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suite43 · 3 years ago

Note

PS Neither the egg fic nor the vegan freak have anything to do with M/gastar before you try it. That's all pure Starscream stanning, baby. And one of them is St/rop, the supposedly ""good""" ship LOL.

List of female Transformers Main Complete list Following is a thorough list of the various female Transformers in canon thus far. Many of these characters were Japan-exclusive, featured only in fiction, or exist as limited-run exclusive toys. Female characters who had multiple toys are listed only once. Generation 1 (Numbers indicate order of appearance.) Chromia (1) Moonracer (2) Firestar (3) Elita One (4) Greenlight (5) Lancer (6) Arcee (7) Beta (8) An Autobot rebel (9) Paradron Medic (11) Nancy (12) Minerva (13) Clipper (14) Karmen (18) Glyph (20) Road Rage (21) Discharge[1] (22) Windy[1] (23) Vibes (24) Roulette (25) Flareup (32) Flip Sides (34) Rosanna (35) Windrazor (38) Thunderblast (46) Cassiopeia (47) Nautica (51) Windblade (52) Victorion (61) Velocity (63) Javelin (62) Proxima (64) Roadmaster (65) Acceleron (66) Override (69) Rust Dust (70) Pyra Magna (71) Skyburst (72) Stormclash (73) Jumpstream (74) Dust Up (75) Scorpia[1] (76) Eos (80) Lifeline (83) Quickslinger (84) Hotwire[2] (98) Strongarm (99) Slide[2] (104) Crush Bull[2] (107) Oiler[2] (108) Broadside[2] (109) Sky High[2] (110) Circuit[2] (116) Pyra Ignatia Spark[2] (118) Scorchfire (122) Orthia (126) Smashdown[2] (128) Esmeral (15) Lyzack (16) Clio (17) Nightracer (19) Shadow Striker (26) Howlback (31) Flamewar (33) Flip Sides (34) Crasher (39) Freezon[1] (44) Nightracer (49) Slipstream (50) Twirl (54) Nickel (60) Swift (77) Killjoy (79) Blackout[2] (81) Spaceshot[2] (82) Crash Test (85) Trickdiamond (92) Moonheart (93) Megaempress (94) Flowspade (95) Lunaclub (96) Megatronia (100) Buckethead[1] (103) Diveplane[1] (112) Seawave[1] (113) Mindgame (114) Tracer[2] (115) Devastator[2] (117) Cindersaur[2] (125) Shadow Striker (127) Nova Storm[2] (129) Termagax (133) Kaskade (135) Heavywait (138) Tyrannocon Rex (139) Cheesecake robot (10) Roulette and Shadow Striker's sister (27) Path Finder (28) Small Foot (29) Devcon's galpal (30) One of Optimus Prime's rescuees (36) Angela (37) Four members of the Kaon upperclass (40-43) Ma-Grrr (45) Red waitress Transformer (48) Windshear (53) Solus Prime (55) Female protester (56) Lightbright (57) Strafe (58) Mistress of Flame (59) Exocet (67) Vertex (68) Aileron (78) Gnash (86) Slice (87) Thrashclaw (88) Shred (89) A pair of Devisen twins (90-91) Maxima (97) Sieg[3] (101) Kari (102) Anode (105) Lug (106) X-Throttle (111) Rum-Maj (119) Praesidia Magna (120) Fastbreak (121) Crash Test (122) Stardrive (123) Magrada (124) Leviathan (130) Codexa (131) Gauge (132) Lodestar (134) Shutter (136) Sharpclaw (137) Cargohold (140) Half-qualifiers: Alana, turned into a Transformer for a short time. Aunty, female Cybertronian intelligent computer. Combination granny and attack-dog-bots, human-sized drones supposedly based on Transformer technology. One of Maccadam's bartenders Nightbird Overlord, has a female side to him. Some of the "Teletraan" computers like 15 and 10 are female. There appears to be a female design among a group of old generics. Bayonet, the fake female Decepticon disguise of Britt. In the French dub of The Transformers: The Movie, Shrapnel and Starscream are considered female. Shrapnel is also female in the Russian dub. Beast Era (Numbers indicate order of appearance.) Airazor (2) Kitte Shūshū (5) Rage (6) Botanica (7) Sonar[1] (13) Crystal Widow (14) Crossblades (15) Stiletto (16) Transmutate[1] (18) Binary (19) Wedge Shape[1] (24) Aura (25) Legend Convoy[1] (26) Stockade[2] (28) Rav (29) Hammerstrike[2] (31) Triceradon[2] (35) Skimmer (36) Nyx (44) Blackarachnia (1) Scylla (3) Antagony (4) Strika (8) Manta Ray[1] (17) Ser-Ket (20) Dead-End[2] (27) Jai-Alai (30) Max-B[2] (32) Gaidora (33) Soundbyte/Soundbite (34) Liftoff (37) Freefall (38) Snarl-blast[2] (39) Vertebreak (43) Skold (45) Libras (9) Virgol (10) Cancix[1] (11) Possibly Sagittarii (12) Dipole (21) Vamp (22) Plasma[2] (23) Deep Blue (40) At least two bridge officers of the Terrastar (41-42) Half-qualifiers: NAVI-ko, female Cybertronian intelligent computer NAVI (Yukikaze), female Cybertronian intelligent computer NAVI (Gung Ho), female Cybertronian

intelligent computer DNAVI, female Cybertronian intelligent computer Medusa, an Intruder-built robot modified with Cybertronian technology Robots in Disguise (2001) (Numbers indicate order of appearance.) Optimus Prime[2] (1) Nightcruz[1] (3) Scourge[2] (2) Half-qualifiers: T-AI, female Cybertronian intelligent computer. Unicron Trilogy (Numbers indicate order of appearance.) Airazor (5) Arcee (9) Autobot nurses (10) Two Velocitronian band members (11-12) Override[4] (13) Joyride[4] (15) Quickslinger (16) Crystal Widow (24) Treadbolt (33) Chromia (34) Thunderblast (14) Spacewarp (30) Sureshock (1) Combusta (2) Falcia (3) Twirl (4) Sunburn (6) Cliffjumper[1] (7) Ironhide[1] (8) Spiral[1] (9) Offshoot[1] (17) Breakage[1] (18) Kickflip[1] (19) Mudbath[1] (20) Heavy Metal[1] (21) "Disco ball" (22) Road Rebel[1] (23) Guardian Speed[1] (25) Mugen[1] (26) Bingo/Triac[1] (27) Wedge Shape[1] (28) Sprite (29) Boom Tube (31) Windrazor (32) Rán (33) Half-qualifiers: A possible scooterformer Dark Nitro Convoy, evil clone of a character whose gender was switched in translation Red Alert, minimally-altered release of a toy that was female in Japan Midnight Express, unaltered release of a toy that was female in Japan Hourglass, a female character who might be a Cybertronian Bombshell, a female character who might be a Cybertronian Carillon, a female character who might be a Cybertronian Vector Prime, the former multiversal entity who was female in some universes Movie continuity family (Numbers indicate order of appearance.) Arcee (1) Elita-One (2) Chromia (4) Perihelion (8) HMS Alliance (9) Windblade (13) Fracture (3) Alice (5) Shadow Striker (6) Override[3] (7) Diabla (10) Howlback (11) Shatter (12) Nightbird Airazor Half-qualifiersJetfire claims to have a mother who may or may not have been a Transformer. Animated (Numbers indicate order of appearance.) Sari Sumdac (2) Arcee (3) Elita-1 (4) Red Alert (6) Botanica (8) Flareup (10) Rosanna (11) Glyph (12) Lickety-Split (13) Lightbright (14) Chromia (16) Clipper (17) Quickslinger (18) Kappa Supreme (19) Override Prime (20) Windy (21) Road Rage (25) Flashpoint (26) Minerva (27) Sureshock (28) Nightbeat (29) Sunstreaker (30) Blackarachnia (1) Slipstream (5) Strika (7) Flip Sides (9) Antagony (15) Wingthing (22) Beta (23) Drag Strip (24) Half-qualifiers: Teletran-1, female Cybertronian intelligent computer TransTech (Numbers indicate order of appearance.) Blackarachnia (5) Strika (3) Unnamed medic (1) Andromeda (2) Cyclis (4) Sonar (6) Hammerstrike (7) Scorpia (8) Proxima (9) Half-qualifiers: Axiom Nexus News Editor, a 'bot with one male and one female personality Shattered Glass (Numbers indicate order of appearance.) Crasher (1) Esmeral (6) Howlback (7) Arcee (2) Andromeda (3) Elita-One (4) Strongarm (8) Windblade (9) Nautica (10) Beta (5) Half-qualifiers: Teletraan-X, female Cybertronian intelligent computer. Aligned continuity family (Numbers indicate order of appearance.) Akiba Prime Arc Arcee Arcee Blade Assault Star Brushfire Cameo Catapult Chevalier Chromia Deep Blue Ether Walker Firestar Galaxy Flare Galaxy 'Questrian Glow Matronly Docent Quickshadow Rocket Plume Solus Prime Strongarm Tempest Spin Thunderclap Upkeep Windblade Airachnid Astraea Aurora Speeder Balewing Coldstar Crimson Phantom Cyberwarp Cyclone Dancer Diabla Duststorm Fallen Angel Filch Flamewar Flash Runner Glowstrike Hoverbolt Helter-Skelter Hurricane Hunter Ida Lensflare Metal Thunder Nebula Ripper Night Dancer Overhead Retrofit Rollcage Scatterspike Skyjack Slink Slipstream Spiral Zealot Supernova Flame Variable Star Void Pulse Zizza Ser-Ket Ripclaw Azimuth Cogwheel Elita One Mercury Moonracer Nightra Override Bot Shots (Numbers indicate order of appearance.) Buzzclaw (1) Kre-O (Numbers indicate order of appearance.) Chromia (1) Arcee (3) Strika (4) Minerva (5) Windblade (6) Paradron Medic (10) Strongarm (12) Skimmer[1] (13) Airachnid (2) Thunderblast (7) Blackarachnia (8) Slipstrike (9) Ida (11) Liftoff[1] (14) Freefall[1] (15) Angry Birds Transformers (Numbers indicate order of appearance.) Stella as:Arcee

