjDksgINK2Bg4H05M+QBbwBDE9BidqAfHzBcnRLMwAAA\nq1hKQiigoh8AAAAASUVORK5CYII=\n",
      "text/latex": [
       "$$\\frac{16}{25}$$"
      ],
      "text/plain": [
       "16\n",
       "──\n",
       "25"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r1/r2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Numerical evaluation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "SymPy uses a library for artitrary precision as numerical backend, and has predefined SymPy expressions for a number of mathematical constants, such as: `pi`, `e`, `oo` for infinity.\n",
    "\n",
    "To evaluate an expression numerically we can use the `evalf` function (or `N`). It takes an argument `n` which specifies the number of significant digits."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$3.1415926535897932384626433832795028841971693993751058209749445923078164062862089986280348253421170679821480865132823066470938446095505822317253594081284811174502841027019385211055596446229489549303819644288109756659334461284756482337867831652712019091456485669234603486104543266482133936072602491412737245870066063155881748815209209628292540917153643678925903600113305305488204665213841469519415116094330572703657595919530921861173819326117931051185480744623799627495673518857527248912279381830119491298336733624406566430860213949463952247371907021798609437027705392171762931767523846748184676694051320005681271452635608277857713427577896091736371787214684409012249534301465495853710507922796892589235420199561121290219608640344181598136297747713099605187072113499999983729780499510597317328160963185950244594553469083026425223082533446850352619311881710100031378387528865875332083814206171776691473035982534904287554687311595628638823537875937519577818577805321712268066130019278766111959092164201989380952572010654858632788659361533818279682303019520353018529689957736225994138912497217752834791315155748572424541506959508295331168617278558890750983817546374649393192550604009277016711390098488240128583616035637076601047101819429555961989467678374494482553797747268471040475346462080466842590694912933136770289891521047521620569660240580381501935112533824300355876402474964732639141992726042699227967823547816360093417216412199245863150302861829745557067498385054945885869269956909272107975093029553211653449872027559602364806654991198818347977535663698074265425278625518184175746728909777727938000816470600161452491921732172147723501414419735685481613611573525521334757418494684385233239073941433345477624168625189835694855620992192221842725502542568876717904946016534668049886272327917860857843838279679766814541009538837863609506800642251252051173929848960841284886269456042419652850222106611863067442786220391949450471237137869609563643719172874677646575739624138908658326459958133904780275900994657640789512694683983525957098258226205224894077267194782684826014769909026401363944374553050682034962524517493996514314298091906592509372216964615157098583874105978859597729754989301617539284681382686838689427741559918559252459539594310499725246808459872736446958486538367362226260991246080512438843904512441365497627807977156914359977001296160894416948685558484063534220722258284886481584560285060168427394522674676788952521385225499546667278239864565961163548862305774564980355936345681743241125150760694794510965960940252288797108931456691368672287489405601015033086179286809208747609178249385890097149096759852613655497818931297848216829989487226588048575640142704775551323796414515237462343645428584447952658678210511413547357395231134271661021359695362314429524849371871101457654035902799344037420073105785390621983874478084784896833214457138687519435064302184531910484810053706146806749192781911979399520614196634287544406437451237181921799983910159195618146751426912397489409071864942319615679452080951465502252316038819301420937621378559566389377870830390697920773467221825625996615014215030680384477345492026054146659252014974428507325186660021324340881907104863317346496514539057962685610055081066587969981635747363840525714591028970641401109712062804390397595156771577004203378699360072305587631763594218731251471205329281918261861258673215791984148488291644706095752706957220917567116722910981690915280173506712748583222871835209353965725121083579151369882091444210067510334671103141267111369908658516398315019701651511685171437657618351556508849099898599823873455283316355076479185358932261854896321329330898570642046752590709154814165498594616371802709819943099244889575712828905923233260972997120844335732654893823911932597463667305836041428138830320382490375898524374417029132765618093773444030707469211201913020330380197621101100449293215160842444859637669838952286847831235526582131449576857262433441893039686426243410773226978028073189154411010446823252716201052652272111660396665573092547110557853763466820653109896526918620564769312570586356620185581007293606598764861179104533488503461136576867532494416680396265797877185560845529654126654085306143444318586769751456614068007002378776591344017127494704205622305389945613140711270004078547332699390814546646458807972708266830634328587856983052358089330657574067954571637752542021149557615814002501262285941302164715509792592309907965473761255176567513575178296664547791745011299614890304639947132962107340437518957359614589019389713111790429782856475032031986915140287080859904801094121472213179476477726224142548545403321571853061422881375850430633217518297986622371721591607716692547487389866549494501146540628433663937900397692656721463853067360965712091807638327166416274888800786925602902284721040317211860820419000422966171196377921337575114959501566049631862947265473642523081770367515906735023507283540567040386743513622224771589150495309844489333096340878076932599397805419341447377441842631298608099888687413260472156951623965864573021631598193195167353812974167729478672422924654366800980676928238280689964004824354037014163149658979409243237896907069779422362508221688957383798623001593776471651228935786015881617557829735233446042815126272037343146531977774160319906655418763979293344195215413418994854447345673831624993419131814809277771038638773431772075456545322077709212019051660962804909263601975988281613323166636528619326686336062735676303544776280350450777235547105859548702790814356240145171806246436267945612753181340783303362542327839449753824372058353114771199260638133467768796959703098339130771098704085913374641442822772634659470474587847787201927715280731767907707157213444730605700733492436931138350493163128404251219256517980694113528013147013047816437885185290928545201165839341965621349143415956258658655705526904965209858033850722426482939728584783163057777560688876446248246857926039535277348030480290058760758251047470916439613626760449256274204208320856611906254543372131535958450687724602901618766795240616342522577195429162991930645537799140373404328752628889639958794757291746426357455254079091451357111369410911939325191076020825202618798531887705842972591677813149699009019211697173727847684726860849003377024242916513005005168323364350389517029893922334517220138128069650117844087451960121228599371623130171144484640903890644954440061986907548516026327505298349187407866808818338510228334508504860825039302133219715518430635455007668282949304137765527939751754613953984683393638304746119966538581538420568533862186725233402830871123282789212507712629463229563989898935821167456270102183564622013496715188190973038119800497340723961036854066431939509790190699639552453005450580685501956730229219139339185680344903982059551002263535361920419947455385938102343955449597783779023742161727111723643435439478221818528624085140066604433258885698670543154706965747458550332323342107301545940516553790686627333799585115625784322988273723198987571415957811196358330059408730681216028764962867446047746491599505497374256269010490377819868359381465741268049256487985561453723478673303904688383436346553794986419270563872931748723320837601123029911367938627089438799362016295154133714248928307220126901475466847653576164773794675200490757155527819653621323926406160136358155907422020203187277605277219005561484255518792530343513984425322341576233610642506390497500865627109535919465897514131034822769306247435363256916078154781811528436679570611086153315044521274739245449454236828860613408414863776700961207151249140430272538607648236341433462351897576645216413767969031495019108575984423919862916421939949072362346468441173940326591840443780513338945257423995082965912285085558215725031071257012668302402929525220118726767562204154205161841634847565169998116141010029960783869092916030288400269104140792886215078424516709087000699282120660418371806535567252532567532861291042487761825829765157959847035622262934860034158722980534989650226291748788202734209222245339856264766914905562842503912757710284027998066365825488926488025456610172967026640765590429099456815065265305371829412703369313785178609040708667114965583434347693385781711386455873678123014587687126603489139095620099393610310291616152881384379099042317473363948045759314931405297634757481193567091101377517210080315590248530906692037671922033229094334676851422144773793937517034436619910403375111735471918550464490263655128162288244625759163330391072253837421821408835086573917715096828874782656995995744906617583441375223970968340800535598491754173818839994469748676265516582765848358845314277568790029095170283529716344562129640435231176006651012412006597558512761785838292041974844236080071930457618932349229279650198751872127267507981255470958904556357921221033346697499235630254947802490114195212382815309114079073860251522742995818072471625916685451333123948049470791191532673430282441860414263639548000448002670496248201792896476697583183271314251702969234889627668440323260927524960357996469256504936818360900323809293459588970695365349406034021665443755890045632882250545255640564482465151875471196218443965825337543885690941130315095261793780029741207665147939425902989695946995565761218656196733786236256125216320862869222103274889218654364802296780705765615144632046927906821207388377814233562823608963208068222468012248261177185896381409183903673672220888321513755600372798394004152970028783076670944474560134556417254370906979396122571429894671543578468788614445812314593571984922528471605049221242470141214780573455105008019086996033027634787081081754501193071412233908663938339529425786905076431006383519834389341596131854347546495569781038293097164651438407007073604112373599843452251610507027056235266012764848308407611830130527932054274628654036036745328651057065874882256981579367897669742205750596834408697350201410206723585020072452256326513410559240190274216248439140359989535394590944070469120914093870012645600162374288021092764579310657922955249887275846101264836999892256959688159205600101655256375678566722796619885782794848855834397518744545512965634434803966420557982936804352202770984294232533022576341807039476994159791594530069752148293366555661567873640053666564165473217043903521329543529169414599041608753201868379370234888689479151071637852902345292440773659495630510074210871426134974595615138498713757047101787957310422969066670214498637464595280824369445789772330048764765241339075920434019634039114732023380715095222010682563427471646024335440051521266932493419673977041595683753555166730273900749729736354964533288869844061196496162773449518273695588220757355176651589855190986665393549481068873206859907540792342402300925900701731960362254756478940647548346647760411463233905651343306844953979070903023460461470961696886885014083470405460742958699138296682468185710318879065287036650832431974404771855678934823089431068287027228097362480939962706074726455399253994428081137369433887294063079261595995462624629707062594845569034711972996409089418059534393251236235508134949004364278527138315912568989295196427287573946914272534366941532361004537304881985517065941217352462589548730167600298865925786628561249665523533829428785425340483083307016537228563559152534784459818313411290019992059813522051173365856407826484942764411376393866924803118364453698589175442647399882284621844900877769776312795722672655562596282542765318300134070922334365779160128093179401718598599933849235495640057099558561134980252499066984233017350358044081168552653117099570899427328709258487894436460050410892266917835258707859512983441729535195378855345737426085902908176515578039059464087350612322611200937310804854852635722825768203416050484662775045003126200800799804925485346941469775164932709504934639382432227188515974054702148289711177792376122578873477188196825462981268685817050740272550263329044976277894423621674119186269439650671515779586756482399391760426017633870454990176143641204692182370764887834196896861181558158736062938603810171215855272668300823834046564758804051380801633638874216371406435495561868964112282140753302655100424104896783528588290243670904887118190909494533144218287661810310073547705498159680772009474696134360928614849417850171807793068108546900094458995279424398139213505586422196483491512639012803832001097738680662877923971801461343244572640097374257007359210031541508936793008169980536520276007277496745840028362405346037263416554259027601834840306811381855105979705664007509426087885735796037324514146786703688098806097164258497595138069309449401515422221943291302173912538355915031003330325111749156969174502714943315155885403922164097229101129035521815762823283182342548326111912800928252561902052630163911477247331485739107775874425387611746578671169414776421441111263583553871361011023267987756410246824032264834641766369806637857681349204530224081972785647198396308781543221166912246415911776732253264335686146186545222681268872684459684424161078540167681420808850280054143613146230821025941737562389942075713627516745731891894562835257044133543758575342698699472547031656613991999682628247270641336222178923903176085428943733935618891651250424404008952719837873864805847268954624388234375178852014395600571048119498842390606136957342315590796703461491434478863604103182350736502778590897578272731305048893989009923913503373250855982655867089242612429473670193907727130706869170926462548423240748550366080136046689511840093668609546325002145852930950000907151058236267293264537382104938724996699339424685516483261134146110680267446637334375340764294026682973865220935701626384648528514903629320199199688285171839536691345222444708045923966028171565515656661113598231122506289058549145097157553900243931535190902107119457300243880176615035270862602537881797519478061013715004489917210022201335013106016391541589578037117792775225978742891917915522417189585361680594741234193398420218745649256443462392531953135103311476394911995072858430658361935369329699289837914941939406085724863968836903265564364216644257607914710869984315733749648835292769328220762947282381537409961545598798259891093717126218283025848112389011968221429457667580718653806506487026133892822994972574530332838963818439447707794022843598834100358385423897354243956475556840952248445541392394100016207693636846776413017819659379971557468541946334893748439129742391433659360410035234377706588867781139498616478747140793263858738624732889645643598774667638479466504074111825658378878454858148962961273998413442726086061872455452360643153710112746809778704464094758280348769758948328241239292960582948619196670918958089833201210318430340128495116203534280144127617285830243559830032042024512072872535581195840149180969253395075778400067465526031446167050827682772223534191102634163157147406123850425845988419907611287258059113935689601431668283176323567325417073420817332230462987992804908514094790368878687894930546955703072619009502076433493359106024545086453628935456862958531315337183868265617862273637169757741830239860065914816164049449650117321313895747062088474802365371031150898427992754426853277974311395143574172219759799359685252285745263796289612691572357986620573408375766873884266405990993505000813375432454635967504844235284874701443545419576258473564216198134073468541117668831186544893776979566517279662326714810338643913751865946730024434500544995399742372328712494834706044063471606325830649829795510109541836235030309453097335834462839476304775645015008507578949548931393944899216125525597701436858943585877526379625597081677643800125436502371412783467926101995585224717220177723700417808419423948725406801556035998390548985723546745642390585850216719031395262944554391316631345308939062046784387785054239390524731362012947691874975191011472315289326772533918146607300089027768963114810902209724520759167297007850580717186381054967973100167870850694207092232908070383263453452038027860990556900134137182368370991949516489600755049341267876436746384902063964019766685592335654639138363185745698147196210841080961884605456039038455343729141446513474940784884423772175154334260306698831768331001133108690421939031080143784334151370924353013677631084913516156422698475074303297167469640666531527035325467112667522460551199581831963763707617991919203579582007595605302346267757943936307463056901080114942714100939136913810725813781357894005599500183542511841721360557275221035268037357265279224173736057511278872181908449006178013889710770822931002797665935838758909395688148560263224393726562472776037890814458837855019702843779362407825052704875816470324581290878395232453237896029841669225489649715606981192186584926770403956481278102179913217416305810554598801300484562997651121241536374515005635070127815926714241342103301566165356024733807843028655257222753049998837015348793008062601809623815161366903341111386538510919367393835229345888322550887064507539473952043968079067086806445096986548801682874343786126453815834280753061845485903798217994599681154419742536344399602902510015888272164745006820704193761584547123183460072629339550548239557137256840232268213012476794522644820910235647752723082081063518899152692889108455571126603965034397896278250016110153235160519655904211844949907789992007329476905868577878720982901352956613978884860509786085957017731298155314951681467176959760994210036183559138777817698458758104466283998806006162298486169353373865787735983361613384133853684211978938900185295691967804554482858483701170967212535338758621582310133103877668272115726949518179589754693992642197915523385766231676275475703546994148929041301863861194391962838870543677743224276809132365449485366768000001065262485473055861598999140170769838548318875014293890899506854530765116803337322265175662207526951791442252808165171667766727930354851542040238174608923283917032754257508676551178593950027933895920