santezero's Instablog Hagen Geissler has worked at a value based hedge fund, at quant equity desk and senior Solutions Consultant , for various technologys & trading infrastructur. His experience and passion runs deeply across multiple technologys used in the automated tradding world santezero http://seekingalpha.com Cluster Analysis http://seekingalpha.com/instablog/931680-santezero/192542-cluster-analysis?source=feed 192542 proprietary performance grouping
 
AMBITION
Finding the best performing Stocks across large amount of symbols.
Grouping them into 10 performance groups.


DETAILS
10.000 symbols 
(A)
4 X best performance time (200day ,50day, 1week ,1 day) in %
2 X weight (Volume & Market Capital)
1 X EPS (ttm) last 12 months 
(B)
1 X EPS Est. Next Quarter estimated
1 X Volume > AvgVolume
1 X Market Capital > 30.000.000.000 USD

Description
Which 5 shares out of 10 thousand company's, performed best over the last 50 day's and 200 day's and this week and intraday relative to market cap and volume having a positive eps current year and double eps forecast for next month and higher volume then yesterday's ?

HOW WE SOLVE IT


Do It Yourself
with with on-demand service
from www.algoservice.com




Cluster-center and Cluster symbols:

cluster: 0 
(8.07, 17.05, 1.65, 4969250.50, 0.79, 49801.90)
CHA ACN ABV NKE DELL CHU VMW UNH AXP SPG MA HAL VIA-B DTV AMZN CNI MCD SBUX VIA BAX
cluster: 1 
(3.78, 11.15, 1.05, 4742134.00, 0.95, 46019.60)
MON NOV KFT ERIC CVS SHPGY NWSA ABB PX DHR UNP BHI SO CL COST TRP CMCSK BIDU PRU UTX
cluster: 2 
(2.80, 7.61, 1.06, 5090127.50, 1.53, 96472.50) 
MMM JNJ ING ABT TWX OXY SI GILD NVS RIO BMY ARMH CAJ DEO FDX GSK IBM QCOM PTR NTT
cluster: 3 
(1.80, 5.66, 1.19, 4394719.60, 1.14, 64067.75)
SYT BBD UN UL EPD EMC HMC TM DB LLY NWS NVO NGG BMO MTU CMCSA HON BNS CAT PEP
cluster: 4 
(0.38, 3.97, 0.09, 3334504.15, 1.30, 62103.05) 
DD IND INZ AED PKX TD EBAY WAG MFC POT COP AZN BLK ITUB ISP ISG ISF APC AMGN PUK
cluster: 5
(0.40, 2.59, 1.22, 6613688.00, 1.67, 86673.90) 
CVX T SAP EMR VZ AEB BA STD IDG UPS MFG SSL USB UBS SLB SLT FCX FITBP APA KO
cluster: 6 
(-0.89, 1.22, 1.13, 7345469.65, 1.67, 96337.40) 
RDS-A RDS-B PFE E HD CEO STO CHL TCK PNC MO MT TEVA TEF MET TSM MRK DCM INFY TOT
cluster: 7 
(-2.93, -0.86, 1.34, 8761938.25, 1.48, 102924.25) 
FTE BBL AAPL BUD CUK WBK TXN LVS BHP BP RY CM CNQ INTC MDT TRI PG WMT DOW CCL
cluster: 8
(-4.45, -4.91, 1.05, 11115305.50, 0.62, 117690.70)
DE MOS MSFT LFC BRK-A PBR-A GM GG TGT SU CS DIS VOD WFC DVN GOOG WIT XOM HBC ORCL
cluster: 9 
(-9.26, -12.56, 1.72, 25970780.63, 0.76, 147961.21) 
JPM BCS GE F C ABX TFONY GS LYG BK LOW CSCO MS AIG AMX PBR HBANP BAC HPQ

]]> Mon, 04 Jul 2011 12:25:31 -0400 proprietary performance grouping
 
AMBITION
Finding the best performing Stocks across large amount of symbols.
Grouping them into 10 performance groups.