(1) Airachnid (2) Chromia (4) Novastar (10) Moonracer (11) Greenlight (12) Silver as:Windblade (3) Energon Windblade (5) Elita-One (8) Matilda as:Energon Nautica (6) Nautica (7) Strongarm (9) Zeta as:Nightbird (13) Rosanna (15) Zeta as:Slipstream (14) Cyberverse (Numbers indicate order of appearance.) Arcee Chromia Clobber Jazz[3] Windblade Alpha Strike Nova Storm Shadow Striker Skywarp Slipstream Blackarachnia Cosmos Operatus Solus Prime Half-qualifiers: In the Japanese dub of Cyberverse, Thrust was female, and went by the name Red Wing. Acid Storm fluctuates between the male and female Seeker body types in show. Mae Catt would explain this on Twitter as this being "just something Acid Storm likes to do" and that pronouns are "up to Acid Storm". This would imply Acid Storm is non-binary gender fluid, thus they semi-qualify for the list. BotBots (Numbers indicate order of appearance.) Aday Angry Cheese Arctic Guzzlerush Bankshot Big Cantuna Bok Bok Bok-O Bonz-Eye Bot-T-Builder Bottocorrect Bratworst Brock Head Chef Nada Clawsome Crabby Grabby Cuddletooth Dingledeedoo Disaster Master Disgusto Desserto DJ Fudgey Fresh Doctor Flicker Drama Sauce Drillit Yaself Face Ace Fail Polish Fit Ness Monster Flare Devil Flood Jug Fomo Frohawk Frostfetti Frostyface Glam Glare Fancy Flare Glitch Face Goggly Spy P.I. Gold Dexter Goldface Goldiebites Goldie Terrortwirl Goldito Favrito Goldpin Baller Gold Punch Grampiano Grandma Crinkles Grave Rave The Great Mumbo Bumblo Greeny Rex Grrr'illa Grimes Halloween Knight Handy Dandy Hashtagz Hawt Diggity Hawt Mess Highroller Hiptoast Ice Sight Javasaurus Rex Jet Setter Knotzel Latte Spice Whirl Leafmeat Alone Loadoutsky Lolly Licks Lolly Mints Miss Mixed Movie Munchster Ms. Take Must Turd Nanny McBag Nomaste Nope Soap Ol' Tic Toc Ollie Bite Outta Order Overpack Pop N. Lock Pop O' Gold Pressure Punk Professor Scope Rebugnant Roarista Sandy Shades Scribby Sheriff Sugarfeet Shifty Gifty Sippyberry Sippy Slurps Skippy Dippy Disc Slappyhappy Smooth Shaker Smore N' More Sour Wing Starscope Sticky McGee Sugar Saddle Super Bubs Sweet Cheat Technotic Sonic Terror Tale Torch Tidy Trunksky Tricitrustops Tropic Guzzlerush Tutu Puffz Twerple Burple Unilla Icequeencone Venus Frogtrap Vigitente Waddlepop Wasabi Breath Whirlderful Whoopsie Cushion Wristocrat

#really long post #red.reply #spamguy

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cardest · 4 years ago

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Norway playlist

The trolls have gathered around to see the Mother North dance at midnight in the Trollheimen fjellområde as they listen to this epic NORWAY pllaylist I put together! Takk!

Are you ready? Have you your wits? This is the it.... NORWAY PLAYLIST songs are right here to listen to: https://www.youtube.com/playlist?list=PL-iHPcxymC1_gH0U66TKasbEjdbkPxeW7 001 Folket Bortafor Nordavinden - Ur Is Ka Ha So 002 Satyricon - Commando 003 Arcturus - Fall of Man 004 Dimmu Borgir The Serpentine Offering 005 Borknagar - The Eye Of Oden 006 NORDJEVEL - Sunset Glow 007 WArduna - Fehu 008 Z-off - Hurra For Norge Norsk punkrock 009 Shakma - Night of the coven 010 Duivelspack - Yggdrasill 011 Enslaved - Path To Vanir 012 Kalenda Maya- Villemann Magnhild 013 Mental As Anything - Beserk Warriors 014 Chontaraz - Rondamauh 015 Manes - Menn På Helveg Hastar 016 Norske Gutter - Hvem Faen Tror Du Du Er 017 Iron Maiden - Invasion 018 Solefald - Oslo Melancholy 019 Immortal - Sons of Northern Darkness 020 Slegest - Blodets Varme Gjennom Meg 021 Old Man's Child - The Millenium King 022 Covenant - Bizarre cosmic industries 023 In The Woods - I Am Your Flesh 024 Satyricon - Ageless Northern Spirit 025 Golden Core - Rúnir Skal Rísta 026 Inferno - Metal Attack 027 Nordvegen - Ullensvang 028 Arcturus - Ad absurdum 029 Ánne Máddji Heatta - Madji at Dawn Light 030 Eldrim - Heimkomst 031 Hedvig Mollestad Trio - Approaching / On Arrival 032 Sirenia - The End Of It All 033 Byrdi - Solsnu (feat. Kjell Braaten) 034 Bard Spec - Fire Tongue 035 Eirik Jarl - Norse song 036 The Open Mind - Thor, The Thunder God 037 Seidrblot - Skeggöld 038 Black Moon Circle - The Machine On The Hill 039 Sigmund Eiks - Knepphallingen (Hardingfele) 040 Satyricon - Now, diabolical 041 Amberian Dawn - Valkyries 042 Gåte - Huldra 043 Enslaved - Waruun 044 An Danzza - Rúnatal (Canción Rúnica de Odín) 045 Burzum - Belus' Død 046 Abbath - Harvest Pyre 047 Aura Noir - Abbadon 048 Beatles - Norwegian Wood 049 INCULTER - COMMANDER 050 KAUNAN - Halteguten 051 Mortiis - Across The World Of Wonders 052 Skuggsa - Kvervandi 053 Covenant - Planetarium 054 Kampfar - Daimon 055 Adrian von Ziegler - Vinterns Drm 056 Blind Guardian - Valkyries 057 Ulver - The Argument, Plate 2 058 BigBang - Girl In Oslo 059 Gorgoroth - Bergtrollets Hevn 060 Emperor - Curse You All Men! 061 Tom Trussel - Oslo City Blues 062 Vazelina Bilopphøggers - Borghild 063 Dosdfall - Hemlig Vrede 064 Dimmu Borgir - Progenies of the Great Apocalypse 065 Kryst The Conqueror - Valhalla 066 The Dogs - Oslo 067 Enslaved - Eld 068 Solefald - Loki Trickster God 069 Dunbarrow - You Knew I Was a Snake 070 A-ha - Take On Me 071 Ulver - Høyfjeldsbilde 072 Mayhem - Freezing Moon 073 Skambankt - Balladen Om Deg 074 Djerv - Headstone 075 Arcturus - Raudt og svart 076 Øystein Sunde - Bleieskiftarbeider 077 Wardruna - Helvegen (The Way To Hel) 078 Ihsahn - Unhealer 079 Kampfar - Dominans 080 TNT - Seven Seas 081 NRK Til Dovre faller - 1814 082 skuggsa - Rop Fra Rynda - Mlt Fra Minne 083 Iskald - Innhøstinga 084 Kvelertak - Rogaland 085 Svarttjern - Hellig Jord 086 Renaissance - Northern Lights 087 Fred Åkerström - Oslo 088 Concrete Steps - Big Fish 089 Trevor Morris - Northern Lights / Entry to Kattegat 090 KaadaPatton - L'absent 091 Adrian von Ziegler - Einherjer 092 Enthroned - Skjeldenland 093 Jokke og valentinerne - her kommer vintern 094 Styx - Man Of Miracles 095 Residents - Arctic Hysteria 096 Martine Kraft - Himmelfot 097 Red Harvest - Anatomy of the Unknown 098 Audrey Horne - Out of the City 099 Darkthrone - Arctic Thunder 100 Trevor Morris - If I Had A Heart 101 Immortal - The Rise of Darkness 102 Sepulcher - Corporeal 103 Mysticum - LSD (from Planet Satan) 104 Empyrium - Under Dreamskies 105 Slagmaur - Norwegian Giant 106 Aeternus - Fyrndeheimen 107 Thorns - Existence 108 Solefald - Crater of the Valkyries 109 Tristania - Libre 110 Trevor Morris - North Sea Storm 111 Arcturus - The Chaos Path 112 MAYHEM - A Grand Declaration Of War 113 Manegarm - Odin Owns Ye All 114 Kampfar - Hymn 115 Dimmu Borgir - Gateways 116 Dødheimsgard - The Snuff Dreams Are Made Of 117 Satyricon - The pentagram burns 118 Enslaved - Midgards Eldar 119 Folque - No har Jonsoknatta kome 120 Nekromantheon - Rise Vulcan Spectre 121 Iron Maiden - Invaders 122 Tsjuder - Throne of the Goat 123 Einherjer - Naar aftensolen rinner 124 Mork - Holdere Av Fortet 125 Nidinger - Baldrs Draumar 126 Arcturus - Du Nordavind 127 Green Carnation - Into Deep 128 Darkthrone - Too Old Too Cold 129 Pagans Mind - Through Osiris Eyes 130 Kvelertak - Blodtørst 131 Tristania - Year Of The Rat 132 Ulver - I Troldskog Faren Vild 133 Cirith Ungol - The troll 134 Eliwagar - Huldresagn 135 Vårsøg - Fram kom ein skreddar 136 Amethystium - Solace 137 Audrey Horne - Bridges and Anchors 138 Gayte - Til Deg 139 Nanci Griffith - St. Olavs Gate 140 Folque - Liti Kari 141 Hin Onde - 24th of September 1155 142 Trevor Morris - Ragnar's Sail 143 Enslaved - Ruun 144 Purple Hill Witch - Astral Booze 145 Thulsa Doom - Machine of Oslo 146 Svarttjern - Code Human 147 Leaves' Eyes - Vinland Saga 148 Darvaza - A New Sun 149 LUMSK - DUNKER 150 Solefald - Tittentattenteksti 151 Raga Rockers - Fritt liv 152 Isengard - Landet og Havet 153 In The Woods... - Pure 154 Communic - Conspiracy 155 Dimmu Borgir - Vredesbyrd 156 Arcturus - The Arcturian Sign 157 Gorgoroth - Carving A Giant 158 Panopticon - Norwegian Nights 159 Asmegin - Blodhevn 160 DumDum Boys - Lunch I Det Grønne 161 Taake - Nordbundet 162 Gehennah - Deadlights 163 Trønder Thunder - Tordenskjold 164 Årabrot - Maldorors Love 165 Misotheist - Blood Of Rats 166 Windir - 1184 167 BLOOD RED THRONE - InStructed InSanity 168 Deathhammer - Chained to Hell 169 Satyricon - Die By My Hand 170 Myrkskog - Bleeding Wrists 171 Ring Van Mobius - End of Greatness 172 Valkyrja - Crowned Serpent 173 Kjøtt - Hvit Hud / Svart Skinn 174 The 3rd And The Mortal - Why So Lonely 175 Voluspaa - Ferden Går Videre 176 Abyssic - Transition Consent 177 Myrkraverk - Nær Døden 178 Romantic Noise - Sagitario 179 Shining - The One Inside 180 The Devil and the Almighty Blues - Distance 181 Manowar - Thor (The Powerhead) 182 Djevel - Det Svartner Paa Likbleik Hud 183 Øresus - Angst 184 Turbonegro - City Of Satan 185 Gåte - Sjå Attende 186 Immortal - Where Mountains Rise 187 Cor Scorpii - Fotefar 188 Cadaver - Hypertrophyan 189 Hugsjá - Ni Døtre av Hav 190 Kalandra - Brave New World 191 Borknagar - Up North 192 Ved Buens Ende - You That May Wither 193 Alestorm - The Sunkn Norwegian 194 Brød & Sirkus - Frykt 195 Burzum - Jeg Faller 196 Djevel - Et Menniskes Hele Korpus Og Legeme 197 Helheim - Ymr 198 Leaves' Eyes - Farewell Proud Men 199 Sylvaine - Mørklagt 200 Enslaved - Convoys To Nothingness 201 Gaahls Wyrd - Ghosts Invited 202 Hagalaz' Runedance - When The Trees Were Silenced 203 Dismal Euphony - Et Vintereventyr 204 In Vain - Image of Time 205 Khonsu - The Malady 206 Arctic Sleep - Pine Mountain 207 Flametal - I Am A Viking 208 Dimmu Borgir - The Sacrilegious Scorn 209 Trevor Morris - Vikings Attack 210 Wongraven - Tiden Er En Stenlagt Grav 211 Endstille - World Aflame 212 TYR - Eric the Red 213 Synthetic Gentlemen - Kick 214 OBLITERATION - Detestation Rite 215 Judas Priest - Halls Of Valhalla 216 Urarv - Red Circle 217 Old Man's Child - Doommaker 218 Abbath - Winter Bane 219 A-ha - The Sun Always Shines On TV 220 Eldrim - Attergangar 221 Nan Madol - Tidal Waves 222 Vreid - Lifehunger 223 Acârash - Cadaver Dei 224 Triosphere - The Sentinel 225 Vargvrede - Song of Betrayal 226 Vemod - Å Stige Blant Stjerner 227 Emperor - Inno A Satana 228 Eivør - Í Tokuni 229 Arcturus - For to end yet again 230 Enslaved - The River's Mouth 231 Nidinger - Ash Yggdrasil 232 Covenant - Planetary black elements 233 Khold - Forrykt 234 The Wretched End - Tyrant Of The Mountain 235 Voluspaa - Av Sin Klokskap 236 Solefald - Jernlov 237 Vredehammer - Viperous 238 Hellish Outcast - Partition of Lust 239 An Danzza - Rnatalins Rune Song 240 Green Carnation - The Quiet Offspring 241 1349 - Nathicana 242 Sirenia - Spor 2 243 TAAKE - Nattestid Ser Porten Vid 1 244 Virus - Black Flux 245 Blood Red Throne - Requiem Mass 246 Edvard Grieg - March of the Trolls (Orchestral Version) 247 Tidfall - Prophecy Horizon 248 Limbonic Art - A Void Of Lifeless Dreams 249 Lindy-Fay Hella - Three Standing Stones 250 Borknagar - Winter Thrice 251 Panopticon - Håkans Song 252 ULVER - Nowhere (Sweet Sixteen) 253 Vondur - Panzer Legions Of Vondur 254 JORN - Traveller 255 Disiplin - Liberation 256 Beyond Dawn - When Beauty Dies 257 Ruphus - Inner Voice 258 Leaves' Eyes - Norwegian Lovesong 259 The 3rd & the Mortal - Death-Hymn 260 STORM - Noregsgard 261 Satyricon - Hvite Krists Død 262 R. Stevie Moore – Norway 263 Lucifer Was - In Anadi's Bower 264 Susane Sundfor - White Foxes 265 Kjeld - Betsjoend 266 Kari Rueslåtten - Sørgekåpe 267 Green Carnation - Sentinels 268 Agenda - Suffer 269 Mortiis - Tribute to Euronymous Unreleased Outro 270 Sirius - Sidereal Mirror 271 Insidious Disease - Betrayer 272 Gehenna - Through The Veils Of Darkness 273 The Deviant - Atomic Revolt 274 Varde - Halvdan Svarte 275 Carpathian Forest - He's Turning Blue 276 Ragnarok TV show - Outro 277 Sâver - How They Envisioned Life 278 Dold Vorde Ens Navn - Drukkenskapens Kirkegard 279 MANES - Young Skeleton 280 Nattefrost - Nekronaut 281 Cadaver Inc. - Primal 282 Ida Maria - I Eat Boys Like You For Breakfast 283 ragnarok - En Verden Av Stein 284 Mari Boine - Chasing Myself Into Reality 285 Death By Unga Bunga - Don't Go Looking For My Heart 286 Hexvessel - The Tunnel At The End Of The Light 287 Urgehal - The Iron Children 288 Darkthrone - Soulside Journey 289 Theatre of Tragedy - Der Tanz der Schatten 290 Wardruna - Kvitravn 291 Einherjer - Dragons of the North 292 Thale OST - Thale theme 293 Hedvig Mollestad Trio -Bewitched, Dwarfed and Defeathered 294 Motorpsycho - Spin, Spin, Spin 295 Susperia - Vainglory 296 MYRKUR - Jeg er Guden, I er Tjenerne (Live at the Mausoleum) 297 ICS Vortex - Odin's Tree 298 1349 - Beyond The Apocalypse 299 PRISTINE - You Are The One 300 Tristania - Beyond the Veil 333 Immortal - Where Dark And Light Don't Differ 444 Folket Bortafor Nordavinden - Odin 666 Satyricon - Mother North Songs are right here at this link: https://www.youtube.com/playlist?list=PL-iHPcxymC1_gH0U66TKasbEjdbkPxeW7 Have I missed a song or band? Let me know. Takk!

