5 simple nlp tools

7/26/2019 5 Simple NLP Tools

1/21


2/21

< Qgbpjl OJT VccjsNgvgon Wcu thl Tcwlr Vc Ahmonl

@y KlsplrQ@ Qekr`e

Acpyrgnht Mprgj 04=cst plcpjl $c!jf smy, 1K!st stmy m$my irc thmt pjm"l.1

@!t gi yc! illj ilmr ci sclthg#n, thl# yc! mrl $lme.

M#f c! $m#t tc `l strc#n, $hg"h lm#s rlcvg#n thl $lme pcg#ts.

Qc + rlcvlf thl %Q9 $gth thl 1hc`gm @lnc#l1.

Oc$ + "m# $mje thrc!nh thl mrlm, $hlrl + $ms mttm"e, 8gthc!t illjg#n ilmr.

Qc hlrl mrl thl tccjs thmt wgjj bmel ycur strcon.


4/21

+#fl

Qhcrt 7lrsgc#

8hc M +

Q$gsh(Q$gshlttg#n 6c

hc`gm @lnc#l

Ol$ Qlji(gmnl

gil ;!jls

Qhcrt 7lrsgc# ci thl @rmg#

%hl Q$gsh 5pjmg#lf

@msg" %hc!nht Ahmg#Ocrmj Q$gsh mttlr#

%hl :l`r!mrym# Q$gsh

%hl 2!lstgc# 8hy.?

%hl Ocvl`lrm# Q$gsh...

%hl c$lr Ahm#nl

M"e#c$jlfnll#t


5/21

Qhcrt Ylrsgco

hc !b G

+ nrl$ !p g# thl s!`!r`, k!st c!tsgfl ci Acpl#hmnl#.

3mf m c m#f m fmf, m#f m `gn sgstlr.

>y 9mf jgel tc tg#elr $gth thg#ns, mfl m nc("mrf $gth m $mshg#n m"hg#l l#ng#l.

>y >c jgel tc hljp plcpjl tc hmvl m `lttlr jgil, m#f $crelr $gth egfs g# #llf.

>y `gn sgstlr $ms k!st m##cy jgel `gn sgstlrs mrl...

+ $ms m !glt "hgjf, m#f $c!jf mj$mys try tc ign!rl c!t hc$ st!ii $crelf.

+ $ms mjsc m fm#"lr irc thl mnl ci D.

8hl# + $ms mrc!#f 0 ylmrs cjf, + stcpplf fm#"g#n.

>y pmrt#lr $m#tlf tc st!fy i!jj tgl, sc tgl icr sclthg#n #l$.

+ $ms c`lsl, sg#njl m#f $m#tlf m `lttlr jgil, sc + kcg#lf scl slji(hljp nrc!ps.

Qcl`cfy nmvl l m `cce m`c!t O.

M#f + ic!#f c!t thmt + hmf segjjs g# O, m#f plcpjl stmrtlf tc mse l tc hljp thl.

Mt m tgl scl`cfy smgf... 1c! mrl thl `lst mt O, `!t c! mrl c`lsl, !sl yc!r

segjjs c# yc!rslji.1

Qc + stmrtlf !sg#n O m#f slji(hyp#csgs.

Mt scl pcg#t + rlmjg)lf thmt + $ms fcfng#n thl rlmj prc`jl, m#f + `lnm# mseg#n

fgrl"t !lstgc#.

2!lstgc#s jgel&

8hmt gs thl `gnnlst rlmsc# thmt yc! mrl c`lsl?.

8hmt jggts yc! irc `l"cg#n rg"h.?

8hmt fcls gt tmel icr yc! tc illj hmppy m`c!t yc!rslji.?

+s gt m `mf lcry, thmt stcps yc! irc rlm"hg#n yc!r ncmj, thl# yc! "m# #l!trmjg)l gt

$gth lttg#n 6c

+s gt m# `mf m"tgc# -jgel `!yg#n "m#fy/, thl# yc! "m# rlcvl gt $gth Q$gsh(Q$gsh.

+s gt scl r!jl yc! jlmr#lf ms m "hgjf, thmt stcps yc! irc `lg#n hmppy, thl# "hm#nl gt

m#f "rlmtl scl #l$ m#f `lttlr gil ;!jls

%hgs `cce gs #ct m "jmssg" slji(hljp `cce.

+t gs crl ci m Qlji :g(gt @cce jgel 1+ hmvl thgs prc`jl... Fsl thgs tc "hm#nl gt.1


6/21

Qwgsh"Qwgsh

%hgs $gjj `rlme m thc!nht "hmg#, m#f nlt yc! tc stcp fcg#n sclthg#n.

+t "m# `l sceg#n, cr lmtg#n "m#fy.

Ms jc#n ms gt gs m# m"tgc#, yc! "m# `rlme gt.

5mpjl+ jcvl Ahc"cjmtl... jcccvl gt.

+i gt gs m jgttjl `gt $mr, m#f gt ljts c# yc!r tc#n!l, lvl# `licrl gt ncls g#tc yc!r

stcm"h, yc! mrl g# hlmvl#.

@!t $hl# yc! $lgnh L44 pc!#fs, yc! hmvl tc stcp lmtg#n "hc"cjmtl.