576682789677644531840404185540104351348389531201326378369283580827193783126549617459970567450718332065034556644034490453627560011250184335607361222765949278393706478426456763388188075656121689605041611390390639601620221536849410926053876887148379895599991120991646464411918568277004574243434021672276445589330127781586869525069499364610175685060167145354315814801054588605645501332037586454858403240298717093480910556211671546848477803944756979804263180991756422809873998766973237695737015808068229045992123661689025962730430679316531149401764737693873514093361833216142802149763399189835484875625298752423873077559555955465196394401821840998412489826236737714672260616336432964063357281070788758164043814850188411431885988276944901193212968271588841338694346828590066640806314077757725705630729400492940302420498416565479736705485580445865720227637840466823379852827105784319753541795011347273625774080213476826045022851579795797647467022840999561601569108903845824502679265942055503958792298185264800706837650418365620945554346135134152570065974881916341359556719649654032187271602648593049039787489589066127250794828276938953521753621850796297785146188432719223223810158744450528665238022532843891375273845892384422535472653098171578447834215822327020690287232330053862163479885094695472004795231120150432932266282727632177908840087861480221475376578105819702226309717495072127248479478169572961423658595782090830733233560348465318730293026659645013718375428897557971449924654038681799213893469244741985097334626793321072686870768062639919361965044099542167627840914669856925715074315740793805323925239477557441591845821562518192155233709607483329234921034514626437449805596103307994145347784574699992128599999399612281615219314888769388022281083001986016549416542616968586788372609587745676182507275992950893180521872924610867639958916145855058397274209809097817293239301067663868240401113040247007350857828724627134946368531815469690466968693925472519413992914652423857762550047485295476814795467007050347999588867695016124972282040303995463278830695976249361510102436555352230690612949388599015734661023712235478911292547696176005047974928060721268039226911027772261025441492215765045081206771735712027180242968106203776578837166909109418074487814049075517820385653909910477594141321543284406250301802757169650820964273484146957263978842560084531214065935809041271135920041975985136254796160632288736181367373244506079244117639975974619383584574915988097667447093006546342423460634237474666080431701260052055928493695941434081468529815053947178900451835755154125223590590687264878635752541911288877371766374860276606349603536794702692322971868327717393236192007774522126247518698334951510198642698878471719396649769070825217423365662725928440620430214113719922785269984698847702323823840055655517889087661360130477098438611687052310553149162517283732728676007248172987637569816335415074608838663640693470437206688651275688266149730788657015685016918647488541679154596507234287730699853713904300266530783987763850323818215535597323530686043010675760838908627049841888595138091030423595782495143988590113185835840667472370297149785084145853085781339156270760356390763947311455495832266945702494139831634332378975955680856836297253867913275055542524491943589128405045226953812179131914513500993846311774017971512283785460116035955402864405902496466930707769055481028850208085800878115773817191741776017330738554758006056014337743299012728677253043182519757916792969965041460706645712588834697979642931622965520168797300035646304579308840327480771811555330909887025505207680463034608658165394876951960044084820659673794731680864156456505300498816164905788311543454850526600698230931577765003780704661264706021457505793270962047825615247145918965223608396645624105195510522357239739512881816405978591427914816542632892004281609136937773722299983327082082969955737727375667615527113922588055201898876201141680054687365580633471603734291703907986396522961312801782679717289822936070288069087768660593252746378405397691848082041021944719713869256084162451123980620113184541244782050110798760717155683154078865439041210873032402010685341947230476666721749869868547076781205124736792479193150856444775379853799732234456122785843296846647513336573692387201464723679427870042503255589926884349592876124007558756946413705625140011797133166207153715436006876477318675587148783989081074295309410605969443158477539700943988394914432353668539209946879645066533985738887866147629443414010498889931600512076781035886116602029611936396821349607501116498327856353161451684576956871090029997698412632665023477167286573785790857466460772283415403114415294188047825438761770790430001566986776795760909966936075594965152736349811896413043311662774712338817406037317439705406703109676765748695358789670031925866259410510533584384656023391796749267844763708474978333655579007384191473198862713525954625181604342253729962863267496824058060296421146386436864224724887283434170441573482481833301640566959668866769563491416328426414974533349999480002669987588815935073578151958899005395120853510357261373640343675347141048360175464883004078464167452167371904831096767113443494819262681110739948250607394950735031690197318521195526356325843390998224986240670310768318446607291248747540316179699411397387765899868554170318847788675929026070043212666179192235209382278788809886335991160819235355570464634911320859189796132791319756490976000139962344455350143464268604644958624769094347048293294140411146540923988344435159133201077394411184074107684981066347241048239358274019449356651610884631256785297769734684303061462418035852933159734583038455410337010916767763742762102137013548544509263071901147318485749233181672072137279355679528443925481560913728128406333039373562420016045664557414588166052166608738748047243391212955877763906969037078828527753894052460758496231574369171131761347838827194168606625721036851321566478001476752310393578606896111259960281839309548709059073861351914591819510297327875571049729011487171897180046961697770017913919613791417162707018958469214343696762927459109940060084983568425201915593703701011049747339493877885989417433031785348707603221982970579751191440510994235883034546353492349826883624043327267415540301619505680654180939409982020609994140216890900708213307230896621197755306659188141191577836272927461561857103721724710095214236964830864102592887457999322374955191221951903424452307535133806856807354464995127203174487195403976107308060269906258076020292731455252078079914184290638844373499681458273372072663917670201183004648190002413083508846584152148991276106513741539435657211390328574918769094413702090517031487773461652879848235338297260136110984514841823808120540996125274580881099486972216128524897425555516076371675054896173016809613803811914361143992106380050832140987604599309324851025168294467260666138151745712559754953580239983146982203613380828499356705575524712902745397762140493182014658008021566536067765508783804304134310591804606800834591136640834887408005741272586704792258319127415739080914383138456424150940849133918096840251163991936853225557338966953749026620923261318855891580832455571948453875628786128859004106006073746501402627824027346962528217174941582331749239683530136178653673760642166778137739951006589528877427662636841830680190804609849809469763667335662282915132352788806157768278159588669180238940333076441912403412022316368577860357276941541778826435238131905028087018575047046312933353757285386605888904583111450773942935201994321971171642235005644042979892081594307167019857469273848653833436145794634175922573898588001698014757420542995801242958105456510831046297282937584161162532562516572498078492099897990620035936509934721582965174135798491047111660791587436986541222348341887722929446335178653856731962559852026072947674072616767145573649812105677716893484917660771705277187601199908144113058645577910525684304811440261938402322470939249802933550731845890355397133088446174107959162511714864874468611247605428673436709046678468670274091881014249711149657817724279347070216688295610877794405048437528443375108828264771978540006509704033021862556147332117771174413350281608840351781452541964320309576018694649088681545285621346988355444560249556668436602922195124830910605377201980218310103270417838665447181260397190688462370857518080035327047185659499476124248110999288679158969049563947624608424065930948621507690314987020673533848349550836366017848771060809804269247132410009464014373603265645184566792456669551001502298330798496079949882497061723674493612262229617908143114146609412341593593095854079139087208322733549572080757165171876599449856937956238755516175754380917805280294642004472153962807463602113294255916002570735628126387331060058910652457080244749375431841494014821199962764531068006631183823761639663180931444671298615527598201451410275600689297502463040173514891945763607893528555053173314164570504996443890936308438744847839616840518452732884032345202470568516465716477139323775517294795126132398229602394548579754586517458787713318138752959809412174227300352296508089177705068259248822322154938048371454781647213976820963320508305647920482085920475499857320388876391601995240918938945576768749730856955958010659526503036266159750662225084067428898265907510637563569968211510949669744580547288693631020367823250182323708459790111548472087618212477813266330412076216587312970811230758159821248639807212407868878114501655825136178903070860870198975889807456643955157415363193191981070575336633738038272152798849350397480015890519420879711308051233933221903466249917169150948541401871060354603794643379005890957721180804465743962806186717861017156740967662080295766577051291209907944304632892947306159510430902221439371849560634056189342513057268291465783293340524635028929175470872564842600349629611654138230077313327298305001602567240141851520418907011542885799208121984493156999059182011819733500126187728036812481995877070207532406361259313438595542547781961142935163561223496661522614735399674051584998603552953329245752388810136202347624669055816438967863097627365504724348643071218494373485300606387644566272186661701238127715621379746149861328744117714552444708997144522885662942440230184791205478498574521634696448973892062401943518310088283480249249085403077863875165911302873958787098100772718271874529013972836614842142871705531796543076504534324600536361472618180969976933486264077435199928686323835088756683595097265574815431940195576850437248001020413749831872259677387154958399718444907279141965845930083942637020875635398216962055324803212267498911402678528599673405242031091797899905718821949391320753431707980023736590985375520238911643467185582906853711897952626234492483392496342449714656846591248918556629589329909035239233333647435203707701010843880032907598342170185542283861617210417603011645918780539367447472059985023582891833692922337323999480437108419659473162654825748099482509991833006976569367159689364493348864744213500840700660883597235039532340179582557036016936990988671132109798897070517280755855191269930673099250704070245568507786790694766126298082251633136399521170984528092630375922426742575599892892783704744452189363203489415521044597261883800300677617931381399162058062701651024458869247649246891924612125310275731390840470007143561362316992371694848132554200914530410371354532966206392105479824392125172540132314902740585892063217589494345489068463993137570910346332714153162232805522972979538018801628590735729554162788676498274186164218789885741071649069191851162815285486794173638906653885764229158342500673612453849160674137340173572779956341043326883569507814931378007362354180070619180267328551191942676091221035987469241172837493126163395001239599240508454375698507957046222664619000103500490183034153545842833764378111988556318777792537201166718539541835984438305203762819440761594106820716970302285152250573126093046898423433152732131361216582808075212631547730604423774753505952287174402666389148817173086436111389069420279088143119448799417154042103412190847094080254023932942945493878640230512927119097513536000921971105412096683111516328705423028470073120658032626417116165957613272351566662536672718998534199895236884830999302757419916463841427077988708874229277053891227172486322028898425125287217826030500994510824783572905691988555467886079462805371227042466543192145281760741482403827835829719301017888345674167811398954750448339314689630763396657226727043393216745421824557062524797219978668542798977992339579057581890622525473582205236424850783407110144980478726691990186438822932305382318559732869780922253529591017341407334884761005564018242392192695062083183814546983923664613639891012102177095976704908305081854704194664371312299692358895384930136356576186106062228705599423371631021278457446463989738188566746260879482018647487672727222062676465338099801966883680994159075776852639865146253336312450536402610569605513183813174261184420189088853196356986962795036738424313011331753305329802016688817481342988681585577810343231753064784983210629718425184385534427620128234570716988530518326179641178579608888150329602290705614476220915094739035946646916235396809201394578175891088931992112260073928149169481615273842736264298098234063200244024495894456129167049508235812487391799648641133480324757775219708932772262349486015046652681439877051615317026696929704928316285504212898146706195331970269507214378230476875280287354126166391708245925170010714180854800636923259462019002278087409859771921805158532147392653251559035410209284665925299914353791825314545290598415817637058927906909896911164381187809435371521332261443625314490127454772695739393481546916311624928873574718824071503995009446731954316193855485207665738825139639163576723151005556037263394867208207808653734942440115799667507360711159351331959197120948964717553024531364770942094635696982226673775209945168450643623824211853534887989395673187806606107885440005508276570305587448541805778891719207881423351138662929667179643468760077047999537883387870348718021842437342112273940255717690819603092018240188427057046092622564178375265263358324240661253311529423457965569502506810018310900411245379015332966156970522379210325706937051090830789479999004999395322153622748476603613677697978567386584670936679588583788795625946464891376652199588286933801836011932368578558558195556042156250883650203322024513762158204618106705195330653060606501054887167245377942831338871631395596905832083416898476065607118347136218123246227258841990286142087284956879639325464285343075301105285713829643709990356948885285190402956047346131138263878897551788560424998748316382804046848618938189590542039889872650697620201995548412650005394428203930127481638158530396439925470201672759328574366661644110962566337305409219519675148328734808957477775278344221091073111351828046036347198185655572957144747682552857863349342858423118749440003229690697758315903858039353521358860079600342097547392296733310649395601812237812854584317605561733861126734780745850676063048229409653041118306671081893031108871728167519579675347188537229309616143204006381322465841111157758358581135018569047815368938137718472814751998350504781297718599084707621974605887423256995828892535041937958260616211842368768511418316068315867994601652057740529423053601780313357263267054790338401257305912339601880137825421927094767337191987287385248057421248921183470876629667207272325650565129333126059505777727542471241648312832982072361750574673870128209575544305968395555686861188397135522084452852640081252027665557677495969626612604565245684086139238265768583384698499778726706555191854468698469478495734622606294219624557085371272776523098955450193037732166649182578154677292005212667143463209637891852323215018976126034373684067194193037746880999296877582441047878123266253181845960453853543839114496775312864260925211537673258866722604042523491087026958099647595805794663973419064010036361904042033113579336542426303561457009011244800890020801478056603710154122328891465722393145076071670643556827437743965789067972687438473076346451677562103098604092717090951280863090297385044527182892749689212106670081648583395537735919136950153162018908887484210798706899114804669270650940762046502772528650728905328548561433160812693005693785417861096969202538865034577183176686885923681488475276498468821949739729707737187188400414323127636504814531122850990020742409255859252926103021067368154347015252348786351643976235860419194129697690405264832347009911154242601273438022089331096686367898694977994001260164227609260823493041180643829138347354679725399262338791582998486459271734059225620749105308531537182911681637219395188700957788181586850464507699343940987433514431626330317247747486897918209239480833143970840673084079589358108966564775859905563769525232653614424780230826811831037735887089240613031336477371011628214614661679404090518615260360092521947218890918107335871964142144478654899528582343947050079830388538860831035719306002771194558021911942899922722353458707566246926177663178855144350218287026685610665003531050216318206017609217984684936863161293727951873078972637353717150256378733579771808184878458866504335824377004147710414934927438457587107159731559439426412570270965125108115548247939403597681188117282472158250109496096625393395380922195591918188552678062149923172763163218339896938075616855911752998450132067129392404144593862398809381240452191484831646210147389182510109096773869066404158973610476436500068077105656718486281496371118832192445663945814491486165500495676982690308911185687986929470513524816091743243015383684707292898982846022237301452655679898627767968091469798378268764311598832109043715611299766521539635464420869197567370005738764978437686287681792497469438427465256316323005551304174227341646455127812784577772457520386543754282825671412885834544435132562054464241011037955464190581168623059644769587054072141985212106734332410756767575818456990693046047522770167005684543969234041711089888993416350585157887353430815520811772071880379104046983069578685473937656433631979786803671873079693924236321448450354776315670255390065423117920153464977929066241508328858395290542637687668968805033317227800185885069736232403894700471897619347344308437443759925034178807972235859134245813144049847701732361694719765715353197754997162785663119046912609182591249890367654176979903623755286526375733763526969344354400473067198868901968147428767790866979688522501636949856730217523132529265375896415171479559538784278499866456302878831962099830494519874396369070682762657485810439112232618794059941554063270131989895703761105323606298674