{ "cells": [ { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import requests\n", "from bs4 import BeautifulSoup\n", "import pickle" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": true }, "outputs": [], "source": [ "directory = \"http://www.pro-football-reference.com/years/2015/draft.htm\"\n", "text = requests.get(directory).text" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "u'2015 NFL Draft Listing | Pro-Football-Reference.com\\n\\n
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Mobile Site You Are Here > > > 2015 NFL Draft

News: s-r blog:Player-Specific Tools Added to Play Index

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2015 NFL Draft

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Our Customizable Draft Finder lets you slice and dice the draft in more ways than you can imagine, or try our draft app for your mobile device.

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2015 NFL Combine Results · Previous Season

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Drafted Players

Supplemental Picks Below
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\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n
MiscApprox ValPassingRushingReceiving
Round selected in Draft\">RndOverall Selection in Draft\">PickTmPosition
In player and team season stats,
Capitals indicates primary starter.
Lower-case means part-time starter.\">Pos		AgeToFirst-team all-pro selections\">AP1Pro Bowl Selections\">PBStWeighted Career Approximate Value.
See the glossary for details on how we compute Approximate Value.
The career AV is computed by summing
100 percent of the AV of his best season,
95 percent of the AV of his next-best season,
90 percent of the AV of his third-best season,
and so on\" data-filter=\"1\" data-name=\"Approximate Value (Weighted)\">CarAV		DrAVGCmpAttFor teams, sack yardage is deducted from this total\" data-filter=\"1\" data-name=\"Passing Yds\">YdsTDIntAttYdsTDRecYdsTDBefore 1994: unofficial and inconsistently recorded from team to team. For amusement only.
1994-now: unofficial but consistently recorded.
\" data-filter=\"1\" data-name=\"Tackles\">Tkl		IntSkCollege/Univ
11TAMJameis WinstonQB21201501113131631253540422215532106Florida St.College Stats
12TENMarcus MariotaQB2120150019912230370281819103425221411OregonCollege Stats
13JAXDante Fowler Jr.OLB21000FloridaCollege Stats
14OAKAmari CooperWR21201501199163-307210706AlabamaCollege Stats
15WASBrandon ScherffT2320150017716IowaCollege Stats
16NYJLeonard WilliamsDE2120150019916293.0USCCollege Stats
17CHIKevin WhiteWR23000West VirginiaCollege Stats
18ATLVic BeasleyOLB23201500177162014.0ClemsonCollege Stats
19NYGEreck FlowersT21201500199151-110Miami (FL)College Stats
110STLTodd GurleyRB2120150118813229110610211880GeorgiaCollege Stats
111MINTrae WaynesCB232015000111520Michigan St.College Stats
112CLEDanny SheltonNT222015001661619WashingtonCollege Stats
113NORAndrus PeatT2120150006612StanfordCollege Stats
114MIADeVante ParkerWR2220150003315264943LouisvilleCollege Stats
115SDGMelvin GordonRB22201500155141846410331920WisconsinCollege Stats
116HOUKevin JohnsonCB2320150005516471Wake ForestCollege Stats
117SFOArik ArmsteadDT2120150001116142.0OregonCollege Stats
118KANMarcus PetersCB222015011111116538WashingtonCollege Stats
119CLECameron ErvingC2320150002216Florida St.College Stats
120PHINelson AgholorWR2220150012213232831USCCollege Stats
121CINCedric OgbuehiT232015000005Texas A&MCollege Stats
122PITBud DupreeOLB2220150003316174.0KentuckyCollege Stats
123DENShane RayDE2220150002214154.0MissouriCollege Stats
124ARID.J. HumphriesT21000FloridaCollege Stats
125CARShaq ThompsonOLB2120150015514301.0WashingtonCollege Stats
126BALBreshad PerrimanWR22000Central FloridaCollege Stats
127DALByron JonesCB232015000441647ConnecticutCollege Stats
128DETLaken TomlinsonG2320150017716DukeCollege Stats
129INDPhillip DorsettWR22201500022113170182251Miami (FL)College Stats
130GNBDamarious RandallFS2320150005515513Arizona St.
131NORStephone AnthonyILB23201500166167011.0ClemsonCollege Stats
132NWEMalcom BrownDT2120150017716313.0Texas
MiscApprox ValPassingRushingReceiving
Round selected in Draft\">RndOverall Selection in Draft\">PickTmPosition
In player and team season stats,
Capitals indicates primary starter.