3lrl gs thl pc$lr ci thl s$gsh.

c! "m# stcp yc!rslji irc lmtg#n gt, cr c! "m# stcp yc!rslji irc `!yg#n gt.

%hl sl"c#f $my yc! "m# stgjj lmt "hcecjmfl mt m pmrty.

c! k!st `jc"e yc!rslji irc `!yg#n gt, $hl# yc! mrl strlss cr jc#ljy.

Oc$ g#stlmf ci lmtg#n "hc"cjmtl lvlryfmy, + "m# c#jy lmt gt mt pmrtgls.

+ stgjj jcccvl "hc"cjmtl,

M#f `l"m!sl gt gs #c$ gs m rmrl trlmt, + l#kcy gt lvl# crl.

Vhl Qwgsh

:grst yc! mel thl m"tgc# g#tc < pg"t!rls.

+ !sl `!yg#n "hc"cjmtl icr thgs lmpjl.

:grst gs thl igrst pg"t!rl. c! sll m `mr ci "hc"cjmtl g# thl stcrl.Ql"c#f gs thl igrst m"tgc#. %meg#n thl "hc"cjmtl g# yc!r hm#f.

%hgrf gs ... myg#n thl "mshglr icr thl "hc"cjmtl.

:c!rth gs .... Ipl#g#n thl pm"elt.

:gith gs tmeg#n thl igrst `gtl.

%hl# yc! #llf tc ig#f thl `lst pg"t!rl tc s"rm`jl.

+# thgs, gt gs $hl# yc! hmvl thl `mr ci "hcecjmtl g# yc!r hm#f.

Oc$ yc! k!st #llf sclthg#n `lttlr tc rlpjm"l thl "hcecjmfl, jgel s!nmrirll n!.

Ocw ycu #c thl swgsh.

=. Qll thl pg"t!rl ci yc!r hm#f hcjfg#n thl !#cpl#lf "hc"cjmtl `mr.

0. %hl# yc! ijgp thmt pg"t!rl imr !p g# thl sey.

N. +t "cls fc$# m#f #c$ gt gs m pg"t!rl ci yc! hcjfg#n m pgl"l ci s!nmrirll n!.

L. Ajlmr yc!r g#f `y thg#eg#n ci m njmss ci $mtlr.

;lplmt =4 tgls g# m rc$.

Oc$ yc!r `rmg# hms m #l$ $my ci thg#e m`c!t thmt m"tgc#, m#f thmt `rlmes thl hm`gt.


7/21

Jlttgon nc

%hgs $gjj rlcvl m `mf lcry ci m# lplrgl#"l.

+t gnht `l rmpl, vgcjl#"l cr cthlr `mf lplrgl#"ls.

c! rlcvl gt tc hmvl jlss pmg# m#f ilmr g# yc!r jgil.

>y !sl.+ $ms mttm"elf `y thrll `cys.

+ Q!rvgvlf, `l"m!sl y hc``y gs mrtgmj mrts....

+t gs m $lgrf thg#n tc `l hmppy mitlr m# mttm"e, `l"m!sl #c$ + nct tc sll gi thl

tl"h#g!l + hmvl !slf m#y tgls tc hljp cthlrs, $c!jf m"t!mjjy $cre c# l.

M#f yls gt $cres.

+t tcce jc#nlr icr thl `jccf tc `l "jlm#lf cii, thm# gt tcce tc rlcvl thl lcry.

Ir crl prl"gsl, gt fcls #ct rlcvl thl lcry, `!t gt #l!trmjg)l gt.

-c! "m# nlt m plrsc# tc rlmf thgs mjc!t icr yc!, cr k!st fc gt stlp `y stlp./lj$cbl tc thl $jlmolr.

3c$ `mf gs thl lcry, c# m s"mjl ci = tc =4.?

Oc$, stlp c!t ci thgs lcry, m#f sll gt cvl m$my irc yc!.

Qll thl lcry 04 illt m$my irc yc!, m#f thl sc!#fs stmrt tc imfl.

Oc$ thl sc!#f gs cii, m#f thl c#jy thg#n yc! "m# hlmr gs thl $g#f jc$g#n.

%hl "cjcrs stmrts tc imfl, m#f #c$ thl lcry gs g# `jm"e m#f $hgtl.

%hl lcry stmrts tc spllf !p, m#f #c$ gt gs g# imst(icr$mrf.

+t gs m $lle irc #c$, m#f yc! rll`lr thgs lcry, m#f gt gs stgjj 04 illt m$my,

+t gs g# imst(icr$mrf, $gth #c sc!#f m#f thl "cjcrs mrl `jm"e m#f $hgtl.

3c$ $lme gs thl lcry #c$, irc = tc =4.?

Fsl gt t$c tgls, $gth lvlry lcry, tc mel gt lvl# $lmelr.

%crngvl

c! #llf tc icrngvl thmt plrsc# thmt $ms rlspc#sg`jl icr thgs pmg#.

+i yc! #lvlr icrngvl thmt plrsc#, lvlrytgl yc! llt scl`cfy thmt rlg#fs yc! cithmt plrsc#, yc! $gjj hmvl thl `mf illjg#ns mnmg#.

