Greg Pomerantz
f68b239b9a
factors.py: full OLS of all 2,384 funds on a 35-driver basis (overinclusive, no portfolio-corr screening - corr is a replacement signal, not a rejection). v1's 21 + lqd/hyg/prefs/emb/tip/shy/vtv/ 8 sectors/CTA/commodities. Basis fixes: drop vea/vug (dupes of efa/qqq), drop finux (TERMINATED 2017 - silently zeroed the complete-case mask; v1 forward selection never hit this), drop bil (shv/bil near-null -> offsetting shv+64/bil-54 noise fits), residualize vblix on ivv+tlt (pure vol axis), ridge 0.02. cluster.py: hierarchical tree saved but fixed-k cuts degenerate (most funds are blends -> one 2250-fund blob); k-means++ (deterministic) is the useful grouping, re-run live in-app for any k. app: Return-driver clusters expander (k slider 10-60, summary table, member table sorted by alpha-t). Findings at k=30 in RESEARCH.md.
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99 KiB
JSON
1 line
99 KiB
JSON
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"csibx", "csmdx", "csmix", "csoax", "csrix", "csrsx", "cstax", "csuax", "csvax", "ctagx", "ctcax", "ctfax", "cthax", "ctlax", "ctrzx", "cugax", "cusex", "cwbfx", "cwgix", "cxhyx", "cybax", "czmgx", "czmsx", "czmvx", "dagvx", "davpx", "dbalx", "dbicx", "dbmix", "dboax", "dccax", "dcpyx", "dcsvx", "dcuax", "dddax", "ddfax", "ddiax", "ddvax", "dedax", "deeax", "deffx", "deggx", "delix", "demax", "deopx", "deqax", "dessx", "devlx", "dfac", "dfas", "dfat", "dfeox", "dffvx", "dflax", "dflex", "dfqtx", "dfrex", "dfstx", "dfsvx", "dfusx", "dfvex", "dgagx", "dgcax", "dgeax", "dglax", "dhgax", "dhlax", "dhmbx", "dhtax", "dial", "dibax", "difax", "diisx", "disax", "dissx", "ditex", "divhx", "dlhax", "dlqax", "dltrx", "dmcvx", "dmszx", "dmtfx", "dmuax", "dmusx", "dnlax", "dnldx", "dnmzx", "dodwx", "domix", "dpcfx", "dpiax", "dpltx", "dprex", "dqiax", "drcax", "drcvx", "dregx", "dreqx", "drevx", "drlix", "drnjx", "drrax", "dscpx", "dsibx", "dspix", "dstix", "dtcax", "dtgrx", "dtlgx", "dultx", "dura", "durpx", "dusa", "dvipx", "dvmhx", "dvrkx", "dvrux", "dvtax", "dwas", "dxhyx", "dxklx", "dxksx", "dxnlx", "eaalx", "eaamx", "eaasx", "eablx", "eacax", "eacox", "eacpx", "eadix", "eaeax", "eaemx", "eaerx", "eafgx", "eafhx", "eafvx", "eagmx", "eaiix", "eaisx", "ealbx", "ealcx", "ealdx", "ealtx", "eanax", "earax", "earrx", "eascx", "eatvx", "ebabx", "ebnd", "ebsax", "ecbsx", "ecctx", "ediax", "ediv", "eeiax", "eeldx", "eelv", "eemgx", "eemx", "efax", "egrix", "ehstx", "eigix", "eimgx", "einc", "eipcx", "eipix", "eitax", "eitex", "eivpx", "emaax", "emdax", "emlax", "emlc", "emoax", "emptx", "emrgx", "emsqx", "eniax", "epgax", "eqal", "eqnax", "eqwl", "erbax", "ergox", "erth", "eseax", "esge", "esgv", "eshix", "esmax", "espo", "etazx", "etegx", "etgax", "etgix", "ethix", "ethsx", "ethyx", "etmax", "etmbx", "etmdx", "etmnx", "etmox", "etncx", "etnjx", "etnyx", "etohx", "etorx", "etpax", "etsix", "ettgx", "etvax", "evcgx", "evfax", "evibx", "evifx", "evtmx", "evvcx", "exflx", "exmax", "exnax", "extgx", "facdx", "facfx", "facnx", "fafdx", "fafrx", "fagax", "fagix", "fairx", "famex", "fascx", "faztx", "fbdix", "fblax", "fbnd", "fbtax", "fcamx", "fceex", "fcenx", "fceux", "fcfgx", "fcfix", "fclax", "fcntx", "fcotx", "fcspx", "fcssx", "fcstx", "fcttx", "fcvsx", "fdbax", "fdcax", "fdegx", "fdetx", "fdgfx", "fdgrx", "fdiax", "fdivx", "fdmmx", "fdvax", "fedax", "felax", "femdx", "femgx", "feqmx", "feqtx", "feugx", "ffalx", "ffrsx", "ffsax", "fftfx", "ffxsx", "fgatx", "fgcsx", "fgfax", "fgiax", "fgilx", "fginx", "fgrax", "fgrix", "fgsax", "fgtax", "fgtix", "fgtzx", "fguax", "fhaix", "fhcox", "fhesx", "fhhix", "fhiix", "fhjux", "fhkax", "fhmix", "fhumx", "fhysx", "fhytx", "fhyvx", "fiasx", "fibpx", "ficgx", "ficmx", "ficnx", "fidpx", "fidsx", "fifnx", "figfx", "figkx", "figrx", "fihbx", "fiiax", "fiifx", "filfx", "fimyx", "fisax", "fiscx", "fisex", "fite", "fiusx", "fivlx", "fkasx", "fkbax", "fkcix", "fkdnx", "fkgrx", "fkinx", "fkitx", "fklax", "fknix", "fkrcx", "fkstx", "fktfx", "fktix", "fkusx", "fkutx", "fkytx", "flaax", "fldax", "flerx", "fljsx", "flncx", "flpsx", "flrex", "flrn", "fltdx", "fltfx", "fltmx", "fltr", "flvcx", "fmagx", "fmbpx", "fmcdx", "fmdcx", "fmdtx", "fmgix", "fmiex", "fmifx", "fmihx", "fmijx", "fmilx", "fmimx", "fminx", "fmisx", "fmitx", "fmndx", "fmoax", "fmotx", "fmsfx", "fmsgx", "fmtzx", "fmuax", "fmuux", "fncrx", "fndb", "fngax", "fniax", "fnmtx", "fnytx", "fobax", "focpx", "fohtx", "fopax", "fosfx", "fpjax", "fpntx", "fqchx", "fqtex", "fralx", "frbsx", "frcox", "frdax", "freex", "frfax", "frifx", "frlex", "frmox", "frnjx", "frorx", "frpax", "frsgx", "frstx", "frtsx", "frvax", "frvlx", "fsamx", "fsazx", "fscdx", "fsgrx", "fshix", "fslbx", "fsoax", "fspcx", "fsrbx", "fstbx", "fstkx", "fsvlx", "ftazx", "ftbfx", "ftcex", "ftcox", "ftczx", "ftfmx", "ftgax", "ftgsx", "ftiax", "ftlax", "ftnyx", "ftoix", "ftorx", "ftrax", "ftrcx", "ftrfx", "ftrnx", "ftrtx", "ftsd", "fttax", "fttmx", "fulax", "fusgx", "fusix", "fvatx", "fvdfx", "fvilx", "fvrmx", "fwiax", "fwwfx", "fxctx", "fxidx", "fxncx", "fyhtx", "gaaex", "gaawx", "gabcx", "gabvx", "gagax", "gaigx", "gaiox", "gatax", "gauax", "gbcix", "gblax", "gbonx", "gcaex", "gcasx", "gcblx", "gcecx", "gceqx", "gcinx", "gcpax", "gdxj", "gegax", "geosx", "ggbfx", "ggcax", "gghcx", "gglix", "ggmmx", "gibax", "gifax", "gijax", "gildx", "giocx", "giyix", "gldax", "glnax", "glrbx", "gmdyx", "goodx", "gpgix", "gpmfx", "grnb", "gsxax", "gtcix", "gtddx", "gtfbx", "gtrax", "gtsax", "gwlix", "gyld", "hacsx", "hadax", "hcegx", "hcemx", "hcesx", "hchyx", "hciex", "hcigx", "hciix", "hcimx", "hcinx", "hcmex", "hcmgx", "hcmnx", "hcrb", "hcsbx", "hcsrx", "hdvax", "heomx", "herix", "hfcgx", "hfqax", "hgxax", "hhccx", "hiabx", "hiacx", "hiadx", "hiagx", "hiahx", "hiaox", "hiasx", "hicox", "hilax", "himcx", "hiscx", "hisix", "hmezx", "hncax", "hnddx", "hnmdx", "hrsax", "hspgx", "hstax", "hstrx", "htrb", "hubax", "hulax", "hyem", "hymax", "hysax", "iarax", "iautx", "ibnax", "ibnd", "ibrax", "iceux", "icifx", "icmbx", "icmux", "icpax", "idivx", "idlv", "idmo", "iegax", "iemfx", "ienax", "ieyax", "igaax", "igiax", "iglgx", "igmax", "igncx", "ihfax", "ihiax", "ihoax", "iifax", "iigix", "imanx", "imntx", "imrfx", "inco", "index", "indzx", "ineax", "inivx", "inpax", "intax", "inutx", "ipiix", "ipkw", "ipoyx", "ircyx", "irfax", "irsyx", "iscax", "isfax", "isgdx", "isra", "itiox", "ityax", "ivcsx", "ivfax", "ivinx", "ivoax", "ivsox", "ivsyx", "ivvyx", "iysyx", "jaagx", "jablx", "jacax", "jacdx", "jaflx", "jagrx", "jaigx", "jamfx", "jascx", "javax", "jawgx", "jcsrx", "jctrx", "jderx", "jdvrx", "jdvwx", "jdyrx", "jensx", "jeqix", "jfdrx", "jgrsx", "jhbsx", "jhhbx", "jhyix", "jigtx", "jmbs", "jmcgx", "jmcrx", "jmvsx", "jrgrx", "jsgtx", "jsigx", "jsnwx", "jtmrx", "jvmrx", "kauax", "kbwb", "kbwd", "kbwp", "kbwy", "kctax", "kdhax", "kgdax", "khyax", "klcax", "kmdnx", "kmknx", "kntax", "komp", "korp", "kscox", "ksdvx", "ktcix", "ktrax", "ktxix", "labcx", "lacax", "lacfx", "lafax", "laffx", "lagwx", "laiax", "laiex", "lamax", "lanjx", "lansx", "lanyx", "laplx", "lauyx", "lavgx", "lavlx", "lbndx", "lbsax", "lcdvx", "lceax", "lcfix", "lcflx", "lciax", "lcrax", "lcsmx", "ldcax", "ldfvx", "ldmvx", "ldrax", "legax", "leifx", "lfeax", "lfgcx", "lfiax", "lfmax", "lfrax", "lftlx", "lgcax", "lgilx", "lglax", "lglv", "lhcax", "lhiax", "lhyax", "libax", "licax", "lidax", "lifax", "liiax", "lisax", "litax", "lldyx", "lmecx", "lmgax", "lmiax", "lmiyx", "lmsfx", "lmvyx", "lnyax", "lphax", "lpjrx", "lprax", "lprdx", "lprex", "lprfx", "lpvax", "lpxax", "lrscx", "lsbdx", "lsdax", "lsgbx", "lsofx", "lssix", "lswwx", "lsyux", "ltebx", "ltmax", "ltnyx", "ltrax", "lttkx", "lubax", "lutax", "lvhd", "lvhi", "lvitx", "lvoax", "lzhox", "maagx", "macfx", "madfx", "magwx", "mamax", "mapax", "masax", "masgx", "mbdfx", "mbeqx", "mbovx", "mbsax", "mcfix", "mcftx", "mcoax", "mcsax", "mctox", "mdidx", "mdsix", "mdxbx", "mdyg", "mdyv", "medhx", "mefix", "meifx", "meikx", "memax", "memqx", "memux", "merdx", "merfx", "mervx", "mfaax", "mfalx", "mfarx", "mfbfx", "mfcpx", "mfegx", "mffsx", "mfiax", "mfiox", "mfjax", "mfpax", "mfrkx", "mfscx", "mfsmx", "mfssx", "mfwtx", "mfwvx", "mgfox", "mghax", "mgiax", "mglax", "mgrax", "mgsex", "mgsix", "mgvax", "mhcax", "mhitx", "mhoax", "miaax", "miazx", "midax", "midsx", "mieix", "migfx", "mishx", "missx", "mittx", "miucx", "mkvhx", "mlaax", "mlfax", "mllax", "mlozx", "mlpnx", "mlpox", "mlptx", "mlpzx", "mltax", "mlvax", "mmgax", "mmgpx", "mmhyx", "mmufx", "mncex", "mndax", "mnrbx", "mnrgx", "mnrmx", "mnwax", "moat", "mofix", "moglx", "montx", "mort", "motg", "moti", "mpblx", "mqlix", "mrbkx", "mresx", "mrgax", "mrskx", "mscgx", "msfrx", "msggx", "msncx", "msnyx", "msoax", "mstbx", "mstfx", "mstgx", "mstpx", "mstqx", "msvax", "mtbax", "mtcax", "mtcgx", "mtlfx", "mtrax", "mueax", "mvalx", "mvcax", "mveix", "mvgax", "mwefx", "mwofx", "mxccx", "mxigx", "naarx", "nacmx", "nanr", "napix", "nbarx", "nbiax", "nbngx", "nbrvx", "ncaax", "ncbgx", "ncbix", "ncgfx", "nchax", "ncicx", "ncirx", "nclex", "ncoax", "nctwx", "ndarx", "ndvax", "nefjx", "nefox", "nefrx", "nefzx", "nesgx", "newfx", "nfrax", "ngcax", "nhmax", "nicsx", "njtfx", "nlgax", "nlsax", "nmaax", "nmbax", "nmdax", "nmiex", "nmmex", "nmmgx", "nmuix", "nnjax", "nnyax", "noiax", "notax", "novix", "nphix", "npscx", "nrfax", "nsaox", "nsbax", "nseix", "nsmax", "nsmmx", "nstrx", "nthex", "nugax", "nvhax", "nwhnx", "nwqax", "nyaax", "nyvtx", "oafix", "oaiex", "oakbx", "oakex", "oakgx", "oakix", "oaklx", "oakmx", "oakwx", "oalgx", "oalvx", "oasgx", "oasvx", "oaycx", "obegx", "olcax", "omfcx", "omfl", "omfs", "omifx", "oneo", "oneq", "onev", "oney", "onjcx", "opacx", "opcax", "opnyx", "origx", "orilx", "orncx", "oscbx", "ostax", "ostfx", "otcax", "otcfx", "owacx", "owcax", "owcix", "owfix", "owlsx", "owmbx", "ownyx", "owsmx", "paakx", "pabax", "pacax", "pacex", "pacjx", "padcx", "padlx", "paeax", "paekx", "paelx", "paffx", "pafmx", "pajrx", "pamfx", "pappx", "parmx", "parnx", "parwx", "pasux", "paxhx", "paxwx", "pazlx", "pbaix", "pbamx", "pbbbx", "pbcax", "pbdix", "pbqax", "pbsmx", "pbus", "pcdlx", "pcef", "pcjsx", "pckex", "pclcx", "pclrx", "pconx", "pcrix", "pcvax", "pdbax", "pdeax", "pdhax", "pdinx", "pdizx", "pdsax", "pennx", "peopx", "pequx", "pespx", "pexmx", "peyax", "pflrx", "pfsax", "pfslx", "pfxf", "pgdix", "pgeix", "pgeox", "pggax", "pggix", "pgjax", "pgkax", "pgnax", "pgoax", "pgrnx", "pgrox", "pgsix", "pgvax", "pgwax", "pheax", "phizx", "phlax", "phstx", "phyix", "phyl", "physx", "piafx", "piamx", "piasx", "pibax", "piefx", "pieqx", "pigdx", "pincx", "pisdx", "pishx", "piuix", "pjdax", "pjeax", "pjgrx", "pjiax", "pjrax", "plbbx", "plbex", "plusx", "pmegx", "pmtgx", "pmvax", "pnbax", "pneax", "pngax", "pnopx", "pnrax", "pnsax", "pnvax", "pogax", "pomix", "povsx", "ppiax", "ppnax", "ppqax", "pqcnx", "pqnax", "pqtsx", "prafx", "prasx", "prblx", "prcix", "prcox", "prcpx", "prdgx", "prdmx", "prdsx", "prefx", "preix", "premx", "presx", "prfdx", "prfhx", "prfrx", "prfsx", "prfz", "prgfx", "prgmx", "prgsx", "prgtx", "prhsx", "prhyx", "pridx", "prigx", "prihx", "prijx", "prinx", "pripx", "prisx", "pritx", "prjax", "prjpx", "prkax", "prlax", "prmdx", "prmsx", "prmtx", "prnex", "prnhx", "prnyx", "provx", "prpax", "prpix", "prscx", "prsgx", "prsix", "prsmx", "prsnx", "prsvx", "prtax", "prtix", "pruax", "prulx", "prvax", "prvbx", "prwax", "prwbx", "prwcx", "prxcx", "pscc", "pscd", "psce", "psch", "psci", "pscm", "psct", "psecx", "psgix", "psiax", "psilx", "pslax", "psnyx", "pstax", "ptebx", "ptmax", "pttfx", "pucax", "pudax", "puls", "purcx", "pvfax", "pvfix", "pvivx", "pwjax", "pwtax", "pxbix", "pxgox", "pxlix", "pxnix", "pxsix", "pxwgx", "pxwix", "pyaix", "pycix", "pycsx", "pyeix", "pyfix", "pygix", "pysix", "pyvsx", "pzrmx", "qaacx", "qabgx", "qalgx", "qaltx", "qascx", "qasgx", "qbdsx", "qcbmrx", "qceqrx", "qcgdx", "qcglrx", "qcgrrx", "qcilrx", "qcmmrx", "qcscrx", "qcstrx", "qefa", "qemm", "qevox", "qfvox", 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