#norway #norway playlist #norwegian black metal #norwegian #tristania #trolls #oslo songs #bands from Norway #arcturus #darkthrone #thale movie #einherjer #abbath #hedvig mollestad trio #manes #dimmu borgir #thor songs

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bitcoinminershasrate · 3 years ago

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GeForce GTX 1080 Ti: Overview| 3DMark Fire Strike| Testing - Is it Good for Gaming "$500"

GeForce GTX 1080 Ti: Overview| 3DMark Fire Strike| Specification (Specs) Testing - Is it Good for Gaming ?"$500" - In the early spring of 2017, the Californian company officially presented its new “combat vehicle” to fans of virtual battles - GeForce GTX 1080 Ti. This video adapter is aimed at especially demanding gamers, while not having any special budget restrictions. The GTX 1080 Ti is perhaps the final, but at the same time the loudest "major chord" in the line of video cards based on the Pascal architecture. What can the most powerful single-chip graphics card of 2017 offer? Let's see. At first glance at the new product, you can pay attention to the almost complete external similarity with the GeForce GTX 1080. However, in terms of internal content, the GeForce GTX 1080 Ti is rather a relative of the previous absolute flagship TITAN X (Pascal). Yes, yes, exactly the “past”, since NVIDIA, no less, refers to its new brainchild as the “fastest” gaming video card ever released by the corporation. According to the greens, the performance advantage over the aforementioned GTX 1080 is more than 30 percent. The validity of this information, as well as the magnitude of superiority over TITAN X Pascal will be discussed below based on the results of the tests. GeForce GTX 1080 Ti - Is it Good for Gaming Like the last "Titan", the GeForce GTX 1080 Ti is based on a GPU codenamed GP102 and built on the Pascal graphics architecture. The same number of CUDA cores (3584) makes these models similar, but the amount of video memory in the new product is slightly reduced - from 12 to 11 GB. However, the GDDR5X memory of the GTX 1080 Ti video chip operates at a higher effective frequency of 11 GHz instead of 10. As a result, the new model has increased bandwidth to 484 GB / s, which is even more than the latest Titan. The novelty has a slightly "narrowed" memory bus - 352 bits instead of 384. But the processor clock speed in boost mode can reach 1582 MHz, while the TITAN X Pascal has this value of 1531 MHz. GeForce GTX 1080 Ti, 2021 https://www.youtube.com/watch?v=q_k8TosMV80 GeForce GTX 1080 Ti, 2021 Let's take a closer look at the technical characteristics of the mentioned graphics adapters in comparison with each other. GeForce GTX 1080 Ti: Specification (Specs) GeForce GTX 1080 TiTITAN X PascalGeForce GTX 1080Chip code nameGP102GP102GP104ArchitecturePascal 1.0Pascal 1.0Pascal 1.0Technical process16 nm16 nm16 nmNumber of transistors12 billion12 billion7.2 billionClock frequency, MHz: base / Boost1480/15821417/15311607/1734Texture Units (TMU)224224160Universal Processors358435842560Rasterization units (ROP)889664Video memory typeGDDR5XGDDR5XGDDR5XVideo memory size11 GB12 GB8 GBBandwidth GB/s484480320Streaming multiprocessors282820Bus width, bit352384256Effective memory frequency11 GHz10 GHz10 GHzInterfacePCI-Express 3.0PCI-Express 3.0PCI-Express 3.0Additional connector nutrition6+86+86+8Power consumption250 W250 W180 WMaximum temperature91 °С94 °C94 °CGeForce GTX 1080 Ti: Specification (Specs) The manufacturer recommends that the power supply for the system should be at least 600 watts. The reference model uses a seven-phase power subsystem with VRMs and dual FETs to reduce load. Along with this, MOSFETs also get a lower operating temperature. All these components allowed to reduce the noise of the GeForce GTX 1080 Ti by up to 2.5 dB, and lower the temperature under load by 5 ° C compared to the GeForce GTX 1080. Model size Founders Edition is 268 (length) × 102 (height) × 37 (width) mm. The video card in question has one HDMI 2.0b connector and three DisplayPort 1.4. Technologies supported by the GeForce GTX 1080 Ti are: Multi-Projection, NVIDIA GameStream, NVIDIA SLI Ready, VR Ready, NVIDIA Ansel, NVIDIA G-SYNC, Microsoft DirectX 12 API (12_1), Vulkan API, OpenGL 4.5. Testing the GeForce GTX 1080 Ti Founders Edition in games* (average FPS) *For testing, the following stand configuration was used: Intel Core i7-6700K processor, mat. ASUS Maximus VIII Extreme board, 32 GB G.Skill RAM, Plextor PX-256M6Pro SSD, Corsair AX1500i power supply, Windows 10 (64 Bit) operating system. NVIDIA GeForce driver version: 378.92. Thus, NVIDIA's loud statement about the release of the world's fastest gaming video card built on a single GPU is entirely justified. When tested in 3DMark Fire Strike GeForce GTX 1080 Ti scored 27805 points. In gaming and synthetic tests, the superiority of the novelty over the GeForce GTX 1080 really reaches 30 (and sometimes 35) percent. With regard to TITAN X Pascal, despite the reduction in bus width, as well as the reduction in video memory, the GeForce GTX 1080 Ti shows an advantage of up to 5%. This is due to the increase in bandwidth and increase in clock frequency. If you pay attention to the difference in performance with the previous GeForce GTX 980 Ti, then the new model of the GeForce line is about 60% more powerful. Comparing the new product from NVIDIA with AMD's most productive video card at the beginning of spring 2017 - the Radeon R9 Fury X, we see the absolute superiority of the GTX 1080 Ti model. Even the new Radeon RX Vega, which is expected to be released soon, is unlikely to be able to fully compete in performance with the latest NVIDIA flagship. And finally, about the price. At the time of the announcement (March 2017), the cost of the GeForce GTX 1080 Ti is $699. And this amount is less than the cost of TITAN X Pascal by $500. In Russian monetary units, the recommended price for the novelty is 52,990 rubles. Official shipments of the new video card began on March 10, and in addition to the reference sample, we will see a variety of partner models. Read the full article

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Stock daily Filter Report for 2021/07/08 05-40-12

