Data mining platform

38
Data Mining Platform Chanson LateX MySQL Cluster R Language Data Mining Platform Data Mining Platform Author Chanson Zhang [email protected] December 20,2013

Transcript of Data mining platform

Page 1: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

Data Mining Platform

Author Chanson Zhang

[email protected]

December 20,2013

Page 2: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

8ยน

1 LateX

2 MySQL Cluster

3 R Language

4 Data Mining Platform

Page 3: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

{ยคยฃ๏ฟฝ

<M{ยค

Dรš<Mยตร ๏ฟฝ<Mยง]๏ฟฝ<Mยง...

Dรšรผ๏ฟฝยตรƒรณรผ๏ฟฝยงร…๏ฟฝรผ๏ฟฝยง...

รชi<Mยต1>๏ฟฝ<ร…ยง๏ฟฝ$๏ฟฝ<ร…ยงยฑรฃยค...

รชiรผ๏ฟฝยต>Mรฌรผ

ยฅ๏ฟฝ<M

รชi<Mยฏ๏ฟฝ

1954รœ๏ฟฝfยต๏ฟฝ$๏ฟฝ<ร…

1969๏ฟฝWยตuยฒ-1๏ฟฝ<

Page 4: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

รชi<M

รชรขยฃรฃ

๏ฟฝ?๏ฟฝรฃ๏ฟฝรชรข โ‡’ ๏ฟฝยกยฃรฃ๏ฟฝรณ โ‡’ IP๏ฟฝรณ

?n6ยง

๏ฟฝยกยฃรฃ๏ฟฝรณ โ‡’ 1ยปรฃ๏ฟฝ?nรฌยฃRIPยค โ‡’ ๏ฟฝ<ร…

๏ฟฝยกยฃรฃ๏ฟฝรณPostScript

PDF

ร™ยฆ๏ฟฝยกยฃรฃ๏ฟฝรณ

Page 5: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

รชi<M

รชรขยฃรฃ

๏ฟฝ?๏ฟฝรฃ๏ฟฝรชรข โ‡’ ๏ฟฝยกยฃรฃ๏ฟฝรณ โ‡’ IP๏ฟฝรณ

?n6ยง

๏ฟฝยกยฃรฃ๏ฟฝรณ โ‡’ 1ยปรฃ๏ฟฝ?nรฌยฃRIPยค โ‡’ ๏ฟฝ<ร…

๏ฟฝยกยฃรฃ๏ฟฝรณPostScript

PDF

ร™ยฆ๏ฟฝยกยฃรฃ๏ฟฝรณ

Page 6: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

PostScript๏ฟฝ๏ฟฝยฏ

๏ฟฝW Interpress Oy

8Iยตยฐ(ยงp๏ฟฝรพ

<ร”:Robert F. Sproull-SUN

mu Press ๏ฟฝยช

Page 7: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

PostScript๏ฟฝ๏ฟฝยฏ

<ร”:John Warnock-Adobe

รฃ๏ฟฝ๏ฟฝO๏ฟฝรณ

๏ฟฝ๏ฟฝWร“ยฏA mu#รฃ/Xรšยฟ\ Interpress Oy

๏ฟฝ๏ฟฝWร“ยฏB lm๏ฟฝWM๏ฟฝAdobe Systems

ร“ยฏA ๏ฟฝ\\Adobe SystemsยงInterpress OVER

๏ฟฝ๏ฟฝ๏ฟฝร…๏ฟฝ

Adobe: postscript โ‡’ pdf pรฉ๏ฟฝIOยฉ๏ฟฝ๏ฟฝยช

Page 8: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

IP๏ฟฝรณ

ยฃ๏ฟฝ

๏ฟฝ?๏ฟฝรฃ๏ฟฝรชรข โ‡’ ๏ฟฝยกยฃรฃ๏ฟฝรณ โ‡’ IP๏ฟฝรณ

IP๏ฟฝรณX๏ฟฝ

troff X๏ฟฝ

SGML X๏ฟฝHTML ,XML

TEX[x

Page 9: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

troff

{ยค

MIT โ‡’ RUNOFF ๏ฟฝ๏ฟฝยฃ๏ฟฝโ‡’ roff

ยฃ%๏ฟฝEรขOssanna

U๏ฟฝยตroff โ‡’ nroff

ยฎ?ยตnroffโ‡’ troff (Wยตditroff)

C๏ฟฝรณยตโ‡’ 70001

ยท$

1990๏ฟฝ๏ฟฝยฉ[

๏ฟฝz

unixรƒรพ"๏ฟฝ๏ฟฝยช

Page 10: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

SGML

IO

Jร‘I\ยง๏ฟฝ๏ฟฝยงรก5๏ฟฝVgยถ(๏ฟฝยงSNยง๏ฟฝยชยฉm

E,

๏ฟฝ๏ฟฝ๏ฟฝ๏ฟฝI

SGML โ‡’ HTML (ร™ร›ยง*ยง"๏ฟฝSNLy)

