{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Basic Output"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When a cell is run, it can generate *output*. In IPython, the definition of output is quite general; it can be text, images, LaTeX, HTML or JSON. All output is displayed below the code that generated it, in the *output area*.\n",
"\n",
"This Notebook describes the basics of output and shows how the `stdout/stderr` streams are handled."
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Displayhook"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When a Python object is returned by an expression, Python's `displayhook` mechanism is triggered. In IPython, this results in an output prompt, such as `Out[2]`. These objects are then available under the variables:\n",
"\n",
"* `_` (last output)\n",
"* `__` (second to last output)\n",
"* `_N` (`Out[N]`)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import sys"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"np.random.rand(10)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 2,
"text": [
"array([ 0.75222263, 0.72102181, 0.15122973, 0.00386071, 0.21584229,\n",
" 0.72508214, 0.16864276, 0.96639874, 0.92500381, 0.30806583])"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"np.sin(_)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"array([ 0.68326335, 0.66015253, 0.15065394, 0.0038607 , 0.21417025,\n",
" 0.66319692, 0.16784452, 0.82284458, 0.79862306, 0.3032161 ])"
]
}
],
"prompt_number": 3
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"sys.stdout and sys.stderr"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The stdout and stderr streams are displayed as text in the output area."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print(\"hi, stdout\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"hi, stdout\n"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from __future__ import print_function\n",
"print('hi, stderr', file=sys.stderr)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"hi, stderr\n"
]
}
],
"prompt_number": 5
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Output is asynchronous"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All output is displayed asynchronously as it is generated in the Kernel. If you execute the next cell, you will see the output one piece at a time, not all at the end."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import time, sys\n",
"for i in range(8):\n",
" print(i)\n",
" time.sleep(0.5)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0\n",
"1"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"2"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"3"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"4"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"5"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"6"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n",
"7"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"\n"
]
}
],
"prompt_number": 6
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Large outputs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To better handle large outputs, the output area can be collapsed. Run the following cell and then single- or double- click on the active area to the left of the output:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for i in range(50):\n",
" print(i)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0\n",
"1\n",
"2\n",
"3\n",
"4\n",
"5\n",
"6\n",
"7\n",
"8\n",
"9\n",
"10\n",
"11\n",
"12\n",
"13\n",
"14\n",
"15\n",
"16\n",
"17\n",
"18\n",
"19\n",
"20\n",
"21\n",
"22\n",
"23\n",
"24\n",
"25\n",
"26\n",
"27\n",
"28\n",
"29\n",
"30\n",
"31\n",
"32\n",
"33\n",
"34\n",
"35\n",
"36\n",
"37\n",
"38\n",
"39\n",
"40\n",
"41\n",
"42\n",
"43\n",
"44\n",
"45\n",
"46\n",
"47\n",
"48\n",
"49\n"
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Beyond a certain point, output will scroll automatically:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for i in range(500):\n",
" print(2**i - 1)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0\n",
"1\n",
"3\n",
"7\n",
"15\n",
"31\n",
"63\n",
"127\n",
"255\n",
"511\n",
"1023\n",
"2047\n",
"4095\n",
"8191\n",
"16383\n",
"32767\n",
"65535\n",
"131071\n",
"262143\n",
"524287\n",
"1048575\n",
"2097151\n",
"4194303\n",
"8388607\n",
"16777215\n",
"33554431\n",
"67108863\n",
"134217727\n",
"268435455\n",
"536870911\n",
"1073741823\n",
"2147483647\n",
"4294967295\n",
"8589934591\n",
"17179869183\n",
"34359738367\n",
"68719476735\n",
"137438953471\n",
"274877906943\n",
"549755813887\n",
"1099511627775\n",
"2199023255551\n",
"4398046511103\n",
"8796093022207\n",
"17592186044415\n",
"35184372088831\n",
"70368744177663\n",
"140737488355327\n",
"281474976710655\n",
"562949953421311\n",
"1125899906842623\n",
"2251799813685247\n",
"4503599627370495\n",
"9007199254740991\n",
"18014398509481983\n",
"36028797018963967\n",
"72057594037927935\n",
"144115188075855871\n",
"288230376151711743\n",
"576460752303423487\n",
"1152921504606846975\n",
"2305843009213693951\n",
"4611686018427387903\n",
"9223372036854775807\n",
"18446744073709551615\n",
"36893488147419103231\n",
"73786976294838206463\n",
"147573952589676412927\n",
"295147905179352825855\n",
"590295810358705651711\n",
"1180591620717411303423\n",
"2361183241434822606847\n",
"4722366482869645213695\n",
"9444732965739290427391\n",
"18889465931478580854783\n",
"37778931862957161709567\n",
"75557863725914323419135\n",
"151115727451828646838271\n",
"302231454903657293676543\n",
"604462909807314587353087\n",
"1208925819614629174706175\n",
"2417851639229258349412351\n",
"4835703278458516698824703\n",
"9671406556917033397649407\n",
"19342813113834066795298815\n",
"38685626227668133590597631\n",
"77371252455336267181195263\n",
"154742504910672534362390527\n",
"309485009821345068724781055\n",
"618970019642690137449562111\n",
"1237940039285380274899124223\n",
"2475880078570760549798248447\n",
"4951760157141521099596496895\n",
"9903520314283042199192993791\n",
"19807040628566084398385987583\n",
"39614081257132168796771975167\n",