803779153767511583043208498720920280929752649812569163425000522908872646925284666104665392171482080130502298052637836426959733707053922789153510568883938113249757071331029504430346715989448786847116438328050692507766274500122003526203709466023414648998390252588830148678162196775194583167718762757200505439794412459900771152051546199305098386982542846407255540927403132571632640792934183342147090412542533523248021932277075355546795871638358750181593387174236061551171013123525633485820365146141870049205704372018261733194715700867578539336078622739558185797587258744102542077105475361294047460100094095444959662881486915903899071865980563617137692227290764197755177720104276496949611056220592502420217704269622154958726453989227697660310524980855759471631075870133208861463266412591148633881220284440694169488261529577625325019870359870674380469821942056381255833436421949232275937221289056420943082352544084110864545369404969271494003319782861318186188811118408257865928757426384450059944229568586460481033015388911499486935436030221810943466764000022362550573631294626296096198760564259963946138692330837196265954739234624134597795748524647837980795693198650815977675350553918991151335252298736112779182748542008689539658359421963331502869561192012298889887006079992795411188269023078913107603617634779489432032102773359416908650071932804017163840644987871753756781185321328408216571107549528294974936214608215583205687232185574065161096274874375098092230211609982633033915469494644491004515280925089745074896760324090768983652940657920198315265410658136823791984090645712468948470209357761193139980246813405200394781949866202624008902150166163813538381515037735022966074627952910384068685569070157516624192987244482719429331004854824454580718897633003232525821581280327467962002814762431828622171054352898348208273451680186131719593324711074662228508710666117703465352839577625997744672185715816126411143271794347885990892808486694914139097716736900277758502686646540565950394867841110790116104008572744562938425494167594605487117235946429105850909950214958793112196135908315882620682332156153086833730838173279328196983875087083483880463884784418840031847126974543709373298362402875197920802321878744882872843727378017827008058782410749357514889978911739746129320351081432703251409030487462262942344327571260086642508333187688650756429271605525289544921537651751492196367181049435317858383453865255656640657251363575064353236508936790431702597878177190314867963840828810209461490079715137717099061954969640070867667102330048672631475510537231757114322317411411680622864206388906210192355223546711662137499693269321737043105987225039456574924616978260970253359475020913836673772894438696400028110344026084712899000746807764844088711341352503367877316797709372778682166117865344231732264637847697875144332095340001650692130546476890985050203015044880834261845208730530973189492916425322933612431514306578264070283898409841602950309241897120971601649265613413433422298827909921786042679812457285345801338260995877178113102167340256562744007296834066198480676615805021691833723680399027931606420436812079900316264449146190219458229690992122788553948783538305646864881655562294315673128274390826450611628942803501661336697824051770155219626522725455850738640585299830379180350432876703809252167907571204061237596327685674845079151147313440001832570344920909712435809447900462494313455028900680648704293534037436032625820535790118395649089354345101342969617545249573960621490288728932792520696535386396443225388327522499605986974759882329916263545973324445163755334377492928990581175786355555626937426910947117002165411718219750519831787137106051063795558588905568852887989084750915764639074693619881507814685262133252473837651192990156109189777922008705793396463827490680698769168197492365624226087154176100430608904377976678519661891404144925270480881971498801542057787006521594009289777601330756847966992955433656139847738060394368895887646054983871478968482805384701730871117761159663505039979343869339119789887109156541709133082607647406305711411098839388095481437828474528838368079418884342666222070438722887413947801017721392281911992365405516395893474263953824829609036900288359327745855060801317988407162446563997948275783650195514221551339281978226984278638391679715091262410548725700924070045488485692950448110738087996547481568913935380943474556972128919827177020766613602489581468119133614121258783895577357194986317210844398901423948496659251731388171602663261931065366535041473070804414939169363262373767777095850313255990095762731957308648042467701212327020533742667053142448208168130306397378736642483672539837487690980602182785786216512738563513290148903509883270617258932575363993979055729175160097615459044771692265806315111028038436017374742152476085152099016158582312571590733421736576267142390478279587281505095633092802668458937649649770232973641319060982740633531089792464242134583740901169391964250459128813403498810635400887596820054408364386516617880557608956896727531538081942077332597917278437625661184319891025007491829086475149794003160703845549465385946027452447466812314687943441610993338908992638411847425257044572517459325738989565185716575961481266020310797628254165590506042479114016957900338356574869252800743025623419498286467914476322774005529460903940177536335655471931000175430047504719144899841040015867946179241610016454716551337074073950260442769538553834397550548871099785205401175169747581344926079433689543783221172450687344231989878844128542064742809735625807066983106979935260693392135685881391214807354728463227784908087002467776303605551232386656295178853719673034634701222939581606792509153217489030840886516061119011498443412350124646928028805996134283511884715449771278473361766285062169778717743824362565711779450064477718370221999106695021656757644044997940765037999954845002710665987813603802314126836905783190460792765297277694043613023051787080546511542469395265127101052927070306673024447125973939950514628404767431363739978259184541176413327906460636584152927019030276017339474866960348694976541752429306040727005059039503148522921392575594845078867977925253931765156416197168443524369794447355964260633391055126826061595726217036698506473281266724521989060549880280782881429796336696744124805982192146339565745722102298677599746738126069367069134081559412016115960190237753525556300606247983261249881288192937343476862689219239777833910733106588256813777172328315329082525092733047850724977139448333892552081175608452966590553940965568541706001179857293813998258319293679100391844099286575605993598910002969864460974714718470101531283762631146774209145574041815908800064943237855839308530828305476076799524357391631221886057549673832243195650655460852881201902363644712703748634421727257879503428486312944916318475347531435041392096108796057730987201352484075057637199253650470908582513936863463863368042891767107602111159828875539940120076013947033661793715396306139863655492213741597905119083588290097656647300733879314678913181465109316761575821351424860442292445304113160652700974330088499034675405518640677342603583409608605533747362760935658853109760994238347382222087292464497684560579562516765574088410321731345627735856052358236389532038534024842273371639123973215995440828421666636023296545694703577184873442034227706653837387506169212768015766181095420097708363604361110592409117889540338021426523948929686439808926114635414571535194342850721353453018315875628275733898268898523557799295727645229391567477566676051087887648453493636068278050564622813598885879259940946446041705204470046315137975431737187756039815962647501410906658866162180038266989961965580587208639721176995219466789857011798332440601811575658074284182910615193917630059194314434605154047710570054339000182453117733718955857603607182860506356479979004139761808955363669603162193113250223851791672055180659263518036251214575926238369348222665895576994660491938112486609099798128571823494006615552196112207203092277646200999315244273589488710576623894693889446495093960330454340842102462401048723328750081749179875543879387381439894238011762700837196053094383940063756116458560943129517597713935396074322792489221267045808183313764165818269562105872892447740035947009268662659651422050630078592002488291860839743732353849083964326147000532423540647042089499210250404726781059083644007466380020870126664209457181702946752278540074508552377720890581683918446592829417018288233014971554235235911774818628592967605048203864343108779562892925405638946621948268711042828163893975711757786915430165058602965217459581988878680408110328432739867198621306205559855266036405046282152306154594474489908839081999738747452969810776201487134000122535522246695409315213115337915798026979555710508507473874750758068765376445782524432638046143042889235934852961058269382103498000405248407084403561167817170512813378805705643450616119330424440798260377951198548694559152051960093041271007277849301555038895360338261929343797081874320949914159593396368110627557295278004254863060054523839151068998913578820019411786535682149118528207852130125518518493711503422159542244511900207393539627400208110465530207932867254740543652717595893500716336076321614725815407642053020045340183572338292661915308354095120226329165054426123619197051613839357326693760156914429944943744856809775696303129588719161129294681884936338647392747601226964158848900965717086160598147204467428664208765334799858222090619802173211614230419477754990738738567941189824660913091691772274207233367635032678340586301930193242996397204445179288122854478211953530898910125342975524727635730226281382091807439748671453590778633530160821559911314144205091447293535022230817193663509346865858656314855575862447818620108711889760652969899269328178705576435143382060141077329261063431525337182243385263520217735440715281898137698755157574546939727150488469793619500477720970561793913828989845327426227288647108883270173723258818244658436249580592560338105215606206155713299156084892064340303395262263451454283678698288074251422567451806184149564686111635404971897682154227722479474033571527436819409892050113653400123846714296551867344153741615042563256713430247655125219218035780169240326699541746087592409207004669340396510178134857835694440760470232540755557764728450751826890418293966113310160131119077398632462778219023650660374041606724962490137433217246454097412995570529142438208076098364823465973886691349919784013108015581343979194852830436739012482082444814128095443773898320059864909159505322857914576884962578665885999179867520554558099004556461178755249370124553217170194282884617402736649978475508294228020232901221630102309772151569446427909802190826689868834263071609207914085197695235553488657743425277531197247430873043619511396119080030255878387644206085044730631299277888942729189727169890575925244679660189707482960949190648764693702750773866432391919042254290235318923377293166736086996228032557185308919284403805071030064776847863243191000223929785255372375566213644740096760539439838235764606992465260089090624105904215453927904411529580345334500256244101006359530039598864466169595626351878060688513723462707997327233134693971456285542615467650632465676620279245208581347717608521691340946520307673391841147504140168924121319826881568664561485380287539331160232292555618941042995335640095786495340935115266454024418775949316930560448686420862757201172319526405023099774567647838488973464317215980626787671838005247696884084989185086149003432403476742686245952395890358582135006450998178244636087317754378859677672919526111213859194725451400301180503437875277664402762618941017576872680428176623860680477885242887430259145247073950546525135339459598789619778911041890292943818567205070964606263541732944649576612651953495701860015412623962286413897796733329070567376962156498184506842263690367849555970026079867996261019039331263768556968767029295371162528005543100786408728939225714512481135778627664902425161990277471090335933309304948380597856628844787441469841499067123764789582263294904679812089984857163571087831191848630254501620929805829208334813638405421720056121989353669371336733392464416125223196943471206417375491216357008573694397305979709719726666642267431117762176403068681310351899112271339724036887000996862922546465006385288620393800504778276912835603372548255793912985251506829969107754257647488325341412132800626717094009098223529657957997803018282428490221470748111124018607613415150387569830918652780658896682362523937845272634530420418802508442363190383318384550522367992357752929106925043261446950109861088899914658551881873582528164302520939285258077969737620845637482114433988162710031703151334402309526351929588680690821355853680161000213740851154484912685841268695899174149133820578492800698255195740201818105641297250836070356851055331787840829000041552511865779453963317538532092149720526607831260281961164858098684587525129997404092797683176639914655386108937587952214971731728131517932904431121815871023518740757222100123768721944747209349312324107065080618562372526732540733324875754482967573450019321902199119960797989373383673242576103938985349278777473980508080015544764061053522202325409443567718794565430406735896491017610775948364540823486130254718476485189575836674399791508512858020607820554462991723202028222914886959399729974297471155371858924238493855858595407438104882624648788053304271463011941589896328792678327322456103852197011130466587100500083285177311776489735230926661234588873102883515626446023671996644554727608310118788389151149340939344750073025855814756190881398752357812331342279866503522725367171230756861045004548970360079569827626392344107146584895780241408158405229536937499710665594894459246286619963556350652623405339439142111271810691052290024657423604$$"
      ],
      "text/plain": [
       "3.1415926535897932384626433832795028841971693993751058209749445923078164062862\n",
       "089986280348253421170679821480865132823066470938446095505822317253594081284811\n",
       "174502841027019385211055596446229489549303819644288109756659334461284756482337\n",
       "867831652712019091456485669234603486104543266482133936072602491412737245870066\n",
       "063155881748815209209628292540917153643678925903600113305305488204665213841469\n",
       "519415116094330572703657595919530921861173819326117931051185480744623799627495\n",
       "673518857527248912279381830119491298336733624406566430860213949463952247371907\n",
       "021798609437027705392171762931767523846748184676694051320005681271452635608277\n",
       "857713427577896091736371787214684409012249534301465495853710507922796892589235\n",
       "420199561121290219608640344181598136297747713099605187072113499999983729780499\n",
       "510597317328160963185950244594553469083026425223082533446850352619311881710100\n",
       "031378387528865875332083814206171776691473035982534904287554687311595628638823\n",
       "537875937519577818577805321712268066130019278766111959092164201989380952572010\n",
       "654858632788659361533818279682303019520353018529689957736225994138912497217752\n",
       "834791315155748572424541506959508295331168617278558890750983817546374649393192\n",
       "550604009277016711390098488240128583616035637076601047101819429555961989467678\n",
       "374494482553797747268471040475346462080466842590694912933136770289891521047521\n",
       "620569660240580381501935112533824300355876402474964732639141992726042699227967\n",
       "823547816360093417216412199245863150302861829745557067498385054945885869269956\n",
       "909272107975093029553211653449872027559602364806654991198818347977535663698074\n",
       "265425278625518184175746728909777727938000816470600161452491921732172147723501\n",
       "414419735685481613611573525521334757418494684385233239073941433345477624168625\n",
       "189835694855620992192221842725502542568876717904946016534668049886272327917860\n",
       "857843838279679766814541009538837863609506800642251252051173929848960841284886\n",
       "269456042419652850222106611863067442786220391949450471237137869609563643719172\n",
       "874677646575739624138908658326459958133904780275900994657640789512694683983525\n",
       "957098258226205224894077267194782684826014769909026401363944374553050682034962\n",
       "524517493996514314298091906592509372216964615157098583874105978859597729754989\n",
       "301617539284681382686838689427741559918559252459539594310499725246808459872736\n",
       "446958486538367362226260991246080512438843904512441365497627807977156914359977\n",
       "001296160894416948685558484063534220722258284886481584560285060168427394522674\n",
       "676788952521385225499546667278239864565961163548862305774564980355936345681743\n",
       "241125150760694794510965960940252288797108931456691368672287489405601015033086\n",
       "179286809208747609178249385890097149096759852613655497818931297848216829989487\n",
       "226588048575640142704775551323796414515237462343645428584447952658678210511413\n",
       "547357395231134271661021359695362314429524849371871101457654035902799344037420\n",
       "073105785390621983874478084784896833214457138687519435064302184531910484810053\n",
       "706146806749192781911979399520614196634287544406437451237181921799983910159195\n",
       "618146751426912397489409071864942319615679452080951465502252316038819301420937\n",
       "621378559566389377870830390697920773467221825625996615014215030680384477345492\n",
       "026054146659252014974428507325186660021324340881907104863317346496514539057962\n",
       "685610055081066587969981635747363840525714591028970641401109712062804390397595\n",
       "156771577004203378699360072305587631763594218731251471205329281918261861258673\n",
       "215791984148488291644706095752706957220917567116722910981690915280173506712748\n",
       "583222871835209353965725121083579151369882091444210067510334671103141267111369\n",
       "908658516398315019701651511685171437657618351556508849099898599823873455283316\n",
       "355076479185358932261854896321329330898570642046752590709154814165498594616371\n",
       "802709819943099244889575712828905923233260972997120844335732654893823911932597\n",
       "463667305836041428138830320382490375898524374417029132765618093773444030707469\n",
       "211201913020330380197621101100449293215160842444859637669838952286847831235526\n",
       "582131449576857262433441893039686426243410773226978028073189154411010446823252\n",
       "716201052652272111660396665573092547110557853763466820653109896526918620564769\n",