Lower-case means part-time starter.\">Pos		AgeToFirst-team all-pro selections\">AP1Pro Bowl Selections\">PBStWeighted Career Approximate Value.
See the glossary for details on how we compute Approximate Value.
The career AV is computed by summing
100 percent of the AV of his best season,
95 percent of the AV of his next-best season,
90 percent of the AV of his third-best season,
and so on\" data-filter=\"1\" data-name=\"Approximate Value (Weighted)\">CarAV		DrAVGCmpAttFor teams, sack yardage is deducted from this total\" data-filter=\"1\" data-name=\"Passing Yds\">YdsTDIntAttYdsTDRecYdsTDBefore 1994: unofficial and inconsistently recorded from team to team. For amusement only.
1994-now: unofficial but consistently recorded.
\" data-filter=\"1\" data-name=\"Tackles\">Tkl		IntSkCollege/Univ
233NYGLandon CollinsSS2120150015516801AlabamaCollege Stats
234TAMDonovan SmithT2220150018816Penn St.College Stats
235OAKMario EdwardsDT2120150015514332.5Florida St.College Stats
236JAXT.J. YeldonRB21201500177121827402362791AlabamaCollege Stats
237NYJDevin SmithWR232015000111091151Ohio St.College Stats
238WASPreston SmithDE2220150003316208.0Mississippi St.College Stats
239CHIEddie GoldmanDT2120150016615164.5Florida St.College Stats
240TENDorial Green-BeckhamWR2220150004416325494OklahomaCollege Stats
241CARDevin FunchessTE2120150005516314735MichiganCollege Stats
242ATLJalen CollinsCB222015000111611LSUCollege Stats
243HOUBenardrick McKinneyILB20150016614351.0Mississippi St.College Stats
244NORHau\\'oli KikahaOLB2320150014415314.0WashingtonCollege Stats
245MINEric KendricksILB2320150016614724.0UCLACollege Stats
246SFOJaquiski TarttSS23201500133155112.0Samford
247PHIEric RoweCB2220150002216241UtahCollege Stats
248SDGDenzel PerrymanILB2120150015514582.0Miami (FL)College Stats
249KANMitch MorseG2320150018815MissouriCollege Stats
250BUFRonald DarbyCB2120150016615612Florida St.College Stats
251CLENate OrchardDE22201500155152413.0UtahCollege Stats
252MIAJordan PhillipsNT2320150003315152.0OklahomaCollege Stats
253CINJake FisherT22201500000141310OregonCollege Stats
254DETAmeer AbdullahRB22201500155161435972251831NebraskaCollege Stats
255BALMaxx WilliamsTE2120150002214322681MinnesotaCollege Stats
256PITSenquez GolsonCB22000MississippiCollege Stats
257STLRob HavensteinT20150015513WisconsinCollege Stats
258ARIMarkus GoldenDE2420150004415204.0MissouriCollege Stats
259DENTy SambrailoT232015000113Colorado St.College Stats
260DALRandy GregoryOLB22201500011127NebraskaCollege Stats
261TAMAli MarpetC2220150016613Hobart
262GNBQuinten RollinsCB23201500033142421.0Miami (OH)College Stats
263SEAFrank ClarkDE2220150002215153.0MichiganCollege Stats
264NWEJordan RichardsSS222015000221414StanfordCollege Stats
MiscApprox ValPassingRushingReceiving
Round selected in Draft\">RndOverall Selection in Draft\">PickTmPosition
In player and team season stats,
Capitals indicates primary starter.
Lower-case means part-time starter.\">Pos		AgeToFirst-team all-pro selections\">AP1Pro Bowl Selections\">PBStWeighted Career Approximate Value.
See the glossary for details on how we compute Approximate Value.
The career AV is computed by summing
100 percent of the AV of his best season,
95 percent of the AV of his next-best season,
90 percent of the AV of his third-best season,
and so on\" data-filter=\"1\" data-name=\"Approximate Value (Weighted)\">CarAV		DrAVGCmpAttFor teams, sack yardage is deducted from this total\" data-filter=\"1\" data-name=\"Passing Yds\">YdsTDIntAttYdsTDRecYdsTDBefore 1994: unofficial and inconsistently recorded from team to team. For amusement only.
1994-now: unofficial but consistently recorded.