"79228162514264337593543950335\n",
"158456325028528675187087900671\n",
"316912650057057350374175801343\n",
"633825300114114700748351602687\n",
"1267650600228229401496703205375\n",
"2535301200456458802993406410751\n",
"5070602400912917605986812821503\n",
"10141204801825835211973625643007\n",
"20282409603651670423947251286015\n",
"40564819207303340847894502572031\n",
"81129638414606681695789005144063\n",
"162259276829213363391578010288127\n",
"324518553658426726783156020576255\n",
"649037107316853453566312041152511\n",
"1298074214633706907132624082305023\n",
"2596148429267413814265248164610047\n",
"5192296858534827628530496329220095\n",
"10384593717069655257060992658440191\n",
"20769187434139310514121985316880383\n",
"41538374868278621028243970633760767\n",
"83076749736557242056487941267521535\n",
"166153499473114484112975882535043071\n",
"332306998946228968225951765070086143\n",
"664613997892457936451903530140172287\n",
"1329227995784915872903807060280344575\n",
"2658455991569831745807614120560689151\n",
"5316911983139663491615228241121378303\n",
"10633823966279326983230456482242756607\n",
"21267647932558653966460912964485513215\n",
"42535295865117307932921825928971026431\n",
"85070591730234615865843651857942052863\n",
"170141183460469231731687303715884105727\n",
"340282366920938463463374607431768211455\n",
"680564733841876926926749214863536422911\n",
"1361129467683753853853498429727072845823\n",
"2722258935367507707706996859454145691647\n",
"5444517870735015415413993718908291383295\n",
"10889035741470030830827987437816582766591\n",
"21778071482940061661655974875633165533183\n",
"43556142965880123323311949751266331066367\n",
"87112285931760246646623899502532662132735\n",
"174224571863520493293247799005065324265471\n",
"348449143727040986586495598010130648530943\n",
"696898287454081973172991196020261297061887\n",
"1393796574908163946345982392040522594123775\n",
"2787593149816327892691964784081045188247551\n",
"5575186299632655785383929568162090376495103\n",
"11150372599265311570767859136324180752990207\n",
"22300745198530623141535718272648361505980415\n",
"44601490397061246283071436545296723011960831\n",
"89202980794122492566142873090593446023921663\n",
"178405961588244985132285746181186892047843327\n",
"356811923176489970264571492362373784095686655\n",
"713623846352979940529142984724747568191373311\n",
"1427247692705959881058285969449495136382746623\n",
"2854495385411919762116571938898990272765493247\n",
"5708990770823839524233143877797980545530986495\n",
"11417981541647679048466287755595961091061972991\n",
"22835963083295358096932575511191922182123945983\n",
"45671926166590716193865151022383844364247891967\n",
"91343852333181432387730302044767688728495783935\n",
"182687704666362864775460604089535377456991567871\n",
"365375409332725729550921208179070754913983135743\n",
"730750818665451459101842416358141509827966271487\n",
"1461501637330902918203684832716283019655932542975\n",
"2923003274661805836407369665432566039311865085951\n",
"5846006549323611672814739330865132078623730171903\n",
"11692013098647223345629478661730264157247460343807\n",
"23384026197294446691258957323460528314494920687615\n",
"46768052394588893382517914646921056628989841375231\n",
"93536104789177786765035829293842113257979682750463\n",
"187072209578355573530071658587684226515959365500927\n",
"374144419156711147060143317175368453031918731001855\n",
"748288838313422294120286634350736906063837462003711\n",
"1496577676626844588240573268701473812127674924007423\n",
"2993155353253689176481146537402947624255349848014847\n",
"5986310706507378352962293074805895248510699696029695\n",
"11972621413014756705924586149611790497021399392059391\n",
"23945242826029513411849172299223580994042798784118783\n",
"47890485652059026823698344598447161988085597568237567\n",
"95780971304118053647396689196894323976171195136475135\n",
"191561942608236107294793378393788647952342390272950271\n",
"383123885216472214589586756787577295904684780545900543\n",
"766247770432944429179173513575154591809369561091801087\n",
"1532495540865888858358347027150309183618739122183602175\n",
"3064991081731777716716694054300618367237478244367204351\n",
"6129982163463555433433388108601236734474956488734408703\n",
"12259964326927110866866776217202473468949912977468817407\n",
"24519928653854221733733552434404946937899825954937634815\n",
"49039857307708443467467104868809893875799651909875269631\n",
"98079714615416886934934209737619787751599303819750539263\n",
"196159429230833773869868419475239575503198607639501078527\n",
"392318858461667547739736838950479151006397215279002157055\n",
"784637716923335095479473677900958302012794430558004314111\n",
"1569275433846670190958947355801916604025588861116008628223\n",
"3138550867693340381917894711603833208051177722232017256447\n",
"6277101735386680763835789423207666416102355444464034512895\n",
"12554203470773361527671578846415332832204710888928069025791\n",
"25108406941546723055343157692830665664409421777856138051583\n",
"50216813883093446110686315385661331328818843555712276103167\n",
"100433627766186892221372630771322662657637687111424552206335\n",
"200867255532373784442745261542645325315275374222849104412671\n",
"401734511064747568885490523085290650630550748445698208825343\n",
"803469022129495137770981046170581301261101496891396417650687\n",
"1606938044258990275541962092341162602522202993782792835301375\n",
"3213876088517980551083924184682325205044405987565585670602751\n",
"6427752177035961102167848369364650410088811975131171341205503\n",
"12855504354071922204335696738729300820177623950262342682411007\n",
"25711008708143844408671393477458601640355247900524685364822015\n",
"51422017416287688817342786954917203280710495801049370729644031\n",
"102844034832575377634685573909834406561420991602098741459288063\n",
"205688069665150755269371147819668813122841983204197482918576127\n",
"411376139330301510538742295639337626245683966408394965837152255\n",
"822752278660603021077484591278675252491367932816789931674304511\n",
"1645504557321206042154969182557350504982735865633579863348609023\n",