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 3 Communication Services 18 Consumer Cyclical 13 Consumer Defensive 4 Energy 2 Financial Services 9 Healthcare 31 Industrials 12 Real Estate 6 Technology 52 Utilities 3 **************************************** big_industry_downtrending_count tickers industry Basic Materials 8 Communication Services 8 Consumer Cyclical 13 Consumer Defensive 10 Energy 1 Financial Services 22 Healthcare 8 Industrials 9 Real Estate 2 Technology 4 Utilities 8 *******************Part 1.1 Big Cap Long Entry SPAN MACD********************* big_long_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 115 AWK 1 0.0 big-cap Long NaN 1.0 1.413273e+08 3.0 Utilities Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************Part 1.2 Big Cap Short Entry SPAN MACD********************* big_short_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 10 PDD 1 0.0 big-cap Short NaN -1.0 8.504009e+08 -5.0 Consumer Cyclical Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************Part 1.3 Big Cap Long Entry SPAN********************* big_long_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 115 AWK 1 0.0 big-cap Long NaN 1.0 1.413273e+08 3.0 Utilities Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************Part 1.4 Big Cap Short Entry SPAN********************* big_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 10 PDD 1 0.00 big-cap Short NaN -1.0 8.504009e+08 -5.0 Consumer Cyclical 76 STZ 2 -1.04 big-cap Short NaN -39.0 2.445756e+08 -3.0 Consumer Defensive Mean Return: -1.04 Mean Day/Week: 3.0 Accuracy:1.0 *******************Part 1.5 Big Cap Long Entry MACD********************* big_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 3 GOOGL 2 0.23 big-cap Long NaN 2.0 3.036378e+09 77.0 Communication Services 8 CMCSA 2 0.88 big-cap Long NaN 2.0 7.426283e+08 9.0 Communication Services 27 AMT 3 1.93 big-cap Long NaN 3.0 4.680756e+08 74.0 Real Estate 20 BMY 2 0.74 big-cap Long NaN 2.0 4.649235e+08 20.0 Healthcare 91 JCI 4 0.77 big-cap Long NaN 4.0 3.232801e+08 77.0 Industrials 33 GILD 5 -0.72 big-cap Long NaN 5.0 3.153007e+08 44.0 Healthcare 135 ANET 1 0.00 big-cap Long NaN 1.0 2.298231e+08 64.0 Technology 43 ADP 1 0.00 big-cap Long NaN 1.0 2.173194e+08 77.0 Industrials 111 SBAC 2 1.41 big-cap Long NaN 2.0 1.963169e+08 75.0 Real Estate 203 IT 3 1.31 big-cap Long NaN 3.0 1.688201e+08 77.0 Technology 115 AWK 1 0.00 big-cap Long NaN 1.0 1.413273e+08 3.0 Utilities 161 ALB 4 -1.15 big-cap Long NaN 4.0 1.217255e+08 42.0 Basic Materials 177 BR 1 0.00 big-cap Long NaN 3.0 9.177683e+07 9.0 Technology 144 GRMN 3 0.57 big-cap Long NaN 3.0 7.758592e+07 77.0 Technology 167 TRU 2 1.06 big-cap Long NaN 2.0 6.013670e+07 67.0 Industrials 18 NVO 1 0.00 big-cap Long NaN 1.0 5.979819e+07 56.0 Healthcare 217 OSH 1 0.00 big-cap Long NaN 1.0 3.199691e+07 12.0 Healthcare 188 BIP 4 -0.69 big-cap Long NaN 4.0 1.984324e+07 7.0 Utilities 244 RDY 1 0.00 big-cap Long NaN 1.0 1.859484e+07 58.0 Healthcare 59 RELX 2 0.69 big-cap Long NaN 2.0 1.180848e+07 66.0 Communication Services Mean Return: 0.5407692307692309 Mean Day/Week: 3.4615384615384617 Accuracy:0.7692307692307693 *******************Part 1.6 Big Cap Short Entry MACD********************* big_short_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 10 PDD 1 0.00 big-cap Short NaN -1.0 8.504009e+08 -5.0 Consumer Cyclical 42 BEKE 2 -7.61 big-cap Short NaN -2.0 4.365734e+08 -136.0 Real Estate 123 BBY 1 0.00 big-cap Short NaN -1.0 2.222004e+08 -20.0 Consumer Cyclical 223 KC 2 -1.99 big-cap Short NaN -2.0 6.071088e+07 -136.0 Technology 69 LU 3 -2.87 big-cap Short NaN -4.0 3.065707e+07 -136.0 Financial Services 212 YSG 1 0.00 big-cap Short NaN -1.0 1.289004e+07 -136.0 Consumer Cyclical 239 BCH 2 0.70 big-cap Short NaN -2.0 1.652749e+06 -42.0 Financial Services Mean Return: -2.9425000000000003 Mean Day/Week: 3.0 Accuracy:0.75 *******************Part 1.7 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 6 NVDA 30 27.01 big-cap Long NaN 30.0 8.387002e+09 64.0 Technology 1 MSFT 18 8.28 big-cap Long NaN 19.0 6.225574e+09 77.0 Technology 4 FB 9 2.23 big-cap Long NaN 9.0 4.926883e+09 77.0 Communication Services 26 AMD 6 1.35 big-cap Long NaN 30.0 4.650501e+09 14.0 Technology 21 SHOP 16 14.47 big-cap Long NaN 33.0 2.510731e+09 34.0 Technology 7 PYPL 14 6.70 big-cap Long NaN 28.0 1.972162e+09 33.0 Financial Services 55 ROKU 11 4.22 big-cap Long NaN 32.0 1.416142e+09 14.0 Communication Services 9 ADBE 19 12.49 big-cap Long NaN 23.0 1.216333e+09 67.0 Technology 32 SNAP 13 3.45 big-cap Long NaN 30.0 1.127114e+09 31.0 Communication Services 49 MRNA 12 6.97 big-cap Long NaN 29.0 1.082567e+09 59.0 Healthcare 11 CRM 27 4.41 big-cap Long NaN 30.0 1.063722e+09 33.0 Technology 60 CRWD 15 13.88 big-cap Long NaN 32.0 9.223594e+08 33.0 Technology 65 DOCU 15 13.58 big-cap Long NaN 27.0 8.846687e+08 23.0 Technology 5 V 11 1.75 big-cap Long NaN 11.0 8.622096e+08 75.0 Financial Services 19 COST 8 2.57 big-cap Long NaN 8.0 8.251267e+08 64.0 Consumer Defensive 25 ZM 13 5.34 big-cap Long NaN 35.0 7.899979e+08 23.0 Communication Services 70 PTON 7 -2.68 big-cap Long NaN 35.0 7.854215e+08 14.0 Consumer Cyclical 14 LLY 9 1.24 big-cap Long NaN 44.0 7.285926e+08 34.0 Healthcare 88 TTD 8 2.30 big-cap Long NaN 27.0 7.069985e+08 11.0 Technology 13 MRK 18 3.86 big-cap Long NaN 18.0 6.461290e+08 19.0 Healthcare 16 ACN 8 4.99 big-cap Long NaN 8.0 5.796738e+08 77.0 Technology 40 ZTS 19 8.15 big-cap Long NaN 19.0 5.127571e+08 61.0 Healthcare 15 DHR 9 4.15 big-cap Long NaN 12.0 5.095228e+08 61.0 Healthcare 29 TGT 12 5.76 big-cap Long NaN 33.0 5.038875e+08 76.0 Consumer Defensive 138 ENPH 8 3.98 big-cap Long NaN 32.0 4.822315e+08 15.0 Technology 30 ISRG 17 9.03 big-cap Long NaN 17.0 4.691767e+08 62.0 Healthcare 120 LI 14 4.68 big-cap Long NaN 36.0 4.554165e+08 28.0 Consumer Cyclical 28 INTU 35 19.51 big-cap Long NaN 35.0 4.432913e+08 40.0 Technology 24 CHTR 9 4.28 big-cap Long NaN 9.0 4.308797e+08 58.0 Communication Services 81 EBAY 12 8.55 big-cap Long NaN 25.0 4.217288e+08 44.0 Consumer Cyclical 54 REGN 20 11.78 big-cap Long NaN 23.0 4.107382e+08 52.0 Healthcare 90 DXCM 8 3.95 big-cap Long NaN 25.0 4.104345e+08 25.0 Healthcare 22 AZN 7 -0.50 big-cap Long NaN 7.0 3.822148e+08 58.0 Healthcare 105 XLNX 6 -1.32 big-cap Long NaN 30.0 3.756844e+08 11.0 Technology 89 A 19 4.58 big-cap Long NaN 27.0 3.303484e+08 66.0 Healthcare 181 GNRC 16 18.09 big-cap Long NaN 27.0 3.208548e+08 29.0 Industrials 68 LULU 17 11.38 big-cap Long NaN 29.0 3.121821e+08 57.0 Consumer Cyclical 78 PSA 23 7.28 big-cap Long NaN 23.0 3.097922e+08 77.0 Real Estate 93 MRVL 15 4.83 big-cap Long NaN 31.0 3.063310e+08 33.0 Technology 46 ILMN 18 4.46 big-cap Long NaN 32.0 2.969829e+08 28.0 Healthcare 37 SPGI 17 5.71 big-cap Long NaN 17.0 2.947554e+08 77.0 Financial Services 131 NET 22 23.82 big-cap Long NaN 30.0 2.893582e+08 35.0 Technology 64 CVNA 10 0.81 big-cap Long NaN 28.0 2.833307e+08 18.0 Consumer Cyclical 75 IDXX 30 18.26 big-cap Long NaN 30.0 2.761535e+08 38.0 Healthcare 87 APTV 9 -0.66 big-cap Long NaN 28.0 2.718117e+08 28.0 Consumer Cyclical 133 FTNT 28 16.09 big-cap Long NaN 28.0 2.671649e+08 77.0 Technology 57 EW 31 12.46 big-cap Long NaN 31.0 2.663597e+08 62.0 Healthcare 107 ORLY 6 3.52 big-cap Long NaN 8.0 2.579987e+08 77.0 Consumer Cyclical 51 DASH 12 6.95 big-cap Long NaN 34.0 2.490669e+08 19.0 Communication Services 83 MTCH 10 -2.34 big-cap Long NaN 19.0 2.253147e+08 14.0 Communication Services 184 ULTA 11 1.66 big-cap Long NaN 11.0 2.244035e+08 29.0 Consumer Cyclical 232 BILL 13 6.18 big-cap Long NaN 27.0 2.179794e+08 22.0 Technology 189 EXR 24 11.67 big-cap Long NaN 24.0 2.145630e+08 77.0 Real Estate 53 TEAM 15 8.22 big-cap Long NaN 30.0 2.122391e+08 23.0 Technology 192 DPZ 20 7.99 big-cap Long NaN 20.0 2.066044e+08 65.0 Consumer Cyclical 130 WELL 24 10.28 big-cap Long NaN 25.0 2.039531e+08 77.0 Real Estate 104 CARR 7 1.99 big-cap Long NaN 7.0 1.990241e+08 77.0 Industrials 71 VEEV 20 11.34 big-cap Long NaN 29.0 1.973193e+08 29.0 Healthcare 77 ROP 9 4.31 big-cap Long NaN 9.0 1.969979e+08 67.0 Industrials 106 PAYX 9 5.20 