\" data-filter=\"1\" data-name=\"Tackles\">Tkl		IntSkCollege/Univ
365INDD\\'Joun SmithCB232015000004Florida Atlantic
366TENJeremiah PoutasiG2120150004411UtahCollege Stats
367JAXA.J. CannG2320150016614South CarolinaCollege Stats
368OAKClive WalfordTE2320150003316283293Miami (FL)College Stats
369SEATyler LockettWR23201511099165200516646Kansas St.College Stats
370HOUJaelen StrongWR2120150001110141613Arizona St.College Stats
371CHIHroniss GrasuC242015001448OregonCollege Stats
372STLJamon BrownT222015000339LouisvilleCollege Stats
373ATLTevin ColemanRB22201500033128739212140IndianaCollege Stats
374NYGOwamagbe OdighizuwaDE2320150000042UCLACollege Stats
375NORGarrett GraysonQB242015000001Colorado St.College Stats
376KANChris ConleyWR2220150002216171991GeorgiaCollege Stats
377CLEDuke JohnsonRB22201500055161043790615342Miami (FL)College Stats
378NORP.J. WilliamsCB22000Florida St.College Stats
379SFOEli HaroldOLB21201500022168VirginiaCollege Stats
380DETAlex CarterCB20000StanfordCollege Stats
381BUFJohn MillerG2220150015512LouisvilleCollege Stats
382NYJLorenzo MauldinOLB222015000221574.0LouisvilleCollege Stats
383SDGCraig MagerCB23201500011109Texas St.College Stats
384PHIJordan HicksOLB2320150004484221.0TexasCollege Stats
385CINTyler KroftTE2220150001116111291RutgersCollege Stats
386ARIDavid JohnsonRB23201500099161255818364574Northern Iowa
387PITSammie CoatesWR2220150000071110AuburnCollege Stats
388MINDanielle HunterDE2020150003314256.0LSUCollege Stats
389STLSean MannionQB232015000001673100Oregon St.College Stats
390BALCarl DavisDT23201500022134IowaCollege Stats
391DALChaz GreenT23000FloridaCollege Stats
392DENJeff HeuermanTE22000Ohio St.College Stats
393INDHenry AndersonDE242015001449191.0StanfordCollege Stats
394GNBTy MontgomeryWR2220150001163140151362StanfordCollege Stats
395WASMatt JonesRB22201500066131444903193041FloridaCollege Stats
396CLEXavier CooperDT2320150001114111.5Washington St.College Stats
397NWEGeneo GrissomDE232015000111531.0OklahomaCollege Stats
398KANSteven NelsonCB22201500011121Oregon St.College Stats
399CINPaul DawsonILB22201500011113TCUCollege Stats
MiscApprox ValPassingRushingReceiving
Round selected in Draft\">RndOverall Selection in Draft\">PickTmPosition
In player and team season stats,
Capitals indicates primary starter.
Lower-case means part-time starter.\">Pos		AgeToFirst-team all-pro selections\">AP1Pro Bowl Selections\">PBStWeighted Career Approximate Value.
See the glossary for details on how we compute Approximate Value.
The career AV is computed by summing
100 percent of the AV of his best season,
95 percent of the AV of his next-best season,
90 percent of the AV of his third-best season,
and so on\" data-filter=\"1\" data-name=\"Approximate Value (Weighted)\">CarAV		DrAVGCmpAttFor teams, sack yardage is deducted from this total\" data-filter=\"1\" data-name=\"Passing Yds\">YdsTDIntAttYdsTDRecYdsTDBefore 1994: unofficial and inconsistently recorded from team to team. For amusement only.
1994-now: unofficial but consistently recorded.
\" data-filter=\"1\" data-name=\"Tackles\">Tkl		IntSkCollege/Univ
4100TENAngelo BlacksonDT222015000111682.5Auburn
4101NWETrey FlowersDE222015000001ArkansasCollege Stats
4102CARDaryl WilliamsG2320150002210OklahomaCollege Stats
4103NYJBryce PettyQB24000BaylorCollege Stats
4104JAXJames SampleSS2320150001148LouisvilleCollege Stats
4105WASJamison CrowderWR222015000551601000220596042DukeCollege Stats
4106CHIJeremy LangfordRB23201500066161485376222791Michigan St.College Stats
4107ATLJustin HardyWR232015000229211940East CarolinaCollege Stats
4108TENJalston FowlerFB252015000001671315441Alabama
4109INDClayton GeathersSS232015000221522Central FloridaCollege Stats
4110MINT.J. ClemmingsT2320150018816PittsburghCollege Stats
4111NWETre\\' JacksonG2220150016613Florida St.College Stats
4112WASArie KouandjioG232015000004AlabamaCollege Stats
4113DETGabe WrightDT2320150001175AuburnCollege Stats
4114MIAJamil DouglasG2320150003316Arizona St.College Stats
4115CLEIbraheim CampbellSS23201500011159NorthwesternCollege Stats
4116ARIRodney GunterDT2320150016616161.0Delaware St.