Ajcsl yc!r lyls.

Qll thl im"l ci thmt plrsc#,

M#f smy 1+ icrngvl yc!.1

;lplmt gt c#l crl tgl.

Oc$ yc! hmvl rlcvlf thl lcry, m#f thl `mf illjg#n tc thmt plrsc# thmt h!rt yc!.


8/21

Thc&gm &lncol

%hgs $gjj mel yc! m`jl tc rlcvl m#ythg#n yc! hmvl m phc`gm icr.

M#f gt gs jgel m rlvlrsl vlrsgc# ci thl jmst tl"h#g!l.

>y !sl... Ollfjls.

:cr m#y ylmrs + $ms mirmgf ci #llfjls.

Qc + !slf thgs tl"h#g!l tc rlcvl y ilmr ci #llfjls.

:grst + gmng#l $mt"hg#n m cvgl ci l, `lg#n st!#n $gth #llfjls.

%hl# + gmng#l m plrsc# pcelf m #llfjl g#tc y mr, m#f illjg#n gt `rlme y seg#.

Mitlr$mrfs + "c!jf nc tc thl fc"tcr m#f nlt thl `jccf smpjls tmel#.

-Mnmg# yc! "m# hmvl scl`cfy rlmf thgs tc yc!, cr fc gt stlp `y stlp./

lj$cbl tc thl $jlmolr vlrsgco '.(

3c$ strc#n gs yc!r phc`gm c# m s"mjl ci =(=4.?

+mng#l sgttg#n g# m "g#lm m#f $mt"hg#n m cvgl.

+t gs m cvgl ci yc! fcg#n yc!r phc`gm, m#f g# thl cvgl yc! mrl "ccj m#f rljmlf.

c! sgttg#n g# thl "g#lm, m#f sllg#n m cvgl, ci yc! fcg#n $hmt yc! ilmr fcg#n.

M#f g# thgs cvgl yc! mrl "ccj m#f rljmlf, $hgjl fcg#n $hmt yc! ilmr.

lt thl cvgl r!# icr m g#!tl, $hgjl yc! sll yc!rslji fc $hmt yc! ilmr.

Oc$ yc! m"t!mjjy mrl fcg#n, $hmt yc! ilmr.

8hmt $c!jf yc! sll, hlmr m#f illj c# yc!r seg#, $hl# yc! fc thgs.?

c! tmel m fllp `rlmth, $hgjl yc! mrl fcg#n $hmt yc! ilmr.

m!nh m jgttjl mt yc!rslji icr `lg#n s"mrlf ci fcg#n thgs.

Oc$, gt gs m c#th irc tcfmy, m#f yc! gmng#l fcg#n $hmt yc! ilmrlf.

3c$ $lme gs thl phc`gm, #c$, c# m s"mjl ci =(=4.?

6c thrc!nh thgs tl"h#g!l c#l crl tgl, g# m fgiilrl#t slttg#n.

Vhl stcry &lhgo#)

c!r `rmg# rlm"t m!tcmtg"mjjy thl $my, yc! hmvl jlmr#lf tc rlm"t.

M hc`gm gs sclthg#n thl `rmg# hms jlmr#lf tc rlm"t `mfjy tc.

%hgs tl"h#g!l jlmr#s yc!r `rmg# tc rlm"t m#cthlr $my, $hl# gt slls $hmt gt ilmrs.

Mitlr !sg#n thgs tl"h#g!l yc!r `rmg# hms t$c cptgc#s tc rlm"t.

I#l gs thl ilmr rlm"tgc#.

%hl cthlr gs `lg#n "ccj m#f rljmlf.

>cst tgls thl `rmg# $m#t tc stmy "ccj m#f rljmlf.

Ombl $mjjgon

c! "m# lvl# !sl gt gi scl`cfy gs "mjjg#n yc! `mf cr !njy #mls.

K!st $mt"h yc!rslji `lg#n "mjjlf mjj eg#fs ci `mf #mls, m#f stmy "ccj m#f rljmlf.


9/21

Olw Qlj*"gbmnl

8hl# yc! "hm#nl yc!rslji gmnl, thl `cfy $gjj stmrt tc icjjc$ thl #l$ Qlji(gmnl.

8m#t tc `l sjg cr rg"h... Ahm#nl yc!r slji gmnl m#f yc! $gjj stmrt jgvg#n thmt $my.

+i thrll plcpjl smys yc! jcce sg"e, thl# yc! stmrt tc thg#e m`c!t `lg#n sg"e.

8hl# yc!r g#f gs ic"!slf c# ig#fg#n sgn#s ci `lg#n sg"e... %hl# gt ig#fs gt.8ms thmt "c!nh, k!st m "c!nh, cr sgn#s ci "m#"lr g# thl thrcmt.?

Am# $l !sl thmt icr sclthg#n `lttlr.?

+i yc! g#stlmf ci jcce icr `mf sgn#s, thl# yc! jcce icr nccf sgn#s...

%hl# thl "c!nh $ms k!st m "c!nh.

Oc$ yc! e#c$, $hl# yc! jcce icr sclthg#n, thl# yc! ig#f gt.

+i yc! jcce icr mjgl#s, thl# yc! ig#f sgn#s lvlry$hlrl.