big-cap Long NaN 9.0 1.935525e+08 77.0 Industrials 119 ROK 12 4.13 big-cap Long NaN 24.0 1.874491e+08 32.0 Industrials 129 CPRT 12 5.25 big-cap Long NaN 12.0 1.799250e+08 63.0 Industrials 114 RMD 20 17.68 big-cap Long NaN 31.0 1.772092e+08 46.0 Healthcare 58 MCO 17 8.13 big-cap Long NaN 17.0 1.763471e+08 77.0 Financial Services 235 FSLR 7 -1.53 big-cap Long NaN 30.0 1.732452e+08 10.0 Technology 164 HUBS 14 6.75 big-cap Long NaN 17.0 1.700945e+08 23.0 Technology 94 TROW 8 4.10 big-cap Long NaN 8.0 1.697389e+08 77.0 Financial Services 110 DDOG 14 5.47 big-cap Long NaN 34.0 1.526938e+08 33.0 Technology 80 SNPS 10 4.07 big-cap Long NaN 31.0 1.522545e+08 33.0 Technology 162 APO 8 2.78 big-cap Long NaN 8.0 1.478602e+08 58.0 Financial Services 122 MTD 17 6.14 big-cap Long NaN 17.0 1.450287e+08 65.0 Healthcare 241 AAP 6 2.03 big-cap Long NaN 8.0 1.432779e+08 77.0 Consumer Cyclical 179 WAT 20 10.93 big-cap Long NaN 20.0 1.398470e+08 72.0 Healthcare 102 MSCI 17 12.57 big-cap Long NaN 17.0 1.356062e+08 68.0 Financial Services 97 INFO 16 5.29 big-cap Long NaN 16.0 1.353610e+08 77.0 Industrials 193 POOL 8 3.19 big-cap Long NaN 8.0 1.334585e+08 65.0 Consumer Cyclical 146 WST 13 5.66 big-cap Long NaN 13.0 1.302540e+08 64.0 Healthcare 219 CABO 13 3.27 big-cap Long NaN 33.0 1.234734e+08 14.0 Communication Services 149 ZBRA 7 3.67 big-cap Long NaN 7.0 1.228612e+08 34.0 Technology 127 KEYS 9 1.73 big-cap Long NaN 25.0 1.225073e+08 33.0 Technology 142 KKR 10 0.06 big-cap Long NaN 10.0 1.176383e+08 77.0 Financial Services 145 YNDX 10 3.68 big-cap Long NaN 49.0 1.174322e+08 31.0 Communication Services 103 CTAS 12 7.21 big-cap Long NaN 15.0 1.164427e+08 71.0 Industrials 206 CRL 19 7.78 big-cap Long NaN 19.0 1.163469e+08 77.0 Healthcare 185 BPY 7 -0.72 big-cap Long NaN 7.0 1.112345e+08 77.0 Real Estate 99 LBRDK 9 5.28 big-cap Long NaN 9.0 1.053335e+08 58.0 Communication Services 207 BKI 8 4.34 big-cap Long NaN 67.0 1.046839e+08 18.0 Technology 113 MSI 12 6.06 big-cap Long NaN 41.0 1.030843e+08 77.0 Technology 220 DT 10 5.91 big-cap Long NaN 29.0 1.025638e+08 22.0 Technology 209 TECH 19 6.38 big-cap Long NaN 19.0 1.013383e+08 77.0 Healthcare 172 AVTR 19 6.67 big-cap Long NaN 19.0 9.649130e+07 67.0 Basic Materials 199 IFF 11 0.33 big-cap Long NaN 19.0 8.684385e+07 38.0 Basic Materials 210 AVLR 11 3.41 big-cap Long NaN 29.0 8.469607e+07 18.0 Technology 143 VRSN 10 2.87 big-cap Long NaN 10.0 7.605276e+07 67.0 Technology 175 PKI 19 6.00 big-cap Long NaN 19.0 7.536903e+07 44.0 Healthcare 39 INFY 21 8.44 big-cap Long NaN 32.0 6.951884e+07 29.0 Technology 225 CG 10 4.31 big-cap Long NaN 10.0 6.374826e+07 77.0 Financial Services 165 ALNY 20 9.61 big-cap Long NaN 35.0 6.166088e+07 28.0 Healthcare 205 ESTC 13 3.63 big-cap Long NaN 32.0 5.567562e+07 24.0 Technology 174 PAGS 12 3.19 big-cap Long NaN 33.0 4.803255e+07 27.0 Technology 198 CDAY 7 -0.16 big-cap Long NaN 14.0 3.971503e+07 14.0 Technology 233 AXON 10 5.87 big-cap Long NaN 26.0 3.481056e+07 22.0 Industrials 236 PEGA 9 -0.49 big-cap Long NaN 22.0 1.962446e+07 22.0 Technology 215 OTEX 9 2.25 big-cap Long NaN 25.0 1.651609e+07 22.0 Technology 100 LBRDA 8 2.76 big-cap Long NaN 8.0 1.570532e+07 58.0 Communication Services 141 RCI 10 1.75 big-cap Long NaN 10.0 9.711365e+06 65.0 Communication Services 134 EC 10 9.37 big-cap Long NaN 25.0 8.502079e+06 22.0 Energy 153 CQP 6 3.53 big-cap Long NaN 23.0 5.192716e+06 20.0 Energy Mean Return: 6.065925925925926 Mean Day/Week: 13.675925925925926 Accuracy:0.9166666666666666 *******************Part 1.8 Big Cap Short Maintainance********************* big_short_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 132 DAL 18 -8.72 big-cap Short NaN -18.0 5.037903e+08 -26.0 Industrials 128 LUV 14 -7.71 big-cap Short NaN -59.0 4.644246e+08 -24.0 Industrials 66 MET 12 -1.33 big-cap Short NaN -39.0 4.568518e+08 -14.0 Financial Services 73 WBA 9 -8.96 big-cap Short NaN -58.0 3.497407e+08 -15.0 Healthcare 86 LVS 24 -10.68 big-cap Short NaN -24.0 2.520518e+08 -45.0 Consumer Cyclical 48 SO 9 1.19 big-cap Short NaN -38.0 1.851535e+08 -15.0 Utilities 150 FLT 22 -5.80 big-cap Short NaN -43.0 1.775638e+08 -40.0 Technology 44 CB 12 1.88 big-cap Short NaN -20.0 1.483648e+08 -14.0 Financial Services 173 MTB 11 -3.77 big-cap Short NaN -30.0 1.364127e+08 -14.0 Financial Services 108 PCAR 13 -0.17 big-cap Short NaN -17.0 1.328094e+08 -22.0 Industrials 136 ED 6 1.79 big-cap Short NaN -35.0 1.323917e+08 -13.0 Utilities 52 D 10 1.50 big-cap Short NaN -42.0 1.235338e+08 -15.0 Utilities 41 CNI 14 0.10 big-cap Short NaN -14.0 1.115108e+08 -40.0 Industrials 139 TSN 9 -1.19 big-cap Short NaN -50.0 1.112338e+08 -16.0 Consumer Defensive 197 FMC 6 -3.09 big-cap Short NaN -34.0 1.068888e+08 -13.0 Basic Materials 216 MPW 13 2.51 big-cap Short NaN -13.0 9.410510e+07 -46.0 Real Estate 147 ABC 6 0.54 big-cap Short NaN -44.0 9.323486e+07 -15.0 Healthcare 117 PEG 6 2.27 big-cap Short NaN -44.0 9.210341e+07 -13.0 Utilities 183 HPE 13 0.01 big-cap Short NaN -65.0 8.735600e+07 -15.0 Technology 158 AEE 6 2.98 big-cap Short NaN -40.0 8.380695e+07 -13.0 Utilities 148 PPL 13 2.03 big-cap Short NaN -15.0 8.286001e+07 -15.0 Utilities 224 CHRW 11 -2.10 big-cap Short NaN -14.0 7.866004e+07 -15.0 Industrials 62 VOD 11 -6.99 big-cap Short NaN -34.0 7.800714e+07 -35.0 Communication Services 95 MFC 18 -5.18 big-cap Short NaN -70.0 7.026888e+07 -34.0 Financial Services 159 QSR 7 0.23 big-cap Short NaN -24.0 6.096194e+07 -14.0 Consumer Cyclical 194 ABCL 22 -30.85 big-cap Short NaN -25.0 5.860149e+07 -29.0 Healthcare 213 SMG 24 -8.34 big-cap Short NaN -57.0 5.693523e+07 -34.0 Basic Materials 196 ATHM 34 -31.16 big-cap Short NaN -34.0 4.827380e+07 -136.0 Communication Services 56 PHG 17 -13.04 big-cap Short NaN -50.0 4.675473e+07 -28.0 Healthcare 222 PLTK 19 -12.42 big-cap Short NaN -19.0 3.924527e+07 -24.0 Communication Services 245 AQN 12 0.82 big-cap Short NaN -12.0 2.479836e+07 -136.0 Utilities 109 ORAN 12 -6.13 big-cap Short NaN -28.0 9.905511e+06 -24.0 Communication Services 137 CAJ 6 -0.78 big-cap Short NaN -46.0 6.723534e+06 -17.0 Technology 72 PUK 12 -5.90 big-cap Short NaN -63.0 6.091644e+06 -15.0 Financial Services 234 CNA 7 -0.63 big-cap Short NaN -73.0 5.820915e+06 -13.0 Financial Services 160 DISCB 9 -11.10 big-cap Short NaN -61.0 6.381646e+05 -38.0 Communication Services 211 ZNH 22 -9.77 big-cap Short NaN -22.0 3.846271e+05 -47.0 Industrials 240 CEA 11 -6.13 big-cap Short NaN -21.0 4.691211e+04 -50.0 Industrials Mean Return: -4.844473684210525 Mean Day/Week: 13.157894736842104 Accuracy:0.6578947368421053 ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Communication Services 3 Consumer Cyclical 2 Consumer Defensive 2 Financial Services 4 Healthcare 11 Industrials 4 Real Estate 5 Technology 12 Utilities 2 unknown 2 **************************************** small_industry_downtrending_count tickers industry Basic Materials 7 Communication Services 2 Consumer Cyclical 12 Consumer Defensive 5 Financial Services 20 Healthcare 5 Industrials 11 Real Estate 4 Technology 4 Utilities 4 *******************Part 2.1 Small Cap Long Entry SPAN MACD********************* small_long_signal_entry_span_macd Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.2 Small Cap Short Entry SPAN MACD********************* small_short_signal_entry_span_macd Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.3 Small Cap Long Entry SPAN********************* small_long_signal_entry_span Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.4 Small Cap Short Entry SPAN********************* small_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 354 PNFP 2 -0.29 small-cap Short NaN -73.0 2.759551e+07 -3.0 Financial Services Mean Return: -0.29 Mean Day/Week: 2.0 Accuracy:1.0 *******************Part 2.5 Small Cap Long Entry MACD********************* small_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 329 LSI 2 1.03 small-cap Long NaN 2.0 9.310152e+07 77.0 Real Estate 306 CUBE 1 0.00 small-cap Long NaN 1.0 8.970776e+07 77.0 Real Estate 340 TPX 4 -2.27 small-cap Long NaN 4.0 4.666279e+07 8.0 Consumer Cyclical 279 STOR 2 -0.36 small-cap Long