4117SFOBlake BellTE2420150001114151860OklahomaCollege Stats
4118KANRamik WilsonILB232015000221113GeorgiaCollege Stats
4119STLAndrew DonnalT232015000115IowaCollege Stats
4120CINJosh ShawCB232015000111513USCCollege Stats
4121PITDoran GrantCB222015000003Ohio St.College Stats
4122BALZa\\'Darius SmithDE2320150002215205.5KentuckyCollege Stats
4123CLEVince MayleWR201500001000Washington St.College Stats
4124TAMKwon AlexanderOLB21201500155125923.0LSUCollege Stats
4125BALJavorius AllenRB24201500055161375141453532USCCollege Stats
4126SFOMike DavisRB222015000116355807380South CarolinaCollege Stats
4127DALDamien WilsonILB22201500011164MinnesotaCollege Stats
4128OAKJon FelicianoG232015000226Miami (FL)College Stats
4129GNBJake RyanOLB232015000441431MichiganCollege Stats
4130SEATerry PooleG23000San Diego St.College Stats
4131NWEShaq MasonC2220150016614Georgia Tech
4132SFODeAndre SmelterWR23000Georgia Tech
4133DENMax GarciaC20150003315FloridaCollege Stats
4134SEAMark GlowinskiG232015000119West VirginiaCollege Stats
4135CINMarcus HardisonDE23000Arizona St.College Stats
4136BALTray WalkerCB2320150000081Texas Southern
MiscApprox ValPassingRushingReceiving
Round selected in Draft\">RndOverall Selection in Draft\">PickTmPosition
In player and team season stats,
Capitals indicates primary starter.
Lower-case means part-time starter.\">Pos		AgeToFirst-team all-pro selections\">AP1Pro Bowl Selections\">PBStWeighted Career Approximate Value.
See the glossary for details on how we compute Approximate Value.
The career AV is computed by summing
100 percent of the AV of his best season,
95 percent of the AV of his next-best season,
90 percent of the AV of his third-best season,
and so on\" data-filter=\"1\" data-name=\"Approximate Value (Weighted)\">CarAV		DrAVGCmpAttFor teams, sack yardage is deducted from this total\" data-filter=\"1\" data-name=\"Passing Yds\">YdsTDIntAttYdsTDRecYdsTDBefore 1994: unofficial and inconsistently recorded from team to team. For amusement only.
1994-now: unofficial but consistently recorded.
\" data-filter=\"1\" data-name=\"Tackles\">Tkl		IntSkCollege/Univ
5137ATLGrady JarrettNT2220150002215131.0ClemsonCollege Stats
5138TENDavid CobbRB2220150001175214611-20MinnesotaCollege Stats
5139JAXRashad GreeneWR23201500022919932Florida St.College Stats
5140OAKBen HeeneyILB2220150002215272.5KansasCollege Stats
5141WASMartrell SpaightOLB222015000001ArkansasCollege Stats
5142CHIAdrian AmosFS2220150016616571.0Penn St.College Stats
5143MINMyCole PruittTE232015000111610890Southern Illinois
5144NYGMykkele ThompsonS000Texas
5145MIABobby McCainCB222015000221619MemphisCollege Stats
5146MINStefon DiggsWR21201500188133130527204MarylandCollege Stats
5147GNBBrett HundleyQB22000UCLACollege Stats
5148NORDavis TullOLB23000Tenn-Chattanooga
5149MIAJay AjayiRB2220150002294918717900Boise St.College Stats
5150MIACedric ThompsonFS22000Minnesota
5151INDDavid ParryNT2320150016616151.0Stanford
5152NYJJarvis HarrisonG23000Texas A&MCollege Stats
5153SDGKyle EmanuelOLB24201500022151011.0North Dakota St.