SGML โ‡’ XML

Page 11: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

TEX[x

TEX<ร”ยตDonald Knuth

Page 12: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

TEX[x

Texรš๏ฟฝ

iยง1ยง๏ฟฝรผร™

ยฐร„

ยฐร„๏ฟฝ300 รต๏ฟฝ๏ฟฝยท-ยฃprimitiveยค

E,

ยตC โ‡’ รท โ‡’ #๏ฟฝยช

Page 13: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

TEX[x

LATEX๏ฟฝยช

DVI ๏ฟฝ๏ฟฝรƒ'ยฉ๏ฟฝ

pdfTeXยงLuaTEX รš๏ฟฝ

<ร”ยตLeslie Lamport,David R.Fuchs,Han The Thanh

16

Page 14: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

A^

A^: ยฌร†!รrยถ๏ฟฝยชร‘๏ฟฝร”ยถร† ร˜ยฉยถรผยซยฉv

ยซ~๏ฟฝรจ:

Page 15: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

A^

ยซ~ยฉ๏ฟฝ

Page 16: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

TEX`":

`:

p๏ฟฝรพ!(๏ฟฝz!1?n!ยชยฒ๏ฟฝ!๏ฟฝยค

":

๏ฟฝ{ร˜XHTML!XML รฎ>!๏ฟฝรŸ!(๏ฟฝz

๏ฟฝ๏ฟฝLยง๏ฟฝยกยง๏ฟฝE?รˆยงร˜ยข๏ฟฝ

รท๏ฟฝ~9ยท,ยงยบ๏ฟฝร˜รš๏ฟฝ

รผ๏ฟฝ๏ฟฝยช'๏ฟฝรš๏ฟฝยงร "y(ยน5

๏ฟฝรฉuรป๏ฟฝ^๏ฟฝยง|ยฑร˜รยงยฉ๏ฟฝร˜๏ฟฝรต

Page 17: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

TEX`":

`:

p๏ฟฝรพ!(๏ฟฝz!1?n!ยชยฒ๏ฟฝ!๏ฟฝยค

":