"3291009114642412084309938365114701009965471731267159726697218047\n",
"6582018229284824168619876730229402019930943462534319453394436095\n",
"13164036458569648337239753460458804039861886925068638906788872191\n",
"26328072917139296674479506920917608079723773850137277813577744383\n",
"52656145834278593348959013841835216159447547700274555627155488767\n",
"105312291668557186697918027683670432318895095400549111254310977535\n",
"210624583337114373395836055367340864637790190801098222508621955071\n",
"421249166674228746791672110734681729275580381602196445017243910143\n",
"842498333348457493583344221469363458551160763204392890034487820287\n",
"1684996666696914987166688442938726917102321526408785780068975640575\n",
"3369993333393829974333376885877453834204643052817571560137951281151\n",
"6739986666787659948666753771754907668409286105635143120275902562303\n",
"13479973333575319897333507543509815336818572211270286240551805124607\n",
"26959946667150639794667015087019630673637144422540572481103610249215\n",
"53919893334301279589334030174039261347274288845081144962207220498431\n",
"107839786668602559178668060348078522694548577690162289924414440996863\n",
"215679573337205118357336120696157045389097155380324579848828881993727\n",
"431359146674410236714672241392314090778194310760649159697657763987455\n",
"862718293348820473429344482784628181556388621521298319395315527974911\n",
"1725436586697640946858688965569256363112777243042596638790631055949823\n",
"3450873173395281893717377931138512726225554486085193277581262111899647\n",
"6901746346790563787434755862277025452451108972170386555162524223799295\n",
"13803492693581127574869511724554050904902217944340773110325048447598591\n",
"27606985387162255149739023449108101809804435888681546220650096895197183\n",
"55213970774324510299478046898216203619608871777363092441300193790394367\n",
"110427941548649020598956093796432407239217743554726184882600387580788735\n",
"220855883097298041197912187592864814478435487109452369765200775161577471\n",
"441711766194596082395824375185729628956870974218904739530401550323154943\n",
"883423532389192164791648750371459257913741948437809479060803100646309887\n",
"1766847064778384329583297500742918515827483896875618958121606201292619775\n",
"3533694129556768659166595001485837031654967793751237916243212402585239551\n",
"7067388259113537318333190002971674063309935587502475832486424805170479103\n",
"14134776518227074636666380005943348126619871175004951664972849610340958207\n",
"28269553036454149273332760011886696253239742350009903329945699220681916415\n",
"56539106072908298546665520023773392506479484700019806659891398441363832831\n",
"113078212145816597093331040047546785012958969400039613319782796882727665663\n",
"226156424291633194186662080095093570025917938800079226639565593765455331327\n",
"452312848583266388373324160190187140051835877600158453279131187530910662655\n",
"904625697166532776746648320380374280103671755200316906558262375061821325311\n",
"1809251394333065553493296640760748560207343510400633813116524750123642650623\n",
"3618502788666131106986593281521497120414687020801267626233049500247285301247\n",
"7237005577332262213973186563042994240829374041602535252466099000494570602495\n",
"14474011154664524427946373126085988481658748083205070504932198000989141204991\n",
"28948022309329048855892746252171976963317496166410141009864396001978282409983\n",
"57896044618658097711785492504343953926634992332820282019728792003956564819967\n",
"115792089237316195423570985008687907853269984665640564039457584007913129639935\n",
"231584178474632390847141970017375815706539969331281128078915168015826259279871\n",
"463168356949264781694283940034751631413079938662562256157830336031652518559743\n",
"926336713898529563388567880069503262826159877325124512315660672063305037119487\n",
"1852673427797059126777135760139006525652319754650249024631321344126610074238975\n",
"3705346855594118253554271520278013051304639509300498049262642688253220148477951\n",
"7410693711188236507108543040556026102609279018600996098525285376506440296955903\n",
"14821387422376473014217086081112052205218558037201992197050570753012880593911807\n",
"29642774844752946028434172162224104410437116074403984394101141506025761187823615\n",
"59285549689505892056868344324448208820874232148807968788202283012051522375647231\n",
"118571099379011784113736688648896417641748464297615937576404566024103044751294463\n",
"237142198758023568227473377297792835283496928595231875152809132048206089502588927\n",
"474284397516047136454946754595585670566993857190463750305618264096412179005177855\n",
"948568795032094272909893509191171341133987714380927500611236528192824358010355711\n",
"1897137590064188545819787018382342682267975428761855001222473056385648716020711423\n",
"3794275180128377091639574036764685364535950857523710002444946112771297432041422847\n",
"7588550360256754183279148073529370729071901715047420004889892225542594864082845695\n",
"15177100720513508366558296147058741458143803430094840009779784451085189728165691391\n",
"30354201441027016733116592294117482916287606860189680019559568902170379456331382783\n",
"60708402882054033466233184588234965832575213720379360039119137804340758912662765567\n",
"121416805764108066932466369176469931665150427440758720078238275608681517825325531135\n",
"242833611528216133864932738352939863330300854881517440156476551217363035650651062271\n",
"485667223056432267729865476705879726660601709763034880312953102434726071301302124543\n",
"971334446112864535459730953411759453321203419526069760625906204869452142602604249087\n",
"1942668892225729070919461906823518906642406839052139521251812409738904285205208498175\n",
"3885337784451458141838923813647037813284813678104279042503624819477808570410416996351\n",
"7770675568902916283677847627294075626569627356208558085007249638955617140820833992703\n",
"15541351137805832567355695254588151253139254712417116170014499277911234281641667985407\n",
"31082702275611665134711390509176302506278509424834232340028998555822468563283335970815\n",
"62165404551223330269422781018352605012557018849668464680057997111644937126566671941631\n",