5154NORTyeler DavisonDT2320150002216101.5Fresno St.College Stats
5155BUFKarlos WilliamsRB222015000441193517711962Florida St.College Stats
5156MIATony LippettWR2320150000099Michigan St.College Stats
5157CINC.J. UzomahTE222015000005140AuburnCollege Stats
5158ARIShaquille RiddickDE22000West VirginiaCollege Stats
5159ARIJJ NelsonWR2320150003311100112992Ala-Birmingham
5160PITJesse JamesTE2120150000088561Penn St.College Stats
5161OAKNeiron BallOLB23201500011641.0FloridaCollege Stats
5162TAMKenny BellWR23000NebraskaCollege Stats
5163DALRyan RussellDE232015000001PurdueCollege Stats
5164DENLorenzo DossCB212015000006TulaneCollege Stats
5165SFOBradley PinionP2120150001116ClemsonCollege Stats
5166NWEJoe CardonaLS2320150001116NavyCollege Stats
5167NORDamian SwannCB22201500011720GeorgiaCollege Stats
5168DETMichael BurtonFB23201500000164206391RutgersCollege Stats
5169CARDavid MayoLB201500011121Texas St.College Stats
5170SEATye SmithCB222015000004Towson
5171BALNick BoyleTE2220150001111181530Delaware
5172KAND.J. AlexanderOLB24201500011161Oregon St.
5173KANJames O\\'ShaughnessyTE2320150001176870Illinois St.
5174CARCameron Artis-PayneRB2520150002274518315580AuburnCollege Stats
5175HOUKeith MumpheryWR2320150001116141290Michigan St.
5176BALRobert MyersG23000Tennessee St.
MiscApprox ValPassingRushingReceiving
Round selected in Draft\">RndOverall Selection in Draft\">PickTmPosition
In player and team season stats,
Capitals indicates primary starter.
Lower-case means part-time starter.\">Pos		AgeToFirst-team all-pro selections\">AP1Pro Bowl Selections\">PBStWeighted Career Approximate Value.
See the glossary for details on how we compute Approximate Value.
The career AV is computed by summing
100 percent of the AV of his best season,
95 percent of the AV of his next-best season,
90 percent of the AV of his third-best season,
and so on\" data-filter=\"1\" data-name=\"Approximate Value (Weighted)\">CarAV		DrAVGCmpAttFor teams, sack yardage is deducted from this total\" data-filter=\"1\" data-name=\"Passing Yds\">YdsTDIntAttYdsTDRecYdsTDBefore 1994: unofficial and inconsistently recorded from team to team. For amusement only.
1994-now: unofficial but consistently recorded.
\" data-filter=\"1\" data-name=\"Tackles\">Tkl		IntSkCollege/Univ
6177TENDeiontrez MountOLB2220150000041Louisville
6178NWEMatthew WellsLB24000Mississippi St.
6179OAKMax VallesOLB21000VirginiaCollege Stats
6180JAXMichael BennettDT222015000111370.5Ohio St.College Stats
6181WASKyshoen JarrettSS222015000221638Virginia TechCollege Stats
6182WASTevin MitchelCB23000Arkansas
6183CHITayo FabulujeT242015000004TCUCollege Stats
6184TAMKaelin ClayWR23201500017UtahCollege Stats
6185MINTyrus ThompsonT23000OklahomaCollege Stats
6186NYGGeremy DavisWR23201500000102210ConnecticutCollege Stats
6187WASEvan SpencerWR201500001Ohio St.College Stats
6188BUFTony StewardOLB2320150001171Clemson
6189CLECharles GainesCB22201500011615LouisvilleCollege Stats
6190SFOIan SilbermanG222015000001Boston Col.
