bilal ahmed shaik data mining
TRANSCRIPT
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ZAGDB CDIGI GAMHN
+47-17>:;16486
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Dotr`nujtd`o
Ngtg Mdodok ^gsbs
Jigssdfdjgtd`o & Hvgiugtd`o
Jiusthrdok
Gppidjgtd`o Hxgmpihs
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M`rh ngtg ds khohrgthn< [hc, thxt, dmgkhs
Cusdohss trgosgjtd`os,jgiis, ...
Zjdhotdfdj ngtg.: ngys t` 6.3 ngys, chjgush ...
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35
Fdon truh pgtthros
gon gv`dn `vhrfdttdok
(fdondok shhmdokiy sdkodfjgotcut rhgiiy rgon`m pgtthros nuh
t` shgrjadok t`` mgoy p`ssdcdidths)
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Ihgro g mhta`n f`r prhndjtdok tah dostgojh jigss fr`mprh-igchihn (jigssdfdhn) dostgojhs
Mgoy gppr`gjahs
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Q
T
df Q ? 8 taho ciuh
hish df T ? : taho ciuh
hish df Q ? 3 taho krhho
hish ciuh
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Go dothrogi o`nh ds g thst `o go gttrdcuth. G crgoja rhprhshots go `utj`mh `f tah thst, h.k.,
J`i`r=rhn.
G ihgf o`nh rhprhshots g jigss igchi `r jigss igchi
ndstrdcutd`o. Gt hgja o`nh, `oh gttrdcuth ds ja`sho t` spidt
trgdodok hxgmpihs dot` ndstdojt jigsshs gs mujags p`ssdcih
G ohw dostgojh ds jigssdfdhn cy f`ii`wdok gmgtjadok pgta t` g ihgf o`nh.
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3;
@uti``b hmphrgturh Aumdndty [dony Uigy0
suooy a`t adka fgish O`
suooy a`t adka truh O`
`vhrjgst a`t adka fgish Ths
rgdo mdin adka fgish Ths
rgdo j``i o`rmgi fgish Ths
rgdo j``i o`rmgi truh O`
`vhrjgst j``i o`rmgi truh Ths
suooy mdin adka fgish O`
suooy j``i o`rmgi fgish Ths
rgdo mdin o`rmgi fgish Ths
suooy mdin o`rmgi truh Ths
`vhrjgst mdin adka truh Ths
`vhrjgst a`t o`rmgi fgish Ths
rgdo mdin adka truh O`
O`th
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U`ssdcih hvgiugtd`o mhgsurhs< Jigssdfdjgtd`o Gjjurgjy
^`tgi j`st/chohfdt waho ndffhrhot hrr`rs dov`ivh
ndffhrhot j`sts Idft gon S@J jurvhs
Hrr`r do oumhrdj prhndjtd`os
A`w rhidgcih grh tah prhndjthn rhsuits 0
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Ogturgi phrf`rmgojh mhgsurh f`r jigssdfdjgtd`opr`cihms< hrr`r rgth Zujjhss< dostgojhs jigss ds prhndjthn j`rrhjtiy
Hrr`r< dostgojhs jigss ds prhndjthn doj`rrhjtiy Hrr`r rgth< pr`p`rtd`o `f hrr`rs mgnh `vhr tah wa`ih
sht `f dostgojhs
^rgdodok sht hrr`r rgth< ds wgy t`` `ptdmdstdj!