NaN 2.0 4.357478e+07 8.0 Real Estate 298 ARCC 3 0.00 small-cap Long NaN 3.0 3.288478e+07 29.0 Financial Services 271 AGNCM 5 0.92 small-cap Long NaN 5.0 1.513663e+05 12.0 Real Estate Mean Return: -0.13599999999999998 Mean Day/Week: 3.4 Accuracy:0.4 *******************Part 2.6 Small Cap Short Entry MACD********************* small_short_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 312 KSS 2 -3.92 small-cap Short NaN -2.0 1.351550e+08 -33.0 Consumer Cyclical 283 BLDR 5 0.90 small-cap Short NaN -5.0 1.120707e+08 -27.0 Industrials 319 PLNT 3 -2.14 small-cap Short NaN -3.0 7.845036e+07 -28.0 Consumer Cyclical 291 YY 4 -7.29 small-cap Short NaN -4.0 7.754547e+07 -72.0 Communication Services 296 MLCO 1 0.00 small-cap Short NaN -1.0 7.153496e+07 -48.0 Consumer Cyclical 318 AZEK 2 0.08 small-cap Short NaN -2.0 6.704033e+07 -28.0 Industrials 266 ARMK 2 -1.29 small-cap Short NaN -2.0 2.327148e+07 -7.0 Consumer Cyclical 303 ALLK 2 -1.40 small-cap Short NaN -2.0 2.104975e+07 -136.0 Healthcare 364 TNET 1 0.00 small-cap Short NaN -1.0 1.291928e+07 -41.0 Industrials 305 ANGI 3 -1.96 small-cap Short NaN -3.0 6.742713e+06 -53.0 Communication Services 326 ESLT 5 -0.02 small-cap Short NaN -5.0 4.443781e+06 -31.0 Industrials 363 ENIC 1 0.00 small-cap Short NaN -1.0 2.019581e+06 -136.0 Utilities Mean Return: -1.8933333333333333 Mean Day/Week: 3.4444444444444446 Accuracy:0.7777777777777778 *******************Part 2.7 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 350 BIGC 11 9.34 small-cap Long NaN 31.0 3.960449e+08 22.0 Technology 253 NTRA 9 -2.56 small-cap Long NaN 23.0 2.031572e+08 23.0 Healthcare 246 VST 8 5.60 small-cap Long NaN 33.0 1.867554e+08 21.0 Utilities 256 DBX 20 6.96 small-cap Long NaN 32.0 1.584479e+08 37.0 Technology 339 ASAN 23 56.06 small-cap Long NaN 33.0 1.331060e+08 34.0 Technology 277 DECK 8 2.61 small-cap Long NaN 11.0 1.165992e+08 12.0 Consumer Cyclical 268 SMAR 13 6.59 small-cap Long NaN 31.0 1.028315e+08 18.0 Technology 286 FVRR 9 -2.06 small-cap Long NaN 29.0 9.756933e+07 14.0 Communication Services 345 UPWK 11 3.98 small-cap Long NaN 29.0 6.760952e+07 23.0 Industrials 287 SYNH 7 3.98 small-cap Long NaN 7.0 6.341734e+07 21.0 Healthcare 288 ATH 6 1.56 small-cap Long NaN 6.0 6.302249e+07 77.0 Financial Services 315 VRT 37 15.06 small-cap Long NaN 37.0 5.493410e+07 67.0 Industrials 280 LSPD 14 7.26 small-cap Long NaN 31.0 4.980732e+07 33.0 Technology 337 VRNS 7 0.34 small-cap Long NaN 28.0 4.434852e+07 17.0 Technology 359 OMCL 10 1.66 small-cap Long NaN 22.0 3.794028e+07 35.0 Healthcare 265 BRKR 19 8.19 small-cap Long NaN 20.0 3.713024e+07 77.0 Healthcare 330 GMED 9 9.17 small-cap Long NaN 11.0 3.620138e+07 63.0 Healthcare 336 TNDM 9 3.64 small-cap Long NaN 26.0 3.384105e+07 19.0 Healthcare 314 ARES 9 6.91 small-cap Long NaN 28.0 3.227077e+07 23.0 Financial Services 249 FWONK 9 2.72 small-cap Long NaN 12.0 2.790761e+07 10.0 Communication Services 278 DNLI 25 18.84 small-cap Long NaN 59.0 2.526811e+07 31.0 Healthcare 300 MANH 29 9.03 small-cap Long NaN 29.0 2.353458e+07 50.0 Technology 259 KOF 27 7.13 small-cap Long NaN 41.0 9.457249e+06 65.0 Consumer Defensive 250 FWONA 9 3.59 small-cap Long NaN 10.0 3.276782e+06 12.0 Communication Services 352 DSGX 9 3.50 small-cap Long NaN 23.0 2.366280e+06 23.0 Technology 310 PBCTP 14 2.99 small-cap Long NaN 35.0 1.373439e+06 37.0 Financial Services 313 JSM 27 2.50 small-cap Long NaN 30.0 3.199107e+05 46.0 unknown Mean Return: 7.207037037037037 Mean Day/Week: 14.37037037037037 Accuracy:0.9259259259259259 *******************Part 2.8 Small Cap Short Maintaiance********************* small_short_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 328 ALK 14 -8.14 small-cap Short NaN -60.0 1.271235e+08 -25.0 Industrials 297 RL 7 -3.19 small-cap Short NaN -33.0 1.035966e+08 -19.0 Consumer Cyclical 258 WU 15 -3.90 small-cap Short NaN -46.0 1.022253e+08 -33.0 Financial Services 349 HBI 12 -5.23 small-cap Short NaN -40.0 7.743727e+07 -27.0 Consumer Cyclical 335 PBCT 9 -4.75 small-cap Short NaN -32.0 7.282169e+07 -14.0 Financial Services 316 PFGC 9 -6.05 small-cap Short NaN -15.0 7.103030e+07 -41.0 Consumer Defensive 262 KGC 8 1.27 small-cap Short NaN -20.0 6.875988e+07 -14.0 Basic Materials 248 AU 6 6.24 small-cap Short NaN -23.0 6.790228e+07 -17.0 Basic Materials 351 VAC 15 -7.99 small-cap Short NaN -73.0 6.582269e+07 -35.0 Consumer Cyclical 308 EXEL 7 -0.19 small-cap Short NaN -34.0 6.265147e+07 -30.0 Healthcare 361 AER 8 -7.85 small-cap Short NaN -60.0 5.115426e+07 -20.0 Industrials 357 BTG 8 -1.88 small-cap Short NaN -24.0 4.981618e+07 -14.0 Basic Materials 293 RS 7 1.42 small-cap Short NaN -34.0 4.873970e+07 -14.0 Basic Materials 321 HTA 7 -0.70 small-cap Short NaN -10.0 4.495896e+07 -15.0 Real Estate 294 PAAS 12 -1.92 small-cap Short NaN -24.0 4.477713e+07 -18.0 Basic Materials 252 GL 13 2.92 small-cap Short NaN -33.0 4.413243e+07 -14.0 Financial Services 344 PSTH 8 -3.56 small-cap Short NaN -22.0 4.412815e+07 -136.0 Financial Services 301 RGA 14 -2.45 small-cap Short NaN -55.0 3.843993e+07 -22.0 Financial Services 343 SNV 12 -4.72 small-cap Short NaN -40.0 3.689986e+07 -14.0 Financial Services 324 CDK 12 -2.00 small-cap Short NaN -16.0 3.353105e+07 -18.0 Technology 309 CASY 18 -6.74 small-cap Short NaN -47.0 3.338822e+07 -20.0 Consumer Defensive 272 ATR 11 -0.42 small-cap Short NaN -35.0 3.100409e+07 -17.0 Consumer Cyclical 322 PB 7 -2.90 small-cap Short NaN -14.0 2.646706e+07 -14.0 Financial Services 282 NLSN 9 -2.76 small-cap Short NaN -30.0 2.628918e+07 -14.0 Industrials 333 TKR 12 -2.29 small-cap Short NaN -32.0 2.486735e+07 -16.0 Industrials 355 BWXT 15 -7.35 small-cap Short NaN -51.0 1.909776e+07 -34.0 Industrials 348 MDU 11 1.13 small-cap Short NaN -39.0 1.904616e+07 -14.0 Basic Materials 289 NFE 8 -7.51 small-cap Short NaN -8.0 1.683777e+07 -136.0 Utilities 342 PRI 7 -3.43 small-cap Short NaN -20.0 1.455663e+07 -14.0 Financial Services 311 GLPG 10 -3.38 small-cap Short NaN -10.0 1.183789e+07 -17.0 Healthcare 353 BOKF 7 -5.53 small-cap Short NaN -20.0 1.175372e+07 -7.0 Financial Services 247 BSAC 8 -9.34 small-cap Short NaN -8.0 1.097463e+07 -42.0 Financial Services 275 AEG 13 -3.29 small-cap Short NaN -31.0 9.973423e+06 -36.0 Financial Services 254 MNSO 11 -16.21 small-cap Short NaN -11.0 9.140457e+06 -30.0 Consumer Cyclical Mean Return: -3.6085294117647058 Mean Day/Week: 10.294117647058824 Accuracy:0.8529411764705882 ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 1 Communication Services 4 Consumer Cyclical 11 Consumer Defensive 3 Energy 4 Financial Services 37 Healthcare 27 Industrials 16 Real Estate 10 Technology 32 Utilities 2 unknown 6 **************************************** penny_industry_downtrending_count tickers industry Basic Materials 20 Communication Services 8 Consumer Cyclical 38 Consumer Defensive 15 Energy 6 Financial Services 86 Healthcare 34 Industrials 46 Real Estate 10 Technology 20 Utilities 11 unknown 4 *******************Part 3.1 Penny Cap Long Entry SPAN MACD********************* penny_long_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 610 SHEN 3 -2.41 penny-cap Long NaN 3.0 6.116809e+07 5.0 Communication Services 773 NMFC 2 -0.89 penny-cap Long NaN 2.0 4.504497e+06 5.0 Financial Services Mean Return: -1.6500000000000001 Mean Day/Week: 2.5 Accuracy:0.0 *******************Part 3.2 Penny Cap Short Entry SPAN MACD********************* penny_short_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 576 OM 1 0.00 penny-cap Short NaN -2.0 2.828697e+07 -5.0 Healthcare 406 GOCO 3 -2.20 penny-cap Short NaN -3.0 1.298989e+07 -5.0 Financial Services 769 CERS 1 0.00 penny-cap Short NaN -1.0 8.142006e+06 -3.0 Healthcare 605 MFGP 3 -4.81 penny-cap Short NaN -4.0 6.191008e+06 -4.0 Technology Mean Return: -3.505 Mean Day/Week: 4.0 Accuracy:1.0 *******************Part 3.3 Penny Cap Long Entry SPAN********************* penny_long_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 610 SHEN 3 -2.41 penny-cap Long NaN 3.0 6.116809e+07 5.0 Communication Services 773 NMFC 2 -0.89 penny-cap Long NaN 2.0 4.504497e+06 5.0 Financial Services Mean Return: -1.6500000000000001 Mean Day/Week: 2.5 Accuracy:0.0 *******************Part 3.4 Penny Cap Short Entry SPAN********************* penny_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 576 OM 1 0.00 penny-cap Short NaN -2.0 2.828697e+07 -5.0 Healthcare 450 UMBF 2 -0.34 penny-cap Short NaN -72.0 2.111981e+07 -2.0 Financial Services 406 GOCO 3 -2.20 penny-cap Short NaN -3.0 1.298989e+07 -5.0 Financial Services 717 GWB 1 0.00 penny-cap Short NaN -40.0 1.106132e+07 -3.0 Financial Services 769 CERS 1 0.00 penny-cap Short NaN -1.0 8.142006e+06 -3.0 Healthcare 605 MFGP 3 -4.81 penny-cap Short NaN -4.0 6.191008e+06 -4.0 Technology Mean Return: -2.4499999999999997 Mean Day/Week: 3.6666666666666665 Accuracy:1.0 *******************Part 3.5 Penny Cap Long Entry MACD********************* penny_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 610 SHEN 3 -2.41 penny-cap Long NaN 3.0 6.116809e+07 5.0 Communication Services 534 KYMR 4 -6.85 penny-cap Long NaN 4.0 3.130641e+07 29.0 Healthcare 454 ALKS 3 0.75 penny-cap Long NaN 3.0 2.892457e+07 52.0 Healthcare 709 TSLX 3 2.01 penny-cap Long NaN 3.0 1.933050e+07 29.0 Financial Services 412 WTS 5 0.03 penny-cap Long NaN 5.0 1.689504e+07 53.0 Industrials 666 CCCC 1 0.00 penny-cap Long NaN 1.0 1.340942e+07 25.0 Healthcare 632 DEA 1 0.00 penny-cap Long NaN 1.0 8.378806e+06 9.0 Real Estate 773 NMFC 2 -0.89 penny-cap Long NaN 2.0 4.504497e+06 5.0 Financial Services 751 NMZ 5 1.04 penny-cap Long NaN 5.0 3.155733e+06 64.0 Financial Services 731 BXMX 3 -0.55 penny-cap Long NaN 3.0 2.150730e+06 77.0 Financial Services 559 NUV 3 -0.77 penny-cap Long NaN 3.0 2.024907e+06 37.0 Financial Services 429 ESGRO 3 -0.35 penny-cap Long NaN 3.0 5.913285e+05 9.0 Financial Services 643 NSS 4 -0.15 penny-cap Long NaN 4.0 5.447360e+05 77.0 unknown Mean Return: -0.7400000000000001 Mean Day/Week: 3.6363636363636362 Accuracy:0.36363636363636365 *******************Part 3.6 Penny Cap Short Entry MACD********************* penny_short_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 401 TRIP 2 -2.21 penny-cap Short NaN -2.0 7.022489e+07 -49.0 Consumer Cyclical 405 DOYU 2 -0.90 penny-cap Short NaN -2.0 4.605631e+07 -74.0 Communication Services 456 IRBT 3 -2.13 penny-cap Short NaN -3.0 3.640444e+07 -136.0 Technology 529 NUVA 3 0.20 penny-cap Short NaN -3.0 3.459089e+07 -6.0 Healthcare 576 OM 1 0.00 penny-cap Short NaN -2.0 2.828697e+07 -5.0 Healthcare 672 BALY 1 0.00 penny-cap Short NaN -1.0 2.506207e+07 -56.0 Consumer Cyclical 492 PCRX 2 -1.56 penny-cap Short NaN -2.0 2.430339e+07 -67.0 Healthcare 473 TRTN 1 0.00 penny-cap Short NaN -1.0 2.208495e+07 -48.0 Industrials 733 GNOG 2 -7.66 penny-cap Short NaN -2.0 1.876755e+07 -136.0 Consumer Cyclical 510 AVAV 4 -2.40 penny-cap Short NaN -5.0 1.709780e+07 -8.0 Industrials 455 SLQT 1 0.00 penny-cap Short NaN -1.0 1.707821e+07 -41.0 Financial Services 419 RSI 1 0.00 penny-cap Short NaN -1.0 1.588752e+07 -136.0 Consumer Cyclical 802 WPRT 1 0.00 penny-cap Short NaN -1.0 1.506239e+07 -74.0 Consumer Cyclical 486 AMRN 1 0.00 penny-cap Short NaN -1.0 1.370352e+07 -136.0 Healthcare 406 GOCO 3 -2.20 penny-cap Short NaN -3.0 1.298989e+07 -5.0 Financial Services 698 MASS 3 -2.55 penny-cap Short NaN -3.0 1.109120e+07 -136.0 Healthcare 592 THRM 2 -1.66 penny-cap Short NaN -2.0 1.085126e+07 -17.0 Consumer Cyclical 625 CALM 2 0.37 penny-cap Short NaN -2.0 1.073592e+07 -55.0 Consumer Defensive 399 NEU 1 0.00 penny-cap Short NaN -1.0 1.040462e+07 -136.0 Basic Materials 769 CERS 1 0.00 penny-cap Short NaN -1.0 8.142006e+06 -3.0 Healthcare 706 NRIX 3 -7.91 penny-cap Short NaN -3.0 8.107440e+06 -136.0 Healthcare 678 ATSG 2 -1.30 penny-cap Short NaN -2.0 8.094297e+06 -54.0 Industrials 813 VITL 4 0.61 penny-cap Short NaN -4.0 7.822979e+06 -76.0 Consumer Defensive 785 TCMD 2 -1.66 penny-cap Short NaN -2.0 6.821210e+06 -7.0 Healthcare 605 MFGP 3 -4.81 penny-cap Short NaN -4.0 6.191008e+06 -4.0 Technology 656 ALG 1 0.00 penny-cap Short NaN -1.0 5.884320e+06 -25.0 Industrials 665 ICLK 1 0.00 penny-cap Short NaN -1.0 5.548864e+06 -74.0 Communication Services 708 MRSN 2 0.00 penny-cap Short NaN -2.0 5.313368e+06 -136.0 Healthcare 686 LKFN 1 0.00 penny-cap Short NaN -1.0 5.071069e+06 -50.0 Financial Services 647 FMTX 3 -2.92 penny-cap Short NaN -5.0 4.424297e+06 -20.0 Healthcare 675 ARQT 2 -2.20 penny-cap Short NaN -2.0 3.873791e+06 -40.0 Healthcare 567 ALVR 1 0.00 penny-cap Short NaN -1.0 3.108629e+06 -136.0 Healthcare 649 CLBK 2 0.65 penny-cap Short NaN -2.0 3.045979e+06 -25.0 Financial Services 772 JOUT 2 -0.58 penny-cap Short NaN -2.0 2.648402e+06 -35.0 Consumer Cyclical 759 ATRI 1 0.00 penny-cap Short NaN -1.0 2.458572e+06 -53.0 Healthcare 638 SPNS 5 0.39 penny-cap Short NaN -5.0 1.927410e+06 -45.0 Technology 434 MOR 5 -1.94 penny-cap Short NaN -5.0 1.117870e+06 -136.0 Healthcare Mean Return: -1.9291304347826084 Mean Day/Week: 3.347826086956522 Accuracy:0.7391304347826086 *******************Part 3.7 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 507 JKS 8 37.38 penny-cap Long NaN 34.0 4.588714e+08 10.0 Technology 413 NTLA 10 66.52 penny-cap Long NaN 26.0 4.092060e+08 31.0 Healthcare 597 RIG 10 5.87 penny-cap Long NaN 10.0 1.409823e+08 26.0 Energy 369 CROX 9 -0.21 penny-cap Long NaN 9.0 9.511519e+07 77.0 Consumer Cyclical 420 CELH 9 -4.13 penny-cap Long NaN 10.0 8.057658e+07 33.0 Consumer Defensive 546 RVLV 15 15.41 penny-cap Long NaN 28.0 7.159957e+07 38.0 Consumer Cyclical 443 SYNA 9 2.68 penny-cap Long NaN 23.0 6.559629e+07 23.0 Technology 661 IRWD 11 -2.05 penny-cap Long NaN 11.0 6.362037e+07 61.0 Healthcare 384 RPD 15 9.50 penny-cap Long NaN 33.0 6.215725e+07 37.0 Technology 552 CLNY 12 15.42 penny-cap Long NaN 13.0 6.041885e+07 66.0 Real Estate 394 JOBS 26 6.29 penny-cap Long NaN 65.0 5.758655e+07 45.0 Industrials 382 IIPR 7 2.97 penny-cap Long NaN 30.0 5.696160e+07 22.0 Real Estate 388 JCOM 19 11.29 penny-cap Long NaN 22.0 5.032561e+07 77.0 Technology 370 WK 15 15.44 penny-cap Long NaN 31.0 4.712893e+07 23.0 Technology 451 APLS 29 28.58 penny-cap Long NaN 59.0 4.473001e+07 36.0 Healthcare 756 RAVN 12 -0.56 penny-cap Long NaN 12.0 4.221503e+07 54.0 Industrials 608 DOMO 24 22.50 penny-cap Long NaN 32.0 3.770337e+07 33.0 Technology 441 OPCH 20 6.09 penny-cap Long NaN 29.0 3.734981e+07 22.0 Healthcare 461 SPT 24 31.56 penny-cap Long NaN 30.0 3.623230e+07 32.0 Technology 400 TRUP 21 20.81 penny-cap Long NaN 59.0 3.614376e+07 29.0 Financial Services 542 NSA 26 12.48 penny-cap Long NaN 26.0 3.517239e+07 77.0 Real Estate 720 PACK 11 0.59 penny-cap Long NaN 12.0 3.514453e+07 36.0 Consumer Cyclical 501 PHR 10 9.09 penny-cap Long NaN 29.0 3.490676e+07 21.0 Healthcare 616 DDS 12 11.69 penny-cap Long NaN 37.0 3.484323e+07 52.0 Consumer Cyclical 495 FRHC 15 9.64 penny-cap Long NaN 27.0 3.297124e+07 26.0 Financial Services 467 KTOS 6 -3.69 penny-cap Long NaN 24.0 3.053336e+07 9.0 Industrials 514 MIME 40 17.14 penny-cap Long NaN 67.0 2.995684e+07 42.0 Technology 554 MXL 10 4.61 penny-cap Long NaN 29.0 2.960982e+07 31.0 Technology 660 BOOT 10 -3.28 penny-cap Long NaN 10.0 2.796167e+07 77.0 Consumer Cyclical 577 MGY 12 2.83 penny-cap Long NaN 28.0 2.620590e+07 29.0 Energy 463 PZZA 17 3.15 penny-cap Long NaN 21.0 2.255367e+07 43.0 Consumer Cyclical 520 SMPL 7 2.12 penny-cap Long NaN 17.0 2.241178e+07 72.0 Consumer Defensive 411 KRNT 17 1.49 penny-cap Long NaN 31.0 2.225810e+07 29.0 Industrials 770 STAR 8 1.32 penny-cap Long NaN 18.0 2.205423e+07 20.0 Real Estate 816 CDMO 25 20.30 penny-cap Long NaN 25.0 2.156381e+07 77.0 Healthcare 368 GSHD 7 -2.73 penny-cap Long NaN 26.0 2.063679e+07 16.0 Financial Services 623 PRFT 61 27.04 penny-cap Long NaN 61.0 2.011220e+07 77.0 Technology 385 HLI 12 5.89 penny-cap Long NaN 39.0 1.992325e+07 39.0 Financial Services 685 CNST 19 0.95 penny-cap Long NaN 51.0 1.984187e+07 25.0 Healthcare 440 SVMK 9 7.59 penny-cap Long NaN 56.0 1.936393e+07 23.0 Technology 755 CRTO 8 2.62 penny-cap Long NaN 8.0 1.930592e+07 77.0 Communication Services 573 RMBS 14 3.89 penny-cap Long NaN 28.0 1.914285e+07 17.0 Technology 396 HCM 9 18.29 penny-cap Long NaN 9.0 1.912233e+07 10.0 Healthcare 