DETAILS
10.000 symbols 
(A)
4 X best performance time (200day ,50day, 1week ,1 day) in %
2 X weight (Volume & Market Capital)
1 X EPS (ttm) last 12 months 
(B)
1 X EPS Est. Next Quarter estimated
1 X Volume > AvgVolume
1 X Market Capital > 30.000.000.000 USD

Description
Which 5 shares out of 10 thousand company's, performed best over the last 50 day's and 200 day's and this week and intraday relative to market cap and volume having a positive eps current year and double eps forecast for next month and higher volume then yesterday's ?

HOW WE SOLVE IT


Do It Yourself
with with on-demand service
from www.algoservice.com




Cluster-center and Cluster symbols:

cluster: 0 
(8.07, 17.05, 1.65, 4969250.50, 0.79, 49801.90)
CHA ACN ABV NKE DELL CHU VMW UNH AXP SPG MA HAL VIA-B DTV AMZN CNI MCD SBUX VIA BAX
cluster: 1 
(3.78, 11.15, 1.05, 4742134.00, 0.95, 46019.60)
MON NOV KFT ERIC CVS SHPGY NWSA ABB PX DHR UNP BHI SO CL COST TRP CMCSK BIDU PRU UTX
cluster: 2 
(2.80, 7.61, 1.06, 5090127.50, 1.53, 96472.50) 
MMM JNJ ING ABT TWX OXY SI GILD NVS RIO BMY ARMH CAJ DEO FDX GSK IBM QCOM PTR NTT
cluster: 3 
(1.80, 5.66, 1.19, 4394719.60, 1.14, 64067.75)
SYT BBD UN UL EPD EMC HMC TM DB LLY NWS NVO NGG BMO MTU CMCSA HON BNS CAT PEP
cluster: 4 
(0.38, 3.97, 0.09, 3334504.15, 1.30, 62103.05) 
DD IND INZ AED PKX TD EBAY WAG MFC POT COP AZN BLK ITUB ISP ISG ISF APC AMGN PUK
cluster: 5
(0.40, 2.59, 1.22, 6613688.00, 1.67, 86673.90) 
CVX T SAP EMR VZ AEB BA STD IDG UPS MFG SSL USB UBS SLB SLT FCX FITBP APA KO
cluster: 6 
(-0.89, 1.22, 1.13, 7345469.65, 1.67, 96337.40) 
RDS-A RDS-B PFE E HD CEO STO CHL TCK PNC MO MT TEVA TEF MET TSM MRK DCM INFY TOT
cluster: 7 
(-2.93, -0.86, 1.34, 8761938.25, 1.48, 102924.25) 
FTE BBL AAPL BUD CUK WBK TXN LVS BHP BP RY CM CNQ INTC MDT TRI PG WMT DOW CCL
cluster: 8
(-4.45, -4.91, 1.05, 11115305.50, 0.62, 117690.70)
DE MOS MSFT LFC BRK-A PBR-A GM GG TGT SU CS DIS VOD WFC DVN GOOG WIT XOM HBC ORCL
cluster: 9 
(-9.26, -12.56, 1.72, 25970780.63, 0.76, 147961.21) 
JPM BCS GE F C ABX TFONY GS LYG BK LOW CSCO MS AIG AMX PBR HBANP BAC HPQ

]]> cha acn abv dell nke chu vmw NYSE NASDAQ Nyse cluster analysis + download off full data http://seekingalpha.com/instablog/931680-santezero/184877-nyse-cluster-analysis-download-off-full-data?source=feed 184877 using
10 bil market cap
50 day performance in %
200 day performance in %
intraday performance in %
and EPS current Year


data sheet:
algoservice.com/data/exportSummaryNyse.data


picture:
algoservice.com/data/todayNyse10bil.png]]> Tue, 07 Jun 2011 13:07:20 -0400 using
10 bil market cap
50 day performance in %
200 day performance in %
intraday performance in %
and EPS current Year


data sheet:
algoservice.com/data/exportSummaryNyse.data


picture:
algoservice.com/data/todayNyse10bil.png]]> how to group a field of stocks http://seekingalpha.com/instablog/931680-santezero/183015-how-to-group-a-field-of-stocks?source=feed 183015 200 day mvg avg
intraday pct gain
cur. Year earnings