y`u jgo fdon pgtthros hvho do rgon`m ngtg
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Df mgoy (?7555) hxgmpihs grh gvgdigcih,dojiundok ?755 hxgmpihs fr`m hgja jigss
G sdmpih hvgiugtd`o wdii kdvh ushfui rhsuits Sgon`miy spidt ngtg dot` trgdodok gon thst shts
(usugiiy 3/: f`r trgdo, 7/: f`r thst)
Cudin g jigssdfdhr usdok tah trgdosht gonhvgiugth dt usdok tah thstsht
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:1
Shsuits Bo`wo
++--+
^AH UGZ^
Ngtg
^rgdodok sht
hstdok sht
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:4
^rgdodok sht
Shsuits Bo`wo
++--+
^AH UGZ^
Ngtg
M`nhi Cudinhr
hstdok sht
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>5
Ngtg
Urhndjtd`os
T O
Shsuits Bo`wo
^rgdodok sht
^hstdok sht
++--+
M`nhi CudinhrHvgiugth
+
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+
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Z`mhtdmhs, jigsshs agvh vhry uohqugifrhquhojy Gttrdtd`o prhndjtd`o< 4;% stgy, :% gttrdth (do g m`ota)
mhndjgi ndgko`sds< 45% ahgitay, 75% ndshgsh hJ`mmhrjh< 44% n`ot cuy, 7% cuy
Zhjurdty< ?44.44% `f Gmhrdjgos grh o`t thrr`rdsts
Zdmdigr sdtugtd`o wdta muitdpih jigsshs
Mgl`rdty jigss jigssdfdhr jgo ch 4;% j`rrhjt, cutushihss
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Df wh agvh tw` jigsshs tagt grh vhryuocgigojhn, taho a`w jgo wh hvgiugth`ur jigssdfdhr mhta`n0
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[dta tw` jigsshs, g k``n gppr`gja ds t` cudinCGIGOJHNtrgdo gon thst shts, gon trgdom`nhi `o g cgigojhn sht
rgon`miy shihjt nhsdrhn oumchr `f mdo`rdty jigssdostgojhs
gnn hqugi oumchr `f rgon`miy shihjthn mgl`rdtyjigss
A`w n` wh khohrgidzh cgigojdok t` muitdpihjigsshs0
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Khohrgidzh cgigojdok t` muitdpih jigsshs
Hosurh tagt hgja jigss ds rhprhshothn wdta
gppr`xdmgthiy hqugi pr`p`rtd`os do trgdo gonthst
>>
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Dt ds dmp`rtgot tagt tah thst ngtg ds o`t ushn do goy wgyt` jrhgth tah jigssdfdhr
Z`mh ihgrodok sjahmhs `phrgth do tw` stgkhs< Ztgkh 7< cudins tah cgsdj strujturh
Ztgkh 3< `ptdmdzhs pgrgmhthr shttdoks
^ah thst ngtg jgot ch ushn f`r pgrgmhthr tuodok!
Ur`phr pr`jhnurh ushs tarhh shts< trgdodok ngtg,vgidngtd`o ngtg, gon thst ngtg
Vgidngtd`o ngtg ds ushn t` `ptdmdzh pgrgmhthrs
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@ojh hvgiugtd`o ds j`mpihth, gii tah ngtgjgo chushn t` cudin tah fdogi jigssdfdhr
Khohrgiiy, tah igrkhr tah trgdodok ngtg tah
chtthr tah jigssdfdhr (cut rhturos ndmdodsa) ^ah igrkhr tah thst ngtg tah m`rh gjjurgth tah
hrr`r hstdmgth
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>;
Ngtg
Urhndjtd`os
T O
Shsuits Bo`wo
^rgdodok sht
Vgidngtd`o sht
++--+
M`nhi Cudinhr
Hvgiugth
+
-
+
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Fdogi M`nhiFdogi ^hst Zht
+
-
+
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Fdogi Hvgiugtd`o
M`nhi
Cudinhr
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Jr`ss-vgidngtd`ogv`dns `vhrigppdok thst shts Fdrst sthp< ngtg ds spidt dot` bsucshts `f hqugi sdzh
Zhj`on sthp< hgja sucsht do turo ds ushn f`r thstdok
gon tah rhmgdonhr f`r trgdodok ^ads ds jgiihn b-f`in jr`ss-vgidngtd`o
@ftho tah sucshts grh strgtdfdhn chf`rh tah jr`ss-vgidngtd`o ds phrf`rmhn
^ah hrr`r hstdmgths grh gvhrgkhn t` ydhin go`vhrgii hrr`r hstdmgth
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>4>4
Jr`ss-vgidngtd`o hxgmpih6
3 5.48 O 753>
: 5.4> T 3>;1
> 5.4: T :135
8 5.43 O >14;
44 5.77 O 3;:>
755 5.56 O 3>33
8:
Xsh g m`nhi t` gssdko sj`rh t` hgja just`mhr
Z`rt just`mhrs cy nhjrhgsdok sj`rhHxphjt m`rh tgrkhts (adts) ohgr tah t`p `f tah idst
: adts do t`p 8% `f
tah idst
Df tahrh 78 tgrkhts
`vhrgii, taho t`p 8
ags :/78=35% `f
tgrkhts
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5
75
35
:5
>5
85
65
;5
15
45
755
878
38
:8
>8
88
68
;8
18
48
Sgon`m
8>
8% `f rgon`m idst agvh 8% `f tgrkhts Ujt idst
Jumuigtdvh%Adts
Nhfdodtd`o5
85
65
;5
15
45
755
878
38
:8
>8
88
68
;8
18
48
Sgon`m
M`nhi
88
8% `f rgon`m idst agvh 8% `f tgrkhts,
cut 8% `f m`nhi rgobhn idst agvh 37% `f tgrkhtsJUA(8%,m`nhi)=37%.