"124330809102446660538845562036705210025114037699336929360115994223289874253133343883263\n",
"248661618204893321077691124073410420050228075398673858720231988446579748506266687766527\n",
"497323236409786642155382248146820840100456150797347717440463976893159497012533375533055\n",
"994646472819573284310764496293641680200912301594695434880927953786318994025066751066111\n",
"1989292945639146568621528992587283360401824603189390869761855907572637988050133502132223\n",
"3978585891278293137243057985174566720803649206378781739523711815145275976100267004264447\n",
"7957171782556586274486115970349133441607298412757563479047423630290551952200534008528895\n",
"15914343565113172548972231940698266883214596825515126958094847260581103904401068017057791\n",
"31828687130226345097944463881396533766429193651030253916189694521162207808802136034115583\n",
"63657374260452690195888927762793067532858387302060507832379389042324415617604272068231167\n",
"127314748520905380391777855525586135065716774604121015664758778084648831235208544136462335\n",
"254629497041810760783555711051172270131433549208242031329517556169297662470417088272924671\n",
"509258994083621521567111422102344540262867098416484062659035112338595324940834176545849343\n",
"1018517988167243043134222844204689080525734196832968125318070224677190649881668353091698687\n",
"2037035976334486086268445688409378161051468393665936250636140449354381299763336706183397375\n",
"4074071952668972172536891376818756322102936787331872501272280898708762599526673412366794751\n",
"8148143905337944345073782753637512644205873574663745002544561797417525199053346824733589503\n",
"16296287810675888690147565507275025288411747149327490005089123594835050398106693649467179007\n",
"32592575621351777380295131014550050576823494298654980010178247189670100796213387298934358015\n",
"65185151242703554760590262029100101153646988597309960020356494379340201592426774597868716031\n",
"130370302485407109521180524058200202307293977194619920040712988758680403184853549195737432063\n",
"260740604970814219042361048116400404614587954389239840081425977517360806369707098391474864127\n",
"521481209941628438084722096232800809229175908778479680162851955034721612739414196782949728255\n",
"1042962419883256876169444192465601618458351817556959360325703910069443225478828393565899456511\n",
"2085924839766513752338888384931203236916703635113918720651407820138886450957656787131798913023\n",
"4171849679533027504677776769862406473833407270227837441302815640277772901915313574263597826047\n",
"8343699359066055009355553539724812947666814540455674882605631280555545803830627148527195652095\n",
"16687398718132110018711107079449625895333629080911349765211262561111091607661254297054391304191\n",
"33374797436264220037422214158899251790667258161822699530422525122222183215322508594108782608383\n",
"66749594872528440074844428317798503581334516323645399060845050244444366430645017188217565216767\n",
"133499189745056880149688856635597007162669032647290798121690100488888732861290034376435130433535\n",
"266998379490113760299377713271194014325338065294581596243380200977777465722580068752870260867071\n",
"533996758980227520598755426542388028650676130589163192486760401955554931445160137505740521734143\n",
"1067993517960455041197510853084776057301352261178326384973520803911109862890320275011481043468287\n",
"2135987035920910082395021706169552114602704522356652769947041607822219725780640550022962086936575\n",
"4271974071841820164790043412339104229205409044713305539894083215644439451561281100045924173873151\n",
"8543948143683640329580086824678208458410818089426611079788166431288878903122562200091848347746303\n",
"17087896287367280659160173649356416916821636178853222159576332862577757806245124400183696695492607\n",
"34175792574734561318320347298712833833643272357706444319152665725155515612490248800367393390985215\n",
"68351585149469122636640694597425667667286544715412888638305331450311031224980497600734786781970431\n",
"136703170298938245273281389194851335334573089430825777276610662900622062449960995201469573563940863\n",
"273406340597876490546562778389702670669146178861651554553221325801244124899921990402939147127881727\n",
"546812681195752981093125556779405341338292357723303109106442651602488249799843980805878294255763455\n",
"1093625362391505962186251113558810682676584715446606218212885303204976499599687961611756588511526911\n",
"2187250724783011924372502227117621365353169430893212436425770606409952999199375923223513177023053823\n",
"4374501449566023848745004454235242730706338861786424872851541212819905998398751846447026354046107647\n",
"8749002899132047697490008908470485461412677723572849745703082425639811996797503692894052708092215295\n",
"17498005798264095394980017816940970922825355447145699491406164851279623993595007385788105416184430591\n",
"34996011596528190789960035633881941845650710894291398982812329702559247987190014771576210832368861183\n",
"69992023193056381579920071267763883691301421788582797965624659405118495974380029543152421664737722367\n",
"139984046386112763159840142535527767382602843577165595931249318810236991948760059086304843329475444735\n",
"279968092772225526319680285071055534765205687154331191862498637620473983897520118172609686658950889471\n",
"559936185544451052639360570142111069530411374308662383724997275240947967795040236345219373317901778943\n",
"1119872371088902105278721140284222139060822748617324767449994550481895935590080472690438746635803557887\n",
"2239744742177804210557442280568444278121645497234649534899989100963791871180160945380877493271607115775\n",
"4479489484355608421114884561136888556243290994469299069799978201927583742360321890761754986543214231551\n",
"8958978968711216842229769122273777112486581988938598139599956403855167484720643781523509973086428463103\n",
"17917957937422433684459538244547554224973163977877196279199912807710334969441287563047019946172856926207\n",
"35835915874844867368919076489095108449946327955754392558399825615420669938882575126094039892345713852415\n",