3c$ "m# yc! !sl thmt tc hljp yc!.?

+i yc!r ncmj gs tc `l"cl sjg, thl# jcce icr sgn#s thmt yc! mrl jcsg#n $lgnht.+i yc! $m#t tc `l rg"h, thl# jcce icr sgn#s, thmt yc! mrl lmr#g#n crl m#f !sg#n jlss.

+y stcry)

+ $ms I`lsl.

+ 8lgnhlf cvlr =4 egjcs, L44 pc!#fs.

+ rlmf m `cce "mjjlf 1sy"hc(Ay`lr#ltg"s1 @y >m$ljj >mjt).

Ahcg"l $ms `lt$ll# fcg#n sclthg#n yslji... cr nlttg#n thmt c`lsgty cplrmtgc#.

M#f thmt cplrmtgc# hms m jc$ s!""lss rmtl -m`c!t NNH/, m#f gt gs igjjlf $gth pmg#.

Qc + !sl thgs GQlji(gmnlG tc "hm#nl y $lgnht.

:cr m c#th + $c!jf gmng#l $mjeg#n mrc!#f g# y jc"mjl mjj m#f cthlr pjm"ls.

M#f + $c!jf `l sjglr m#f g# imgrjy nccf shmpl.

Mitlr thmt c#th + stmrtlf tc jcsl $lgnht.

+ jcst $lgnht mrc!#f = egjc ' 0 pc!#fs m $lle icr m ylmr.

F#tgj + rlm"h y ncmj $lgnh mt =44 en ' 004 pc!#fs

+ stmylf mrc!#f =44 en' 004 pc!#fs icr m ylmr.

Oc$ + m stmrtg#n mnmg# m#f hmvl slt y lyls c# m #l$ ncmj.>y #l$ ncmj $lgnht gs 4 en ' =4 pc!#fs.

8hl# yc! $lgnh =4 en ' L44 pc!#fs, m#f hmf `ll# vlry c`lsl icr m#y ylmrs, thl#

=44 egjcs ' 004 pc!#fs, gs m jc#n $my cii, m#f m `gn ncmj.

8hl# yc! slt yc!r ncmj, `l `rmvl, m#f mse icr thl l#f ncmj.

8m#t tc hmvl m gjjgc# g# thl `m#e, thl# !sl m c#th tc thg#e m`c!t hmvg#n m gjjgc#

g# thl `m#e.


10/21

,l*gogon thl olw slj*"gbmnl

:grst yc! #llf tc e#c$, $hmt gs yc!r slji gmnl.

Mse yc!rslji 13c$ fc plcpjl sll l ....$gth "msh.?1

8rgtl fc$# thrll cr ic!r $crfs thmt fls"rg`l yc! g# c#l mrlm ci jgil.

3c$ fc plcpjl sll yc!r `cfy.?

3c$ fc plcpjl sll yc!r c#ly meg#n segjj.?

%hl thrll stlps icr thl "hm#nl.

=. Qll $hmt yc! $m#t tc `l.

8m#t tc `l rg"h, sll yc! hcjfg#n m jct ci "msh.

8m#t tc hmvl irgl#fs g# yc!r jgil, sll yc!rslji s!rrc!#flf `y irgl#fs.

8m#t tc `l sjg, sll yc!rslji sjg m#f g# shcrts mt thl `lm"h.... yc! nlt thl gflm.

0. >mel gt rlmj.

7(M(7gs!mj, $hmt "m# yc! sll. Qll thl stm"e ci "msh #ctls g# yc!r hm#f.

M!fgc, $hmt "m# yc! hlmr. 8hmt thcsl irgl#fs smys, $hl# "jcsl tc yc!.

g#lstltgse, 8hmt "m# yc! illj `y tc!"h. 3c$ fcls yc!r Qg(pm"e illj, $hl# yc!

hmvl jcst $lgnht.

N. M#"hcr gt g# thl $crjf.

%mel thmt slji(gmnl m#f pjm"l gt $hlrl yc! #crmjjy nc.

Qll yc! slji, stm#fg#n $gth m $mjjlt i!jj ci "msh mt thl shcppg#n jg#l.

3lmr irgl#fs smyg#n thly $m#t hm#n c!t $gth yc!, $hl# yc! mrl c!t $mjeg#n .

:llj yc!r `cfy $creg#n plril"t, ms yc! r!# !p m stmgr.

%hl crl m#"hcrs thl imstlr thl "hm#nl...

Ocrmjjy + $c!jf hmvl thrll m#"hcrs icr lm"h thg#n

M#f icr lm"h m#"hcr hmvl thl thrll 7(M(.

L. M!fgc&

%hl m!fgc gs mj$my m "cm#f, thmt fls"rg`l yc! irc m nrc!p vgl$.

gel 1lcpjl thg#e c! hmvl m gjjgc# 9cjjmrs g# thl `m#e.1

@l"m!sl m slji(gmnl gs `!gjf c# hc$ yc! thg#e plcpjl sll yc!.

+t gs #ct hc$ plcpjl m"t!mjjy slls yc!, `!t hc$ yc! thg#e thly shc!jf sll yc!.M#f thmt gs $hmt #llfs tc `l "hm#nl, m#f yc! fc thmt `y ngvg#n m "cm#f,

jg#elf tc thl m#"hcrs m#f thl slji(gmnl yc! $m#t tc hmvl.