       "312570586356620185581007293606598764861179104533488503461136576867532494416680\n",
       "396265797877185560845529654126654085306143444318586769751456614068007002378776\n",
       "591344017127494704205622305389945613140711270004078547332699390814546646458807\n",
       "972708266830634328587856983052358089330657574067954571637752542021149557615814\n",
       "002501262285941302164715509792592309907965473761255176567513575178296664547791\n",
       "745011299614890304639947132962107340437518957359614589019389713111790429782856\n",
       "475032031986915140287080859904801094121472213179476477726224142548545403321571\n",
       "853061422881375850430633217518297986622371721591607716692547487389866549494501\n",
       "146540628433663937900397692656721463853067360965712091807638327166416274888800\n",
       "786925602902284721040317211860820419000422966171196377921337575114959501566049\n",
       "631862947265473642523081770367515906735023507283540567040386743513622224771589\n",
       "150495309844489333096340878076932599397805419341447377441842631298608099888687\n",
       "413260472156951623965864573021631598193195167353812974167729478672422924654366\n",
       "800980676928238280689964004824354037014163149658979409243237896907069779422362\n",
       "508221688957383798623001593776471651228935786015881617557829735233446042815126\n",
       "272037343146531977774160319906655418763979293344195215413418994854447345673831\n",
       "624993419131814809277771038638773431772075456545322077709212019051660962804909\n",
       "263601975988281613323166636528619326686336062735676303544776280350450777235547\n",
       "105859548702790814356240145171806246436267945612753181340783303362542327839449\n",
       "753824372058353114771199260638133467768796959703098339130771098704085913374641\n",
       "442822772634659470474587847787201927715280731767907707157213444730605700733492\n",
       "436931138350493163128404251219256517980694113528013147013047816437885185290928\n",
       "545201165839341965621349143415956258658655705526904965209858033850722426482939\n",
       "728584783163057777560688876446248246857926039535277348030480290058760758251047\n",
       "470916439613626760449256274204208320856611906254543372131535958450687724602901\n",
       "618766795240616342522577195429162991930645537799140373404328752628889639958794\n",
       "757291746426357455254079091451357111369410911939325191076020825202618798531887\n",
       "705842972591677813149699009019211697173727847684726860849003377024242916513005\n",
       "005168323364350389517029893922334517220138128069650117844087451960121228599371\n",
       "623130171144484640903890644954440061986907548516026327505298349187407866808818\n",
       "338510228334508504860825039302133219715518430635455007668282949304137765527939\n",
       "751754613953984683393638304746119966538581538420568533862186725233402830871123\n",
       "282789212507712629463229563989898935821167456270102183564622013496715188190973\n",
       "038119800497340723961036854066431939509790190699639552453005450580685501956730\n",
       "229219139339185680344903982059551002263535361920419947455385938102343955449597\n",
       "783779023742161727111723643435439478221818528624085140066604433258885698670543\n",
       "154706965747458550332323342107301545940516553790686627333799585115625784322988\n",
       "273723198987571415957811196358330059408730681216028764962867446047746491599505\n",
       "497374256269010490377819868359381465741268049256487985561453723478673303904688\n",
       "383436346553794986419270563872931748723320837601123029911367938627089438799362\n",
       "016295154133714248928307220126901475466847653576164773794675200490757155527819\n",
       "653621323926406160136358155907422020203187277605277219005561484255518792530343\n",
       "513984425322341576233610642506390497500865627109535919465897514131034822769306\n",
       "247435363256916078154781811528436679570611086153315044521274739245449454236828\n",
       "860613408414863776700961207151249140430272538607648236341433462351897576645216\n",
       "413767969031495019108575984423919862916421939949072362346468441173940326591840\n",
       "443780513338945257423995082965912285085558215725031071257012668302402929525220\n",
       "118726767562204154205161841634847565169998116141010029960783869092916030288400\n",
       "269104140792886215078424516709087000699282120660418371806535567252532567532861\n",
       "291042487761825829765157959847035622262934860034158722980534989650226291748788\n",
       "202734209222245339856264766914905562842503912757710284027998066365825488926488\n",
       "025456610172967026640765590429099456815065265305371829412703369313785178609040\n",
       "708667114965583434347693385781711386455873678123014587687126603489139095620099\n",
       "393610310291616152881384379099042317473363948045759314931405297634757481193567\n",
       "091101377517210080315590248530906692037671922033229094334676851422144773793937\n",
       "517034436619910403375111735471918550464490263655128162288244625759163330391072\n",
       "253837421821408835086573917715096828874782656995995744906617583441375223970968\n",
       "340800535598491754173818839994469748676265516582765848358845314277568790029095\n",
       "170283529716344562129640435231176006651012412006597558512761785838292041974844\n",
       "236080071930457618932349229279650198751872127267507981255470958904556357921221\n",
       "033346697499235630254947802490114195212382815309114079073860251522742995818072\n",
       "471625916685451333123948049470791191532673430282441860414263639548000448002670\n",
       "496248201792896476697583183271314251702969234889627668440323260927524960357996\n",
       "469256504936818360900323809293459588970695365349406034021665443755890045632882\n",
       "250545255640564482465151875471196218443965825337543885690941130315095261793780\n",
       "029741207665147939425902989695946995565761218656196733786236256125216320862869\n",
       "222103274889218654364802296780705765615144632046927906821207388377814233562823\n",
       "608963208068222468012248261177185896381409183903673672220888321513755600372798\n",
       "394004152970028783076670944474560134556417254370906979396122571429894671543578\n",
       "468788614445812314593571984922528471605049221242470141214780573455105008019086\n",
       "996033027634787081081754501193071412233908663938339529425786905076431006383519\n",
       "834389341596131854347546495569781038293097164651438407007073604112373599843452\n",
       "251610507027056235266012764848308407611830130527932054274628654036036745328651\n",
       "057065874882256981579367897669742205750596834408697350201410206723585020072452\n",
       "256326513410559240190274216248439140359989535394590944070469120914093870012645\n",
       "600162374288021092764579310657922955249887275846101264836999892256959688159205\n",
       "600101655256375678566722796619885782794848855834397518744545512965634434803966\n",
       "420557982936804352202770984294232533022576341807039476994159791594530069752148\n",
       "293366555661567873640053666564165473217043903521329543529169414599041608753201\n",
       "868379370234888689479151071637852902345292440773659495630510074210871426134974\n",
       "595615138498713757047101787957310422969066670214498637464595280824369445789772\n",
       "330048764765241339075920434019634039114732023380715095222010682563427471646024\n",
       "335440051521266932493419673977041595683753555166730273900749729736354964533288\n",
       "869844061196496162773449518273695588220757355176651589855190986665393549481068\n",
       "873206859907540792342402300925900701731960362254756478940647548346647760411463\n",
       "233905651343306844953979070903023460461470961696886885014083470405460742958699\n",
       "138296682468185710318879065287036650832431974404771855678934823089431068287027\n",
       "228097362480939962706074726455399253994428081137369433887294063079261595995462\n",
       "624629707062594845569034711972996409089418059534393251236235508134949004364278\n",
       "527138315912568989295196427287573946914272534366941532361004537304881985517065\n",
       "941217352462589548730167600298865925786628561249665523533829428785425340483083\n",
       "307016537228563559152534784459818313411290019992059813522051173365856407826484\n",
       "942764411376393866924803118364453698589175442647399882284621844900877769776312\n",
       "795722672655562596282542765318300134070922334365779160128093179401718598599933\n",
       "849235495640057099558561134980252499066984233017350358044081168552653117099570\n",
       "899427328709258487894436460050410892266917835258707859512983441729535195378855\n",
       "345737426085902908176515578039059464087350612322611200937310804854852635722825\n",
       "768203416050484662775045003126200800799804925485346941469775164932709504934639\n",
       "382432227188515974054702148289711177792376122578873477188196825462981268685817\n",
       "050740272550263329044976277894423621674119186269439650671515779586756482399391\n",
       "760426017633870454990176143641204692182370764887834196896861181558158736062938\n",
       "603810171215855272668300823834046564758804051380801633638874216371406435495561\n",
       "868964112282140753302655100424104896783528588290243670904887118190909494533144\n",
       "218287661810310073547705498159680772009474696134360928614849417850171807793068\n",
       "108546900094458995279424398139213505586422196483491512639012803832001097738680\n",
       "662877923971801461343244572640097374257007359210031541508936793008169980536520\n",
       "276007277496745840028362405346037263416554259027601834840306811381855105979705\n",
       "664007509426087885735796037324514146786703688098806097164258497595138069309449\n",
       "401515422221943291302173912538355915031003330325111749156969174502714943315155\n",
       "885403922164097229101129035521815762823283182342548326111912800928252561902052\n",
       "630163911477247331485739107775874425387611746578671169414776421441111263583553\n",
       "871361011023267987756410246824032264834641766369806637857681349204530224081972\n",
       "785647198396308781543221166912246415911776732253264335686146186545222681268872\n",
       "684459684424161078540167681420808850280054143613146230821025941737562389942075\n",
       "713627516745731891894562835257044133543758575342698699472547031656613991999682\n",
       "628247270641336222178923903176085428943733935618891651250424404008952719837873\n",
       "864805847268954624388234375178852014395600571048119498842390606136957342315590\n",
       "796703461491434478863604103182350736502778590897578272731305048893989009923913\n",
       "503373250855982655867089242612429473670193907727130706869170926462548423240748\n",
       "550366080136046689511840093668609546325002145852930950000907151058236267293264\n",
       "537382104938724996699339424685516483261134146110680267446637334375340764294026\n",
       "682973865220935701626384648528514903629320199199688285171839536691345222444708\n",
       "045923966028171565515656661113598231122506289058549145097157553900243931535190\n",
       "902107119457300243880176615035270862602537881797519478061013715004489917210022\n",
       "201335013106016391541589578037117792775225978742891917915522417189585361680594\n",
       "741234193398420218745649256443462392531953135103311476394911995072858430658361\n",
       "935369329699289837914941939406085724863968836903265564364216644257607914710869\n",
       "984315733749648835292769328220762947282381537409961545598798259891093717126218\n",
       "283025848112389011968221429457667580718653806506487026133892822994972574530332\n",
       "838963818439447707794022843598834100358385423897354243956475556840952248445541\n",
       "392394100016207693636846776413017819659379971557468541946334893748439129742391\n",
       "433659360410035234377706588867781139498616478747140793263858738624732889645643\n",
       "598774667638479466504074111825658378878454858148962961273998413442726086061872\n",
       "455452360643153710112746809778704464094758280348769758948328241239292960582948\n",
       "619196670918958089833201210318430340128495116203534280144127617285830243559830\n",
       "032042024512072872535581195840149180969253395075778400067465526031446167050827\n",
       "682772223534191102634163157147406123850425845988419907611287258059113935689601\n",
       "431668283176323567325417073420817332230462987992804908514094790368878687894930\n",
       "546955703072619009502076433493359106024545086453628935456862958531315337183868\n",
       "265617862273637169757741830239860065914816164049449650117321313895747062088474\n",
       "802365371031150898427992754426853277974311395143574172219759799359685252285745\n",
       "263796289612691572357986620573408375766873884266405990993505000813375432454635\n",
       "967504844235284874701443545419576258473564216198134073468541117668831186544893\n",
       "776979566517279662326714810338643913751865946730024434500544995399742372328712\n",
       "494834706044063471606325830649829795510109541836235030309453097335834462839476\n",
       "304775645015008507578949548931393944899216125525597701436858943585877526379625\n",
       "597081677643800125436502371412783467926101995585224717220177723700417808419423\n",
       "948725406801556035998390548985723546745642390585850216719031395262944554391316\n",
       "631345308939062046784387785054239390524731362012947691874975191011472315289326\n",
       "772533918146607300089027768963114810902209724520759167297007850580717186381054\n",
       "967973100167870850694207092232908070383263453452038027860990556900134137182368\n",
       "370991949516489600755049341267876436746384902063964019766685592335654639138363\n",
       "185745698147196210841080961884605456039038455343729141446513474940784884423772\n",
       "175154334260306698831768331001133108690421939031080143784334151370924353013677\n",
       "631084913516156422698475074303297167469640666531527035325467112667522460551199\n",
       "581831963763707617991919203579582007595605302346267757943936307463056901080114\n",
       "942714100939136913810725813781357894005599500183542511841721360557275221035268\n",
       "037357265279224173736057511278872181908449006178013889710770822931002797665935\n",
       "838758909395688148560263224393726562472776037890814458837855019702843779362407\n",
       "825052704875816470324581290878395232453237896029841669225489649715606981192186\n",
       "584926770403956481278102179913217416305810554598801300484562997651121241536374\n",
       "515005635070127815926714241342103301566165356024733807843028655257222753049998\n",
       "837015348793008062601809623815161366903341111386538510919367393835229345888322\n",
       "550887064507539473952043968079067086806445096986548801682874343786126453815834\n",
       "280753061845485903798217994599681154419742536344399602902510015888272164745006\n",
       "820704193761584547123183460072629339550548239557137256840232268213012476794522\n",
       "644820910235647752723082081063518899152692889108455571126603965034397896278250\n",
       "016110153235160519655904211844949907789992007329476905868577878720982901352956\n",
       "613978884860509786085957017731298155314951681467176959760994210036183559138777\n",
       "817698458758104466283998806006162298486169353373865787735983361613384133853684\n",
       "211978938900185295691967804554482858483701170967212535338758621582310133103877\n",
       "668272115726949518179589754693992642197915523385766231676275475703546994148929\n",
       "041301863861194391962838870543677743224276809132365449485366768000001065262485\n",
       "473055861598999140170769838548318875014293890899506854530765116803337322265175\n",
       "662207526951791442252808165171667766727930354851542040238174608923283917032754\n",
       "257508676551178593950027933895920576682789677644531840404185540104351348389531\n",
       "201326378369283580827193783126549617459970567450718332065034556644034490453627\n",
       "560011250184335607361222765949278393706478426456763388188075656121689605041611\n",
       "390390639601620221536849410926053876887148379895599991120991646464411918568277\n",
       "004574243434021672276445589330127781586869525069499364610175685060167145354315\n",
       "814801054588605645501332037586454858403240298717093480910556211671546848477803\n",
       "944756979804263180991756422809873998766973237695737015808068229045992123661689\n",
       "025962730430679316531149401764737693873514093361833216142802149763399189835484\n",
       "875625298752423873077559555955465196394401821840998412489826236737714672260616\n",
       "336432964063357281070788758164043814850188411431885988276944901193212968271588\n",
       "841338694346828590066640806314077757725705630729400492940302420498416565479736\n",
       "705485580445865720227637840466823379852827105784319753541795011347273625774080\n",
       "213476826045022851579795797647467022840999561601569108903845824502679265942055\n",
       "503958792298185264800706837650418365620945554346135134152570065974881916341359\n",
       "556719649654032187271602648593049039787489589066127250794828276938953521753621\n",
       "850796297785146188432719223223810158744450528665238022532843891375273845892384\n",
       "422535472653098171578447834215822327020690287232330053862163479885094695472004\n",
       "795231120150432932266282727632177908840087861480221475376578105819702226309717\n",
       "495072127248479478169572961423658595782090830733233560348465318730293026659645\n",
       "013718375428897557971449924654038681799213893469244741985097334626793321072686\n",
       "870768062639919361965044099542167627840914669856925715074315740793805323925239\n",
       "477557441591845821562518192155233709607483329234921034514626437449805596103307\n",
       "994145347784574699992128599999399612281615219314888769388022281083001986016549\n",
       "416542616968586788372609587745676182507275992950893180521872924610867639958916\n",
       "145855058397274209809097817293239301067663868240401113040247007350857828724627\n",
       "134946368531815469690466968693925472519413992914652423857762550047485295476814\n",
       "795467007050347999588867695016124972282040303995463278830695976249361510102436\n",
       "555352230690612949388599015734661023712235478911292547696176005047974928060721\n",
       "268039226911027772261025441492215765045081206771735712027180242968106203776578\n",