"71671831749689734737838152978190216899892655911508785116799651230841339877765150252188079784691427704831\n",
"143343663499379469475676305956380433799785311823017570233599302461682679755530300504376159569382855409663\n",
"286687326998758938951352611912760867599570623646035140467198604923365359511060601008752319138765710819327\n",
"573374653997517877902705223825521735199141247292070280934397209846730719022121202017504638277531421638655\n",
"1146749307995035755805410447651043470398282494584140561868794419693461438044242404035009276555062843277311\n",
"2293498615990071511610820895302086940796564989168281123737588839386922876088484808070018553110125686554623\n",
"4586997231980143023221641790604173881593129978336562247475177678773845752176969616140037106220251373109247\n",
"9173994463960286046443283581208347763186259956673124494950355357547691504353939232280074212440502746218495\n",
"18347988927920572092886567162416695526372519913346248989900710715095383008707878464560148424881005492436991\n",
"36695977855841144185773134324833391052745039826692497979801421430190766017415756929120296849762010984873983\n",
"73391955711682288371546268649666782105490079653384995959602842860381532034831513858240593699524021969747967\n",
"146783911423364576743092537299333564210980159306769991919205685720763064069663027716481187399048043939495935\n",
"293567822846729153486185074598667128421960318613539983838411371441526128139326055432962374798096087878991871\n",
"587135645693458306972370149197334256843920637227079967676822742883052256278652110865924749596192175757983743\n",
"1174271291386916613944740298394668513687841274454159935353645485766104512557304221731849499192384351515967487\n",
"2348542582773833227889480596789337027375682548908319870707290971532209025114608443463698998384768703031934975\n",
"4697085165547666455778961193578674054751365097816639741414581943064418050229216886927397996769537406063869951\n",
"9394170331095332911557922387157348109502730195633279482829163886128836100458433773854795993539074812127739903\n",
"18788340662190665823115844774314696219005460391266558965658327772257672200916867547709591987078149624255479807\n",
"37576681324381331646231689548629392438010920782533117931316655544515344401833735095419183974156299248510959615\n",
"75153362648762663292463379097258784876021841565066235862633311089030688803667470190838367948312598497021919231\n",
"150306725297525326584926758194517569752043683130132471725266622178061377607334940381676735896625196994043838463\n",
"300613450595050653169853516389035139504087366260264943450533244356122755214669880763353471793250393988087676927\n",
"601226901190101306339707032778070279008174732520529886901066488712245510429339761526706943586500787976175353855\n",
"1202453802380202612679414065556140558016349465041059773802132977424491020858679523053413887173001575952350707711\n",
"2404907604760405225358828131112281116032698930082119547604265954848982041717359046106827774346003151904701415423\n",
"4809815209520810450717656262224562232065397860164239095208531909697964083434718092213655548692006303809402830847\n",
"9619630419041620901435312524449124464130795720328478190417063819395928166869436184427311097384012607618805661695\n",
"19239260838083241802870625048898248928261591440656956380834127638791856333738872368854622194768025215237611323391\n",
"38478521676166483605741250097796497856523182881313912761668255277583712667477744737709244389536050430475222646783\n",
"76957043352332967211482500195592995713046365762627825523336510555167425334955489475418488779072100860950445293567\n",
"153914086704665934422965000391185991426092731525255651046673021110334850669910978950836977558144201721900890587135\n",
"307828173409331868845930000782371982852185463050511302093346042220669701339821957901673955116288403443801781174271\n",
"615656346818663737691860001564743965704370926101022604186692084441339402679643915803347910232576806887603562348543\n",
"1231312693637327475383720003129487931408741852202045208373384168882678805359287831606695820465153613775207124697087\n",
"2462625387274654950767440006258975862817483704404090416746768337765357610718575663213391640930307227550414249394175\n",
"4925250774549309901534880012517951725634967408808180833493536675530715221437151326426783281860614455100828498788351\n",
"9850501549098619803069760025035903451269934817616361666987073351061430442874302652853566563721228910201656997576703\n",
"19701003098197239606139520050071806902539869635232723333974146702122860885748605305707133127442457820403313995153407\n",
"39402006196394479212279040100143613805079739270465446667948293404245721771497210611414266254884915640806627990306815\n",
"78804012392788958424558080200287227610159478540930893335896586808491443542994421222828532509769831281613255980613631\n",
"157608024785577916849116160400574455220318957081861786671793173616982887085988842445657065019539662563226511961227263\n",
"315216049571155833698232320801148910440637914163723573343586347233965774171977684891314130039079325126453023922454527\n",
"630432099142311667396464641602297820881275828327447146687172694467931548343955369782628260078158650252906047844909055\n",
"1260864198284623334792929283204595641762551656654894293374345388935863096687910739565256520156317300505812095689818111\n",
"2521728396569246669585858566409191283525103313309788586748690777871726193375821479130513040312634601011624191379636223\n",
"5043456793138493339171717132818382567050206626619577173497381555743452386751642958261026080625269202023248382759272447\n",
"10086913586276986678343434265636765134100413253239154346994763111486904773503285916522052161250538404046496765518544895\n",
"20173827172553973356686868531273530268200826506478308693989526222973809547006571833044104322501076808092993531037089791\n",
"40347654345107946713373737062547060536401653012956617387979052445947619094013143666088208645002153616185987062074179583\n",
"80695308690215893426747474125094121072803306025913234775958104891895238188026287332176417290004307232371974124148359167\n",
"161390617380431786853494948250188242145606612051826469551916209783790476376052574664352834580008614464743948248296718335\n",