8rgtl gt mjj fc$# m#f lvlry #gnht `licrl `lf, rlmf gt m#f gmng#l gt.

8hl# yc! 1trmg#1 gt lvlry fmy, icr m c#th, gt $gjj rlpjm"l thl cjf slji(gmnl.

+i yc! fc#Gt hmvl < g#!tls icr thgs, lvlry fmy icr m c#th, fc yc! $m#t tc "hm#nl.?

8hy fcls gt tmel m c#th.?

@l"m!sl lvlry fmy ci yc!r jgil, yc! hmvl sll# yc!rslji `lg#n c`lsl, cr pccr, m#f yc!

#llf tc "hm#nl thgs `gn cl#t! g# yc!r `rmg# mrc!#f.


11/21

3lrl gs y lmpjl, $gth "msh.

>c#ly&

c! sgt c# yc!r "c!"h g# yc!r rcc, thg#eg#n m`c!t c#ly m#f yc! "m# hlmr "mrs

c!tsgfl, m#f thl hgnhlst vcg"l smys

1lcpjl thg#e c! hmvl m gjjgc# 9cjjmrs g# thl `m#e.1

8mjjlt&

Oc$ yc! hmvl yc!r $mjjlt g# yc!r hm#f. +t gs thg"e $gth =44 fcjjmr #ctls, m ngrj smys

yc! #llf m #l$ $mjjlt icr mjj thl c#ly. 5vlry tgl yc! hcjf yc!r $mjjlt, prltl#f gt

gs igjjlf $gth thcsl =44 fcjjmrs #ctl m#f thl hgnhlst vcg"l smys


I#(jg#l `m#e&

c! mrl m`c!t tc p!#"h g# yc!r c#(jg#l `m#eg#n "cfl g#. c! "m# hlmr thl elys yc!

prlss, m#f #c$ yc! sll yc!r m""c!#t. %hlrl mrl cvlr = gjjgc# fcjjmrs g# gt.

m#f lvlry tgl yc! sll yc!r c#(jg#l `m#e, c! gmng#l hmvg#n = gjjgc# fcjjmrs c#thmt m""c!#t m#f thl hgnhlst vcg"l smys


hysg"mj `m#e m!tcmtl'M%>

c! stm#f m#f p!t yc!r "mrf g#tc m# M%>. c! "m# hlmr thl elys yc! prlss, m#f yc!

$gthfrm$ scl c#ly, m#f nlt m rl"lgpt. %hl `m#e#ctl smys yc! hmvl cvlr = gjjgc#

fcjjmrs g# thmt m""c!#t. m#f lvlry tgl yc! !sl m# M%>, yc! thg#e ci hmvg#n = gjjgc#

fcjjmrs c# thl m""c!#t, m#f thl hgnhlst vcg"l smys


3lrl gs thl N ljll#ts p!t tcnlthlr.

8hmt gs yc!r ncmj.? 3mvg#n m gjjgc# 9cjjmrs g# thl `m#e.

+s thlrl thrll fgiilrl#t pjm"ls thmt rlg#f yc! ci thl ncmj.?

ls, c!r $mjjlt, c#(jg#l `m#eg#n m#f thl M%>.

%hcsl thrll hmvl thl 7(M(&

ls. %hl jmst...

7gs!mj& c! mrl g# irc#t ci m# M%>.

M!fgc& c! hlmr thl elys `lg#n prlsslf.

g#c& c! nlt m `m#e #ctl g# yc!r hm#f.%hl# m "cm#f, thmt gs fls"rg`g#n yc! irc thl pcg#t ci vgl$ irc cthlrs&


c! "m# !sl thgs m#f k!st rlmf thgs mjc!f lvlry #gnht icr thl #lt c#th, m#f yc! $gjj

stmrt tc hmvl crl c#ly g# yc!r jgil.

Oc, yc! fc#Gt $g# thl jcttlry, cr m jc#n jcst !#"jl fgls, m#f jlmvls yc! c#ly.

@!t yc! stmrt tc sll hc$ yc! "c!jf mel crl c#ly.

M#f thmt $gjj mel gt lmsglr tc nlt thmt = gjjgc# g# thl `m#e.


12/21

Jg*l rujls

+ m m O n!y, m#f c#l ci thl cst gpcrtm#t thg#ns, gs #ct thl O segjjs.

%hl cst gpcrtm#t gs thl segjjs tc mse thl rgnht !lstgc#s tc thl c#l yc! hljp.

9c yc! $m#t tc `l sjg, cr fc yc! $m#t tc hmvl m jc$lr `cfy imt plr"l#t.?

%hl igrst gs gpcrtm#t $hl# yc! #llf tc jcce nccf g# m frlss cr m s!gt.%hl sl"c#f gs gpcrtm#t icr m hlmjthy jgil.

8hmt mrl thcsl !lstgc# thmt yc! "m# mse tc ign!rl c!t $hmt yc! $m#t c!t ci jgil.?

Vhl %gvl -ulstgcos)

8hmt gs thl igrst yc! thg#e m`c!t gt.?