6191PHIJaCorey ShepherdCB000KansasCollege Stats
6192SDGDarius PhilonDT2120150001184ArkansasCollege Stats
6193MINB.J. DuboseDE23000LouisvilleCollege Stats
6194BUFNick O\\'LearyTE2320150000041370Florida St.College Stats
6195CLEMalcolm JohnsonTE23201500000124150Mississippi St.College Stats
6196PHIRandall EvansCB232015000001Kansas St.College Stats
6197CINDerron SmithFS2320150001116Fresno St.College Stats
6198CLERandall TelferTE23000USCCollege Stats
6199PITLeterrius WaltonDT232015000006Central MichiganCollege Stats
6200DETQuandre DiggsCB232015000221628TexasCollege Stats
6201STLBud SasserWR000MissouriCollege Stats
6202NWEA.J. DerbyTE24000Arkansas
6203DENDarius KilgoNT2320150001195MarylandCollege Stats
6204BALDarren WallerWR2320150000062180Georgia TechCollege Stats
6205INDJosh RobinsonRB232015000005173906330Mississippi St.College Stats
6206GNBAaron RipkowskiFB22201500000151180OklahomaCollege Stats
6207INDAmarlo HerreraILB242015000003GeorgiaCollege Stats
6208TENAndy GallikC2420150013311Boston Col.College Stats
6209SEAObum GwachamDE2420150001932.5Oregon St.College Stats
6210GNBChristian RingoDE23000La-LafayetteCollege Stats
6211HOUReshard CliettOLB23000South FloridaCollege Stats
6212PITAnthony ChickilloDE222015000117Miami (FL)College Stats
6213GNBKennard BackmanTE222015000007Ala-BirminghamCollege Stats
6214SEAKristjan SokoliDT242015000001Buffalo
6215STLCody WichmannG2320150002212Fresno St.College Stats
6216HOUChristian CovingtonDT212015000221552.0RiceCollege Stats
6217KANRakeem Nunez-RochesDT2220150001174Southern MissCollege Stats
MiscApprox ValPassingRushingReceiving
Round selected in Draft\">RndOverall Selection in Draft\">PickTmPosition
In player and team season stats,
Capitals indicates primary starter.
Lower-case means part-time starter.\">Pos		AgeToFirst-team all-pro selections\">AP1Pro Bowl Selections\">PBStWeighted Career Approximate Value.
See the glossary for details on how we compute Approximate Value.
The career AV is computed by summing
100 percent of the AV of his best season,
95 percent of the AV of his next-best season,
90 percent of the AV of his third-best season,
and so on\" data-filter=\"1\" data-name=\"Approximate Value (Weighted)\">CarAV		DrAVGCmpAttFor teams, sack yardage is deducted from this total\" data-filter=\"1\" data-name=\"Passing Yds\">YdsTDIntAttYdsTDRecYdsTDBefore 1994: unofficial and inconsistently recorded from team to team. For amusement only.
1994-now: unofficial but consistently recorded.
\" data-filter=\"1\" data-name=\"Tackles\">Tkl		IntSkCollege/Univ
7218OAKAnthony MorrisOL23000Tennessee St.
7219CLEHayes PullardILB20150001813USCCollege Stats
7220JAXNeal SterlingWR232015000009Monmouth
7221OAKAndre DeboseWR000Florida
7222WASAustin ReiterC000South Florida
7223NYJDeon SimonNT25000NW State (LA)
7224STLBryce HagerILB2320150001116BaylorCollege Stats
7225ATLJake RodgersT000East. Washington
7226NYGBobby HartG212015000119Florida St.College Stats
7227STLMartin IfediDE24000MemphisCollege Stats
7228MINAustin ShepherdT2320150001114AlabamaCollege Stats
7229JAXBen KoyackTE22000Notre DameCollege Stats
7230NORMarcus MurphyRB2320150001113100MissouriCollege Stats
7231TAMJoey IosefaFB2420150000215510HawaiiCollege Stats
7232MINEdmond RobinsonOLB2320150001194Newberry
7233KANDa\\'Ron BrownWR23000Northern Illinois
7234BUFDezmin LewisWR222015000001Central Arkansas
7235HOUKenny HilliardRB23000LSUCollege Stats
7236DALMark NzeochaOLB252015000002WyomingCollege Stats
7237PHIBrian MihalikDE23000Boston Col.College Stats
7238CINMario AlfordWR2320150000011150West VirginiaCollege Stats
7239PITGerod HollimanFS21000LouisvilleCollege Stats
7240DETCorey RobinsonT232015000001South CarolinaCollege Stats
7241CLEIfo Ekpre-OlomuCB22000OregonCollege Stats
7242OAKDexter McDonaldCB2320150000064Kansas
7243DALLaurence GibsonT24000Virginia TechCollege Stats
7244SFOTrenton BrownG222015000116FloridaCollege Stats
7245TENTre McBrideWR222015000007180281William & Mary
7246DALGeoff SwaimTE242015000004100Texas
7247NWEDarryl RobertsCB24000Marshall
7248SEARyan MurphyDB22000Oregon St.College Stats
7249ATLAkeem KingDB222015000005San Jose St.
7250DENTrevor SiemianQB2220150000011-10Northwestern
7251DENTaurean NixonDB000Tulane
7252DENJosh FurmanDB000Oklahoma St.