]]> Tue, 31 May 2011 16:47:35 -0400 200 day mvg avg
intraday pct gain
cur. Year earnings



]]> proprietary performance tracking and grouping NASDAQ NYSE Geeks only http://seekingalpha.com/instablog/931680-santezero/182976-nasdaq-nyse-geeks-only?source=feed 182976
 description=MANY SYMBOLS
skipp negative 200 / 50 day change
skipp negative day change
 description=MANY SYMBOLS
skipp negative 200 / 50 day change
skipp negative day change

NYSE+NASDAQ marketcap>=1000.0 mio USD OPTION=+ONLYFuzzy C-means clustering
CPU time=1349 ms
Data had dimension: 4  with number of rows: 741
Number of final clusters=10
Compactness=15.873815241956075

Cluster-center and  Cluster symbols:


TRANSITION DATA ID[-1] / MEMBERSHIP BASED
cluster:  -1  GEF ARW FO ROST EXEL CI SXCI IEP AMGN EROC CAKE BCH WR NWSA THS OXY TGI TFX DST TRW MRO PGN FLIR ALTR NIHD NFX DDR BIIB GWR CGV EMN ENB SEM SPN CPA CGNX CLP SRE PRA SLM GRT NUS

cluster:   0  (2.16, 7.89, 1.51, 9.88) CB BG LZ MA ACE BEN FMX BLK TRV ALK KYO ESGR RGA GWW AAPL CEO PTR
cluster:   1  (16.96, 45.70, 0.74, 0.90) DF REGN GMCR ICO SODA BKS DTG GLNG QCOR DPZ HLF MPEL IPGP ALKS SIRI DDS ELN WTW TZOO CBST VSEA SREV
cluster:   2  (1.88, 6.60, 0.38, 2.22) ED FELE ARG EW EE D K T ADTN ATR GGP EXBD AMTD IHS ATW GIM AVT SBNY AVA GIS AWI AWF TWX SPIL CR JWN CL AYI IEX AZN NE OI EGP PG CMCSA HI CAG UBS GAS IAG CCE SBUX BRKR MAA TMK FRT UL ULTI BDX MLI MORN MKC HXL DGX ADI TE TFM KIM AGL AFG UTIW AIV AIT VTR DTE CHRW KMB BMY DISCK FISV BNS MRK DOV DOX VPHM APD APC ORB HPT BRO PGR SYT JPS SYK SXT HIW JNJ MANT MCRS ALTE SUR HME STN CYT RLI MATW INTC HAE TEG VCO NBL ESRX FDP PEG DCM PEP DCT UMBF REG HCN HCC ENR GXP SAI WXS SHW UIL ADBE SKT LHO CBSH NJR CIB ISBC LLY CNX PNY GPC PNW CNS CNL SPW RVT NWS WPZ SYMC GILD LNT CLR CLX CLI PPL AMZN ITW WRI GLF SSS CNA PRU UTX ITC MGLN WLL CELG SIAL SNH MEOH SOA EQY
cluster:   3  (8.68, 22.58, 1.69, 11.96) ASH UFS HUM VECO TNH APL HLS NEU SIX LCAPA LCAPB
cluster:   4  (6.95, 21.38, 0.53, 1.24) BTM ERIC POOL GGG ROSE FWRD FCFS GIB ARBA CY FINL EVEP CE VRTX ICON NZT HK MCO NTGR HIBB BCPC HANS LEAP TUP CHSI FLO CHTR HOC CVI ACOM SAPE JOSB HLX SVVS PLXS LUFK RES TSCO HEI SGY PSMT SBH FTNT WTI TLVT PNM VOLC CRS SLG IACI CSH OTEX VMED IRM GRA INFA ACTG WNR