:grst gprlssgc#, jgel gs gt lmsy, i!#, #g"l jcceg#n...

8hmt fcls gs flm#f ci yc!.?

9c yc! #llf jcts ci c#ly, !sl tgl, cr hmvl tc `l = ylmrs cjf.

8hmt gs gpcrtm#t m`c!t gt.?8hmt fc yc! nlt c!t ci gt, $hl# yc! fc gt.

8hmt jggts yc! m`c!t gt.?

Am# yc! c#jy fc gt c# s!#fmys, fc yc! hmvl tc `l = ylmrs cjf, gs gt lvl# jlnmj.

+s gt m nccf @ljgli.?

Am# yc! !sl thgs `ljglvl ms gt stm#fs cr fc yc! #llf tc "hm#nl gt.?

5mpjl $gth y `ljgli m`c!t c#ly.

:grst gprlssgc# m`c!t c#ly.?

+t gs lmsy tc nlt c#ly, gi yc! e#c$ hc$.

8hmt fcls c#ly flm#t irc yc!.?

c! #llf tc $cre tc nlt c#ly.

8hmt gs gpcrtm#t m`c!t c#ly.?

>c#ly gs eg#f ci m pc$lr thg#n. 8gth c#ly yc! "m# nlt st!ii.

+s gt m nccf `ljgli m`c!t c#ly.?

Oc. + m cemy $gth $creg#n tc nlt c#ly, `!t thlrl gs cthlr $mys tc nlt c#ly.


13/21

Ahmongon thl jg*l rujls.

+ $m#t tc "hm#nl thl r!jl + hmvl $gth thl flm#f thmt 1+ #llf tc $cre tc nlt c#ly.1

+ m cemy $gth $creg#n icr c#ly.

@!t thlrl mrl cthlr $mys tc nlt c#ly, jgel sljjg#n `cces, g#vlstg#n, cr `m#e(g#tlrlst.

M `lttlr vlrsgc# gs&

c! #llf tc sljj yc!r segjj, $hmt yc! c$# cr $cre tc nlt c#ly.

Oc$ tc rlpjm"l cr pjm"l gt hgnhlr !p g# >c#ly 9lm#f s"hll, g# yc!r `rmg#.

c!r `gnnlst flm#f m`c!t c#ly gs c! "m# sljj yc!r segjj, $hmt yc! c$# cr $cre

tc nlt c#ly.

Ir

6lttg#n c#ly flm#fs thmt yc! sljj yc!r segjj, $hmt yc! c$# cr yc!r tgl.

Qmy thl c!t jc!f m#f ig#f thl c#l thmt s!gts yc! thl `lst.

8rgtl gt c# m pgl"l ci pmplr m#f pjm"l gt $hlrl yc! rlmf gt m jct. gel thl 8A, cr c#

yc!r phc#l. c! #llf tc rlmf gt m "c!pjl ci tgls lvlry lvl#g#n icr m c#th, `l"m!sl

jgel "hm#ng#n c!r slji(gmnl, gt tmels m`c!t m c#th tc "hm#nl m `ljgli.

Qcltgls yc! #llf tc fljltl thl cjf `ljgli, m#f thl# yc! #llf m#cthlr $crfg#n g#

yc!r `ljgli.

%hl I#jy flm#f m`c!t c#ly gs c! #llf tc sljj yc!r segjj, $hmt yc! c$# cr $cre

tc nlt c#ly.

%hl 1IO1 fljltl lvlry cthlr flm#f thmt lgsts.

c! #llf tc fljltl m `ljgli, $hl# yc! "m# ig#f jgel =4 r!jls thmt pcg#ts g# lvlry

fgrl"tgc#.

gel $hmt gs yc!r flm#f icr hlmjthy iccf.

c! prcplrjy hmvl crl thm# tl# r!jls m`c!t thmt, m#f scl ci thl gnht `l $rc#n.


14/21

Qhcrt vlrsgco c* thl &rmgo

5"lrpt irc y `cce Mfvm#"lf ;lnrlssgc#

Vhl Tyrmbg# c* lmjgty

%hgs gs y thlcry m`c!t hc$ yc! $cre !#flr#lmth.

@l"m!sl c! mrl #ct IF.c! mrl thl gjjgc#s ci lcrgls, thmt hms hmppl#lf mjj thrc!nh yc!r jgil.

Qcl ci thl gs jlss gpcrtm#t, m#f scl $lrl crl.

+i thl lcrgls $cre m plril"t $my, thl# c! $c!jf hmvl m plril"t jgil.

+i c! mrl m#tg(sc"gmj `!t lvlry tgl yc! llt m #l$ plrsc#, yc! $c!jf rll`lr

hc$ tc `lhmvl #g"l... yc! $c!jf stcp `lg#n M#tg(sc"gmj vlry imst.

@!t g#stlmf c! rll`lr mjj thl `mf lplrgl#"l, m#f mjj thl $mys thmt mels gt nc

thl $rc#n $my.

+i c! mrl c# m fglt, m#f tgrlf cr strlsslf, c! icrnlt tc lmt thl "crrl"t iccf, m#f lmt

"m#fy g#stlmf.