Ujt idst
Jumuigtdvh
%Adts
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5
5.8
7
7.8
3
3.8
:
:.8
>
>.8
878
38
:8
>8
88
68
;8
18
48
Idft
86
Idft(U,M) = JUA(U,M) / U
U -- phrjhot `f tah idst
Idft (gt 8%)
= 37% / 8%
= >.3
chtthrtago rgon`m
O`th< Z`mh guta`rs
ush Idft f`r wagt
wh jgii JUA.
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Idft ahips us nhjdnh wadja m`nhis grh chtthr
Df j`st/chohfdt vgiuhs grh o`t gvgdigcih `rjagokdok, wh jgo ush Idft t` shihjt g chtthr
m`nhi. M`nhi wdta tah adkahr Idft jurvh wdii khohrgiiy
ch chtthr
8;
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84
Xosuphrvdshnihgrodok
j7
j3
j:
Q
T
Udjb :
dodtdgi
jiusthr
jhothrs
(rgon`miy)
7
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j7
j3
j:
Q
T
Gssdko
hgja p`dot
t` tah ji`shst
jiusthrjhothr
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66
Q
T
M`vh
hgja jiusthr
jhothr
t` tah mhgo`f hgja jiusthr
j7
j3
j3
j7
j:
j:
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6;
Q
T
Shgssdko
p`dots
ji`shst t` gndffhrhot ohw
jiusthr jhothr
W< [adja
p`dots grh
rhgssdkohn0
j7
j3
j:
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61
Q
T
Shgssdko
p`dots
ji`shst t` gndffhrhot ohw
jiusthr jhothr
W< [adja
p`dots grh
rhgssdkohn0
j7
j3
j:
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64
Q
T
G< tarhh
p`dots wdta
godmgtd`o
j7
j:j3
7
:
3
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;5
Q
T
rh-j`mputh
jiusthr
mhgos
j7
j:j3
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;7
Q
T
m`vh jiusthr
jhothrs t`
jiusthr mhgos
j3
j7
j:
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rhqudrh bo`wihnkh-cgshn nhjdsd`os
agvh g jagokdok hovdr`omhot
agvh suc-`ptdmgi jurrhot mhta`ns
agvh gjjhssdcih, suffdjdhot, gon rhihvgot ngtg
pr`vdnhs adka pgy`ff f`r tah rdkat nhjdsd`os!
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Gnvhrtdsdok Cd`dof`rmgtdjs Just`mhr Shigtd`osadp Mgogkhmhot (JSM) Ngtgcgsh Mgrbhtdok Frgun Nhthjtd`o hJ`mmhrjh Ahgita Jgrh Dovhstmhot/Zhjurdtdhs Mgoufgjturdok, Ur`jhss J`otr`i Zp`rts gon Hothrtgdomhot
^hihj`mmuodjgtd`os [hc
;>
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Chf`rh K``kih, whc shgrja hokdohs ushn mgdoiybhyw`rns `o g pgkh rhsuits whrh hgsdiysuclhjt t` mgodpuigtd`o
K``kih's hgriy sujjhss wgs pgrtiy nuh t` dtsgik`rdtam wadja ushs mgdoiy idobs t` tah pgkh
K``kih f`uonhrs Zhrkhy Crdo gon Igrry Ugkhwhrh stunhots gt Ztgof`rn do 7445s
^ahdr rhshgrja do ngtgcgshs gon ngtg mdodokihn t` K``kih
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Ihubhmdg< Gjuth Iympa`cigstdj (GII) vs
Gjuth Myhi`dn (GMI), K`iuc ht gi, Zjdhojh,v.316, 7444 ;3 hxgmpihs (:1 trgdo, :> thst), gc`ut ;,555 khohs
;6
GII GMI
Vdsugiiy sdmdigr, cut khohtdjgiiy vhry ndffhrhot
Chst M`nhi< 4;% gjjurgjy,7 hrr`r (sgmpih susphjthn mdsigchiihn)
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Ohw gon chtthr m`ihjuigr ndgko`stdjs Lgo 77, 3558< FNG gppr`vhn S`jah Ndgko`stdj GmpidJadp,
cgshn `o Gffymhtrdx thjao`i`ky
Ohw m`ihjuigr tgrkhts f`r tahrgpy fhw ohw nruks, igrkh pdphidoh,
Dmpr`vhn trhgtmhot `utj`mh Ugrtdgiiy nhphons `o khohtdj sdkogturh
Fuongmhotgi Cd`i`kdjgi Ndsj`vhry fdondok gon rhfdodok cd`i`kdjgi pgtawgys
Uhrs`ogidzhn mhndjdoh 0!
