bilal ahmed shaik data mining

7/28/2019 Bilal Ahmed Shaik Data Mining

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ZAGDB CDIGI GAMHN

+47-17>:;16486


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Dotr`nujtdò

Ngtg Mdodok ^gsbs

Jigssdfdjgtdò & Hvgiugtdò

Jiusthrdok

Gppidjgtdò Hxgmpihs

3


3/88

M`rh ngtg ds khohrgthn< [hc, thxt, dmgkhs

Cusdohss trgosgjtd`os,jgiis, ...

Zjdhotdfdj ngtg.: ngys t` 6.3 ngys, chjgush ...


20/88

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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33

Ihgro g mhta`n f`r prhndjtdok tah dostgojh jigss fr`mprh-igchihn (jigssdfdhn) dostgojhs

Mgoy gppr`gjahs


25/88

38

Q

T

df Q ? 8 taho ciuh

hish df T ? : taho ciuh

hish df Q ? 3 taho krhho

hish ciuh

83

:


26/88

Go dothrogi o`nh ds g thst ò go gttrdcuth. G crgoja rhprhshots go ùtj`mh `f tah thst, h.k.,

Jì`r=rhn.

G ihgf o`nh rhprhshots g jigss igchi `r jigss igchi

ndstrdcutdò. Gt hgja o`nh, òh gttrdcuth ds ja`sho t` spidt

trgdodok hxgmpihs dot` ndstdojt jigsshs gs mujags p`ssdcih

G ohw dostgojh ds jigssdfdhn cy fìi`wdok gmgtjadok pgta t` g ihgf o`nh.

36


27/88

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`ì o`rmgi fgish Ths

rgdo j`ì o`rmgi truh O`

`vhrjgst j`ì o`rmgi truh Ths

suooy mdin adka fgish O`

suooy j`ì 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 hvgiugtdò mhgsurhs< Jigssdfdjgtdò Gjjurgjy

^`tgi j`st/chohfdt waho ndffhrhot hrr`rs dovìvh

ndffhrhot j`sts Idft gon S@J jurvhs

Hrr`r do oumhrdj prhndjtdòs

A`w rhidgcih grh tah prhndjthn rhsuits 0

:8


36/88

Ogturgi phrf`rmgojh mhgsurh f`r jigssdfdjgtdòpr`cihms< hrr`r rgth Zujjhss< dostgojhs jigss ds prhndjthn j`rrhjtiy

Hrr`r< dostgojhs jigss ds prhndjthn doj`rrhjtiy Hrr`r rgth< pr`p`rtdò `f hrr`rs mgnh `vhr tah waìh

sht `f dostgojhs

^rgdodok sht hrr`r rgth< ds wgy t`` `ptdmdstdj!

yù jgo fdon pgtthros hvho do rgon`m ngtg

:6


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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

:;


38/88

:1

Shsuits Bo`wo

++--+

^AH UGZ^

Ngtg

^rgdodok sht

hstdok sht


39/88

:4

^rgdodok sht

Shsuits Bo`wo

++--+

^AH UGZ^

Ngtg

M`nhi Cudinhr

hstdok sht


40/88

>5

Ngtg

Urhndjtd`os

T O

Shsuits Bo`wo

^rgdodok sht

^hstdok sht

++--+

M`nhi CudinhrHvgiugth

+

-

+

-


41/88

Z`mhtdmhs, jigsshs agvh vhry uohqugifrhquhojy Gttrdtdò prhndjtdò< 4;% stgy, :% gttrdth (do g mòta)

mhndjgi ndgko`sds< 45% ahgitay, 75% ndshgsh hJ`mmhrjh< 44% nòt cuy, 7% cuy

Zhjurdty< ?44.44% `f Gmhrdjgos grh o`t thrr`rdsts

Zdmdigr sdtugtdò wdta muitdpih jigsshs

Mgl`rdty jigss jigssdfdhr jgo ch 4;% j`rrhjt, cutushihss

>7


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Df wh agvh tw` jigsshs tagt grh vhryuocgigojhn, taho a`w jgo wh hvgiugth`ur jigssdfdhr mhta`n0

>3


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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

âh thst ngtg jgot ch ushn f`r pgrgmhthr tuodok!

Ur`phr pr`jhnurh ushs tarhh shts< trgdodok ngtg,vgidngtdò ngtg, gon thst ngtg

Vgidngtdò ngtg ds ushn t` `ptdmdzh pgrgmhthrs

>8


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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

>6


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>;

Ngtg

Urhndjtdòs

T O

Shsuits Bo`wo

^rgdodok sht

Vgidngtdò sht

++--+

M`nhi Cudinhr

Hvgiugth

+

-

+

-

Fdogi M`nhiFdogi ^hst Zht

+

-

+

-

Fdogi Hvgiugtdò

M`nhi

Cudinhr


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Jr`ss-vgidngtdògv`dns `vhrigppdok thst shts Fdrst sthp< ngtg ds spidt dot` bsucshts `f hqugi sdzh

Zhjòn sthp< hgja sucsht do turo ds ushn f`r thstdok

gon tah rhmgdonhr f`r trgdodok âds ds jgiihn b-fìn jr`ss-vgidngtdò

@ftho tah sucshts grh strgtdfdhn chf`rh tah jr`ss-vgidngtdò ds phrf`rmhn

âh hrr`r hstdmgths grh gvhrgkhn t` ydhin go`vhrgii hrr`r hstdmgth

>1


49/88

>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


56/88

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.


57/88

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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59/88

84

Xosuphrvdshnihgrodok

j7

j3

j:

Q

T

Udjb :

dodtdgi

jiusthr

jhothrs

(rgon`miy)

7


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68

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:


68/88

61

Q

T

Shgssdko

p`dots

ji`shst t` gndffhrhot ohw

jiusthr jhothr

W< [adja

p`dots grh

rhgssdkohn0

j7

j3

j:


69/88

64

Q

T

G< tarhh

p`dots wdta

godmgtd`o

j7

j:j3

7

:

3


70/88

;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 nhjdsdòs

agvh g jagokdok hovdròmhot

agvh suc-`ptdmgi jurrhot mhta`ns

agvh gjjhssdcih, suffdjdhot, gon rhihvgot ngtg

pr`vdnhs adka pgy`ff f`r tah rdkat nhjdsdòs!

;:


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Gnvhrtdsdok Cd`dof`rmgtdjs Just`mhr Shigtdòsadp Mgogkhmhot (JSM) Ngtgcgsh Mgrbhtdok Frgun Nhthjtdò hJ`mmhrjh Ahgita Jgrh Dovhstmhot/Zhjurdtdhs Mgoufgjturdok, Ur`jhss Jòtrì Zp`rts gon Hothrtgdomhot

^hihj`mmuodjgtdòs [hc

;>


75/88

Chf`rh K``kih, whc shgrja hokdohs ushn mgdoiybhyw`rns ò g pgkh rhsuits whrh hgsdiysuclhjt t` mgodpuigtdò

K``kih's hgriy sujjhss wgs pgrtiy nuh t` dtsgik`rdtam wadja ushs mgdoiy idobs t` tah pgkh

K``kih fùonhrs Zhrkhy Crdo gon Igrry Ugkhwhrh stunhots gt Ztgof`rn do 7445s

âhdr rhshgrja do ngtgcgshs gon ngtg mdodokihn t` K``kih

;8


76/88

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 mìhjuigr ndgko`stdjs Lgo 77, 3558< FNG gppr`vhn S`jah Ndgko`stdj GmpidJadp,

cgshn ò Gffymhtrdx thjaoì`ky

Ohw mìhjuigr tgrkhts f`r tahrgpy fhw ohw nruks, igrkh pdphidoh,

Dmpr`vhn trhgtmhot ùtj`mh Ugrtdgiiy nhphons ò khohtdj sdkogturh

Fuongmhotgi Cdì`kdjgi Ndsj`vhry fdondok gon rhfdodok cdì`kdjgi pgtawgys

Uhrsògidzhn mhndjdoh 0!

;;


78/88

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

chagvdùr

Hxgmpih Vhrdzò [drhihss rhnujhn just`mhr gttrdtdò rgth

fr`m 3% t` 7.8%, sgvdok mgoy mdiidòs `f $

;1


79/88

Gmgzò.j`m rhj`mmhongtdòs df yù cùkat (vdhwhn) Q, yù grh idbhiy t` cuy T

Ohtfidx

Df yù idbhn "Mòty Uytaò gon tah Aìy Krgdi",yù kht g rhj`mmhongtdò f`r "âds ds Zpdogi ^gp"

J`mpgrdsò sa`ppdok Fr``kih, myZdmò, Tga`` Za`ppdok,

;4


80/88

Jrhndt Jgrn Frgun Nhthjtdò `vhr 35 Mdiidò jrhndt jgrns pr`thjthn

cy Ohurgi ohtw`rbs (Fgdr, Dsggj)

Zhjurdtdhs Frgun Nhthjtdò OGZNGW BNN systhm

Uaòh frgun nhthjtdò G^&^, Chii Gtigotdj, Crdtdsa

^hihj`m/MJD

15


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^DG< ^hrr`rdsm (f`rmhriy ^`tgi) Dof`rmgtdòGwgrhohss Ur`krgm ^DG pr`krgm ji`shn cy Jòkrhss do 355: chjgush `f

prdvgjy jòjhros

A`whvhr, do 3556 wh ihgro tagt OZG dsgogiyzdok XZ n`mhstdj jgii dof` t` fdonp`thotdgi thrr`rdsts

Dovgsdò `f Urdvgjy `r Ohhnhn Dothiidkhojh0

17


82/88

Ngtg Mdodok wdii ch dohffhjtdvh - khohrgth mdiid`os `f fgish

p`sdtdvhs

gon dovgnh prdvgjy

Fdrst, jgo ngtg mdodok ch hffhjtdvh0

13


83/88

Jrdtdjdsm< Ngtgcgshs agvh 8% hrr`rs, s`gogiyzdok 755 mdiidò susphjts wdii khohrgth 8mdiidò fgish p`sdtdvhs

Shgidty< Gogiytdjgi m`nhis j`rrhigth mgoydthms `f dof`rmgtdò t` rhnujh fgish p`sdtdvhs.

Hxgmpih< Dnhotdfy òh cdgshn j`do fr`m 7,555. Gfthr òh tar`w `f hgja j`do, wh jgoo`t

Gfthr :5 tar`ws, òh cdgshn j`do wdii stgon ùtwdta adka pr`cgcdidty.

Jgo dnhotdfy 74 cdgshn j`dos ùt `f 755 mdiidò wdtasuffdjdhot oumchr `f tar`ws

1:


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1>

Jgo fdon uousugi pgtthros do tah ohtw`rb strujturh


85/88

Ngtg Mdodok ds lust òh gnndtdògi t`ì t` ahipgogiysts

J`mcdodok muitdpih m`nhis gon idob gogiysds

jgo rhnujh fgish p`sdtdvhs ^`ngy tahrh grh mdiidòs `f fgish p`sdtdvhs wdta

mgougi gogiysds

Gogiytdj thjaoì`ky ags tah p`thotdgi t` rhnujhtah jurrhot adka rgth `f fgish p`sdtdvhs

18


86/88

Ngtg Mdodok i``bs f`r pgtthros, o`t ph`pih! ^hjaodjgi sìutdòs jgo idmdt prdvgjy dovgsdò

Shpigjdok shosdtdvh phrsògi ngtg wdta goò. DN

Kdvh rgon`mdzhn ùtputs Muitd-pgrty j`mputgtdò ndstrdcuthn ngtg

Cgygrn` & Zrdbgot, ^hjaoì`kdjgi Zìutdòs f`r

Ur`thjtdok Urdvgjy, DHHH J`mputhr, Zhp 355:

16


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1;

74457441 3555 3553

Hxphjtgtdòs

Uhrf`rmgojh

@vhr-dofigthnhxphjtgtdòs

Ndsgpp`dotmhot

Kr`wdok gjjhptgojh

gon mgdostrhgmdokrdsdokhxphjtgtdòs

3558


88/88

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)

bilal ahmed shaik data mining

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