๏ฟฝ{ร˜XHTML!XML รฎ>!๏ฟฝรŸ!(๏ฟฝz

๏ฟฝ๏ฟฝLยง๏ฟฝยกยง๏ฟฝE?รˆยงร˜ยข๏ฟฝ

รท๏ฟฝ~9ยท,ยงยบ๏ฟฝร˜รš๏ฟฝ

รผ๏ฟฝ๏ฟฝยช'๏ฟฝรš๏ฟฝยงร "y(ยน5

๏ฟฝรฉuรป๏ฟฝ^๏ฟฝยง|ยฑร˜รยงยฉ๏ฟฝร˜๏ฟฝรต

Page 18: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

Pรถยฏ

รฆ๏ฟฝ

2000 ckPรถ3รฆ๏ฟฝLamport(Latex๏ฟฝ๏ฟฝรถ: 12๏ฟฝ) ๏ฟฝยฏยต

/๏ฟฝ๏ฟฝo๏ฟฝcvkp๏ฟฝรพ๏ฟฝยค๏ฟฝ=ยค๏ฟฝรผ๏ฟฝXรšยบ0

ยฆยฃ๏ฟฝ๏ฟฝยต

/๏ฟฝ๏ฟฝ๏ฟฝpยง๏ฟฝ๏ฟฝยค๏ฟฝ=ยค๏ฟฝXรš๏ฟฝ๏ฟฝ๏ฟฝTEX ๏ฟฝc๏ฟฝYยฒยงรณ๏ฟฝ

รพ๏ฟฝ๏ฟฝร˜ยดรผl๏ฟฝรชยคU๏ฟฝยค"๏ฟฝ^@๏ฟฝ๏ฟฝ๏ฟฝรบi๏ฟฝยฑ๏ฟฝยง๏ฟฝยดยฝ

|๏ฟฝ๏ฟฝ"ยทรณ๏ฟฝ๏ฟฝยฌ๏ฟฝ\\-Dark Side.ยง4๏ฟฝ^๏ฟฝยท๏ฟฝ|<รช

5mu๏ฟฝ๏ฟฝรน๏ฟฝ๏ฟฝXรš"0

Page 19: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

u1๏ฟฝ

u1๏ฟฝ๏ฟฝ?รˆรฌ

รถ๏ฟฝXรš u1๏ฟฝ ?6รฌ

Windows MikTeX TexMakerX

Unix/Linux teTeX Kile

Mac OS MacTeX TeXShop

ร^ TeXLive TeXworks

Page 20: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

LATEX^๏ฟฝ

LATEX^๏ฟฝ

MikTeX

http://miktex.org/

TeX Live

http://www.tug.org/texlive/

MacTeX

http://tug.org/mactex/

CTeX

http://www.ctex.org/HomePage

?6รฌ

TeXMaker: http://www.xm1math.net/texmaker/

WinEdt: http://www.winedt.com/

Page 21: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

LATEXร†S๏ฟฝ{

โ€There is no royal road to science ,and only those who do not dread the

fatiguing climb of gaining its numinous summits.โ€

/3๏ฟฝร†รพvkยฒ"๏ฟฝ๏ฟฝ๏ฟฝยง๏ฟฝk@ร˜๏ฟฝNยฃรทXร๏ฟฝรฌยด๏ฟฝ๏ฟฝ๏ฟฝ<ยง

รขkF"๏ฟฝ๏ฟฝ1๏ฟฝ๏ฟฝยบ:"0

)Karl Heinrich Marx

Page 22: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

MySQL ClusterA:

๏ฟฝ;รš๏ฟฝยตNDB,ยฉร™ยชยงp๏ฟฝ^ยงp๏ฟฝ๏ฟฝ

NX(๏ฟฝยต+n!:ยงรชรขยฅ!:ยงSQL!:

Page 23: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

MySQL ClusterA:

๏ฟฝ;รš๏ฟฝยตNDB,ยฉร™ยชยงp๏ฟฝ^ยงp๏ฟฝ๏ฟฝ

NX(๏ฟฝยต+n!:ยงรชรขยฅ!:ยงSQL!:

Page 24: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

NX(๏ฟฝ

Page 25: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

8+รฟร๏ฟฝ&ยข

๏ฟฝรซ๏ฟฝ5MySQL Cluster-test-InVM6

Page 26: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

MySQL Cluster ^๏ฟฝ

5ยฟ๏ฟฝ๏ฟฝ๏ฟฝร€J

MySQL Cluster

http://dev.mysql.com/downloads/cluster/

MySQL รณรค@๏ฟฝ

http://dev.mysql.com/downloads/

Page 27: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

What are R and CRAN?

ยฝร‚R is -GNU S., a freely available language and environment for sta-

tistical computing and graphics which provides a wide variety of statisti-

cal and graphical techniques: linear and nonlinear modelling, statistical

tests, time series analysis, classification, clustering, etc. Please consult

the R project homepage for further information.

CRAN is a network of ftp and web servers around the world that store

identical, up-to-date, versions of code and documentation for R. Please

use the CRAN mirror nearest to you to minimize network load.

Page 28: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

๏ฟฝร€z

1980 1983 1986 1989 1992 1995 1998 2001 2004 2007 2010

2D

Year

Hot

dog

s an

d bu

ns (

HD

B)

eate

n

010

2030

4050

60

Page 29: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

๏ฟฝร€z

1980 1983 1986 1989 1992 1995 1998 2001 2004 2007 2010

2D

Year

Hot

dog

s an

d bu

ns (

HD

B)

eate

n

010

2030

4050

60

3D

0 100 200 300 400 500

1015

2025

3035

1

2

3

4

5

6

X

Y

Z

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—โ—

โ—

โ—โ—

โ—โ—

โ—

โ—

โ—

โ—

โ—

โ—โ—

โ—

โ—โ—

โ—

โ—

โ—

โ—

โ—

โ— โ—

Mazda RX4Mazda RX4 Wag

Datsun 710 Hornet 4 Drive

Hornet SportaboutValiant

Duster 360

Merc 240D

Merc 230

Merc 280

Merc 280CMerc 450SEMerc 450SL

Merc 450SLC

Cadillac FleetwoodLincoln Continental

Chrysler Imperial

Fiat 128

Honda Civic

Toyota Corolla

Toyota Corona

Dodge ChallengerAMC Javelin

Camaro Z28

Pontiac Firebird

Fiat X1โˆ’9

Porsche 914โˆ’2

Lotus Europa

Ford Pantera L

Ferrari Dino

Maserati Bora

Volvo 142E

flag

468

Page 30: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

R๏ฟฝรชรขยฅ

R ยฅยคkรชรขร‘ยด๏ฟฝ33S๏ฟฝยฅ,ยคยฑR๏ฟฝ๏ฟฝร˜ยทAรถ๏ฟฝ๏ฟฝรชรข8.