"322781234760863573706989896500376484291213224103652939103832419567580952752105149328705669160017228929487896496593436671\n",
"645562469521727147413979793000752968582426448207305878207664839135161905504210298657411338320034457858975792993186873343\n",
"1291124939043454294827959586001505937164852896414611756415329678270323811008420597314822676640068915717951585986373746687\n",
"2582249878086908589655919172003011874329705792829223512830659356540647622016841194629645353280137831435903171972747493375\n",
"5164499756173817179311838344006023748659411585658447025661318713081295244033682389259290706560275662871806343945494986751\n",
"10328999512347634358623676688012047497318823171316894051322637426162590488067364778518581413120551325743612687890989973503\n",
"20657999024695268717247353376024094994637646342633788102645274852325180976134729557037162826241102651487225375781979947007\n",
"41315998049390537434494706752048189989275292685267576205290549704650361952269459114074325652482205302974450751563959894015\n",
"82631996098781074868989413504096379978550585370535152410581099409300723904538918228148651304964410605948901503127919788031\n",
"165263992197562149737978827008192759957101170741070304821162198818601447809077836456297302609928821211897803006255839576063\n",
"330527984395124299475957654016385519914202341482140609642324397637202895618155672912594605219857642423795606012511679152127\n",
"661055968790248598951915308032771039828404682964281219284648795274405791236311345825189210439715284847591212025023358304255\n",
"1322111937580497197903830616065542079656809365928562438569297590548811582472622691650378420879430569695182424050046716608511\n",
"2644223875160994395807661232131084159313618731857124877138595181097623164945245383300756841758861139390364848100093433217023\n",
"5288447750321988791615322464262168318627237463714249754277190362195246329890490766601513683517722278780729696200186866434047\n",
"10576895500643977583230644928524336637254474927428499508554380724390492659780981533203027367035444557561459392400373732868095\n",
"21153791001287955166461289857048673274508949854856999017108761448780985319561963066406054734070889115122918784800747465736191\n",
"42307582002575910332922579714097346549017899709713998034217522897561970639123926132812109468141778230245837569601494931472383\n",
"84615164005151820665845159428194693098035799419427996068435045795123941278247852265624218936283556460491675139202989862944767\n",
"169230328010303641331690318856389386196071598838855992136870091590247882556495704531248437872567112920983350278405979725889535\n",
"338460656020607282663380637712778772392143197677711984273740183180495765112991409062496875745134225841966700556811959451779071\n",
"676921312041214565326761275425557544784286395355423968547480366360991530225982818124993751490268451683933401113623918903558143\n",
"1353842624082429130653522550851115089568572790710847937094960732721983060451965636249987502980536903367866802227247837807116287\n",
"2707685248164858261307045101702230179137145581421695874189921465443966120903931272499975005961073806735733604454495675614232575\n",
"5415370496329716522614090203404460358274291162843391748379842930887932241807862544999950011922147613471467208908991351228465151\n",
"10830740992659433045228180406808920716548582325686783496759685861775864483615725089999900023844295226942934417817982702456930303\n",
"21661481985318866090456360813617841433097164651373566993519371723551728967231450179999800047688590453885868835635965404913860607\n",
"43322963970637732180912721627235682866194329302747133987038743447103457934462900359999600095377180907771737671271930809827721215\n",
"86645927941275464361825443254471365732388658605494267974077486894206915868925800719999200190754361815543475342543861619655442431\n",
"173291855882550928723650886508942731464777317210988535948154973788413831737851601439998400381508723631086950685087723239310884863\n",
"346583711765101857447301773017885462929554634421977071896309947576827663475703202879996800763017447262173901370175446478621769727\n",
"693167423530203714894603546035770925859109268843954143792619895153655326951406405759993601526034894524347802740350892957243539455\n",
"1386334847060407429789207092071541851718218537687908287585239790307310653902812811519987203052069789048695605480701785914487078911\n",
"2772669694120814859578414184143083703436437075375816575170479580614621307805625623039974406104139578097391210961403571828974157823\n",
"5545339388241629719156828368286167406872874150751633150340959161229242615611251246079948812208279156194782421922807143657948315647\n",
"11090678776483259438313656736572334813745748301503266300681918322458485231222502492159897624416558312389564843845614287315896631295\n",
"22181357552966518876627313473144669627491496603006532601363836644916970462445004984319795248833116624779129687691228574631793262591\n",
"44362715105933037753254626946289339254982993206013065202727673289833940924890009968639590497666233249558259375382457149263586525183\n",
"88725430211866075506509253892578678509965986412026130405455346579667881849780019937279180995332466499116518750764914298527173050367\n",
"177450860423732151013018507785157357019931972824052260810910693159335763699560039874558361990664932998233037501529828597054346100735\n",
"354901720847464302026037015570314714039863945648104521621821386318671527399120079749116723981329865996466075003059657194108692201471\n",
"709803441694928604052074031140629428079727891296209043243642772637343054798240159498233447962659731992932150006119314388217384402943\n",
"1419606883389857208104148062281258856159455782592418086487285545274686109596480318996466895925319463985864300012238628776434768805887\n",
"2839213766779714416208296124562517712318911565184836172974571090549372219192960637992933791850638927971728600024477257552869537611775\n",
"5678427533559428832416592249125035424637823130369672345949142181098744438385921275985867583701277855943457200048954515105739075223551\n",