       "837166909109418074487814049075517820385653909910477594141321543284406250301802\n",
       "757169650820964273484146957263978842560084531214065935809041271135920041975985\n",
       "136254796160632288736181367373244506079244117639975974619383584574915988097667\n",
       "447093006546342423460634237474666080431701260052055928493695941434081468529815\n",
       "053947178900451835755154125223590590687264878635752541911288877371766374860276\n",
       "606349603536794702692322971868327717393236192007774522126247518698334951510198\n",
       "642698878471719396649769070825217423365662725928440620430214113719922785269984\n",
       "698847702323823840055655517889087661360130477098438611687052310553149162517283\n",
       "732728676007248172987637569816335415074608838663640693470437206688651275688266\n",
       "149730788657015685016918647488541679154596507234287730699853713904300266530783\n",
       "987763850323818215535597323530686043010675760838908627049841888595138091030423\n",
       "595782495143988590113185835840667472370297149785084145853085781339156270760356\n",
       "390763947311455495832266945702494139831634332378975955680856836297253867913275\n",
       "055542524491943589128405045226953812179131914513500993846311774017971512283785\n",
       "460116035955402864405902496466930707769055481028850208085800878115773817191741\n",
       "776017330738554758006056014337743299012728677253043182519757916792969965041460\n",
       "706645712588834697979642931622965520168797300035646304579308840327480771811555\n",
       "330909887025505207680463034608658165394876951960044084820659673794731680864156\n",
       "456505300498816164905788311543454850526600698230931577765003780704661264706021\n",
       "457505793270962047825615247145918965223608396645624105195510522357239739512881\n",
       "816405978591427914816542632892004281609136937773722299983327082082969955737727\n",
       "375667615527113922588055201898876201141680054687365580633471603734291703907986\n",
       "396522961312801782679717289822936070288069087768660593252746378405397691848082\n",
       "041021944719713869256084162451123980620113184541244782050110798760717155683154\n",
       "078865439041210873032402010685341947230476666721749869868547076781205124736792\n",
       "479193150856444775379853799732234456122785843296846647513336573692387201464723\n",
       "679427870042503255589926884349592876124007558756946413705625140011797133166207\n",
       "153715436006876477318675587148783989081074295309410605969443158477539700943988\n",
       "394914432353668539209946879645066533985738887866147629443414010498889931600512\n",
       "076781035886116602029611936396821349607501116498327856353161451684576956871090\n",
       "029997698412632665023477167286573785790857466460772283415403114415294188047825\n",
       "438761770790430001566986776795760909966936075594965152736349811896413043311662\n",
       "774712338817406037317439705406703109676765748695358789670031925866259410510533\n",
       "584384656023391796749267844763708474978333655579007384191473198862713525954625\n",
       "181604342253729962863267496824058060296421146386436864224724887283434170441573\n",
       "482481833301640566959668866769563491416328426414974533349999480002669987588815\n",
       "935073578151958899005395120853510357261373640343675347141048360175464883004078\n",
       "464167452167371904831096767113443494819262681110739948250607394950735031690197\n",
       "318521195526356325843390998224986240670310768318446607291248747540316179699411\n",
       "397387765899868554170318847788675929026070043212666179192235209382278788809886\n",
       "335991160819235355570464634911320859189796132791319756490976000139962344455350\n",
       "143464268604644958624769094347048293294140411146540923988344435159133201077394\n",
       "411184074107684981066347241048239358274019449356651610884631256785297769734684\n",
       "303061462418035852933159734583038455410337010916767763742762102137013548544509\n",
       "263071901147318485749233181672072137279355679528443925481560913728128406333039\n",
       "373562420016045664557414588166052166608738748047243391212955877763906969037078\n",
       "828527753894052460758496231574369171131761347838827194168606625721036851321566\n",
       "478001476752310393578606896111259960281839309548709059073861351914591819510297\n",
       "327875571049729011487171897180046961697770017913919613791417162707018958469214\n",
       "343696762927459109940060084983568425201915593703701011049747339493877885989417\n",
       "433031785348707603221982970579751191440510994235883034546353492349826883624043\n",
       "327267415540301619505680654180939409982020609994140216890900708213307230896621\n",
       "197755306659188141191577836272927461561857103721724710095214236964830864102592\n",
       "887457999322374955191221951903424452307535133806856807354464995127203174487195\n",
       "403976107308060269906258076020292731455252078079914184290638844373499681458273\n",
       "372072663917670201183004648190002413083508846584152148991276106513741539435657\n",
       "211390328574918769094413702090517031487773461652879848235338297260136110984514\n",
       "841823808120540996125274580881099486972216128524897425555516076371675054896173\n",
       "016809613803811914361143992106380050832140987604599309324851025168294467260666\n",
       "138151745712559754953580239983146982203613380828499356705575524712902745397762\n",
       "140493182014658008021566536067765508783804304134310591804606800834591136640834\n",
       "887408005741272586704792258319127415739080914383138456424150940849133918096840\n",
       "251163991936853225557338966953749026620923261318855891580832455571948453875628\n",
       "786128859004106006073746501402627824027346962528217174941582331749239683530136\n",
       "178653673760642166778137739951006589528877427662636841830680190804609849809469\n",
       "763667335662282915132352788806157768278159588669180238940333076441912403412022\n",
       "316368577860357276941541778826435238131905028087018575047046312933353757285386\n",
       "605888904583111450773942935201994321971171642235005644042979892081594307167019\n",
       "857469273848653833436145794634175922573898588001698014757420542995801242958105\n",
       "456510831046297282937584161162532562516572498078492099897990620035936509934721\n",
       "582965174135798491047111660791587436986541222348341887722929446335178653856731\n",
       "962559852026072947674072616767145573649812105677716893484917660771705277187601\n",
       "199908144113058645577910525684304811440261938402322470939249802933550731845890\n",
       "355397133088446174107959162511714864874468611247605428673436709046678468670274\n",
       "091881014249711149657817724279347070216688295610877794405048437528443375108828\n",
       "264771978540006509704033021862556147332117771174413350281608840351781452541964\n",
       "320309576018694649088681545285621346988355444560249556668436602922195124830910\n",
       "605377201980218310103270417838665447181260397190688462370857518080035327047185\n",
       "659499476124248110999288679158969049563947624608424065930948621507690314987020\n",
       "673533848349550836366017848771060809804269247132410009464014373603265645184566\n",
       "792456669551001502298330798496079949882497061723674493612262229617908143114146\n",
       "609412341593593095854079139087208322733549572080757165171876599449856937956238\n",
       "755516175754380917805280294642004472153962807463602113294255916002570735628126\n",
       "387331060058910652457080244749375431841494014821199962764531068006631183823761\n",
       "639663180931444671298615527598201451410275600689297502463040173514891945763607\n",
       "893528555053173314164570504996443890936308438744847839616840518452732884032345\n",
       "202470568516465716477139323775517294795126132398229602394548579754586517458787\n",
       "713318138752959809412174227300352296508089177705068259248822322154938048371454\n",
       "781647213976820963320508305647920482085920475499857320388876391601995240918938\n",
       "945576768749730856955958010659526503036266159750662225084067428898265907510637\n",
       "563569968211510949669744580547288693631020367823250182323708459790111548472087\n",
       "618212477813266330412076216587312970811230758159821248639807212407868878114501\n",
       "655825136178903070860870198975889807456643955157415363193191981070575336633738\n",
       "038272152798849350397480015890519420879711308051233933221903466249917169150948\n",
       "541401871060354603794643379005890957721180804465743962806186717861017156740967\n",
       "662080295766577051291209907944304632892947306159510430902221439371849560634056\n",
       "189342513057268291465783293340524635028929175470872564842600349629611654138230\n",
       "077313327298305001602567240141851520418907011542885799208121984493156999059182\n",
       "011819733500126187728036812481995877070207532406361259313438595542547781961142\n",
       "935163561223496661522614735399674051584998603552953329245752388810136202347624\n",
       "669055816438967863097627365504724348643071218494373485300606387644566272186661\n",
       "701238127715621379746149861328744117714552444708997144522885662942440230184791\n",
       "205478498574521634696448973892062401943518310088283480249249085403077863875165\n",
       "911302873958787098100772718271874529013972836614842142871705531796543076504534\n",
       "324600536361472618180969976933486264077435199928686323835088756683595097265574\n",
       "815431940195576850437248001020413749831872259677387154958399718444907279141965\n",
       "845930083942637020875635398216962055324803212267498911402678528599673405242031\n",
       "091797899905718821949391320753431707980023736590985375520238911643467185582906\n",
       "853711897952626234492483392496342449714656846591248918556629589329909035239233\n",
       "333647435203707701010843880032907598342170185542283861617210417603011645918780\n",
       "539367447472059985023582891833692922337323999480437108419659473162654825748099\n",
       "482509991833006976569367159689364493348864744213500840700660883597235039532340\n",
       "179582557036016936990988671132109798897070517280755855191269930673099250704070\n",
       "245568507786790694766126298082251633136399521170984528092630375922426742575599\n",
       "892892783704744452189363203489415521044597261883800300677617931381399162058062\n",
       "701651024458869247649246891924612125310275731390840470007143561362316992371694\n",
       "848132554200914530410371354532966206392105479824392125172540132314902740585892\n",
       "063217589494345489068463993137570910346332714153162232805522972979538018801628\n",
       "590735729554162788676498274186164218789885741071649069191851162815285486794173\n",
       "638906653885764229158342500673612453849160674137340173572779956341043326883569\n",
       "507814931378007362354180070619180267328551191942676091221035987469241172837493\n",
       "126163395001239599240508454375698507957046222664619000103500490183034153545842\n",
       "833764378111988556318777792537201166718539541835984438305203762819440761594106\n",
       "820716970302285152250573126093046898423433152732131361216582808075212631547730\n",
       "604423774753505952287174402666389148817173086436111389069420279088143119448799\n",
       "417154042103412190847094080254023932942945493878640230512927119097513536000921\n",
       "971105412096683111516328705423028470073120658032626417116165957613272351566662\n",
       "536672718998534199895236884830999302757419916463841427077988708874229277053891\n",
       "227172486322028898425125287217826030500994510824783572905691988555467886079462\n",
       "805371227042466543192145281760741482403827835829719301017888345674167811398954\n",
       "750448339314689630763396657226727043393216745421824557062524797219978668542798\n",
       "977992339579057581890622525473582205236424850783407110144980478726691990186438\n",
       "822932305382318559732869780922253529591017341407334884761005564018242392192695\n",
       "062083183814546983923664613639891012102177095976704908305081854704194664371312\n",
       "299692358895384930136356576186106062228705599423371631021278457446463989738188\n",
       "566746260879482018647487672727222062676465338099801966883680994159075776852639\n",
       "865146253336312450536402610569605513183813174261184420189088853196356986962795\n",
       "036738424313011331753305329802016688817481342988681585577810343231753064784983\n",
       "210629718425184385534427620128234570716988530518326179641178579608888150329602\n",
       "290705614476220915094739035946646916235396809201394578175891088931992112260073\n",
       "928149169481615273842736264298098234063200244024495894456129167049508235812487\n",
       "391799648641133480324757775219708932772262349486015046652681439877051615317026\n",
       "696929704928316285504212898146706195331970269507214378230476875280287354126166\n",
       "391708245925170010714180854800636923259462019002278087409859771921805158532147\n",
       "392653251559035410209284665925299914353791825314545290598415817637058927906909\n",
       "896911164381187809435371521332261443625314490127454772695739393481546916311624\n",
       "928873574718824071503995009446731954316193855485207665738825139639163576723151\n",
       "005556037263394867208207808653734942440115799667507360711159351331959197120948\n",
       "964717553024531364770942094635696982226673775209945168450643623824211853534887\n",
       "989395673187806606107885440005508276570305587448541805778891719207881423351138\n",
       "662929667179643468760077047999537883387870348718021842437342112273940255717690\n",
       "819603092018240188427057046092622564178375265263358324240661253311529423457965\n",
       "569502506810018310900411245379015332966156970522379210325706937051090830789479\n",
       "999004999395322153622748476603613677697978567386584670936679588583788795625946\n",
       "464891376652199588286933801836011932368578558558195556042156250883650203322024\n",
       "513762158204618106705195330653060606501054887167245377942831338871631395596905\n",
       "832083416898476065607118347136218123246227258841990286142087284956879639325464\n",
       "285343075301105285713829643709990356948885285190402956047346131138263878897551\n",
       "788560424998748316382804046848618938189590542039889872650697620201995548412650\n",
       "005394428203930127481638158530396439925470201672759328574366661644110962566337\n",
       "305409219519675148328734808957477775278344221091073111351828046036347198185655\n",
       "572957144747682552857863349342858423118749440003229690697758315903858039353521\n",
       "358860079600342097547392296733310649395601812237812854584317605561733861126734\n",
       "780745850676063048229409653041118306671081893031108871728167519579675347188537\n",
       "229309616143204006381322465841111157758358581135018569047815368938137718472814\n",
       "751998350504781297718599084707621974605887423256995828892535041937958260616211\n",
       "842368768511418316068315867994601652057740529423053601780313357263267054790338\n",
       "401257305912339601880137825421927094767337191987287385248057421248921183470876\n",
       "629667207272325650565129333126059505777727542471241648312832982072361750574673\n",
       "870128209575544305968395555686861188397135522084452852640081252027665557677495\n",
       "969626612604565245684086139238265768583384698499778726706555191854468698469478\n",
       "495734622606294219624557085371272776523098955450193037732166649182578154677292\n",
       "005212667143463209637891852323215018976126034373684067194193037746880999296877\n",
       "582441047878123266253181845960453853543839114496775312864260925211537673258866\n",
       "722604042523491087026958099647595805794663973419064010036361904042033113579336\n",
       "542426303561457009011244800890020801478056603710154122328891465722393145076071\n",
       "670643556827437743965789067972687438473076346451677562103098604092717090951280\n",
       "863090297385044527182892749689212106670081648583395537735919136950153162018908\n",
       "887484210798706899114804669270650940762046502772528650728905328548561433160812\n",
       "693005693785417861096969202538865034577183176686885923681488475276498468821949\n",
       "739729707737187188400414323127636504814531122850990020742409255859252926103021\n",
       "067368154347015252348786351643976235860419194129697690405264832347009911154242\n",
       "601273438022089331096686367898694977994001260164227609260823493041180643829138\n",
       "347354679725399262338791582998486459271734059225620749105308531537182911681637\n",
       "219395188700957788181586850464507699343940987433514431626330317247747486897918\n",
       "209239480833143970840673084079589358108966564775859905563769525232653614424780\n",
       "230826811831037735887089240613031336477371011628214614661679404090518615260360\n",
       "092521947218890918107335871964142144478654899528582343947050079830388538860831\n",
       "035719306002771194558021911942899922722353458707566246926177663178855144350218\n",
       "287026685610665003531050216318206017609217984684936863161293727951873078972637\n",
       "353717150256378733579771808184878458866504335824377004147710414934927438457587\n",
       "107159731559439426412570270965125108115548247939403597681188117282472158250109\n",
       "496096625393395380922195591918188552678062149923172763163218339896938075616855\n",
       "911752998450132067129392404144593862398809381240452191484831646210147389182510\n",
       "109096773869066404158973610476436500068077105656718486281496371118832192445663\n",
       "945814491486165500495676982690308911185687986929470513524816091743243015383684\n",
       "707292898982846022237301452655679898627767968091469798378268764311598832109043\n",
       "715611299766521539635464420869197567370005738764978437686287681792497469438427\n",
       "465256316323005551304174227341646455127812784577772457520386543754282825671412\n",
       "885834544435132562054464241011037955464190581168623059644769587054072141985212\n",
       "106734332410756767575818456990693046047522770167005684543969234041711089888993\n",
       "416350585157887353430815520811772071880379104046983069578685473937656433631979\n",
       "786803671873079693924236321448450354776315670255390065423117920153464977929066\n",
       "241508328858395290542637687668968805033317227800185885069736232403894700471897\n",