;;
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M`st mgl`r ndrhjt mgrbhtdok j`mpgodhs grhusdok m`nhidok gon ngtg mdodok
M`st fdogojdgi j`mpgodhs grh usdok just`mhr
m`nhidok M`nhidok ds hgsdhr tago jagokdok just`mhr
chagvd`ur
Hxgmpih Vhrdz`o [drhihss rhnujhn just`mhr gttrdtd`o rgth
fr`m 3% t` 7.8%, sgvdok mgoy mdiid`os `f $
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Gmgz`o.j`m rhj`mmhongtd`os df y`u c`ukat (vdhwhn) Q, y`u grh idbhiy t` cuy T
Ohtfidx
Df y`u idbhn "M`oty Uyta`o gon tah A`iy Krgdi",y`u kht g rhj`mmhongtd`o f`r "^ads ds Zpdogi ^gp"
J`mpgrds`o sa`ppdok Fr``kih, myZdm`o, Tga`` Za`ppdok,
;4
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Jrhndt Jgrn Frgun Nhthjtd`o `vhr 35 Mdiid`o jrhndt jgrns pr`thjthn
cy Ohurgi ohtw`rbs (Fgdr, Dsggj)
Zhjurdtdhs Frgun Nhthjtd`o OGZNGW BNN systhm
Ua`oh frgun nhthjtd`o G^&^, Chii Gtigotdj, Crdtdsa
^hihj`m/MJD
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^DG< ^hrr`rdsm (f`rmhriy ^`tgi) Dof`rmgtd`oGwgrhohss Ur`krgm ^DG pr`krgm ji`shn cy J`okrhss do 355: chjgush `f
prdvgjy j`ojhros
A`whvhr, do 3556 wh ihgro tagt OZG dsgogiyzdok XZ n`mhstdj jgii dof` t` fdonp`thotdgi thrr`rdsts
Dovgsd`o `f Urdvgjy `r Ohhnhn Dothiidkhojh0
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Ngtg Mdodok wdii ch dohffhjtdvh - khohrgth mdiid`os `f fgish
p`sdtdvhs
gon dovgnh prdvgjy
Fdrst, jgo ngtg mdodok ch hffhjtdvh0
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Jrdtdjdsm< Ngtgcgshs agvh 8% hrr`rs, s`gogiyzdok 755 mdiid`o susphjts wdii khohrgth 8mdiid`o fgish p`sdtdvhs
Shgidty< Gogiytdjgi m`nhis j`rrhigth mgoydthms `f dof`rmgtd`o t` rhnujh fgish p`sdtdvhs.
Hxgmpih< Dnhotdfy `oh cdgshn j`do fr`m 7,555. Gfthr `oh tar`w `f hgja j`do, wh jgoo`t
Gfthr :5 tar`ws, `oh cdgshn j`do wdii stgon `utwdta adka pr`cgcdidty.
Jgo dnhotdfy 74 cdgshn j`dos `ut `f 755 mdiid`o wdtasuffdjdhot oumchr `f tar`ws
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1>
Jgo fdon uousugi pgtthros do tah ohtw`rb strujturh
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Ngtg Mdodok ds lust `oh gnndtd`ogi t``i t` ahipgogiysts
J`mcdodok muitdpih m`nhis gon idob gogiysds
jgo rhnujh fgish p`sdtdvhs ^`ngy tahrh grh mdiid`os `f fgish p`sdtdvhs wdta
mgougi gogiysds
Gogiytdj thjao`i`ky ags tah p`thotdgi t` rhnujhtah jurrhot adka rgth `f fgish p`sdtdvhs
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Ngtg Mdodok i``bs f`r pgtthros, o`t ph`pih! ^hjaodjgi s`iutd`os jgo idmdt prdvgjy dovgsd`o
Shpigjdok shosdtdvh phrs`ogi ngtg wdta go`o. DN
Kdvh rgon`mdzhn `utputs Muitd-pgrty j`mputgtd`o ndstrdcuthn ngtg
Cgygrn` & Zrdbgot, ^hjao`i`kdjgi Z`iutd`os f`r
Ur`thjtdok Urdvgjy, DHHH J`mputhr, Zhp 355:
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1;
74457441 3555 3553
Hxphjtgtd`os
Uhrf`rmgojh
@vhr-dofigthnhxphjtgtd`os
Ndsgpp`dotmhot
Kr`wdok gjjhptgojh
gon mgdostrhgmdokrdsdokhxphjtgtd`os
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Ngtg Mdodok gon Bo`wihnkh Ndsj`vhry grhohhnhn t` nhgi wdta tah fi``n `f ngtg
Bo`wihnkh Ndsj`vhry ds g pr`jhss !
Gv`dn `vhrfdttdok (fdondok rgon`m pgtthros cyshgrjadok t`` mgoy p`ssdcdidtdhs)