7253NWEXzavier DicksonOLB000AlabamaCollege Stats
7254SFORory \\'Busta\\' AndersonTE22000South Carolina
7255INDDenzell GoodeT242015000226Mars Hill
7256ARIGerald ChristianTE24000LouisvilleCollege Stats
\\n
\\n
\\n

Supplemental Draft

Regular Picks Above
\\n
\\n\\n\\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n\\n\\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n \\n\\n\\n
MiscApprox ValPassingRushingReceiving
Round selected in Draft\">RndOverall Selection in Draft\">PickTmPosition
In player and team season stats,
Capitals indicates primary starter.
Lower-case means part-time starter.\">Pos		AgeToFirst-team all-pro selections\">AP1Pro Bowl Selections\">PBStWeighted Career Approximate Value.
See the glossary for details on how we compute Approximate Value.
The career AV is computed by summing
100 percent of the AV of his best season,
95 percent of the AV of his next-best season,
90 percent of the AV of his third-best season,
and so on\" data-filter=\"1\" data-name=\"Approximate Value (Weighted)\">CarAV		DrAVGCmpAttFor teams, sack yardage is deducted from this total\" data-filter=\"1\" data-name=\"Passing Yds\">YdsTDIntAttYdsTDRecYdsTDBefore 1994: unofficial and inconsistently recorded from team to team. For amusement only.
1994-now: unofficial but consistently recorded.
\" data-filter=\"1\" data-name=\"Tackles\">Tkl		IntSkCollege/Univ
51STLIsaiah BattleT22000Clemson
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Maximize the speed of our sites with Sports Reference Ad-Free.
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Draft Pick Trades

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\\n\\n\\n\\n'" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "text" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": true }, "outputs": [], "source": [ "soup = BeautifulSoup(text)" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": true }, "outputs": [], "source": [ "trs = soup.findAll('tr')" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "Rnd\n", "Pick\n", "Tm\n", "\n", "Pos\n", "Age\n", "To\n", "AP1\n", "PB\n", "St\n", "CarAV\n", "DrAV\n", "G\n", "Cmp\n", "Att\n", "Yds\n", "TD\n", "Int\n", "Att\n", "Yds\n", "TD\n", "Rec\n", "Yds\n", "TD\n", "Tkl\n", "Int\n", "Sk\n", "College/Univ\n", "\n", "" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "column_headers = trs[1]\n", "column_headers" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[Rnd,\n", " Pick,\n", " Tm,\n", " ,\n", " Pos,\n", " Age,\n", " To,\n", " AP1,\n", " PB,\n", " St,\n", " CarAV,\n", " DrAV,\n", " G,\n", " Cmp,\n", " Att,\n", " Yds,\n", " TD,\n", " Int,\n", " Att,\n", " Yds,\n", " TD,\n", " Rec,\n", " Yds,\n", " TD,\n", " Tkl,\n", " Int,\n", " Sk,\n", " College/Univ,\n", " ]" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "columns_ths = column_headers.findAll('th')\n", "columns_ths" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[u'Rnd',\n", " u'Pick',\n", " u'Tm',\n", " u'',\n", " u'Pos',\n", " u'Age',\n", " u'To',\n", " u'AP1',\n", " u'PB',\n", " u'St',\n", " u'CarAV',\n", " u'DrAV',\n", " u'G',\n", " u'Cmp',\n", " u'Att',\n", " u'Yds',\n", " u'TD',\n", " u'Int',\n", " u'Att',\n", " u'Yds',\n", " u'TD',\n", " u'Rec',\n", " u'Yds',\n", " u'TD',\n", " u'Tkl',\n", " u'Int',\n", " u'Sk',\n", " u'College/Univ',\n", " u'']" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "column_names = [c.text for c in columns_ths]\n", "column_names" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "collapsed": false }, "outputs": [], "source": [ "first_row = trs[2].findAll('td')" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "first_row[0]" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[u'1',\n", " u'1',\n", " u'TAM',\n", " u'Jameis Winston',\n", " u'QB',\n", " u'21',\n", " u'2015',\n", " u'0',\n", " u'1',\n", " u'1',\n", " u'13',\n", " u'13',\n", " u'16',\n", " u'312',\n", " u'535',\n", " u'4042',\n", " u'22',\n", " u'15',\n", " u'53',\n", " u'210',\n", " u'6',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'Florida St.',\n", " u'College Stats']" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "first_row_values = [c.text for c in first_row]\n", "first_row_values" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "7\n", "256\n", "ARI\n", "Gerald