cluster:   5  (4.18, 15.78, 0.48, 1.81) FE EL ATML BXP OKE SLGN GIL AVB CACC OC OCN EZPW HSNI DLTR RAI BCR TMO ACO MMS ABB GTLS AGN ST BHI MWV VIA-B TRP TRN BMC KSU KRO ROC CVH PIR TLEO HMA EQIX SWI RNOW NUAN TECH HAL IDTI TLCR TCO TDC DEI DEP AZPN NDN ASNA OVTI ASMI RDK SJM CRZO CYOU SHPGY SBS CEG UNH CNP CNK PSSI ENTG EXR WPI COO WPC SFUN PPS CPRT CNC LSI RRD MWIV CSL LTD WLP SMTC VCLK ESS GRS NRG CPT EQT GPK MLNX EQR
cluster:   6  (9.90, 29.63, 0.70, 1.57) SPWRA SPWRB AFSI EP SFLY S FEIC GT AG MW AMMD ERTS HS BAK KAR ULTA KEG FTO ABVT MDCO AGP BPI GPRO PII FOSL APAGF SOLR BJRI PDS NFLX YZC QLIK TRNX CHU COG WMG
cluster:   7  (2.13, 2.46, 0.29, 1.68) OFC GEL GD INT LPLA SNPS ROVI AT AVP TTEK TXN AL BP AVY WGL IDA JACK UGI SNCR MFA MFC WEN WEC MCY AMLN RCII VRSK IGT CAJ GAB CCO MON AAR FTE APOL VLY KFY ACG ACM FTR WM FUL AES AEE TIN CFFN DHI TM TR AGO SO DIN BLKB CSTR TQNT LOGM TEVA KMP ATVI KMR MTX BMS CASY OMG HOT MSI DNP ADVS DNR HITT FNFG ALV HNP DRH BUCY NWBI FAF CVC RPM PKG STD STE ORLY CYS PLT DAN NFG HAR LEN-B SEIC TEL XEL NIO HBANP HEP LLTC GEF-B FCY LEA LEN JCI ENI ENL PWE EOC SJR ELS SAN GVA EME MSCI NVLS BOKF UNF UNS TXRH NLY CIT EIX SPP EXC POT RWT CPB ETW CMS CMO USM WMT SLB NSR SLT UMPQ PEGA CTL RTN PCBC NUV EPR RUK ERF IPG SON NTT
cluster:   8  (2.84, 11.21, 0.43, 2.09) GDI BRY B R ASR JDSU BA AN BT OIS TWC AXP NI MDU EGN ENDP PRAA MEE WCN EAT KBR MCK LBTYB LBTYA BAX LH AAV KFT TU DLR KEX ACC ACN ABC BEE ADP CCMP CHKP VNO MHP MHK COST HRL BLL FNF DTV OMI MOLX FCE-A FCE-B MSA AMB BPO KRC QCOM DPL MPW DRC DRE LPNT BRE PFX PFE PHK HUGH DELL SUG PLD ACIW SIVB NGG NHP BIO-B CTAS DEO NCR FDO FDS ODFL LEG CHD LINTB LINTA USTR CLH WWW UNP CHT JW-A JW-B CNW SPG PNR CNO JDAS COV POR IFSIA WST IVC WSH RYN CNI GAME PSA SLE GSM WMB RRR NSC CSX MOLXA LRY PSO RAVN WOR CRK
cluster:   9  (7.02, 9.49, 0.42, 1.25) ARB ARE GES LKQX ASX LYV VSAT BRCD OB PVTB EXPE ECL MAC BBG FRX BCA BCE KEP BDN MMR TGA KOF KNM BMR DISCB TSM TSLA AMT HNZ TOL SYY HIT PHM JBL VGR BMRN ONNN SYKE SQM POL GMLP NVS WRE ESL SLH NVDA







www.flickr.com/photos/63501868@N08/5782315739/in/photostream
]]> Tue, 31 May 2011 15:01:16 -0400
 description=MANY SYMBOLS
skipp negative 200 / 50 day change
skipp negative day change
 description=MANY SYMBOLS
skipp negative 200 / 50 day change
skipp negative day change

NYSE+NASDAQ marketcap>=1000.0 mio USD OPTION=+ONLYFuzzy C-means clustering
CPU time=1349 ms
Data had dimension: 4  with number of rows: 741
Number of final clusters=10
Compactness=15.873815241956075

Cluster-center and  Cluster symbols:


TRANSITION DATA ID[-1] / MEMBERSHIP BASED
cluster:  -1  GEF ARW FO ROST EXEL CI SXCI IEP AMGN EROC CAKE BCH WR NWSA THS OXY TGI TFX DST TRW MRO PGN FLIR ALTR NIHD NFX DDR BIIB GWR CGV EMN ENB SEM SPN CPA CGNX CLP SRE PRA SLM GRT NUS

cluster:   0  (2.16, 7.89, 1.51, 9.88) CB BG LZ MA ACE BEN FMX BLK TRV ALK KYO ESGR RGA GWW AAPL CEO PTR
cluster:   1  (16.96, 45.70, 0.74, 0.90) DF REGN GMCR ICO SODA BKS DTG GLNG QCOR DPZ HLF MPEL IPGP ALKS SIRI DDS ELN WTW TZOO CBST VSEA SREV
cluster:   2  (1.88, 6.60, 0.38, 2.22) ED FELE ARG EW EE D K T ADTN ATR GGP EXBD AMTD IHS ATW GIM AVT SBNY AVA GIS AWI AWF TWX SPIL CR JWN CL AYI IEX AZN NE OI EGP PG CMCSA HI CAG UBS GAS IAG CCE SBUX BRKR MAA TMK FRT UL ULTI BDX MLI MORN MKC HXL DGX ADI TE TFM KIM AGL AFG UTIW AIV AIT VTR DTE CHRW KMB BMY DISCK FISV BNS MRK DOV DOX VPHM APD APC ORB HPT BRO PGR SYT JPS SYK SXT HIW JNJ MANT MCRS ALTE SUR HME STN CYT RLI MATW INTC HAE TEG VCO NBL ESRX FDP PEG DCM PEP DCT UMBF REG HCN HCC ENR GXP SAI WXS SHW UIL ADBE SKT LHO CBSH NJR CIB ISBC LLY CNX PNY GPC PNW CNS CNL SPW RVT NWS WPZ SYMC GILD LNT CLR CLX CLI PPL AMZN ITW WRI GLF SSS CNA PRU UTX ITC MGLN WLL CELG SIAL SNH MEOH SOA EQY
cluster:   3  (8.68, 22.58, 1.69, 11.96) ASH UFS HUM VECO TNH APL HLS NEU SIX LCAPA LCAPB
cluster:   4  (6.95, 21.38, 0.53, 1.24) BTM ERIC POOL GGG ROSE FWRD FCFS GIB ARBA CY FINL EVEP CE VRTX ICON NZT HK MCO NTGR HIBB BCPC HANS LEAP TUP CHSI FLO CHTR HOC CVI ACOM SAPE JOSB HLX SVVS PLXS LUFK RES TSCO HEI SGY PSMT SBH FTNT WTI TLVT PNM VOLC CRS SLG IACI CSH OTEX VMED IRM GRA INFA ACTG WNR
cluster:   5  (4.18, 15.78, 0.48, 1.81) FE EL ATML BXP OKE SLGN GIL AVB CACC OC OCN EZPW HSNI DLTR RAI BCR TMO ACO MMS ABB GTLS AGN ST BHI MWV VIA-B TRP TRN BMC KSU KRO ROC CVH PIR TLEO HMA EQIX SWI RNOW NUAN TECH HAL IDTI TLCR TCO TDC DEI DEP AZPN NDN ASNA OVTI ASMI RDK SJM CRZO CYOU SHPGY SBS CEG UNH CNP CNK PSSI ENTG EXR WPI COO WPC SFUN PPS CPRT CNC LSI RRD MWIV CSL LTD WLP SMTC VCLK ESS GRS NRG CPT EQT GPK MLNX EQR
cluster:   6  (9.90, 29.63, 0.70, 1.57) SPWRA SPWRB AFSI EP SFLY S FEIC GT AG MW AMMD ERTS HS BAK KAR ULTA KEG FTO ABVT MDCO AGP BPI GPRO PII FOSL APAGF SOLR BJRI PDS NFLX YZC QLIK TRNX CHU COG WMG
cluster:   7  (2.13, 2.46, 0.29, 1.68) OFC GEL GD INT LPLA SNPS ROVI AT AVP TTEK TXN AL BP AVY WGL IDA JACK UGI SNCR MFA MFC WEN WEC MCY AMLN RCII VRSK IGT CAJ GAB CCO MON AAR FTE APOL VLY KFY ACG ACM FTR WM FUL AES AEE TIN CFFN DHI TM TR AGO SO DIN BLKB CSTR TQNT LOGM TEVA KMP ATVI KMR MTX BMS CASY OMG HOT MSI DNP ADVS DNR HITT FNFG ALV HNP DRH BUCY NWBI FAF CVC RPM PKG STD STE ORLY CYS PLT DAN NFG HAR LEN-B SEIC TEL XEL NIO HBANP HEP LLTC GEF-B FCY LEA LEN JCI ENI ENL PWE EOC SJR ELS SAN GVA EME MSCI NVLS BOKF UNF UNS TXRH NLY CIT EIX SPP EXC POT RWT CPB ETW CMS CMO USM WMT SLB NSR SLT UMPQ PEGA CTL RTN PCBC NUV EPR RUK ERF IPG SON NTT
cluster:   8  (2.84, 11.21, 0.43, 2.09) GDI BRY B R ASR JDSU BA AN BT OIS TWC AXP NI MDU EGN ENDP PRAA MEE WCN EAT KBR MCK LBTYB LBTYA BAX LH AAV KFT TU DLR KEX ACC ACN ABC BEE ADP CCMP CHKP VNO MHP MHK COST HRL BLL FNF DTV OMI MOLX FCE-A FCE-B MSA AMB BPO KRC QCOM DPL MPW DRC DRE LPNT BRE PFX PFE PHK HUGH DELL SUG PLD ACIW SIVB NGG NHP BIO-B CTAS DEO NCR FDO FDS ODFL LEG CHD LINTB LINTA USTR CLH WWW UNP CHT JW-A JW-B CNW SPG PNR CNO JDAS COV POR IFSIA WST IVC WSH RYN CNI GAME PSA SLE GSM WMB RRR NSC CSX MOLXA LRY PSO RAVN WOR CRK
cluster:   9  (7.02, 9.49, 0.42, 1.25) ARB ARE GES LKQX ASX LYV VSAT BRCD OB PVTB EXPE ECL MAC BBG FRX BCA BCE KEP BDN MMR TGA KOF KNM BMR DISCB TSM TSLA AMT HNZ TOL SYY HIT PHM JBL VGR BMRN ONNN SYKE SQM POL GMLP NVS WRE ESL SLH NVDA







www.flickr.com/photos/63501868@N08/5782315739/in/photostream
]]> NYSE CLUSTER WINNERS BTM,EP,ASH,S,PII,GT,AG,MW,IEP,HS,MCO,BAK,PDS,KAR,KEG,SIX,FTO,YZC,ABVT,WTI,SEM,CHU,AGP,COG,VRX,HUM,FLO,CRS,WMG,SLG,CSH,BPI,GRA,NUS,DF,HLF,DDS,ICO,ELN,WTW,BKS,DTG,DPZ http://seekingalpha.com/instablog/931680-santezero/182951-nyse-cluster-winners-btm-ep-ash-s-pii-gt-ag-mw-iep-hs-mco-bak-pds-kar-keg-six-fto-yzc-abvt-wti-sem-chu-agp-cog-vrx-hum-flo-crs-wmg-slg-csh-bpi-gra-nus-df-hlf-dds-ico-eln-wtw-bks-dtg-dpz?source=feed 182951

######################################################

All info

 description=ftp://ftp.nasdaqtrader.com/symboldirectory/nasdaqlisted.txt
skipp negative 200 / 50 day change
skipp negative day change
 description=MOST OF NYSE
skipp negative 200 / 50 day change
skipp negative day change

NYSE marketcap>=1000.0 mio USD OPTION=+ONLYK-means clustering using exchange method
CPU time=101 ms
Data had dimension: 3  with number of rows: 505
Number of final clusters=10
Compactness=15.998124535927822



two top cluster

NR1cluster:   9  (19.43, 43.64, 0.58) DF HLF DDS ICO ELN WTW BKS DTG DPZ

NR2cluster:   8  (9.46, 27.27, 1.02) BTM EP ASH S PII GT AG MW IEP HS MCO BAK PDS KAR KEG SIX FTO YZC ABVT WTI SEM CHU AGP COG VRX HUM FLO CRS WMG SLG CSH BPI GRA NUS



VISUAL:

10 CLuster NYSE

]]> Tue, 31 May 2011 14:02:20 -0400

######################################################

All info

 description=ftp://ftp.nasdaqtrader.com/symboldirectory/nasdaqlisted.txt
skipp negative 200 / 50 day change
skipp negative day change
 description=MOST OF NYSE
skipp negative 200 / 50 day change
skipp negative day change

NYSE marketcap>=1000.0 mio USD OPTION=+ONLYK-means clustering using exchange method
CPU time=101 ms
Data had dimension: 3  with number of rows: 505
Number of final clusters=10
Compactness=15.998124535927822



two top cluster

NR1cluster:   9  (19.43, 43.64, 0.58) DF HLF DDS ICO ELN WTW BKS DTG DPZ

NR2cluster:   8  (9.46, 27.27, 1.02) BTM EP ASH S PII GT AG MW IEP HS MCO BAK PDS KAR KEG SIX FTO YZC ABVT WTI SEM CHU AGP COG VRX HUM FLO CRS WMG SLG CSH BPI GRA NUS



VISUAL:

10 CLuster NYSE

]]> oibr kmi ash s pii gt ag mw iep hs mco bak pds kar keg six fto yzc abvt wti sem chu wlp cog vrx hum flo crs wmg slg csh bpi gra nus df hlf dds ico eln wtw bks dtg dpz NYSE Nasdaq 10 Cluster 1 bil. market cap http://seekingalpha.com/instablog/931680-santezero/182947-nasdaq-10-cluster-1-bil-market-cap?source=feed 182947
IPGP GLNG REGN GMCR

complet analysis



 description=ftp://ftp.nasdaqtrader.com/symboldirectory/nasdaqlisted.txt
skipp negative 200 / 50 day change
skipp negative day change
 description=ftp://ftp.nasdaqtrader.com/symboldirectory/nasdaqlisted.txt
skipp negative 200 / 50 day change
skipp negative day change

NASDAQ  marketcap>=1000.0 mio USD OPTION=+ONLYK-means clustering using exchange method
CPU time=210 ms
Data had dimension: 3  with number of rows: 207
Number of final clusters=10
Compactness=3.437758496466221

Cluster-center and  Cluster symbols:
cluster:   0  (2.13, 1.69, 0.49) APOL AAPL SNPS TTEK NVLS BOKF TXRH ORLY CSTR JACK LOGM TQNT TEVA SEIC ATVI VRSK CASY ADVS HBANP HITT FNFG LLTC
cluster:   1  (1.60, 6.25, 0.40) NWBI FELE ULTI ADBE MANT MCRS ALTE LPLA AMTD CBSH SBNY ISBC SPIL BLKB UTIW INTC THRX NWS SYMC GILD AMZN FISV WTNY ESRX CELG PEGA SIAL SBUX UMBF MEOH
cluster:   2  (6.85, 5.21, 0.25) CAKE NIHD AMRS ROVI CFFN BMRN TGA GMLP AMLN MGLN NVDA UMPQ
cluster:   3  (2.98, 11.35, 0.35) HSNI LINTB LINTA FLIR WRLD ATML USTR NBXH LKQX MORN NWSA HUGH TLEO DELL JDSU BECN ADP CCMP CHKP ESGR ONNN ACIW SYKE SIVB COST JDAS XLNX IFSIA DTV ENDP DISCB PRAA CTAS GAME MOLX SIRO MOLXA RAVN XRAY ODFL LBTYB QCOM AMGN LPNT
cluster:   4  (6.60, 15.12, 0.51) DLTR CRZO SHPGY SAPE ZBRA FWRD EQIX NUAN BRCD ENTG IDTI CGNX ICON TLCR BMC CPRT PVTB TSLA RRD IACI VMED EZPW VCLK AZPN EXPE ASNA OVTI ASMI MLNX
cluster:   5  (3.15, 20.54, 0.46) ERIC ALTR POOL BCPC CYOU JOSB SVVS GTLS BWLD ARBA PLXS RNOW LUFK SXCI CACC PSSI LEAP TSCO CHSI CHTR MWIV OTEX BIIB ACTG EROC
cluster:   6  (11.34, 22.42, 0.86) AFSI PSMT ACOM ROSE NFLX QLIK FTNT FCFS HANS MDCO TLVT CY FINL VOLC VECO NTGR SOLR HIBB INFA
cluster:   7  (7.92, 32.61, 0.98) SPWRA SPWRB ULTA SFLY FEIC TZOO AMMD ERTS LCAPA LCAPB APAGF BJRI GPRO
cluster:   8  (17.65, 39.09, 0.34) ZOLL TRNX MPEL SODA ALKS VSEA SREV SIRI QCOR
cluster:   9  (14.58, 60.39, 0.95) IPGP GLNG REGN GMCR





]]> Tue, 31 May 2011 13:51:11 -0400
IPGP GLNG REGN GMCR

complet analysis



 description=ftp://ftp.nasdaqtrader.com/symboldirectory/nasdaqlisted.txt
skipp negative 200 / 50 day change
skipp negative day change
 description=ftp://ftp.nasdaqtrader.com/symboldirectory/nasdaqlisted.txt
skipp negative 200 / 50 day change
skipp negative day change

NASDAQ  marketcap>=1000.0 mio USD OPTION=+ONLYK-means clustering using exchange method
CPU time=210 ms
Data had dimension: 3  with number of rows: 207
Number of final clusters=10
Compactness=3.437758496466221

Cluster-center and  Cluster symbols:
cluster:   0  (2.13, 1.69, 0.49) APOL AAPL SNPS TTEK NVLS BOKF TXRH ORLY CSTR JACK LOGM TQNT TEVA SEIC ATVI VRSK CASY ADVS HBANP HITT FNFG LLTC
cluster:   1  (1.60, 6.25, 0.40) NWBI FELE ULTI ADBE MANT MCRS ALTE LPLA AMTD CBSH SBNY ISBC SPIL BLKB UTIW INTC THRX NWS SYMC GILD AMZN FISV WTNY ESRX CELG PEGA SIAL SBUX UMBF MEOH
cluster:   2  (6.85, 5.21, 0.25) CAKE NIHD AMRS ROVI CFFN BMRN TGA GMLP AMLN MGLN NVDA UMPQ
cluster:   3  (2.98, 11.35, 0.35) HSNI LINTB LINTA FLIR WRLD ATML USTR NBXH LKQX MORN NWSA HUGH TLEO DELL JDSU BECN ADP CCMP CHKP ESGR ONNN ACIW SYKE SIVB COST JDAS XLNX IFSIA DTV ENDP DISCB PRAA CTAS GAME MOLX SIRO MOLXA RAVN XRAY ODFL LBTYB QCOM AMGN LPNT
cluster:   4  (6.60, 15.12, 0.51) DLTR CRZO SHPGY SAPE ZBRA FWRD EQIX NUAN BRCD ENTG IDTI CGNX ICON TLCR BMC CPRT PVTB TSLA RRD IACI VMED EZPW VCLK AZPN EXPE ASNA OVTI ASMI MLNX
cluster:   5  (3.15, 20.54, 0.46) ERIC ALTR POOL BCPC CYOU JOSB SVVS GTLS BWLD ARBA PLXS RNOW LUFK SXCI CACC PSSI LEAP TSCO CHSI CHTR MWIV OTEX BIIB ACTG EROC
cluster:   6  (11.34, 22.42, 0.86) AFSI PSMT ACOM ROSE NFLX QLIK FTNT FCFS HANS MDCO TLVT CY FINL VOLC VECO NTGR SOLR HIBB INFA
cluster:   7  (7.92, 32.61, 0.98) SPWRA SPWRB ULTA SFLY FEIC TZOO AMMD ERTS LCAPA LCAPB APAGF BJRI GPRO
cluster:   8  (17.65, 39.09, 0.34) ZOLL TRNX MPEL SODA ALKS VSEA SREV SIRI QCOR
cluster:   9  (14.58, 60.39, 0.95) IPGP GLNG REGN GMCR





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