Linux/windows

Microsoft SQL Server,Access,MySQL ,PostgreSQL,

MySQL,Oracle,PostgreSQL,SQLite

RMySQL ๏ฟฝ๏ฟฝรต

Page 31: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

A^^๏ฟฝ

R

http://cran.r-project.org/

Page 32: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

ยฒ๏ฟฝ๏ฟฝรฏ

LATEX

MySQL Cluster 7.3

R 3.0.2

ร™ยฆ^๏ฟฝ๏ฟฝ

Page 33: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

๏ฟฝ[ร a

{รผ๏ฟฝ~fยต\ยด=a๏ฟฝ๏ฟฝ

รชรข5 ยตMySQL Cluster ยฅZ๏ฟฝ?รชรข

Page 34: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

๏ฟฝ[ร a

ยฉร›Cรพ:b๏ฟฝVISIT NBR ๏ฟฝ๏ฟฝยด๏ฟฝ๏ฟฝ?ร’

๏ฟฝ๏ฟฝoรช

A๏ฟฝoรช

Page 35: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

๏ฟฝ[ร a

ร a๏ฟฝ{

๏ฟฝgร a{

รนMรฎรฅl( manhattan )

aml๏ฟฝยฒ๏ฟฝรšยฃwardยค

bยฝ5a๏ฟฝ๏ฟฝ

cรฝ๏ฟฝ๏ฟฝ,ร”รฝ๏ฟฝ๏ฟฝ,ร•รฝ๏ฟฝ๏ฟฝ,7รฝ๏ฟฝ๏ฟฝ,รจร7๏ฟฝ๏ฟฝ

Page 36: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

๏ฟฝ[ร a

$1

Page 37: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

gร„ร‘ร‘PDF๏ฟฝw

This is a Sample Report

Chanson

2013 ๅนด 12 ๆœˆ 18 ๆ—ฅ

This is a sample of clusters of vistors. DONT BELIEVE IT! ONLY EXAMPLE!

comein_store_num comein_count

[1,] 144.32090 4462.4104

[2,] 65.16706 1808.8938

[3,] 146.96154 7564.2949

[4,] 58.16983 806.5461

[5,] 28.77833 110.5074

โ— โ—โ— โ—โ—

โ—โ—โ—โ—

โ—

โ—โ—โ—

โ—โ—

โ—โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—โ—

โ—

โ—

โ—

โ—โ—

โ—โ—โ—โ—

โ—

โ—โ—

โ—

โ—

โ—

โ—

โ—

โ—โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—โ—โ—

โ—

โ—โ—

โ—โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—โ—โ—

โ—

โ—

โ—

โ—

โ—

โ—โ—โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—โ—

โ—

โ—

โ—

โ—

โ—โ—

โ—

โ—

โ—โ—โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—โ—

โ—

โ—

โ—

โ—

โ—

โ—โ—

โ—

โ—

โ—

โ—

โ—โ—

โ—

โ—

โ—โ—

โ—

โ—

โ—

โ—

โ—

โ—โ—โ—

โ—โ—

โ—

โ—โ—

โ—

โ—

โ—

โ—โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—โ—

โ—

โ—โ—โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ—โ—

โ—

โ—โ—โ—

โ—

โ—

โ—

โ—

โ—

โ—โ—

โ— โ—

โ—

โ—

โ—

โ—

โ—

โ—

โ— โ—โ—โ—

โ—โ—โ—

โ—

โ—

โ—โ—

โ—

โ—

โ—โ—

โ—

โ—

โ—

โ—

โ— โ—

โ—

โ—โ—

โ—

โ—โ—

โ—โ— โ— โ—

โ—โ—โ—

โ—

โ—โ—โ—

โ—โ—

โ—โ—

โ— โ—โ—

โ—

โ—

โ—

โ—โ—โ—

โ—โ—โ—โ—โ— โ—โ—โ—โ—

โ—โ—โ—

โ— โ—โ— โ—

โ—โ—

โ—โ—

โ— โ—โ—

โ—โ—

โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—

โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—

โ—โ—โ—

โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—

โ—โ—โ—โ—โ—โ—โ— โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—

โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—

โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—

โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—

โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—

โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ— โ—โ— โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ— โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ— โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ— โ—โ— โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—

โ—โ— โ—โ—โ— โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ— โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ—โ— โ—โ— โ—โ—โ—โ—โ— โ—โ— โ—โ— โ—โ—โ—โ— โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ—โ—โ— โ—โ—โ—โ—โ— โ—โ—โ— โ—โ—โ— โ—โ—โ—โ— โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ— โ—โ— โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—โ—

0 50 100 150

020

0040

0060

0080

0010

000

1200

0

comein_store_num

com

ein_

coun

t

R 2013โˆ’Decโˆ’13 17:33:54 root

้“็‰Œ้กพๅฎข; ้“œ็‰Œ้กพๅฎข; ้“ถ็‰Œ้กพๅฎข; ้‡‘็‰Œ้กพๅฎข; ๅœŸ่ฑช้‡‘้กพๅฎข

Figure 1: clusters of vistors

1

Page 38: Data mining platform

DataMiningPlatform

Chanson

LateX

MySQLCluster

R Language

Data MiningPlatform

The End

Thanks!