Qc $hy gs gt sc hmrf tc "hm#nl m @lhmvgcr. cr Ampm`gjgty, $hl# c! pjm##lf gt k!st

t$c fmys `licrl.?

%hmt gs `l"m!sl yc!r try tc "hm#nl thl tcp ci thl pyrmgf, m#f gn#crl thl `cttc.

3lrl gs hc$ + thg#e thl g#sgfl ci thl `rmg# $cres.

Qtmrt $gth thl smjjlst ljll#ts m#f $creg#n thl $my !p.

;m$ >lcrgls& +s mjj thl lcrgls irc yc!r jgil.>ltm >lcrgls& +s thl lcrgls c! hmvl "hcsl# cvlr cthlr lcrgls, g# m nl#lrmj

mrlm.

+fl#tgty& +s thl fgiilrl#t gfl#tgtgls `!gjf c# thl ltm lcrgls.

I#l gfl#tgty gs 1thl llr"gsl plrsc#mjgty1, $hg"h hms mjj thl ltm lcrgls m`c!t

spcrt m#f llr"gsl.

@ljgli& gs $hmt thgs 15lr"gsl gfl#tgty1 hms icr `ljglis m`c!t hg slji.

Ampm`gjgty& +s $hmt thgs gfl#tgty "m# fc `!gjf c# thcsl `ljglis.

@lhmvgcr& I!t ci thgs gfl#tgty "mpm`gjgty $hmt fcls hl #crmjjy fc.

5#vgrc#l#t& %hl gfl#tgtyGs #crmj `lhmvgcr ngvls hg m "lrtmg# $crjf vgl$.

+i yc! !sl thl s$gsh, thl# yc! "hm#nl thl @lhmvgcr.

+i yc! !sl Qlji(gmnl, thl# yc! "hm#nl c#l ci yc!r +fl#tgtys.

%hl "g#lm "hm#nls c#l ci thl ltm lcrgls.

M#f rlmfg#n thgs `cce ngvls yc! crl Ampm`gjgtgls.Qc #c$ yc! "m# "hm#nl c# lm"h jlvlj, flpl#fg#n c# $hmt yc! #llf.


15/21

Vhl Qwgsh /4pjmgol#

=msg$ Vhcunht Ahmgo

8hl# yc! $m#t tc rlpjm"l m `mf hm`gt $gth m `lttlr, yc! igrst hmvl tc !#flrstm#f, $hmt

hmppl#s.

3lrl gs thl `msg" pmttlr# ci `!yg#n "m#fy.

:grst yc! sll thl "m#fy.

-+# thl stcrl/

%hl# yc! pg"e !p thl "m#fy.

%hl# yc! pmy icr thl "m#fy.

c! cpl# thl "m#fy

M#f c! lmt thl "m#fy

Mjj thgs hmppl#s g#sgfl yc!r hlmf, `licrl yc! hm#f lvlr rlm"h icr thl "m#fy.


16/21

Ocrbmj Qwgsh Tmttlro

8hl# yc! fc m #crmj Q$gsh pmttlr#, yc! `rlme thl #crmj "hmg# ci thc!nhts.

c! mff m #l$ pg"t!rl g# `lt$ll#, tc sl#f thl g#f g# m#cthlr fgrl"tgc#.

%hl #l$ pmttlr# jcce sclthg#n jgel thgs.

c! sll thl "m#fy.

c! thg#e m`c!t pg"eg#n "m#fy !p.

M#f thmt rlg#fs yc! ci...

8hmt lvlr yc! $m#t thl plrsc# tc thg#e,

g#stlmf ci "m#fy.

%hl rlst ci thl "hmg# gs stgjj thlrl,

`!t `l"m!sl thl jg#e gs `rcel#,

c! "m#Gt nlt tc gt.

%hgs s$gsh hmppl#s s!`"c#s"gc!s, sc yc! fc#Gt

thg#e m`c!t gt.

c! sll thl "m#fy, `!t thl sl"c#f yc! %hg#e

m`c!t pg"eg#n gt !p, yc! stmrt tc thg#e m`c!t

frg#eg#n m njmss ci $mtlr.


17/21

Vhl %l&rumrybmo Qwgsh

c! #c$ e#c$ hc$ tc fljltl m `mf "hmg# ci thc!nhts.

@!t "m# $l fc sclthg#n crl.?

+i yc! e#c$ thl :l`r!mrym# `y >gjtc# 5rg"esc#, thl# ls.

c! "m# mff m imel lcry, m#f mjsc mff m "cm#f tc thmt lcry.

Qll thl "m#fy g# thl stcrl.

%ry tc g"e !p thl "m#fy.

%hmt trgnnlrs m #l$ "hmg# ci thc!nhts.

8hg"h shc!jf `rg#n yc! tc sclthg#n `lttlr thm#

`!yg#n "m#fy.

3lrl gs mel yc! rll`lr rgfg#n m `gel.

%hl plrsc# $gjj icrnlt tc lmt "m#fy, m#f thg#e

m`c!t tmeg#n m `gel rgfl.

@l"m!sl gt gs m imel lcry, yc! mfl, yc! "m#

mjsc mff m "cm#f 7cg"l.

c! "m# ngvl thmt plrsc# m "cm#f, sc lvlry

tgl thly jcce mt "m#fy, thly nlt m "cm#f g#thlgr hlmf.