Christian\n", "TE\n", "24\n", "\n", "0\n", "0\n", "0\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Louisville\n", "College Stats\n", "" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trs[-4]" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[u'Rnd',\n", " u'Pick',\n", " u'Tm',\n", " u'Name',\n", " u'Pos',\n", " u'Age',\n", " u'To',\n", " u'AP1',\n", " u'PB',\n", " u'St',\n", " u'CarAV',\n", " u'DrAV',\n", " u'G',\n", " u'Cmp',\n", " u'Att',\n", " u'Yds',\n", " u'TD',\n", " u'Int',\n", " u'Att',\n", " u'Yds',\n", " u'TD',\n", " u'Rec',\n", " u'Yds',\n", " u'TD',\n", " u'Tkl',\n", " u'Int',\n", " u'Sk',\n", " u'College/Univ',\n", " u'College_Stats']" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "column_names[3] = u'Name'\n", "column_names[-1] = u'College_Stats'\n", "column_names" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "outputs": [], "source": [ "player_data = []\n", "player_data.append(column_names)\n", "for tr in trs[2:-3]:\n", " player_data.append([c.text for c in tr.findAll('td')])" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "269" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(player_data)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[u'1',\n", " u'1',\n", " u'TAM',\n", " u'Jameis Winston',\n", " u'QB',\n", " u'21',\n", " u'2015',\n", " u'0',\n", " u'1',\n", " u'1',\n", " u'13',\n", " u'13',\n", " u'16',\n", " u'312',\n", " u'535',\n", " u'4042',\n", " u'22',\n", " u'15',\n", " u'53',\n", " u'210',\n", " u'6',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'Florida St.',\n", " u'College Stats']" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "player_data[1]" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[u'7',\n", " u'256',\n", " u'ARI',\n", " u'Gerald Christian',\n", " u'TE',\n", " u'24',\n", " u'',\n", " u'0',\n", " u'0',\n", " u'0',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'Louisville',\n", " u'College Stats']" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "player_data[-1]" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "collapsed": true }, "outputs": [], "source": [ "years = range(2000,2016)\n", "player_data = []\n", "new_columns = column_names\n", "new_columns.append(u'year')\n", "player_data.append(new_columns)\n", "for year in years:\n", " directory = \"http://www.pro-football-reference.com/years/{}/draft.htm\".format(str(year))\n", " text = requests.get(directory).text\n", " soup = BeautifulSoup(text)\n", " trs = soup.findAll('tr')\n", " for tr in trs[2:-3]:\n", " data = [c.text for c in tr.findAll('td')]\n", " data.append(year)\n", " player_data.append(data)" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "4261" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(player_data)" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[u'Rnd',\n", " u'Pick',\n", " u'Tm',\n", " u'Name',\n", " u'Pos',\n", " u'Age',\n", " u'To',\n", " u'AP1',\n", " u'PB',\n", " u'St',\n", " u'CarAV',\n", " u'DrAV',\n", " u'G',\n", " u'Cmp',\n", " u'Att',\n", " u'Yds',\n", " u'TD',\n", " u'Int',\n", " u'Att',\n", " u'Yds',\n", " u'TD',\n", " u'Rec',\n", " u'Yds',\n", " u'TD',\n", " u'Tkl',\n", " u'Int',\n", " u'Sk',\n", " u'College/Univ',\n", " u'College_Stats',\n", " u'year']" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "player_data[0]" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[u'1',\n", " u'1',\n", " u'CLE',\n", " u'Courtney Brown',\n", " u'DE',\n", " u'22',\n", " u'2005',\n", " u'0',\n", " u'0',\n", " u'4',\n", " u'28',\n", " u'21',\n", " u'61',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'155',\n", " u'',\n", " u'19.0',\n", " u'Penn St.',\n", " u'College Stats',\n", " 2000]" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "player_data[1]" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[u'7',\n", " u'256',\n", " u'ARI',\n", " u'Gerald Christian',\n", " u'TE',\n", " u'24',\n", " u'',\n", " u'0',\n", " u'0',\n", " u'0',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'',\n", " u'Louisville',\n", " u'College Stats',\n", " 2015]" ] }, "execution_count": 79, "metadata": {}, "output_type": "execute_result" } ], "source": [ "player_data[-1]" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "collapsed": false }, "outputs": [], "source": [ "with open(\"../data/2015_draft\", 'wb') as f:\n", " pickle.dump(player_data, f)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }