Docsity
Docsity

Prepare-se para as provas
Prepare-se para as provas

Estude fácil! Tem muito documento disponível na Docsity


Ganhe pontos para baixar
Ganhe pontos para baixar

Ganhe pontos ajudando outros esrudantes ou compre um plano Premium


Guias e Dicas
Guias e Dicas


Análise de Dados em Redes Sociais com Python, Notas de estudo de Educação Física

Uma análise de dados em redes sociais usando a linguagem de programação python. A análise inclui a coleta de dados, limpeza e processamento, visualização e extração de insights. Além disso, o documento aborda a importância da análise de dados em redes sociais e como ela pode ser aplicada em diferentes contextos.

Tipologia: Notas de estudo

2012

Compartilhado em 15/03/2012

jos-stedile-10
jos-stedile-10 🇧🇷

1 documento

1 / 9

Toggle sidebar

Esta página não é visível na pré-visualização

Não perca as partes importantes!

bg1
 

! #"%$'&)(#+*-,.!/0$' #1
2434562474587:9;9<2
= >?A@BCEDGFIH
JLKM
C
NOQPSR6O)T4U6PRVOXW4YZ\[R6]^Z`_4]^Uba6Y`PcUedcf^R6]6ghUedcR6ijghYfkPR6OXTlUmY`OcnX[
o
dcfpPcUWqR6OT4U6PSR6Ors_4YutqYwv!TlixR6T
gyR6z`f{R|n4R6dSROQf4i}Y`Oci~U4ers_qR6TlW4UQUa6YiYr_lYf^TPSfkPS_4]^RaVR.8%hq#Qwy'c64~6q
NOcZ`dcYwaeY_;:nUedbYlY`i}nl]^U4<6^w!8%-qbQw.'c6:~6qlrs_4Yn4dcYwPSY`T4W4f{RZ`UeTPSYd
R6rs_4fp]^U4)W4U[RV]^Z_l]^UfpghYdQYT4Z`f{R6]<Y}¡¢TsPcY£edcR6]'¤rs_4Yw¥y}nqR6dcRU¦_lOcU¦rs_4U6Pcf^W4f^R6T4U
W4U§lUei}Y`i¨<©6y'%\Ue_GOcY¢cRlXrs_4Yrs_4YdQf{RAaeY`dR6O-ZU6f^OSRVO|ghYfkPR6O`Lª«tqY`vT4i}R6TYdSR
U}tqY`vT4i}R6T\qY¬Y_OQUe_Y`_\ixRVOqnqR6Z`f'®Y`T4Zf^Rl¯<YOcnYdQUxrs_4Y°OcY±cRVi [_!PSYfpOnqR6dcR~rs_4Y`i
R6fpT4WqRxrs_4Yi~Uei~YTPRVT4Y8R6i~YTPcY6;nldcYZ`f^OcRAW4UZX[R6]pZ_4]pU}a6Y`PSU6dcf{RV]nqR6dcR}²qT4O-nldq[RVPcf^ZU6O¯
gyR6z`Yd³_4i}RLZUeTPSRl´
µ°¶RVUnldcUZ_4dQYR6rs_4f-n4dcUVgh_4T4W4fpWqR6W4YVmUe_·W4Y`i}U6T4OQPcdSR:¸ZV¶UeYOET4UaVR6Oº¹yUe_»a6Y]^§4R6O´½¼w¯
U6ghY`dcY`ZYi~UeOR6rs_4f_li¾RV]^£eUedQfpPci}UErs_4Y}PcUedcT4R6dq[RU¦ZX[R6]pZ_4]pUWlYxYw!n4dQYOQO¶UeY`O~rs_4YxYT!¿
a6Ue]paVR6iÁÀÂ'Ã4ÄVÅÇÆ4YwPSZVq_4ixRPcdcfka!f^R6]^fpWqR6W4YVµmR»[_l]pPSfpixROcY¸Z6¶R6U~Y_EZ`Uei}Y`TPSUZUei~UOcY
gyR6z-Z\[R6]^Z`_4]^ULa6Y`PcUedcf^R6]Xrs_qR6T4W4U~UUeÈQYwPSfpa6U}T;¶R6UÉ[Y¬O4[U}ZR6]^Z`_4]{RVd
Ê ËÌC@
M
H
JLKM
C Í ÎGBÍ-Ï8Ð8Ñ Ð8?
M
BÍ-Ò
ÓiÌaeYwPSUed~OcY`dq[ROcYi~n4dQYdQYn4dQYOcY`TPR6W4UÔn:UedOQ_qR6O~ZUei~nUeT4YTPcYO~Z8R6dÕPSYOQf{R6T4R6OÖª
a6Y`PSU6dAר~VW4Y<Z`Uei}nUeT4Y`TPSYOØ4ÙÚ%OcYd4[RmRVn4dcY`OcYTPSR6W4URVOcOcfpi¯'ÛQUaeYwPSUed¤Ø4Ù{Ü4%OcY`iÝixRVf^UedQYO
Z`Uei}Y`TP[R6dQf^UeO`#Þ|OOcY`£e_4f^TPcYO³dcY`]{R:¸ZV¶UeYO³O¶RVUÖ[U6Èsaf^R6O¯
¹×
Ø»ß ×
à¼±Ùâá Ø4Ù!ßÖà¦Ù ¹ÕãǼ
¹yäAר°¼±Ùâá ä#Ø4Ù ¹'åe¼
UeTlW4Yäâ[Y_4iæT|[_4i~YdQU4°µmU6PcY~rs_4YU+[
o
TlW4f^Z`YLÂn:UW4YR6OQOc_4i~f^d|UeOaVR6]^UedQYOãe½åxY~çl
è)U!WlUeO³UeO[
o
T4Wlf^ZY`O³r_lY°RVnqR6dcY`ZY`d¶R6U}R6rs_4fR6OQOc_4i~f^d`¶R6UYOQOcYOaVR6]^UedQYO`
ã
pf3
pf4
pf5
pf8
pf9

Pré-visualização parcial do texto

Baixe Análise de Dados em Redes Sociais com Python e outras Notas de estudo em PDF para Educação Física, somente na Docsity!

= >?A@BCEDGFIHJLKM C

NOQPSR6O)T4U6PRVOXW4YZ[R6]^Z_4]^Uba6YPcUedcf^R6]6ghUedcR6ijghYfkPR6OXTlUmYOcnX[o dcfpPcUWqR6OT4U6PSR6Ors_4YutqYwv!TlixR6T gyR6zf{R|n4R6dSROQf4i}YOci~U4ers_qR6TlW4U€QUa6Yi‚Yrƒ_lYf^T‚PSfkPS_4]^RaVR„„„. 8†%‡ˆh‰qŠ#‹Œ‡QƒŽwˆy'Žc64‘~6’q“ NOcZdcYwaeY_;:nŒUedbY”lYi}nl]^U4•<6^Žw–!—–‚˜ 8†%‡-ˆ™‰qŠb‹Œ‡QƒŽwˆ.'Žc6:‘~6’qlrs_4Yšn4dcYwPSYT4W4f{R›ZUeT‚PSYd R6rs_4fp]^U4)W4Uœž[RV]^Z_l]^U ŸfpghYdQYT4Zf{R6]<Y}¡¢TsPcY£edcR6]'¤rs_4Y ˜Šw‡¥y}nqR6dcR U¦lOcU¦rs_4U6Pcf^W4f^R6T4U W4Už§lUei}Yi¨‹Œ‡<©6ˆy'ކ%\Ue_GOcY¢€cRlXrs_4Y›rs_4YdQf{RAaeYdšR6O-ZU6f^OSRVO|ghYfkPR6O“Lª«tqYvƒT4i}R6TYdSR U}tqYvƒT4i}R6T\qY¬Y_ OQUe_ Y\ixRVOqnqR6Zf'® YT4Zf^Rl¯<YOcnŒYdQUxrs_4Y°OcY±€cRVi _!PSYfpOnqR6dcR~rs_4Yi[  R6fpT4WqRxrs_4Y›i~Uei~YT‚PRVT4Y8R6i~YT‚PcY6;nldcYZf^OcRAW4UžZX[R6]pZ_4]pU}a6YPSU6dcf{RV]nqR6dcR}²qT4O-nldq[RVPcf^ZU6O¯ gyR6zYd³_4i}RLZUeT‚PSRl´ μ°¶RVUnldcUƒZ4dQYR6rs_4f-n4dcUVgh_4T4W4fpWqR6W4YVmUe·W4Yi}U6T4OQPcdSR:¸ZV¶UeYOET4UaVR6Oº¹yUe_»a6Y]^§4R6O´½¼w¯ U6ghYdcYZYi~UeOR6rs_4f_li¾RV]^£eUedQfpPci}UErs_4Y}PcUedcT4R6dq[RU¦ZX[R6]pZ_4]pU WlYxYw”!n4dQYOQO¶UeYO~rs_4YxYT!¿ a6Ue]paVR6iÁÀ‚Â'Ã4ÄVÅÇÆ4YwPSZVq_4ixRPcdcfka!f^R6]^fpWqR6W4YV“μmR»[ _l]pPSfpixRšOcYƒ¸Z6¶R6U~Y_EZUei}YT‚PSUZUei~U›OcY gyR6z-Z[R6]^Z_4]^ULa6YPcUedcf^R6]Xrs_qR6T4W4U~UUeȃ€QYwPSfpa6U}T;¶R6UÉ[Y¬O4[U}ZR6]^Z`_4]{RVd“

Ê ËÌC@ M JLKH M C Í ÎGBÍ-Ï8Ð8Ñ Ð8? M BÍ-Ò

ÓiÌaeYwPSUed~OcYdq[ROcYi~n4dQY dQYn4dQYOcYT‚PR6W4UÔn:Ued›OQ_qR6O~ZUei~nŒUeT4YT‚PcYO~Z8R6dÕPSYOQf{R6T4R6O“Öª a6YPSU6dAר~VW4Y<ZUei}nŒUeT4YT‚PSYOØ4ÙÚ%OcYd4[RmRVn4dcYOcYT‚PSR6W4URVOcOcfpi ¯'ÛQUaeYwPSUed¤Ø4Ù{Ü4%OcYiÝixRVf^UedQYO ZUei}YT‚P[ R6dQf^UeO“#Þ|OOcY£e_4f^T‚PcYO³dcY]{R:¸ZV¶UeYO³O¶RVUÖ[U6Èsaƒf^R6O¯

¹Ø»ß× à¼±Ùâá× Ø4Ù!ßÖà¦Ù ¹ÕãǼ ¹yäAר°¼±Ùâá ä#Ø4Ù ¹'åe¼

UeTlW4Yäâ[Y›_4iæT|[_4i~YdQU4“°μmU6PcY~rs_4YU+[o TlW4f^ZYLÂn:UƒW4YR6OQOc_4i~f^d|UeOaVR6]^UedQYO›ãe½åxY~çl“ è)U!WlUeO³UeOš[o T4Wlf^ZYO³rƒ_lY°RVnqR6dcYZYd¶R6U}R6rs_4fR6OQOc_4i~f^d¶R6U›YOQOcYOaVR6]^UedQYO“

ã

ªnldcUƒW4_lPSU~YOQZ8R6]^R6dW4YšW4UefpObaeYwPSUedQYO Ø× Y à× 4W4YT4U6PSR6W4U~n:Uedº×Ø (^) à× Y¬YOcZ`dcfpPcU[

Ø× à × á

  Ù 

Ø

4Ùhà¦Ù ¹.炼

μU YT‚PRVTsPcU4³U O[o iLȌUe]^U+W4Y¦OQUeixR! A[Y¦dQYW4_4TlWqR6T‚PSYV“ R6i}U6O}Y]^f^i~f^T[R%¿¢]pU4<YOÕ¿ ZdcYa6YT4WlUxU~n4dcUƒW4_lPcU~YOcZR6]{R6d³RVOcOcfpi ¯

× Ø  × à á Ø qٙàGÙ ¹s¼

ÞdcY£edSR Yšrƒ_lY6Œrƒ_4R6T4W4U~UeO°[[ o T4W4fpZYOO¶R6U~dcYnŒYPcf^W4U6OL¹hZUei~UU} T4YOQOSR~Yw”!n4dcYOcO¶R6Us¼E[Y OQYi~n4dcY-ghYfkPRL_4i}R›OcUei}R›nqR6dcRU [oTlW4f^ZYf^T4WlU~WlY~ã¬RVP![Y¬çl“ N”!Yi~n4]^UeO¯ ¹±ãǼ   Ù 

Ø

4ÙhØ4ÙÝØ4ÙhØ4Ù:áIØQØß ØØßÖØ (^) Ø  ájØ (^)  ßÖØ (^)  ßÖØ (^)  áר  ¹e¼

¹.åe¼

  Ù 

  (^) 

Ø

4Ùyà¦Ù (^) ! áIØ4Ùhà¦Ù (^) ! á ¹'ØQà"cߚØà#ßšØ (^) à ¼`¹$% (^)  Qß&' (^)  wß& (^)  ¼

¹ (‚¼ á ¹lר (^) à× ¼¹×  × ¼ ¹)e¼ ¹y炼}ªæO[o iLȌUe]^U+*wÙ (^)  W4YT4Uei~f^TqRVW4U-,ƒŠw—ˆ'.,ƒŠ0/¬‡S†%’;ŠŽ 21 ‚Šw‡Ô[Y W4Y²qTlf^W4UÉRVOcOcfpi ¯3*4$Eá *5$á6* (^) $ á ãe“ 87 R6dcR}PSUƒWqR6O|R6O|U6_lPSdcR6OnŒUeOcOQf^È4fp]^f^W4R6W4YOwÙ (^)  á:9l“mÞ|OcOQf^i; á 69 l“ œuUeTlOcf^WlYdcY¬R›OcU6ixR

Ù (^) Ø  á<wÙ=cØ\ß>wÙ?wØß>*Ù (^) Ø  ¹@‚¼

7 ¤R6dSRAÂbáâãe\UÝ[_4T4fpZUxPcYdci~UArs_4YT\¶R6UžOQYR6Ts_4]{R YA*4$[ cØmá Ø“AB RVO-UžT[_4i}YdcU¦ã T\¶RVUPcYi T4R6WqRW4YšYOcnŒYZf{R6].4]^U6£eU4lWlYaeYi}U6O³PcYd³rs_4Y

  • wÙ (^) Ø  ájØ4Ù ¹C‚¼

μU6PSY-rs_4Y

Ù Ù\áD4$Xß>5$#ßE* (^) $ á ãß ãß ã|á ç ¹±ã;9‚¼

nŒUef^OU[o T4W4f^ZY-ÂcqdQYnŒYPSfpW4U44fpT4W4fpZ8R›R›OcUei}Rl“

å

7 "F9202E - F9%6-F9,"F!(&)wAU 9 ,"F).-/{&7 "/'F.-/,029g-F"/9,'L021E 02-F"F!#H&.-F{'F!#JmA 9 ,)!(459XG

^   ‹

‰

Œ

Ž

YlO.[

4 5E ‡l9'F!*+, !X4,029 A

^   ‹ ‰XY  ™   [ Œ Y ™  .[ Ž Y  ™ .[ YlO [

cCWZfXS(YlOZR,[1-F9,'P 7 X9,"%5V27 )#9HP

Y^  k[ ! ‹ Y" k[ $# ‹ ;%#>/@> @ ‹ ;&#('$) ' )*;&#()$' ) ' ‹   ™   YlO,+,[

 459,"/0 9 349 35V27 "/'/'M9g,45!#HS )!”-/9" 0 26_"/)!#d"IZ'l-/148A)#4E )#9g 0 5-/)-HPZW9.'l-/"/H

f.E uW'F9W Œ  Ž 'Do"/02EHdP25–—-F!#6 &.-F,PH&9.'%029!('g-F"F9.'37 "FZ'D.-F'gHZfIS#YDO+,[5S

. / ÍC~BÍ-Ñ M Ð8Ñ ÎÔC~B#@ M ?A@ Ò#ÒÐ8Ñ C

μYOQPSR›OcY!¸ZV¶R6UR6n4dQYOQYT‚PR6i~UeO³RLT4U6OcOSRLgV[UedQiL_4]^Ri0[RV£ef^ZRlsZUeiâRLrƒ_4R6];OQYd¶RVU~dQY8R6]pf^zR%¿ W4U6OnŒYrs_4YT4UeOi}fp]{R6£6dcYO“#N]{RÔ[YV¯

QÙ  QÙ 1032 á  0  2  * 2 *0 ¹±ã4)e¼

쬶R6U›R6n4dQYOQYT‚PR6dQYi~UeOT4YT4§s_4ixRLWlYi~UeT4OQPcdSR:¸ZV¶R6ULW4YOQPSRgV[UedciL_l]{Rl“μ°¶R6UÔ[YmU›YOcn[o dcfkPSU

W4YOQPSR6OT4UVPR6O“AÞÁfpW[Yf^R»[Y!,ƒŠŽ†%‡<© 54 ¢k6¯°RǀQ_4WqRiL_4fpPcUEU gyRVPcU W4Y~rs_4YxY]{RžPSYi _4ixR

YOQPSdQ_lPS_ldSRAiL_4fkPSU}Ocf^i~n4]pYO“mÞ|UA]pYfkPSUed³W4YOcZU6Tl²R6W4UEdQYZU6i}YT4W4UA_4i}RxW4YOcOcR6O-W4_qR6O

ZUef^OcR6O¯#a6Ydcfk²qZ8RVd³R›gV[U6dciL_4]^RllZR6OcU~R›Z8RVOcU ¹[Y-gyR6ZwPSfpa6Y].´ ¼lUe_EZU6T4Oc_4]kPR6d³R›dQYg±“6 ã7.4W4Y

8 fpd:96Y;:dcYwvƒO|Y=<R6Wlv>96Y?;;dQYvƒO¹yYOÕP[ RA@R›n³[R6£efpTqR )6炼w“¹ 8 YšYOÕPSfkaeYdZ§4Yf^UW4Y-aeUeT‚PSR6W4Y6

]pYf{RLU]pfpaƒdcULPcU!W4Ul4rs_4Y[Y-i_4fpPcU›È:Uei´½¼w“

BDCE FHGJIK%LNM LQPORQSUT

Þ n4dQf^i~YfpdSR¦R6nl]^f^ZR:¸Z6¶RVUGW4UGPSYU6dcYi}RGf^i~n:U6dQPRVTsP8[o OQOcf^i~UɹhYr“^¹Õã4)e¼Q¼Ô[ YžUºZ[R6]^Z_4]^UGW4U W4_ln4]^Un4dQU!W4_!PSU›aeYwPSUedQf{R6].¬×Ø œ ¹à× œâך¼“è¤Yi}U6O¯

VØ }œ × ¹×à œÁך¼%W

(^) Ù á QÙ (^)  Ø  ¹à× œâך¼ ¹±ã;@‚¼

7 )Ued³Ue_lPSdQU]{R6W4Ul ¹

×à œÁ×¼ á 032 uàX0 Y2 ¹±ã;C‚¼

W4Yši~U!WlU›rƒ_lY

V

×

Ø

œ ¹

<×à œâ×-¼ W Ù á ÕÙ  Ø  02 bàX0 Y2 ¹.å 9 ‚¼

μYOQPSR0[_4]pPcf^i}RšYrs_qR:¸Z6¶RVULPSYi~UeOuRZUeiÈ4f^TqRŒ¸Z6¶R6U QÙ  032 lrs_4Y YR°i}YOci}RZUefpOSRrs_4Y[

Ù  032 |“%7)Y]^U›PcYUedQYi}Rfpi}nŒUedÕPR6T‚P8[o OcOQf^i~U4

Ù  032 áDÙ 10 =  2 ‚.*wÙ 2 * 0 ¹.å!ãǼ

< XYaVR6TlW4U}YOQPcY¬dQYOQ_4]pPSR6W4U RY`r“{¹.å@ 9 ‚¼w4PcYi~UeO

VØ × œ ¹à× œ âך¼%W

Ù á ¹*Ù 10 * 2  *wÙ 2 * 0 p¼cØ à 0 Y2 ¹.åeåe¼

á àGÙ™Ø (^)    >)ÙyØ (^) à  á ¹lר (^) ¼cà¦Ù× 1·¹lר (^) à¼× 2)Ù

Ue_EOQY±€cRl4²qT4R6]^i~YT‚PSYV

× Ø œ ¹<×à œÁ×-¼á ¹lר (^) š¼m×× à ·¹lר (^) à¼X××  ¹.å6炼

7 RVdSR+ROQY£e_lT4WqR+R6n4]^fpZ8R:¸ZV¶R6U¦aVR6i~UeOLf^T‚PcdcUƒW4_4zfpdLU ÛÕaeYwPSUedQÜ EZ_%€cR6OZU6i}nŒUV¿× T4YT‚PSYOO¶RVU}WqRVWqR6O³n:U6d

¹ q×x¼¢Ù\á   

Ù

.å s¼

UeTlW4Y 

Ù<dcYn4dcYOcYT‚PSRlZ]{RVdSR6i~YT‚PSYVXRAÂy¿6[YOQf^i}RxZUƒUedcWlYTqR6W4REZR6dQPcYOQf{R6TqRAÂbáâãåSçl“ ÓOSR6dQYi~UeOPR6iLÈ[Yiâ_lixRR6È4dQY`aƒf{RŒ¸Z6¶R6Ui}R6f^ObWldq[R6OÕPSf^ZRl¯

¹q×x¼±Ù:á 

Ù ¹.å e¼

œuUei fpOQPSUÔn:UƒW4Yi~UeO~f^T‚PSdQU!Wl_4zfpd}U WlfpaeYdc£eYT‚PSY¦W4Y _4i Z8R6i~n:U+aeYwPSUedQf{R6].“ 8 Y¢€cR6i

Ø4Ù±¹



 ‚¼-R6OšZUei~n:U6T4YT‚PSYO°ZR6dQPcYOQf{R6TqRVO¬WlY}_4i Z8R6i~n:Uža6YPSU6dcf{RV]'“}ªÁZ8RVi}nŒUEYOÕ¿ ZR6]{R6dbÀsÂ.Ã·×ØÌ[YšW4YOQZdcfkPSUnŒUed

À ‚Â'Ã·×Ø á × Ø× á 

ÙyØqÙ ¹.å (‚¼

Ói¨WlYOSR%²qUžixRVf^O³f^T‚PSYdcYOcOSRVTsPcY YUxPcdSRVPSR6i~YT‚PSU}W4UAUenŒYdcR6W4UedmÄ6ŁÆ“ª[ dQU6PR6Zf^UeT4R6] W4UZ8R6i~n:U¬aeYwPSUedQf{R6] Ø× YYiÁ£eYdSR6]:R6n4dQYOQYT‚PR6WlU›Yi«PSYdQi}U6OuW4YOQ_qR6ObZU!U6dcW4YTqR6WqR6O[ ZR6dQPcYOcf^R6TqR6OqWqR6WqRVOn:Y]^UW4YPcYdQi}fpTqR6T‚PSYšOcfpiLȳ[Ue]pf^Z`U4¯

ÄVÅÇÆ Øá×

×

Â

×

 × (^)  

(^)  

(^)   Ø 

Ø



Ø



(^) 

¹.å )e¼



9E 'DD‡D P  )#5-F"$ f.E 02'F!*+,HBB'F9 &"/mA !”-/"XA"F!( SWTU92029,'-F"/9248A&e )(B6,9.-/,02SWTU9"o!#'/'F9HP

=?>=?> (^) ‹

F=3>F= (^) ‹

„”  „” JS

<Ue]kPR6T4WlU R~Y`rŒ“^¹.ç@ 9 ‚¼w4PcYi~UeO

QÙ  



    

áD9^ ¹yç^ (‚¼

nŒUef^O-OQY~R6n4dcYT4W4Y~T4U œž[R6]^Z_4]^UEŸfkghYdcYT4Zf^R6]Y¡¢T‚PSY£edSRV]rƒ_lYxREW4YdQfpaVR6WqRži~f^OÕPRAT\¶R6U W4Yn:YT4W4Y¬WqR›UedcWlYi W4YšW4Ydcfka6RŒ¸Z6¶R6U4lUe_ OQY±€cRlqnŒUedY”lYi}nl]^U4

  

á 



  

yç )e¼

< XUe£eUlqR›Yr“{¹yç 9 ‚¼bT4UeO³W4fpz-rs_4Y

Ä

6ÅÆ ƒÄ sÀ Eá 9 ¹yç @‚¼

rs_qR6]prs_4Yd³rs_4YšOcY¢€cR ¤“

  ¾ÎGÏÐ (^) JM JKH CÍ-Ò uÎÔÍÒC ŒÎÔÍ-Ò (^) M D¦C

Þmrƒ_lf:aeYdcYi}UeOudcYOQ_4]pPSR6W4UeOurƒ_lYO¶R6U›WlfpgÕ[o ZYfpOsUe_AiL_lfpPSU¬PSdcR6ÈqR6]p§4UeOcU6OlWlY|UeÈlPcYdbnŒUed Ue_!PSdcU6O iÉ[YPcU!WlUeO“N<i nldcf^i~YfpdcU-]p_4£‚R6dea6RVi}UeOi~UeOÕPSdSRVd¹yZU6i}U°R6rs_4YZf^i~YT‚PSU‚¼rs_4Y À‚Â'ðÄ6ŁÆ<á<9l“

ÀsÂ.ÃLÄVÅÇÆEר á × ¹× œ«×ذ¼ á 

Ù¹q× œ ØL¼±Ù:á× 

ÙQÙ 

(^)  Ø á QÙ^  (^)  Ù (^)   Ø ¹yç^ C‚¼

ªdSR! QÙ (^)  (^)  Ù (^)  áD9^ ¹^9 ‚¼

nŒUef^O˜ ÕÙ (^)  YšR6T‚Pcf^OcOQf^i[ YPcdcf^ZU›n:Y]{RLPSdQU!ZR›W4Y~[[ o T4W4fpZYO¬¹yƒ¼qY 

Ù



(^)  á 

(^)  

Ùړ 8 Y`£e_4Yšrs_4Y

À‚Â'ðÄ6ŁÆEרá 9 ¹4ãǼ

rs_qR6]prs_4Yd³rs_4YšOcY¢€cRIר}“

8 Y¢€cR «_4i× ZR6i}nŒU›aeYwPSUedQf{R6].“ 7 )UedYw”!Yi~n4]^UlqU}ZR6i}nŒUY]w[YPSdQf^ZU4“ μ|R›PSYU6dcf{R›W4Y

B Rǔ Y]p];n4dQYZf^OSRVi}UeOZ8R6]pZ_4]^R6d Ä6ŁÆ#ÄVÅÇÆº×}“ œuU6iÁULTlUeOcOQU›i YwPSUƒW4U4ƒf^OcOQU[ YOcfpi}nl]^YO¯[

)

V× œÉ¹q× œæ×L¼ W

(^) Ù á ÕÙ (^)  (^)  ¹hÄ6ÅÆ ¼× ¹såe¼ á ÕÙ (^)  (^) 

(^) 

á ÕÙ  032



(^)  

á Ù  032



(^)  

á ¹ * wÙ 10  2 .Ù 2 *0 ¼



(^)  

á 



Ù 2 

^  ^ 

³Ù

ž ³YOÕPRf^T‚PSYdcn4dQYPRVdU~dQYOQ_4]pPSR6W4U4“<Þ _4]pPcf^i}R°]pf^T4§qRLnŒUƒW4Y-OcYdmYOcZdQfpPSRl¯[



Ù





(^)  

(^) Ù;á 

ÙÕ¹q× L¼× N × Ù\á VƒÄsÀÀ‚Â.Ã × æ×  × W Ù ¹‚炼

< XUe£eUl

×

 œ ¹ ×  œ ×

¼<á ƒÄsÀ°ÀsÂ.Ã × æ×  × ¹ s¼

ª_lPSdcRdcY]^R:¸Z6¶RVUbW4Y£edcR6T4W4Yfpi}nŒUedQP%®R6T4Zf{RT4R³Y]^YwPSdcUƒW4fpT¤®R6i~f^Z8R[YYT‚aeU6]paeY<UZ[R6]^Z`_4]^U W4Y¬À‚Â'Ã:¹× œæ×›¼w“

À‚Â'Ã:¹)× œæ×¼á 

ÙQÙ (^)   á QÙ (^)  ¹ (^)  Ù ¼^ ßp QÙ^  ¹ (^)  Ù^ ¼ ¹ e¼ á  Ù  

Ù     Ù



Ù 

á  ¹hÄ6ÅÆ ›¼×   ¹yÄVÅÇÆÔ×›¼ (^)  á ×  Ä6ÅÆ ×  × ÄVÅÇÆÔ×

tfpTqR6]^i~YT‚PcY6!aVR6i~UeO³R6UT4U6OcOcUˆ¢†%–!‡ ,ƒŠ 8†%‡SŽŠw¯Z8R6]pZ_4]^R6d)× (^) ¹× (^) ›¼“×

V  ¦¹#× ×

›¼× W Ù á  Ù¢¹  ¼á ¹ Ù ¼  ß  ¹ Ù  ¼ ¹ (‚¼

á ¹ 

Ù  

^ 

mٙ¼ (^)  ß ¹ 

(^) mÙh¼ (^)  ß ¹ 

Ù  



(^) mٙ¼Xß (^)  

Ù

è)Yi~UeOqnldcY]pf^i~f^TqRVdci~YT‚PSYV!rs_4Y

¹ ^ 

mٙ¼ (^)  á   

(^) mÙ;á ¹¤× (^) }¼× Ù ¹ )e¼ ¹  ^ 

¼ mÙâá ¹#× (^) x¼× mÙ ¹ @‚¼

W4Yši}R6T4Y`f^dSRLrs_4YV4PR6iÈu[Yi nldcY]pf^i~f^TqRVdci~YT‚PSYV

× ¹× (^) ›¼<á× ¹)× (^) A¼b×× ß ¹× (^) x¼× × ß  ¹ C‚¼

7 ¤R6dSR›Z8RV]^Z_l]{R6dUeObPcYdQi}UeOR6Wlf^ZfpUeTqR6fpOƒT4U6PcYi~UeOrs_4Y



Ù  

^ 

mÙ;á Ù 032



@