%hl shcrt vlrsgc# ci thl :l`r!mrym#.?

9ls"rg`l $hmt thl plrsc# shc!jf lplrg#"l, m#f thl g#f $gjj igjj g# thl `jm#es.

Ocrmjjy yc! $c!jf mjsc m#"hcr gt, `!t gt gs m#"hcrlf g# thl s$gsh, sc gt fcls#Gt mttlr.


18/21

Vhl -ulstgco hy.0

Qc yc! e#c$ hc$ tc `rlme m `mf hm`gt, m#f yc! "m# mff m "cm#f tc "cplj thl plrsc# tc

fc sclthg#n ljsl.

@!t c! fc#Gt lmt "m#fy `l"m!sl gt gs >c#fmy. c! hmvl m rlmsc#.

c! hmf yc!r hlmrt `rcel#.

c! `!y scl "m#fy

M#f gt hljps $gth thl `rcel# hlmrt

c! jlmr#&Am#fy hljps tc illj nccf.

8hmt yc! #llf tc ign!rl c!t gs $hmt mjtlr#mtgvl gs thlrl tc illj nccf l"lpt irc "m#fy.

Ir thl plrsc# jlmr# tc lmt sclthg#n ljsl, tc "cpl#smtl icr thl gssg#n illj nccf. %hl#

yc! hmvl cvlf thl prc`jl, tc m#cthlr iccf nrc!p.

Qc thl "cm#f, !st hmvl m "c##l"tgc# tc thl rlmsc# thl plrsc# lmt "m#fy.

Qclthg#n jgel,

8hl# yc! illj smf, yc! $m#t tc rgfl yc!r `gel, !#tgj thl smf illjg#n gs nc#l.

:grst m s$gsh icr thl `mf hm`gt, m#f $gth m nccf "cm#f.

c! "m# thl# fc m s$gsh, icr thl igrst tgl shl "c##l"tlf "m#fy $gth illjg#n nccf. M#f mt

thmt s$gsh mff thl lcry ci rgfg#n m `gel, m#f illj nccf m`c!t gt.


19/21

Vhl Ocvlb&lrbmo Qwgsh...

Ir hc$ tc `l"cl plril"t

Qc c! k!st jlmr# hc$ tc "hm#nl m `mf hm`gt g#tc m nccf c#l.

M#f mjsc hc$ tc mff, m "cm#f thmt $gjj mel yc! thg#e sclthg#n #l$.

%hl jmst thg#n, $ms tc ig#f thl rcct ci thl `mf hm`gt, m#f "hm#nl gt.

8hmt gi $l "mjj thmt `mf hm`gt, m jggtg#n `ljgli.?

Ac!jf $l "hm#nl m jggtg#n `ljgli g#tc m# lpc$lrg#n `ljgli.?

3lrl gs gt m Ahlss 6ml.

c! mrl pjmyg#n gt, m#f sclthg#n hmppl#s.

c!r 2!ll# gs egjjlf.

%hl cppc#l#t smys sclthg#n.

%hmt `l"cls m jggtg#n `ljgli.

M#f lvlry tgl yc! pjmy "hlss, m#f nlt "jcsl tc

jcsg#n yc!r 2!ll#...

%hmt ggtg#n `ljgli gs rlplmtlf.


20/21

Vhl Tcwlr Ahmonl

K!st jgel g# thl cthlr Q$gsh, yc! ig#f m pg"t!rl, `licrl thl `mf stmrts tc hmppl#.

3lrl gt gs `licrl thl jggtg#n `ljgli hms `ll# icrlf.

9c mt s$gsh, m#f mff m# lpc$lrg#n `ljgli g#stlmf.

c! pjmy "hlss

c!r 2!ll# gs egjjlf

c! fc m s$gsh c# thl pg"t!rl, ci thl flmth 2!ll#.

M#f #c$ gt gs rlpjm"lf, $gth m lcry thmt $gjj

lpc$lr thmt plrsc#.

+# thl i!t!rl, lvlry tgl hl gs m`c!t tc jcsl hgs

2!ll#, hl $gjj hlmr thl lpc$lrg#n `ljgli.

gel thl "m#fy `mr `licrl, gt gs gpcssg`jl tc rll`lr thl jggtg#n `ljgli&

3l gs "c#tg#m!jjy rlg#flf ci thl lpc$lrg#n `ljgli.

>meg#n hg `lttlr m#f `lttlr mt pjmyg#n "hlss.


21/21

M"e#c$jlfnll#t

>m$ljj >mjt) E sy"hc(Ay`lr#ltg"s

M`c!t Qlji(gmnl

;g"hmrf @m#fjlr ( Fsg#n c!r @rmg# icr M Ahm#nl

%hl s$gsh, m#f thl "g#lm

Qtlvl# 3ljjlr ( >c#stlrs m#f >mng"mj Qtg"es

3yp#csgs g# m i!# $my

>g"hmlj 3mjj ( >g#f(g#ls ( g#ls :cr Ahm#ng#n >g#fs -Ql"c#f 5fgtgc#/

+i yc! #llf tc "hm#nl scl`cfys g#fs.

5 simple nlp tools

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