"11356855067118857664833184498250070849275646260739344691898284362197488876771842551971735167402555711886914400097909030211478150447103\n",
"22713710134237715329666368996500141698551292521478689383796568724394977753543685103943470334805111423773828800195818060422956300894207\n",
"45427420268475430659332737993000283397102585042957378767593137448789955507087370207886940669610222847547657600391636120845912601788415\n",
"90854840536950861318665475986000566794205170085914757535186274897579911014174740415773881339220445695095315200783272241691825203576831\n",
"181709681073901722637330951972001133588410340171829515070372549795159822028349480831547762678440891390190630401566544483383650407153663\n",
"363419362147803445274661903944002267176820680343659030140745099590319644056698961663095525356881782780381260803133088966767300814307327\n",
"726838724295606890549323807888004534353641360687318060281490199180639288113397923326191050713763565560762521606266177933534601628614655\n",
"1453677448591213781098647615776009068707282721374636120562980398361278576226795846652382101427527131121525043212532355867069203257229311\n",
"2907354897182427562197295231552018137414565442749272241125960796722557152453591693304764202855054262243050086425064711734138406514458623\n",
"5814709794364855124394590463104036274829130885498544482251921593445114304907183386609528405710108524486100172850129423468276813028917247\n",
"11629419588729710248789180926208072549658261770997088964503843186890228609814366773219056811420217048972200345700258846936553626057834495\n",
"23258839177459420497578361852416145099316523541994177929007686373780457219628733546438113622840434097944400691400517693873107252115668991\n",
"46517678354918840995156723704832290198633047083988355858015372747560914439257467092876227245680868195888801382801035387746214504231337983\n",
"93035356709837681990313447409664580397266094167976711716030745495121828878514934185752454491361736391777602765602070775492429008462675967\n",
"186070713419675363980626894819329160794532188335953423432061490990243657757029868371504908982723472783555205531204141550984858016925351935\n",
"372141426839350727961253789638658321589064376671906846864122981980487315514059736743009817965446945567110411062408283101969716033850703871\n",
"744282853678701455922507579277316643178128753343813693728245963960974631028119473486019635930893891134220822124816566203939432067701407743\n",
"1488565707357402911845015158554633286356257506687627387456491927921949262056238946972039271861787782268441644249633132407878864135402815487\n",
"2977131414714805823690030317109266572712515013375254774912983855843898524112477893944078543723575564536883288499266264815757728270805630975\n",
"5954262829429611647380060634218533145425030026750509549825967711687797048224955787888157087447151129073766576998532529631515456541611261951\n",
"11908525658859223294760121268437066290850060053501019099651935423375594096449911575776314174894302258147533153997065059263030913083222523903\n",
"23817051317718446589520242536874132581700120107002038199303870846751188192899823151552628349788604516295066307994130118526061826166445047807\n",
"47634102635436893179040485073748265163400240214004076398607741693502376385799646303105256699577209032590132615988260237052123652332890095615\n",
"95268205270873786358080970147496530326800480428008152797215483387004752771599292606210513399154418065180265231976520474104247304665780191231\n",
"190536410541747572716161940294993060653600960856016305594430966774009505543198585212421026798308836130360530463953040948208494609331560382463\n",
"381072821083495145432323880589986121307201921712032611188861933548019011086397170424842053596617672260721060927906081896416989218663120764927\n",
"762145642166990290864647761179972242614403843424065222377723867096038022172794340849684107193235344521442121855812163792833978437326241529855\n",
"1524291284333980581729295522359944485228807686848130444755447734192076044345588681699368214386470689042884243711624327585667956874652483059711\n",
"3048582568667961163458591044719888970457615373696260889510895468384152088691177363398736428772941378085768487423248655171335913749304966119423\n",
"6097165137335922326917182089439777940915230747392521779021790936768304177382354726797472857545882756171536974846497310342671827498609932238847\n",
"12194330274671844653834364178879555881830461494785043558043581873536608354764709453594945715091765512343073949692994620685343654997219864477695\n",
"24388660549343689307668728357759111763660922989570087116087163747073216709529418907189891430183531024686147899385989241370687309994439728955391\n",
"48777321098687378615337456715518223527321845979140174232174327494146433419058837814379782860367062049372295798771978482741374619988879457910783\n",
"97554642197374757230674913431036447054643691958280348464348654988292866838117675628759565720734124098744591597543956965482749239977758915821567\n",
"195109284394749514461349826862072894109287383916560696928697309976585733676235351257519131441468248197489183195087913930965498479955517831643135\n",
"390218568789499028922699653724145788218574767833121393857394619953171467352470702515038262882936496394978366390175827861930996959911035663286271\n",
"780437137578998057845399307448291576437149535666242787714789239906342934704941405030076525765872992789956732780351655723861993919822071326572543\n",
"1560874275157996115690798614896583152874299071332485575429578479812685869409882810060153051531745985579913465560703311447723987839644142653145087\n",
"3121748550315992231381597229793166305748598142664971150859156959625371738819765620120306103063491971159826931121406622895447975679288285306290175\n",
"6243497100631984462763194459586332611497196285329942301718313919250743477639531240240612206126983942319653862242813245790895951358576570612580351\n",
"12486994201263968925526388919172665222994392570659884603436627838501486955279062480481224412253967884639307724485626491581791902717153141225160703\n",
"24973988402527937851052777838345330445988785141319769206873255677002973910558124960962448824507935769278615448971252983163583805434306282450321407\n",