       "619347344308437443759925034178807972235859134245813144049847701732361694719765\n",
       "715353197754997162785663119046912609182591249890367654176979903623755286526375\n",
       "733763526969344354400473067198868901968147428767790866979688522501636949856730\n",
       "217523132529265375896415171479559538784278499866456302878831962099830494519874\n",
       "396369070682762657485810439112232618794059941554063270131989895703761105323606\n",
       "298674803779153767511583043208498720920280929752649812569163425000522908872646\n",
       "925284666104665392171482080130502298052637836426959733707053922789153510568883\n",
       "938113249757071331029504430346715989448786847116438328050692507766274500122003\n",
       "526203709466023414648998390252588830148678162196775194583167718762757200505439\n",
       "794412459900771152051546199305098386982542846407255540927403132571632640792934\n",
       "183342147090412542533523248021932277075355546795871638358750181593387174236061\n",
       "551171013123525633485820365146141870049205704372018261733194715700867578539336\n",
       "078622739558185797587258744102542077105475361294047460100094095444959662881486\n",
       "915903899071865980563617137692227290764197755177720104276496949611056220592502\n",
       "420217704269622154958726453989227697660310524980855759471631075870133208861463\n",
       "266412591148633881220284440694169488261529577625325019870359870674380469821942\n",
       "056381255833436421949232275937221289056420943082352544084110864545369404969271\n",
       "494003319782861318186188811118408257865928757426384450059944229568586460481033\n",
       "015388911499486935436030221810943466764000022362550573631294626296096198760564\n",
       "259963946138692330837196265954739234624134597795748524647837980795693198650815\n",
       "977675350553918991151335252298736112779182748542008689539658359421963331502869\n",
       "561192012298889887006079992795411188269023078913107603617634779489432032102773\n",
       "359416908650071932804017163840644987871753756781185321328408216571107549528294\n",
       "974936214608215583205687232185574065161096274874375098092230211609982633033915\n",
       "469494644491004515280925089745074896760324090768983652940657920198315265410658\n",
       "136823791984090645712468948470209357761193139980246813405200394781949866202624\n",
       "008902150166163813538381515037735022966074627952910384068685569070157516624192\n",
       "987244482719429331004854824454580718897633003232525821581280327467962002814762\n",
       "431828622171054352898348208273451680186131719593324711074662228508710666117703\n",
       "465352839577625997744672185715816126411143271794347885990892808486694914139097\n",
       "716736900277758502686646540565950394867841110790116104008572744562938425494167\n",
       "594605487117235946429105850909950214958793112196135908315882620682332156153086\n",
       "833730838173279328196983875087083483880463884784418840031847126974543709373298\n",
       "362402875197920802321878744882872843727378017827008058782410749357514889978911\n",
       "739746129320351081432703251409030487462262942344327571260086642508333187688650\n",
       "756429271605525289544921537651751492196367181049435317858383453865255656640657\n",
       "251363575064353236508936790431702597878177190314867963840828810209461490079715\n",
       "137717099061954969640070867667102330048672631475510537231757114322317411411680\n",
       "622864206388906210192355223546711662137499693269321737043105987225039456574924\n",
       "616978260970253359475020913836673772894438696400028110344026084712899000746807\n",
       "764844088711341352503367877316797709372778682166117865344231732264637847697875\n",
       "144332095340001650692130546476890985050203015044880834261845208730530973189492\n",
       "916425322933612431514306578264070283898409841602950309241897120971601649265613\n",
       "413433422298827909921786042679812457285345801338260995877178113102167340256562\n",
       "744007296834066198480676615805021691833723680399027931606420436812079900316264\n",
       "449146190219458229690992122788553948783538305646864881655562294315673128274390\n",
       "826450611628942803501661336697824051770155219626522725455850738640585299830379\n",
       "180350432876703809252167907571204061237596327685674845079151147313440001832570\n",
       "344920909712435809447900462494313455028900680648704293534037436032625820535790\n",
       "118395649089354345101342969617545249573960621490288728932792520696535386396443\n",
       "225388327522499605986974759882329916263545973324445163755334377492928990581175\n",
       "786355555626937426910947117002165411718219750519831787137106051063795558588905\n",
       "568852887989084750915764639074693619881507814685262133252473837651192990156109\n",
       "189777922008705793396463827490680698769168197492365624226087154176100430608904\n",
       "377976678519661891404144925270480881971498801542057787006521594009289777601330\n",
       "756847966992955433656139847738060394368895887646054983871478968482805384701730\n",
       "871117761159663505039979343869339119789887109156541709133082607647406305711411\n",
       "098839388095481437828474528838368079418884342666222070438722887413947801017721\n",
       "392281911992365405516395893474263953824829609036900288359327745855060801317988\n",
       "407162446563997948275783650195514221551339281978226984278638391679715091262410\n",
       "548725700924070045488485692950448110738087996547481568913935380943474556972128\n",
       "919827177020766613602489581468119133614121258783895577357194986317210844398901\n",
       "423948496659251731388171602663261931065366535041473070804414939169363262373767\n",
       "777095850313255990095762731957308648042467701212327020533742667053142448208168\n",
       "130306397378736642483672539837487690980602182785786216512738563513290148903509\n",
       "883270617258932575363993979055729175160097615459044771692265806315111028038436\n",
       "017374742152476085152099016158582312571590733421736576267142390478279587281505\n",
       "095633092802668458937649649770232973641319060982740633531089792464242134583740\n",
       "901169391964250459128813403498810635400887596820054408364386516617880557608956\n",
       "896727531538081942077332597917278437625661184319891025007491829086475149794003\n",
       "160703845549465385946027452447466812314687943441610993338908992638411847425257\n",
       "044572517459325738989565185716575961481266020310797628254165590506042479114016\n",
       "957900338356574869252800743025623419498286467914476322774005529460903940177536\n",
       "335655471931000175430047504719144899841040015867946179241610016454716551337074\n",
       "073950260442769538553834397550548871099785205401175169747581344926079433689543\n",
       "783221172450687344231989878844128542064742809735625807066983106979935260693392\n",
       "135685881391214807354728463227784908087002467776303605551232386656295178853719\n",
       "673034634701222939581606792509153217489030840886516061119011498443412350124646\n",
       "928028805996134283511884715449771278473361766285062169778717743824362565711779\n",
       "450064477718370221999106695021656757644044997940765037999954845002710665987813\n",
       "603802314126836905783190460792765297277694043613023051787080546511542469395265\n",
       "127101052927070306673024447125973939950514628404767431363739978259184541176413\n",
       "327906460636584152927019030276017339474866960348694976541752429306040727005059\n",
       "039503148522921392575594845078867977925253931765156416197168443524369794447355\n",
       "964260633391055126826061595726217036698506473281266724521989060549880280782881\n",
       "429796336696744124805982192146339565745722102298677599746738126069367069134081\n",
       "559412016115960190237753525556300606247983261249881288192937343476862689219239\n",
       "777833910733106588256813777172328315329082525092733047850724977139448333892552\n",
       "081175608452966590553940965568541706001179857293813998258319293679100391844099\n",
       "286575605993598910002969864460974714718470101531283762631146774209145574041815\n",
       "908800064943237855839308530828305476076799524357391631221886057549673832243195\n",
       "650655460852881201902363644712703748634421727257879503428486312944916318475347\n",
       "531435041392096108796057730987201352484075057637199253650470908582513936863463\n",
       "863368042891767107602111159828875539940120076013947033661793715396306139863655\n",
       "492213741597905119083588290097656647300733879314678913181465109316761575821351\n",
       "424860442292445304113160652700974330088499034675405518640677342603583409608605\n",
       "533747362760935658853109760994238347382222087292464497684560579562516765574088\n",
       "410321731345627735856052358236389532038534024842273371639123973215995440828421\n",
       "666636023296545694703577184873442034227706653837387506169212768015766181095420\n",
       "097708363604361110592409117889540338021426523948929686439808926114635414571535\n",
       "194342850721353453018315875628275733898268898523557799295727645229391567477566\n",
       "676051087887648453493636068278050564622813598885879259940946446041705204470046\n",
       "315137975431737187756039815962647501410906658866162180038266989961965580587208\n",
       "639721176995219466789857011798332440601811575658074284182910615193917630059194\n",
       "314434605154047710570054339000182453117733718955857603607182860506356479979004\n",
       "139761808955363669603162193113250223851791672055180659263518036251214575926238\n",
       "369348222665895576994660491938112486609099798128571823494006615552196112207203\n",
       "092277646200999315244273589488710576623894693889446495093960330454340842102462\n",
       "401048723328750081749179875543879387381439894238011762700837196053094383940063\n",
       "756116458560943129517597713935396074322792489221267045808183313764165818269562\n",
       "105872892447740035947009268662659651422050630078592002488291860839743732353849\n",
       "083964326147000532423540647042089499210250404726781059083644007466380020870126\n",
       "664209457181702946752278540074508552377720890581683918446592829417018288233014\n",
       "971554235235911774818628592967605048203864343108779562892925405638946621948268\n",
       "711042828163893975711757786915430165058602965217459581988878680408110328432739\n",
       "867198621306205559855266036405046282152306154594474489908839081999738747452969\n",
       "810776201487134000122535522246695409315213115337915798026979555710508507473874\n",
       "750758068765376445782524432638046143042889235934852961058269382103498000405248\n",
       "407084403561167817170512813378805705643450616119330424440798260377951198548694\n",
       "559152051960093041271007277849301555038895360338261929343797081874320949914159\n",
       "593396368110627557295278004254863060054523839151068998913578820019411786535682\n",
       "149118528207852130125518518493711503422159542244511900207393539627400208110465\n",
       "530207932867254740543652717595893500716336076321614725815407642053020045340183\n",
       "572338292661915308354095120226329165054426123619197051613839357326693760156914\n",
       "429944943744856809775696303129588719161129294681884936338647392747601226964158\n",
       "848900965717086160598147204467428664208765334799858222090619802173211614230419\n",
       "477754990738738567941189824660913091691772274207233367635032678340586301930193\n",
       "242996397204445179288122854478211953530898910125342975524727635730226281382091\n",
       "807439748671453590778633530160821559911314144205091447293535022230817193663509\n",
       "346865858656314855575862447818620108711889760652969899269328178705576435143382\n",
       "060141077329261063431525337182243385263520217735440715281898137698755157574546\n",
       "939727150488469793619500477720970561793913828989845327426227288647108883270173\n",
       "723258818244658436249580592560338105215606206155713299156084892064340303395262\n",
       "263451454283678698288074251422567451806184149564686111635404971897682154227722\n",
       "479474033571527436819409892050113653400123846714296551867344153741615042563256\n",
       "713430247655125219218035780169240326699541746087592409207004669340396510178134\n",
       "857835694440760470232540755557764728450751826890418293966113310160131119077398\n",
       "632462778219023650660374041606724962490137433217246454097412995570529142438208\n",
       "076098364823465973886691349919784013108015581343979194852830436739012482082444\n",
       "814128095443773898320059864909159505322857914576884962578665885999179867520554\n",
       "558099004556461178755249370124553217170194282884617402736649978475508294228020\n",
       "232901221630102309772151569446427909802190826689868834263071609207914085197695\n",
       "235553488657743425277531197247430873043619511396119080030255878387644206085044\n",
       "730631299277888942729189727169890575925244679660189707482960949190648764693702\n",
       "750773866432391919042254290235318923377293166736086996228032557185308919284403\n",
       "805071030064776847863243191000223929785255372375566213644740096760539439838235\n",
       "764606992465260089090624105904215453927904411529580345334500256244101006359530\n",
       "039598864466169595626351878060688513723462707997327233134693971456285542615467\n",
       "650632465676620279245208581347717608521691340946520307673391841147504140168924\n",
       "121319826881568664561485380287539331160232292555618941042995335640095786495340\n",
       "935115266454024418775949316930560448686420862757201172319526405023099774567647\n",
       "838488973464317215980626787671838005247696884084989185086149003432403476742686\n",
       "245952395890358582135006450998178244636087317754378859677672919526111213859194\n",
       "725451400301180503437875277664402762618941017576872680428176623860680477885242\n",
       "887430259145247073950546525135339459598789619778911041890292943818567205070964\n",
       "606263541732944649576612651953495701860015412623962286413897796733329070567376\n",
       "962156498184506842263690367849555970026079867996261019039331263768556968767029\n",
       "295371162528005543100786408728939225714512481135778627664902425161990277471090\n",
       "335933309304948380597856628844787441469841499067123764789582263294904679812089\n",
       "984857163571087831191848630254501620929805829208334813638405421720056121989353\n",
       "669371336733392464416125223196943471206417375491216357008573694397305979709719\n",
       "726666642267431117762176403068681310351899112271339724036887000996862922546465\n",
       "006385288620393800504778276912835603372548255793912985251506829969107754257647\n",
       "488325341412132800626717094009098223529657957997803018282428490221470748111124\n",
       "018607613415150387569830918652780658896682362523937845272634530420418802508442\n",
       "363190383318384550522367992357752929106925043261446950109861088899914658551881\n",
       "873582528164302520939285258077969737620845637482114433988162710031703151334402\n",
       "309526351929588680690821355853680161000213740851154484912685841268695899174149\n",
       "133820578492800698255195740201818105641297250836070356851055331787840829000041\n",
       "552511865779453963317538532092149720526607831260281961164858098684587525129997\n",
       "404092797683176639914655386108937587952214971731728131517932904431121815871023\n",
       "518740757222100123768721944747209349312324107065080618562372526732540733324875\n",
       "754482967573450019321902199119960797989373383673242576103938985349278777473980\n",
       "508080015544764061053522202325409443567718794565430406735896491017610775948364\n",
       "540823486130254718476485189575836674399791508512858020607820554462991723202028\n",
       "222914886959399729974297471155371858924238493855858595407438104882624648788053\n",
       "304271463011941589896328792678327322456103852197011130466587100500083285177311\n",
       "776489735230926661234588873102883515626446023671996644554727608310118788389151\n",
       "149340939344750073025855814756190881398752357812331342279866503522725367171230\n",
       "756861045004548970360079569827626392344107146584895780241408158405229536937499\n",
       "710665594894459246286619963556350652623405339439142111271810691052290024657423\n",
       "604"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pi.evalf(n=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = (x + pi)**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$\\left(x + 3.1416\\right)^{2}$$"
      ],
      "text/plain": [
       "            2\n",
       "(x + 3.1416) "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N(y, 5) # same as evalf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When we numerically evaluate algebraic expressions we often want to substitute a symbol with a numerical value. In SymPy we do that using the `subs` function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAFYAAAAbBAMAAAAUvmV2AAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n",
      "text/latex": [
       "$$\\left(1.5 + \\pi\\right)^{2}$$"
      ],
      "text/plain": [
       "         2\n",
       "(1.5 + π) "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.subs(x, 1.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAKAAAAAPBAMAAACRq9klAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nQmCC\n",
      "text/latex": [
       "$$21.5443823618587$$"
      ],
      "text/plain": [
       "21.5443823618587"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N(y.subs(x, 1.5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `subs` function can of course also be used to substitute Symbols and expressions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAFIAAAAbBAMAAAAdVcUMAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nTkSuQmCC\n",
      "text/latex": [
       "$$\\left(a + 2 \\pi\\right)^{2}$$"
      ],
      "text/plain": [
       "         2\n",
       "(a + 2⋅π) "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y.subs(x, a+pi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also combine numerical evolution of expressions with NumPy arrays:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_vec = numpy.arange(0, 10, 0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_vec = numpy.array([N(((x + pi)**2).subs(x, xx)) for xx in x_vec])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEACAYAAABI5zaHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1093af4d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.plot(x_vec, y_vec);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However, this kind of numerical evolution can be very slow, and there is a much more efficient way to do it: Use the function `lambdify` to \"compile\" a Sympy expression into a function that is much more efficient to evaluate numerically:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = lambdify([x], (x + pi)**2, 'numpy')  # the first argument is a list of variables that\n",
    "                                         # f will be a function of: in this case only x -> f(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_vec = f(x_vec)  # now we can directly pass a numpy array and f(x) is efficiently evaluated"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The speedup when using \"lambdified\" functions instead of direct numerical evaluation can be significant, often several orders of magnitude. Even in this simple example we get a significant speed up:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 loops, best of 3: 28.2 ms per loop\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "\n",
    "y_vec = numpy.array([N(((x + pi)**2).subs(x, xx)) for xx in x_vec])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The slowest run took 8.86 times longer than the fastest. This could mean that an intermediate result is being cached \n",
      "100000 loops, best of 3: 2.93 µs per loop\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "\n",
    "y_vec = f(x_vec)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Algebraic manipulations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One of the main uses of an CAS is to perform algebraic manipulations of expressions. For example, we might want to expand a product, factor an expression, or simply an expression. The functions for doing these basic operations in SymPy are demonstrated in this section."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Expand and factor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first steps in an algebraic manipulation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMEAAAAVBAMAAAANw5eWAAAAMFBMVEX///8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAv3aB7AAAAD3RSTlMAMmYiu80QdonvRN2ZVKvu110NAAACwElEQVRIDbWVu4sTURTGvzxm8py4WFkIxhUrLYJuo2wR9Q9ICsfCBwyorDYSEHZT7QbxsYW4EbXQKtiIWGxARQXFFFsuS0DQwmbVQuyiYCwWiefcRzJnnbiVt7j3nnO+8/vmztwQ4P+PWHGcx25T2D5OEJ/QlVhxnEIhpqKrJ4CCBiTKUYrplSPAJ12JRCQWr3Y1glARY6pPyaoqOEFE3V3HUguOrkQipuH9UIhUI9zvlnR0bo0d6irQs1Wd1ZtCgEwTulkiYBQLXWwoRMYwdaNXM6QUO1xUwR2T0ssHvWTaKHyH2+RIImAUj1vuT4V4ojvMLB2cLqWzbaEw/U6fHXCGaxJhHaDeEiFukmRm/nBdP7x0SHeoyJM79+XRDdrTMA60y9ExuXsTYqRwOqr7KPU34i9yVdZCOsQ5mSwCF7Cv9pzrYYflBrCXUxIxdNjxmmqEeEM+QbrvlVi7ycFrUyrXBa5jKXinBMN+4BklPnJSIkaK9G0CtvGAzgCnzEoa8gyxHqUyLSDAca7yGL6lfJmiXZySiJEC9wMQgsrAthrPad8/dc/3O7xXd2noAPziJK75/ivfP6328zxbB4sIKQ4ClS470BFJOEGPyUOeQV0jfkuI0c1UguETeh0QQ10jibCKQYBKkW8ifSYvWEAqUADpMPzS71M9zEqHncDl0ZcOIazDXeBtib/0LWC5W8EB3S8d8h3KpteR/Z3sJYpaYb5D4uXiWhtY5aREWIdJePRqCUHnvDQ3c8X0W4f8t43PgNOC+sW5X2frk7TlYRycwWBADic5JRFWkV1daSlErsQiO6yDjg+p5aktqtU46FyiyatEWAetIES8o7d6zhbDkf4Z7w+n8DAcpWscSYRUMOJYuEXs3aoKk+KUQnFeR1sgIv8+wuhEWVDDgUFvgbCXJNyp93tMytyzvwVxc7p/Iv4AakC5V6GQHjwAAAAASUVORK5CYII=\n",
      "text/latex": [
       "$$\\left(x + 1\\right) \\left(x + 2\\right) \\left(x + 3\\right)$$"
      ],
      "text/plain": [
       "(x + 1)⋅(x + 2)⋅(x + 3)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(x+1)*(x+2)*(x+3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$x^{3} + 6 x^{2} + 11 x + 6$$"
      ],
      "text/plain": [
       " 3      2           \n",
       "x  + 6⋅x  + 11⋅x + 6"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "expand((x+1)*(x+2)*(x+3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `expand` function takes a number of keywords arguments which we can tell the functions what kind of expansions we want to have performed. For example, to expand trigonometric expressions, use the `trig=True` keyword argument:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$\\sin{\\left (a + b \\right )}$$"
      ],
      "text/plain": [
       "sin(a + b)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sin(a+b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAAVBAMAAAB7+SUdAAAAMFBMVEX///8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAv3aB7AAAAD3RSTlMAMnZUzRC73UTviSKZZqszMyTAAAAEK0lEQVRIDc2WUWhbVRjH/9fcm6S5zRKnMIu4xuqDVB1hD4r60KCZqIwZQQabYwllCGNqg+KDDjTgg0yQVmUqdJNYB45Ox/WlUNQtTvFhCkYRBBXMCoKIZa2zo87Z+v/Ovefc03L37qE393++33fu+d/vfKEB/nfjhtBRvpjsLMRXomaN01XyWxNYIyIKjZ3XY+w3In0ujlmKeOdbnCfRgVKcOANvfxPYkPwaM1Gixs6leKVbi7QbxywleAfnSXSwHSduY0qP00ocshRpOCpaxPdhLa9qa2XfBV/gZehjNjVacKHMqXmcQRRmcRKe1JnehFb2nTi7xIChW21qdF8AjLNY2GVClhAajgj7V+sAsk0j7zMqFoJzKkVTy8BHRZP4MtX7MnPLJhYLoeEgdm4aqsys4NojG7eUGMx1+HFqalMN+IAKe6bfgzc13MLGrTdzKtidu41PVZSRyACxP9ZzHvxsaI5BRXcMfR49zzs7XcbuoeNqs4j6v9/4rMI7gSaeAu4v+f+Qpbus8STGKL/n5b+BgWBTgFGvgUyE69vATKEyQgMKp3twR3E6YPRJHtJftUKAfIWz2bIz6RxEuqQ2UxSHgvQCBB+qoS0G9gP/MjfDl9vVxZeUd/JyKxgpPg8MXncYuQiP1MBvjVAZoYGsYBpIT6DAV8AzQGoJhTZSTc6qSC1m2nAW1WaKekfR32BSE5mLt0IM7AP+ZG5fC/imhqcpB3nVO4DDri+0XxwNOBf8BTwaECojNADBYqCCQonRt4H+CurcdIG1uMzIYBm4pDYL6RIyTCT2jq12xMDjsYE34S3KEl7jTEot00Bj98PyGDGwHVlaUgaOVavPVavbCQSLgYYx4HYwzhajgay82QhXXlSbKQN9DdSLysDHyC9bBngEfL/UggdIr5oKfBXgFz6CmCfVzy+i7uSwAr5gywCPgEfBUsrXxlTgstpMHQGLMwKF7wbmLQNsQu8CK3lP2GbsAZSPsBIvtbGhG/bosjTJuiZMCbYMsAkLLZ5z2IRVlrGvg+yy2kw1Yb2MfSnVo3fVcEDqzz+pVK4H3Isfem3ga079o8gFA0U8lDqMdBDieTxBIlRGWAGFWX99BCf5b6Cb7rATeGG2ixPOa3DbajOA1C3lX2BXE7/y3Y+tzau/bl49d8ffPZ5XE9g7fP1cC3iAS7H3zAn4Z0+2sh/efpxTwXu2dKkU5T00INg5v/LI+ZVrxt5hlAfknZmncFv88P4YDvDJ9G9qM86Fzr176pYIM2KNg1r7E1rZd40NDQ3YKaIzQRSZXU/WUCTgn/WKXEkr+66xoa/a1Oh8J5JTJmQJQ5GA5aTVeNRaEUuNk2mcdyCUXiUOWSqiSMJ+I0rUSdY6So2TaZwb/eTQfmOglP5Bkog/DZPzuhLr1ob4StQk+10lfzKBNSKiIP4PvzMnUkUr/wUAAAAASUVORK5CYII=\n",
      "text/latex": [
       "$$\\sin{\\left (a \\right )} \\cos{\\left (b \\right )} + \\sin{\\left (b \\right )} \\cos{\\left (a \\right )}$$"
      ],
      "text/plain": [
       "sin(a)⋅cos(b) + sin(b)⋅cos(a)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "expand(sin(a+b), trig=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "See `help(expand)` for a detailed explanation of the various types of expansions the `expand` functions can perform."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The opposite a product expansion is of course factoring. The factor an expression in SymPy use the `factor` function: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMEAAAAUBAMAAADGn0QzAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nrkJggg==\n",
      "text/latex": [
       "$$\\left(x + 1\\right) \\left(x + 2\\right) \\left(x + 3\\right)$$"
      ],
      "text/plain": [
       "(x + 1)⋅(x + 2)⋅(x + 3)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "factor(x**3 + 6 * x**2 + 11*x + 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simplify"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `simplify` tries to simplify an expression into a nice looking expression, using various techniques. More specific alternatives to the `simplify` functions also exists: `trigsimp`, `powsimp`, `logcombine`, etc. \n",
    "\n",
    "The basic usages of these functions are as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$\\left(x + 1\\right) \\left(x + 2\\right) \\left(x + 3\\right)$$"
      ],
      "text/plain": [
       "(x + 1)⋅(x + 2)⋅(x + 3)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# simplify expands a product\n",
    "simplify((x+1)*(x+2)*(x+3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAAgAAAAPBAMAAAArJJMAAAAAJFBMVEX///8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADHJj5lAAAAC3RSTlMAzRAiu5mrdu/dZmiL4QAAAAAjSURBVAgdY2BgEGJgYDDZxMCgEgYkGNhJJVgzdmYB9TEwAACPpQrvlUCHcAAAAABJRU5ErkJggg==\n",
      "text/latex": [
       "$$1$$"
      ],
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# simplify uses trigonometric identities\n",
    "simplify(sin(a)**2 + cos(a)**2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAD4AAAAvBAMAAABJZWRJAAAAMFBMVEX///8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAv3aB7AAAAD3RSTlMAzRAiu5mrdu/dZkRUiTJPL/blAAABcElEQVQ4Ee2RPUjDUBSFT5Jaq7GlQ9E1i+giZhSnCgpudio4WRB1UkMHOwUHcdVK0bkgVXQQN0eDuhtcHBsdFOrQgog/iPW+5uXVxFJXQe/Q951z3ru53AL+kjS/Dihlqm0uTyy3zYHV/zywUr/8YT/pzZ2i/8FfV/X29RvXU+FDHbUeTklyP+wwULkSh6R5GGfQ7ynvND1Ag0pCclgTxiBRz5OQLqh5YUgWsPc6b2HfNHCzfr9iUBRNAXJu9uTaRWxTjwLSQMJQHikPFYEhHBhbQDcbkOUbONUwCbyR7rKAK5S1c/LZpyhHzJzRMQY8E0eOAQ0JIsRq9EO5nNCrDsabuUtebkh5VG81nrP+iH1AptWx/r2wh21cPjg8Z/OdddaQ5fNNw44kUa5476MZqO+hmkLXOlL0PryoK3O5gb67+tLFS6bRVF7ImocUSTTq9yoIa0TQV2j+IbTCFhXSuSnHW6SAkuS2uBi4Nsr1Lp2fe4l4hDH4kW8AAAAASUVORK5CYII=\n",
      "text/latex": [
       "$$\\frac{1}{\\tan{\\left (x \\right )}}$$"
      ],
      "text/plain": [
       "  1   \n",
       "──────\n",
       "tan(x)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simplify(cos(x)/sin(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### apart and together"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To manipulate symbolic expressions of fractions, we can use the `apart` and `together` functions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "f1 = 1/((a+1)*(a+2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIIAAAAvBAMAAADdrw/+AAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n",
      "text/latex": [
       "$$\\frac{1}{\\left(a + 1\\right) \\left(a + 2\\right)}$$"
      ],
      "text/plain": [
       "       1       \n",
       "───────────────\n",
       "(a + 1)⋅(a + 2)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAI4AAAAsBAMAAABBB53eAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nUyuKBLIyAOpdmg617KB4AAAAAElFTkSuQmCC\n",
      "text/latex": [
       "$$- \\frac{1}{a + 2} + \\frac{1}{a + 1}$$"
      ],
      "text/plain": [
       "    1       1  \n",
       "- ───── + ─────\n",
       "  a + 2   a + 1"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apart(f1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "f2 = 1/(a+2) + 1/(a+3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAHwAAAAsBAMAAABVvsF6AAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nnOfh0q8AAAAASUVORK5CYII=\n",
      "text/latex": [
       "$$\\frac{1}{a + 3} + \\frac{1}{a + 2}$$"
      ],
      "text/plain": [
       "  1       1  \n",
       "───── + ─────\n",
       "a + 3   a + 2"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIIAAAAvBAMAAADdrw/+AAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\ngg==\n",
      "text/latex": [
       "$$\\frac{2 a + 5}{\\left(a + 2\\right) \\left(a + 3\\right)}$$"
      ],
      "text/plain": [
       "    2⋅a + 5    \n",
       "───────────────\n",
       "(a + 2)⋅(a + 3)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "together(f2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Simplify usually combines fractions but does not factor: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAIIAAAAvBAMAAADdrw/+AAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\ngg==\n",
      "text/latex": [
       "$$\\frac{2 a + 5}{\\left(a + 2\\right) \\left(a + 3\\right)}$$"
      ],
      "text/plain": [
       "    2⋅a + 5    \n",
       "───────────────\n",
       "(a + 2)⋅(a + 3)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "simplify(f2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculus"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In addition to algebraic manipulations, the other main use of CAS is to do calculus, like derivatives and integrals of algebraic expressions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Differentiation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Differentiation is usually simple. Use the `diff` function. The first argument is the expression to take the derivative of, and the second argument is the symbol by which to take the derivative:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$\\left(x + \\pi\\right)^{2}$$"
      ],
      "text/plain": [
       "       2\n",
       "(x + π) "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAFgAAAAbBAMAAAAKd1XFAAAAMFBMVEX///8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAv3aB7AAAAD3RSTlMAMpndu3bvImbNiRBUq0Qb3U6NAAABoUlEQVQ4EZWRP0jDQBTGv/6JTf+AxVmxODl2UCeHbrpZBxEEsYOTgmQo2EmyOLgV0SEoEkRBhUKWVhSEgjg6OAiidHJx00FEqFjfyyVeLi7xDXff970fd+8SIGodN5yoKOJmvBQdtvW3yDAQr/8DbuWjw83d6CyNUZJ0zJQ6pHR3gNgXxwNurxoigvYOaOVTnxyNuflesBvSaSBh6KuUasvc0mxaZJ1LSUqzETtuGKRqO7Sgj6WsGylJZSu+tV342bdiV2Hse13dcOFDss3FjYWyAms9qgLAXa4mXHiaLrP18URdpN7JZ4Pzm+uUbIkUtoAngYyT6ea80QUca2eMWeauBZzLC3iNTka6JELAnzmJJ46GRX6JXxjoFxOfWtaEZW0zMIQibx582+l83JOlMSjLw+FdnjyKLlv5rdyfQg/MOUvQVDjbxTfD/gOBd7YN4LU9gxprKm9mrYgVtiO8cB31Hmili67mmicmJ1QenDTxyPaAF1kJQ2pS/tcQYaqiNKEXFP+iuExZscBUyAftRdCwroaDgP9zUMoMdFWpe+/5AcqTWrMDyYm/AAAAAElFTkSuQmCC\n",
      "text/latex": [
       "$$4 \\left(x + \\pi\\right)^{3}$$"
      ],
      "text/plain": [
       "         3\n",
       "4⋅(x + π) "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff(y**2, x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For higher order derivatives we can do:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$12 \\left(x + \\pi\\right)^{2}$$"
      ],
      "text/plain": [
       "          2\n",
       "12⋅(x + π) "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff(y**2, x, x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAGEAAAAbBAMAAACekfw3AAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n",
      "text/latex": [
       "$$12 \\left(x + \\pi\\right)^{2}$$"
      ],
      "text/plain": [
       "          2\n",
       "12⋅(x + π) "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff(y**2, x, 2) # same as above"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To calculate the derivative of a multivariate expression, we can do:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, y, z = symbols(\"x,y,z\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = sin(x*y) + cos(y*z)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\\frac{d^3f}{dxdy^2}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$- x \\left(x y \\cos{\\left (x y \\right )} + 2 \\sin{\\left (x y \\right )}\\right)$$"
      ],
      "text/plain": [
       "-x⋅(x⋅y⋅cos(x⋅y) + 2⋅sin(x⋅y))"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff(f, x, 1, y, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Integration"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Integration is done in a similar fashion:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAKAAAAAUBAMAAAD4uit9AAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nXd6gLq79C/gHf4qzfkFAyyAAAAAASUVORK5CYII=\n",
      "text/latex": [
       "$$\\sin{\\left (x y \\right )} + \\cos{\\left (y z \\right )}$$"
      ],
      "text/plain": [
       "sin(x⋅y) + cos(y⋅z)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVAAAAA/BAMAAABEE43RAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nojUnOm7/Aywn7A6s7fMGAAAAAElFTkSuQmCC\n",
      "text/latex": [
       "$$x \\cos{\\left (y z \\right )} + \\begin{cases} 0 & \\text{for}\\: y = 0 \\\\- \\frac{1}{y} \\cos{\\left (x y \\right )} & \\text{otherwise} \\end{cases}$$"
      ],
      "text/plain": [
       "             ⎛⎧    0       for y = 0⎞\n",
       "             ⎜⎪                     ⎟\n",
       "x⋅cos(y⋅z) + ⎜⎨-cos(x⋅y)            ⎟\n",
       "             ⎜⎪──────────  otherwise⎟\n",
       "             ⎝⎩    y                ⎠"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "integrate(f, x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By providing limits for the integration variable we can evaluate definite integrals:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAFAAAAAUBAMAAADo9qfkAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nQRf3RTl5VjX764CLv8JfPcJj8HGPsdwAAAAASUVORK5CYII=\n",
      "text/latex": [
       "$$2 \\cos{\\left (y z \\right )}$$"
      ],
      "text/plain": [
       "2⋅cos(y⋅z)"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "integrate(f, (x, -1, 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and also improper integrals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAB0AAAAVBAMAAABI7vhRAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAv3aB7AAAAD3RSTlMAInarRM2ZVBDdiWbv\nuzJCz3LGAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAr0lEQVQYGWNggADG/2DwAcplYHaAsSC0KCqX\nIR2VzzEBlc9WgMrvROUyrEblg7TrAx3wDSrMtIGBa12RtKIAkO8CxJwMDM8ZFjI9ADKZjgIJJSBm\nuMDcACQl9B0YGEC28xkAVQFB/wUG7gVAmm0DfwOQYmD7yMAJYvQ38DsAKQbGbwy7QLQmA88CEM1g\n3zADRN1mYF4AohneL08A0zCC9WgDjAmm2WGuhIkGwhhAGgDwdic2xV4k0wAAAABJRU5ErkJggg==\n",
      "text/latex": [
       "$$\\sqrt{\\pi}$$"
      ],
      "text/plain": [
       "  ___\n",
       "╲╱ π "
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "integrate(exp(-x**2), (x, -oo, oo))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remember, `oo` is the SymPy notation for inifinity."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sums and products"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can evaluate sums and products using the functions: 'Sum'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = Symbol(\"n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$\\sum_{n=1}^{10} \\frac{1}{n^{2}}$$"
      ],
      "text/plain": [
       "  10    \n",
       " ____   \n",
       " ╲      \n",
       "  ╲   1 \n",
       "   ╲  ──\n",
       "   ╱   2\n",
       "  ╱   n \n",
       " ╱      \n",
       " ‾‾‾‾   \n",
       "n = 1   "
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Sum(1/n**2, (n, 1, 10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJ8AAAAPBAMAAAAIUwCQAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nt0ciqgAAAABJRU5ErkJggg==\n",
      "text/latex": [
       "$$1.54976773116654$$"
      ],
      "text/plain": [
       "1.54976773116654"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Sum(1/n**2, (n,1, 10)).evalf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJ8AAAAPBAMAAAAIUwCQAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n",
      "text/latex": [
       "$$1.64493406684823$$"
      ],
      "text/plain": [
       "1.64493406684823"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Sum(1/n**2, (n, 1, oo)).evalf()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Products work much the same way:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAC8AAAA9BAMAAADPFy0PAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n",
      "text/latex": [
       "$$\\prod_{n=1}^{10} n$$"
      ],
      "text/plain": [
       "  10   \n",
       "┬───┬  \n",
       "│   │ n\n",
       "│   │  \n",
       "n = 1  "
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Product(n, (n, 1, 10)) # 10!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Limits"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Limits can be evaluated using the `limit` function. For example, "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAAgAAAAPBAMAAAArJJMAAAAAJFBMVEX///8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADHJj5lAAAAC3RSTlMAzRAiu5mrdu/dZmiL4QAAAAAjSURBVAgdY2BgEGJgYDDZxMCgEgYkGNhJJVgzdmYB9TEwAACPpQrvlUCHcAAAAABJRU5ErkJggg==\n",
      "text/latex": [
       "$$1$$"
      ],
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "limit(sin(x)/x, x, 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use 'limit' to check the result of derivation using the `diff` function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAKAAAAAUBAMAAAD4uit9AAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nXd6gLq79C/gHf4qzfkFAyyAAAAAASUVORK5CYII=\n",
      "text/latex": [
       "$$\\sin{\\left (x y \\right )} + \\cos{\\left (y z \\right )}$$"
      ],
      "text/plain": [
       "sin(x⋅y) + cos(y⋅z)"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAFMAAAAUBAMAAAADwRznAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n",
      "text/latex": [
       "$$y \\cos{\\left (x y \\right )}$$"
      ],
      "text/plain": [
       "y⋅cos(x⋅y)"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "diff(f, x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$\\displaystyle \\frac{\\mathrm{d}f(x,y)}{\\mathrm{d}x} = \\frac{f(x+h,y)-f(x,y)}{h}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "h = Symbol(\"h\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAFMAAAAUBAMAAAADwRznAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n",
      "text/latex": [
       "$$y \\cos{\\left (x y \\right )}$$"
      ],
      "text/plain": [
       "y⋅cos(x⋅y)"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "limit((f.subs(x, x+h) - f)/h, h, 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OK!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can change the direction from which we approach the limiting point using the `dir` keywork argument:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAABMAAAALBAMAAABv+6sJAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAv3aB7AAAAD3RSTlMAEKvvZom7mXYyzVQi\n3UQ6SGZXAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAaklEQVQIHWNgYBBgAAIQwaj82YGBIayogYGB\nbQLHLwapDQxTGRg8GRj2J6xkYGA5wACUYP0LJBgcQEyGfBDRAGYm/wNqd2BwZGDgiDE+wMBxgIGd\ngSGcYb4dgytQolxtAwNjvXEAUDncNgBJUBUwaYAbUgAAAABJRU5ErkJggg==\n",
      "text/latex": [
       "$$\\infty$$"
      ],
      "text/plain": [
       "∞"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "limit(1/x, x, 0, dir=\"+\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAACMAAAALBAMAAAAHCCkxAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAv3aB7AAAAD3RSTlMAEM3dMqvvZom7mXZU\nIkRJD0iWAAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAfklEQVQIHWNggAMBEAtMQIUYw74VMDB0Lt0A\nV8LA6cD9iUHoAIMHQqiEgeH8BBUGBvYLDELGIKDCANTA8RmkC6gdCkC8+SAChCEAxJr2j4GBsQAm\nwlDIwMDdm3aBgfsCXIiLgaGLwT+PoQIuwsC4KvIAA+P6tAaEENThAgwMAMSLGqu/gFQwAAAAAElF\nTkSuQmCC\n",
      "text/latex": [
       "$$-\\infty$$"
      ],
      "text/plain": [
       "-∞"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "limit(1/x, x, 0, dir=\"-\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Series"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Series expansion is also one of the most useful features of a CAS. In SymPy we can perform a series expansion of an expression using the `series` function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$1 + x + \\frac{x^{2}}{2} + \\frac{x^{3}}{6} + \\frac{x^{4}}{24} + \\frac{x^{5}}{120} + O\\left(x^{6}\\right)$$"
      ],
      "text/plain": [
       "         2    3    4     5        \n",
       "        x    x    x     x     ⎛ 6⎞\n",
       "1 + x + ── + ── + ── + ─── + O⎝x ⎠\n",
       "        2    6    24   120        "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "series(exp(x), x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default it expands the expression around $x=0$, but we can expand around any value of $x$ by explicitly include a value in the function call:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvwAAAAoBAMAAABwRjOsAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n",
      "text/latex": [
       "$$e + e \\left(x - 1\\right) + \\frac{e}{2} \\left(x - 1\\right)^{2} + \\frac{e}{6} \\left(x - 1\\right)^{3} + \\frac{e}{24} \\left(x - 1\\right)^{4} + \\frac{e}{120} \\left(x - 1\\right)^{5} + \\mathcal{O}\\left(\\left(x - 1\\right)^{6}; x\\rightarrow1\\right)$$"
      ],
      "text/plain": [
       "                         2            3            4            5             \n",
       "                ℯ⋅(x - 1)    ℯ⋅(x - 1)    ℯ⋅(x - 1)    ℯ⋅(x - 1)     ⎛       6\n",
       "ℯ + ℯ⋅(x - 1) + ────────── + ────────── + ────────── + ────────── + O⎝(x - 1) \n",
       "                    2            6            24          120                 \n",
       "\n",
       "        \n",
       "       ⎞\n",
       "; x → 1⎠\n",
       "        "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "series(exp(x), x, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And we can explicitly define to which order the series expansion should be carried out:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABUUAAAAoBAMAAAArnobcAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nYII=\n",
      "text/latex": [
       "$$e + e \\left(x - 1\\right) + \\frac{e}{2} \\left(x - 1\\right)^{2} + \\frac{e}{6} \\left(x - 1\\right)^{3} + \\frac{e}{24} \\left(x - 1\\right)^{4} + \\frac{e}{120} \\left(x - 1\\right)^{5} + \\frac{e}{720} \\left(x - 1\\right)^{6} + \\frac{e}{5040} \\left(x - 1\\right)^{7} + \\frac{e}{40320} \\left(x - 1\\right)^{8} + \\frac{e}{362880} \\left(x - 1\\right)^{9} + \\mathcal{O}\\left(\\left(x - 1\\right)^{10}; x\\rightarrow1\\right)$$"
      ],
      "text/plain": [
       "                         2            3            4            5            6\n",
       "                ℯ⋅(x - 1)    ℯ⋅(x - 1)    ℯ⋅(x - 1)    ℯ⋅(x - 1)    ℯ⋅(x - 1) \n",
       "ℯ + ℯ⋅(x - 1) + ────────── + ────────── + ────────── + ────────── + ──────────\n",
       "                    2            6            24          120          720    \n",
       "\n",
       "            7            8            9                      \n",
       "   ℯ⋅(x - 1)    ℯ⋅(x - 1)    ℯ⋅(x - 1)     ⎛       10       ⎞\n",
       " + ────────── + ────────── + ────────── + O⎝(x - 1)  ; x → 1⎠\n",
       "      5040        40320        362880                        "
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "series(exp(x), x, 1, 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The series expansion includes the order of the approximation, which is very useful for keeping track of the order of validity when we do calculations with series expansions of different order:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMQAAAAwBAMAAAC8i8hXAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nRK5CYII=\n",
      "text/latex": [
       "$$1 - \\frac{x^{2}}{2} + \\frac{x^{4}}{24} + \\mathcal{O}\\left(x^{5}\\right)$$"
      ],
      "text/plain": [
       "     2    4        \n",
       "    x    x     ⎛ 5⎞\n",
       "1 - ── + ── + O⎝x ⎠\n",
       "    2    24        "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s1 = cos(x).series(x, 0, 5)\n",
    "s1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAF8AAAAcBAMAAAD1rn4EAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nYII=\n",
      "text/latex": [
       "$$x + \\mathcal{O}\\left(x^{2}\\right)$$"
      ],
      "text/plain": [
       "     ⎛ 2⎞\n",
       "x + O⎝x ⎠"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s2 = sin(x).series(x, 0, 2)\n",
    "s2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAF8AAAAcBAMAAAD1rn4EAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nYII=\n",
      "text/latex": [
       "$$x + \\mathcal{O}\\left(x^{2}\\right)$$"
      ],
      "text/plain": [
       "     ⎛ 2⎞\n",
       "x + O⎝x ⎠"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "expand(s1 * s2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we want to get rid of the order information we can use the `removeO` method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAG8AAAAwBAMAAADtMzlxAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nRK5CYII=\n",
      "text/latex": [
       "$$\\frac{x^{5}}{24} - \\frac{x^{3}}{2} + x$$"
      ],
      "text/plain": [
       " 5    3    \n",
       "x    x     \n",
       "── - ── + x\n",
       "24   2     "
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "expand(s1.removeO() * s2.removeO())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But note that this is not the correct expansion of $\\cos(x)\\sin(x)$ to $5$th order:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAANsAAAAwBAMAAABqLhIyAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n",
      "text/latex": [
       "$$x - \\frac{2 x^{3}}{3} + \\frac{2 x^{5}}{15} + \\mathcal{O}\\left(x^{6}\\right)$$"
      ],
      "text/plain": [
       "       3      5        \n",
       "    2⋅x    2⋅x     ⎛ 6⎞\n",
       "x - ──── + ──── + O⎝x ⎠\n",
       "     3      15         "
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(cos(x)*sin(x)).series(x, 0, 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Linear algebra"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Matrices"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Matrices are defined using the `Matrix` class:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "m11, m12, m21, m22 = symbols(\"m11, m12, m21, m22\")\n",
    "b1, b2 = symbols(\"b1, b2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$\\left[\\begin{matrix}m_{11} & m_{12}\\\\m_{21} & m_{22}\\end{matrix}\\right]$$"
      ],
      "text/plain": [
       "⎡m₁₁  m₁₂⎤\n",
       "⎢        ⎥\n",
       "⎣m₂₁  m₂₂⎦"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A = Matrix([[m11, m12],[m21, m22]])\n",
    "A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$\\left[\\begin{matrix}b_{1}\\\\b_{2}\\end{matrix}\\right]$$"
      ],
      "text/plain": [
       "⎡b₁⎤\n",
       "⎢  ⎥\n",
       "⎣b₂⎦"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b = Matrix([[b1], [b2]])\n",
    "b"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With `Matrix` class instances we can do the usual matrix algebra operations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$\\left[\\begin{matrix}m_{11}^{2} + m_{12} m_{21} & m_{11} m_{12} + m_{12} m_{22}\\\\m_{11} m_{21} + m_{21} m_{22} & m_{12} m_{21} + m_{22}^{2}\\end{matrix}\\right]$$"
      ],
      "text/plain": [
       "⎡    2                               ⎤\n",
       "⎢ m₁₁  + m₁₂⋅m₂₁    m₁₁⋅m₁₂ + m₁₂⋅m₂₂⎥\n",
       "⎢                                    ⎥\n",
       "⎢                                 2  ⎥\n",
       "⎣m₁₁⋅m₂₁ + m₂₁⋅m₂₂   m₁₂⋅m₂₁ + m₂₂   ⎦"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJEAAAAyBAMAAACufiRQAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\nDbOYk3PHxJxH96vsyH4p/gHeHTH4ApAfnQAAAABJRU5ErkJggg==\n",
      "text/latex": [
       "$$\\left[\\begin{matrix}b_{1} m_{11} + b_{2} m_{12}\\\\b_{1} m_{21} + b_{2} m_{22}\\end{matrix}\\right]$$"
      ],
      "text/plain": [
       "⎡b₁⋅m₁₁ + b₂⋅m₁₂⎤\n",
       "⎢               ⎥\n",
       "⎣b₁⋅m₂₁ + b₂⋅m₂₂⎦"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A * b"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And calculate determinants and inverses, and the like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAKYAAAAMBAMAAAAaIdvMAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n9AyNtKqM6qgiUQAAAABJRU5ErkJggg==\n",
      "text/latex": [
       "$$m_{11} m_{22} - m_{12} m_{21}$$"
      ],
      "text/plain": [
       "m₁₁⋅m₂₂ - m₁₂⋅m₂₁"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.det()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/latex": [
       "$$\\left[\\begin{matrix}\\frac{m_{22}}{m_{11} m_{22} - m_{12} m_{21}} & - \\frac{m_{12}}{m_{11} m_{22} - m_{12} m_{21}}\\\\- \\frac{m_{21}}{m_{11} m_{22} - m_{12} m_{21}} & \\frac{m_{11}}{m_{11} m_{22} - m_{12} m_{21}}\\end{matrix}\\right]$$"
      ],
      "text/plain": [
       "⎡       m₂₂               -m₁₂       ⎤\n",
       "⎢─────────────────  ─────────────────⎥\n",
       "⎢m₁₁⋅m₂₂ - m₁₂⋅m₂₁  m₁₁⋅m₂₂ - m₁₂⋅m₂₁⎥\n",
       "⎢                                    ⎥\n",
       "⎢      -m₂₁                m₁₁       ⎥\n",
       "⎢─────────────────  ─────────────────⎥\n",
       "⎣m₁₁⋅m₂₂ - m₁₂⋅m₂₁  m₁₁⋅m₂₂ - m₁₂⋅m₂₁⎦"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.inv()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Solving equations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For solving equations and systems of equations we can use the `solve` function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAEoAAAAUBAMAAADYerbFAAAALVBMVEX///8AAAAAAAAAAAAAAAAA\nAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADAOrOgAAAADnRSTlMAdt3NMolEEFTvq5lmIsfa\npuIAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAB3SURBVCgVYxAyYSAEDqsxhBFSA5QPQ1bFMR2Ljs4C\nVFVVu55jqGJfvQ5NFQMjpioGBrlBrqpYCQSAgTuYXV9ngBb+6KHKvfLxGgYmdVRVu+ZZHUCNbbB8\nL6oqMA8lTYBFAohRxS5AjCoeLIqA7hJSwSaOIiakBgD0ZimSClhTrgAAAABJRU5ErkJggg==\n",
      "text/latex": [
       "$$\\left [ -1, \\quad 1\\right ]$$"
      ],
      "text/plain": [
       "[-1, 1]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "solve(x**2 - 1, x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjEAAABLCAMAAAC2lyZIAAAAPFBMVEX///8AAAAAAAAAAAAAAAAA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\nUA9GUf8DYe6QJALMc1YAAAAASUVORK5CYII=\n",
      "text/latex": [
       "$$\\left [ - i \\sqrt{- \\frac{1}{2} + \\frac{\\sqrt{5}}{2}}, \\quad i \\sqrt{- \\frac{1}{2} + \\frac{\\sqrt{5}}{2}}, \\quad - \\sqrt{\\frac{1}{2} + \\frac{\\sqrt{5}}{2}}, \\quad \\sqrt{\\frac{1}{2} + \\frac{\\sqrt{5}}{2}}\\right ]$$"
      ],
      "text/plain": [
       "⎡        _____________         _____________        ___________       ________\n",
       "⎢       ╱         ___         ╱         ___        ╱       ___       ╱       _\n",
       "⎢      ╱    1   ╲╱ 5         ╱    1   ╲╱ 5        ╱  1   ╲╱ 5       ╱  1   ╲╱ \n",
       "⎢-ⅈ⋅  ╱   - ─ + ───── , ⅈ⋅  ╱   - ─ + ───── , -  ╱   ─ + ───── ,   ╱   ─ + ───\n",
       "⎣   ╲╱      2     2       ╲╱      2     2      ╲╱    2     2     ╲╱    2     2\n",
       "\n",
       "___⎤\n",
       "__ ⎥\n",
       "5  ⎥\n",
       "── ⎥\n",
       "   ⎦"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "solve(x**4 - x**2 - 1, x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "System of equations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAH4AAAAVBAMAAAByPkciAAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n/1sDfgDNr2XH9LJoSQAAAABJRU5ErkJggg==\n",
      "text/latex": [
       "$$\\left \\{ x : 1, \\quad y : 0\\right \\}$$"
      ],
      "text/plain": [
       "{x: 1, y: 0}"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "solve([x + y - 1, x - y - 1], [x,y])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In terms of other symbolic expressions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOAAAAAmBAMAAAAvsop7AAAAMFBMVEX///8AAAAAAAAAAAAAAAAA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\n4r9Q1gIGAlZHdQAAAABJRU5ErkJggg==\n",
      "text/latex": [
       "$$\\left \\{ x : \\frac{a}{2} + \\frac{c}{2}, \\quad y : \\frac{a}{2} - \\frac{c}{2}\\right \\}$$"
      ],
      "text/plain": [
       "⎧   a   c     a   c⎫\n",
       "⎨x: ─ + ─, y: ─ - ─⎬\n",
       "⎩   2   2     2   2⎭"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "solve([x + y - a, x - y - c], [x,y])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Further reading"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* http://sympy.org/en/index.html - The SymPy projects web page.\n",
    "* https://github.com/sympy/sympy - The source code of SymPy.\n",
    "* http://live.sympy.org - Online version of SymPy for testing and demonstrations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Versions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "Software versions": [
        {
         "module": "Python",
         "version": "2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)]"
        },
        {
         "module": "IPython",
         "version": "3.2.1"
        },
        {
         "module": "OS",
         "version": "Darwin 14.1.0 x86_64 i386 64bit"
        },
        {
         "module": "numpy",
         "version": "1.9.2"
        },
        {
         "module": "matplotlib",
         "version": "1.4.3"
        },
        {
         "module": "sympy",
         "version": "0.7.6"
        }
       ]
      },
      "text/html": [
       "<table><tr><th>Software</th><th>Version</th></tr><tr><td>Python</td><td>2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)]</td></tr><tr><td>IPython</td><td>3.2.1</td></tr><tr><td>OS</td><td>Darwin 14.1.0 x86_64 i386 64bit</td></tr><tr><td>numpy</td><td>1.9.2</td></tr><tr><td>matplotlib</td><td>1.4.3</td></tr><tr><td>sympy</td><td>0.7.6</td></tr><tr><td colspan='2'>Sat Aug 15 11:37:37 2015 JST</td></tr></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{|l|l|}\\hline\n",
       "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n",
       "Python & 2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)] \\\\ \\hline\n",
       "IPython & 3.2.1 \\\\ \\hline\n",
       "OS & Darwin 14.1.0 x86\\_64 i386 64bit \\\\ \\hline\n",
       "numpy & 1.9.2 \\\\ \\hline\n",
       "matplotlib & 1.4.3 \\\\ \\hline\n",
       "sympy & 0.7.6 \\\\ \\hline\n",
       "\\hline \\multicolumn{2}{|l|}{Sat Aug 15 11:37:37 2015 JST} \\\\ \\hline\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "Software versions\n",
       "Python 2.7.10 64bit [GCC 4.2.1 (Apple Inc. build 5577)]\n",
       "IPython 3.2.1\n",
       "OS Darwin 14.1.0 x86_64 i386 64bit\n",
       "numpy 1.9.2\n",
       "matplotlib 1.4.3\n",
       "sympy 0.7.6\n",
       "Sat Aug 15 11:37:37 2015 JST"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%reload_ext version_information\n",
    "\n",
    "%version_information numpy, matplotlib, sympy"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}