"49947976805055875702105555676690660891977570282639538413746511354005947821116249921924897649015871538557230897942505966327167610868612564900642815\n",
"99895953610111751404211111353381321783955140565279076827493022708011895642232499843849795298031743077114461795885011932654335221737225129801285631\n",
"199791907220223502808422222706762643567910281130558153654986045416023791284464999687699590596063486154228923591770023865308670443474450259602571263\n",
"399583814440447005616844445413525287135820562261116307309972090832047582568929999375399181192126972308457847183540047730617340886948900519205142527\n",
"799167628880894011233688890827050574271641124522232614619944181664095165137859998750798362384253944616915694367080095461234681773897801038410285055\n",
"1598335257761788022467377781654101148543282249044465229239888363328190330275719997501596724768507889233831388734160190922469363547795602076820570111\n",
"3196670515523576044934755563308202297086564498088930458479776726656380660551439995003193449537015778467662777468320381844938727095591204153641140223\n",
"6393341031047152089869511126616404594173128996177860916959553453312761321102879990006386899074031556935325554936640763689877454191182408307282280447\n",
"12786682062094304179739022253232809188346257992355721833919106906625522642205759980012773798148063113870651109873281527379754908382364816614564560895\n",
"25573364124188608359478044506465618376692515984711443667838213813251045284411519960025547596296126227741302219746563054759509816764729633229129121791\n",
"51146728248377216718956089012931236753385031969422887335676427626502090568823039920051095192592252455482604439493126109519019633529459266458258243583\n",
"102293456496754433437912178025862473506770063938845774671352855253004181137646079840102190385184504910965208878986252219038039267058918532916516487167\n",
"204586912993508866875824356051724947013540127877691549342705710506008362275292159680204380770369009821930417757972504438076078534117837065833032974335\n",
"409173825987017733751648712103449894027080255755383098685411421012016724550584319360408761540738019643860835515945008876152157068235674131666065948671\n",
"818347651974035467503297424206899788054160511510766197370822842024033449101168638720817523081476039287721671031890017752304314136471348263332131897343\n",
"1636695303948070935006594848413799576108321023021532394741645684048066898202337277441635046162952078575443342063780035504608628272942696526664263794687\n"
]
}
],
"prompt_number": 8
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Capturing output with %%capture"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"IPython has a [cell magic](Cell%20Magics.ipynb), `%%capture`, which captures the stdout/stderr of a cell. With this magic you can discard these streams or store them in a variable."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from __future__ import print_function\n",
"import sys"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By default, `%%capture` discards these streams. This is a simple way to suppress unwanted output."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%capture\n",
"print('hi, stdout')\n",
"print('hi, stderr', file=sys.stderr)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you specify a name, then stdout/stderr will be stored in an object in your namespace."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%capture captured\n",
"print('hi, stdout')\n",
"print('hi, stderr', file=sys.stderr)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"captured"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 12,
"text": [
""
]
}
],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calling the object writes the output to stdout/stderr as appropriate."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"captured()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"hi, stdout\n"
]
},
{
"output_type": "stream",
"stream": "stderr",
"text": [
"hi, stderr\n"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"captured.stdout"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": [
"'hi, stdout\\n'"
]
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"captured.stderr"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 15,
"text": [
"'hi, stderr\\n'"
]
}
],
"prompt_number": 15
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`%%capture` grabs all output types, not just stdout/stderr, so you can do plots and use IPython's display system inside `%%capture`"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%capture wontshutup\n",
"\n",
"print(\"setting up X\")\n",
"x = np.linspace(0,5,1000)\n",
"print(\"step 2: constructing y-data\")\n",
"y = np.sin(x)\n",
"print(\"step 3: display info about y\")\n",
"plt.plot(x,y)\n",
"print(\"okay, I'm done now\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"wontshutup()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"setting up X\n",
"step 2: constructing y-data\n",
"step 3: display info about y\n",
"okay, I'm done now\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAbIAAAELCAYAAAC8tgOhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
"text": [
""
]
}
],
"prompt_number": 18
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And you can selectively disable capturing stdout, stderr or rich display, by passing `--no-stdout`, `--no-stderr` and `--no-display`"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%%capture cap --no-stderr\n",
"print('hi, stdout')\n",
"print(\"hello, stderr\", file=sys.stderr)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"hello, stderr\n"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cap.stdout"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 20,
"text": [
"'hi, stdout\\n'"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cap.stderr"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 21,
"text": [
"''"
]
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cap.outputs"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 22,
"text": [
"[]"
]
}
],
"prompt_number": 22
}
],
"metadata": {}
}
]
}