732 BLFS 13 12.82 penny-cap Long NaN 33.0 1.895051e+07 16.0 Healthcare 631 TBIO 6 9.67 penny-cap Long NaN 25.0 1.863330e+07 11.0 Healthcare 752 VLRS 15 13.36 penny-cap Long NaN 15.0 1.811516e+07 77.0 Industrials 515 AMRC 24 13.85 penny-cap Long NaN 65.0 1.800896e+07 29.0 Industrials 392 HASI 6 0.84 penny-cap Long NaN 30.0 1.770772e+07 14.0 Real Estate 367 DAVA 35 27.11 penny-cap Long NaN 51.0 1.666022e+07 54.0 Technology 740 QADA 7 -0.39 penny-cap Long NaN 7.0 1.590147e+07 28.0 Technology 758 EVRI 12 3.98 penny-cap Long NaN 51.0 1.582872e+07 54.0 Consumer Cyclical 433 GOOS 6 -3.08 penny-cap Long NaN 10.0 1.393547e+07 9.0 Consumer Cyclical 606 SKY 13 4.89 penny-cap Long NaN 29.0 1.386960e+07 29.0 Consumer Cyclical 535 ATRC 9 3.64 penny-cap Long NaN 9.0 1.343731e+07 77.0 Healthcare 674 SYKE 12 -0.78 penny-cap Long NaN 13.0 1.343565e+07 13.0 Technology 425 SIGI 9 1.45 penny-cap Long NaN 9.0 1.332369e+07 12.0 Financial Services 655 ZUO 11 1.37 penny-cap Long NaN 17.0 1.296969e+07 17.0 Technology 477 CNS 41 15.70 penny-cap Long NaN 84.0 1.242378e+07 52.0 Financial Services 767 LNTH 14 12.77 penny-cap Long NaN 26.0 1.207244e+07 28.0 Healthcare 505 FSKR 12 2.00 penny-cap Long NaN 12.0 1.178254e+07 63.0 Financial Services 431 VICR 9 8.02 penny-cap Long NaN 31.0 1.134694e+07 26.0 Technology 722 FFG 17 0.38 penny-cap Long NaN 17.0 1.006323e+07 17.0 Financial Services 683 BSIG 11 1.63 penny-cap Long NaN 11.0 9.495389e+06 68.0 Financial Services 448 WNS 15 5.57 penny-cap Long NaN 32.0 9.477305e+06 33.0 Industrials 748 PRCH 6 2.06 penny-cap Long NaN 37.0 8.972799e+06 26.0 Technology 403 ALTR 9 -1.40 penny-cap Long NaN 9.0 8.661484e+06 13.0 Technology 783 ZUMZ 9 0.69 penny-cap Long NaN 10.0 8.056395e+06 12.0 Consumer Cyclical 744 INVA 12 1.17 penny-cap Long NaN 12.0 7.818925e+06 41.0 Healthcare 611 CVA 20 2.23 penny-cap Long NaN 20.0 7.805682e+06 47.0 Industrials 421 INOV 20 4.82 penny-cap Long NaN 20.0 6.900728e+06 77.0 Healthcare 644 CSII 12 1.33 penny-cap Long NaN 32.0 6.887880e+06 21.0 Healthcare 651 HSKA 20 12.47 penny-cap Long NaN 20.0 6.862987e+06 37.0 Healthcare 703 VCRA 7 1.43 penny-cap Long NaN 26.0 6.844974e+06 13.0 Technology 734 LASR 7 -1.25 penny-cap Long NaN 31.0 6.834323e+06 12.0 Technology 482 SOGO 7 2.81 penny-cap Long NaN 7.0 6.393488e+06 62.0 Communication Services 636 HLIO 8 3.77 penny-cap Long NaN 11.0 6.255645e+06 26.0 Industrials 488 CCU 8 6.30 penny-cap Long NaN 16.0 5.768695e+06 11.0 Consumer Defensive 511 BSTZ 15 6.16 penny-cap Long NaN 27.0 5.570316e+06 32.0 unknown 633 CRVL 11 8.37 penny-cap Long NaN 11.0 5.555535e+06 65.0 Financial Services 588 VRRM 16 4.00 penny-cap Long NaN 16.0 5.532555e+06 24.0 Industrials 600 EVA 10 1.51 penny-cap Long NaN 11.0 5.490971e+06 12.0 Basic Materials 693 EVV 23 3.13 penny-cap Long NaN 35.0 5.290038e+06 37.0 Financial Services 781 MDXG 6 -2.11 penny-cap Long NaN 27.0 5.041546e+06 18.0 Healthcare 408 NEA 9 1.16 penny-cap Long NaN 30.0 4.870779e+06 64.0 Financial Services 427 MSP 11 1.94 penny-cap Long NaN 11.0 4.141102e+06 37.0 Technology 478 NAD 33 4.13 penny-cap Long NaN 33.0 4.025670e+06 64.0 Financial Services 704 MLAB 8 1.03 penny-cap Long NaN 59.0 3.923717e+06 26.0 Technology 724 HYT 7 -0.31 penny-cap Long NaN 30.0 3.814973e+06 37.0 Financial Services 753 LINX 16 1.81 penny-cap Long NaN 50.0 3.751500e+06 46.0 Technology 680 BBN 21 3.07 penny-cap Long NaN 71.0 3.578820e+06 35.0 Financial Services 811 SPH 6 3.04 penny-cap Long NaN 37.0 3.243839e+06 21.0 Utilities 648 DCBO 12 13.89 penny-cap Long NaN 67.0 2.966008e+06 52.0 Technology 561 NZF 13 1.81 penny-cap Long NaN 27.0 2.726892e+06 64.0 Financial Services 735 NFJ 11 3.14 penny-cap Long NaN 23.0 2.177481e+06 68.0 Financial Services 765 FAX 11 1.15 penny-cap Long NaN 63.0 2.092567e+06 31.0 Financial Services 711 BTZ 10 2.79 penny-cap Long NaN 69.0 2.077513e+06 47.0 Financial Services 580 NAC 6 0.57 penny-cap Long NaN 6.0 2.034119e+06 64.0 Financial Services 791 HQH 10 2.13 penny-cap Long NaN 29.0 2.021043e+06 22.0 Financial Services 621 ADX 7 1.01 penny-cap Long NaN 7.0 2.016785e+06 77.0 Financial Services 730 USAC 6 0.63 penny-cap Long NaN 17.0 1.980762e+06 38.0 Energy 794 EOS 8 1.86 penny-cap Long NaN 20.0 1.978639e+06 33.0 Financial Services 788 CHY 9 0.80 penny-cap Long NaN 26.0 1.687084e+06 65.0 Financial Services 688 VCTR 11 4.94 penny-cap Long NaN 11.0 1.527401e+06 77.0 Financial Services 754 NRK 25 2.26 penny-cap Long NaN 25.0 4.297347e+05 61.0 Financial Services 745 QADB 7 -0.62 penny-cap Long NaN 22.0 1.173233e+05 27.0 Technology Mean Return: 6.560952380952381 Mean Day/Week: 13.80952380952381 Accuracy:0.8571428571428571 *******************Part 3.8 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 372 NYCB 19 -4.68 penny-cap Short NaN -19.0 1.334982e+08 -45.0 Financial Services 539 SAVE 23 -19.16 penny-cap Short NaN -23.0 1.280830e+08 -41.0 Industrials 397 JBLU 16 -10.94 penny-cap Short NaN -61.0 1.063288e+08 -25.0 Industrials 445 SABR 7 -0.90 penny-cap Short NaN -8.0 9.145210e+07 -11.0 Technology 393 HFC 14 -7.61 penny-cap Short NaN -14.0 8.951360e+07 -45.0 Energy 423 PK 7 -7.04 penny-cap Short NaN -7.0 7.449850e+07 -8.0 Real Estate 462 ADS 11 -1.46 penny-cap Short NaN -35.0 7.412658e+07 -14.0 Financial Services 668 PLAY 18 -13.87 penny-cap Short NaN -18.0 6.448081e+07 -41.0 Consumer Cyclical 547 FLR 15 -10.48 penny-cap Short NaN -38.0 6.222325e+07 -38.0 Industrials 596 CAKE 14 -6.54 penny-cap Short NaN -40.0 6.154034e+07 -19.0 Consumer Cyclical 778 CVM 6 -31.75 penny-cap Short NaN -7.0 5.939462e+07 -7.0 Healthcare 415 KBH 11 -5.73 penny-cap Short NaN -54.0 5.067133e+07 -20.0 Consumer Cyclical 657 EB 16 -16.98 penny-cap Short NaN -71.0 4.670704e+07 -40.0 Technology 544 EAF 6 -1.25 penny-cap Short NaN -26.0 4.315839e+07 -14.0 Industrials 378 AUY 6 1.71 penny-cap Short NaN -18.0 4.198260e+07 -14.0 Basic Materials 471 CBRL 20 -7.60 penny-cap Short NaN -58.0 4.121897e+07 -41.0 Consumer Cyclical 566 FBC 6 0.78 penny-cap Short NaN -19.0 3.941321e+07 -15.0 Financial Services 617 ENDP 11 -18.74 penny-cap Short NaN -11.0 3.828162e+07 -71.0 Healthcare 571 ATI 7 3.89 penny-cap Short NaN -19.0 3.484262e+07 -14.0 Industrials 508 ISBC 7 -5.21 penny-cap Short NaN -73.0 3.342376e+07 -14.0 Financial Services 497 ALGT 25 -15.29 penny-cap Short NaN -74.0 3.106773e+07 -46.0 Industrials 512 COLB 14 -11.61 penny-cap Short NaN -75.0 3.005041e+07 -60.0 Financial Services 398 IDA 6 1.70 penny-cap Short NaN -39.0 2.986315e+07 -13.0 Utilities 437 AVT 12 -0.66 penny-cap Short NaN -46.0 2.889966e+07 -14.0 Technology 506 BXS 18 -11.81 penny-cap Short NaN -18.0 2.685256e+07 -55.0 Financial Services 453 EQC 6 0.88 penny-cap Short NaN -11.0 2.663068e+07 -11.0 Real Estate 410 VLY 7 -2.83 penny-cap Short NaN -70.0 2.626633e+07 -14.0 Financial Services 543 ABM 17 -10.15 penny-cap Short NaN -55.0 2.570632e+07 -27.0 Industrials 428 POR 9 -0.57 penny-cap Short NaN -48.0 2.406084e+07 -14.0 Utilities 414 HAIN 10 -0.90 penny-cap Short NaN -10.0 2.390211e+07 -56.0 Consumer Defensive 598 TSE 14 -0.91 penny-cap Short NaN -34.0 2.386053e+07 -35.0 Basic Materials 635 MDGL 11 -4.50 penny-cap Short NaN -33.0 2.336193e+07 -29.0 Healthcare 662 FSM 14 -11.13 penny-cap Short NaN -14.0 2.197013e+07 -24.0 Basic Materials 524 ASB 11 -6.78 penny-cap Short NaN -30.0 2.169158e+07 -14.0 Financial Services 509 DAN 12 -4.17 penny-cap Short NaN -20.0 2.116138e+07 -14.0 Consumer Cyclical 558 THS 28 -7.70 penny-cap Short NaN -30.0 2.095571e+07 -45.0 Consumer Defensive 374 SAGE 16 -6.81 penny-cap Short NaN -16.0 2.094768e+07 -17.0 Healthcare 522 ONB 14 -7.29 penny-cap Short NaN -72.0 2.083769e+07 -47.0 Financial Services 525 NWE 13 -0.25 penny-cap Short NaN -50.0 2.077946e+07 -30.0 Utilities 389 AL 19 -10.01 penny-cap Short NaN -19.0 2.055539e+07 -42.0 Industrials 615 BCC 11 0.15 penny-cap Short NaN -36.0 2.053144e+07 -17.0 Basic Materials 452 MDC 17 -1.96 penny-cap Short NaN -55.0 2.052934e+07 -26.0 Consumer Cyclical 607 SKYW 23 -12.86 penny-cap Short NaN -74.0 1.908692e+07 -47.0 Industrials 575 FULT 13 0.41 penny-cap Short NaN -73.0 1.886523e+07 -30.0 Financial Services 564 FUN 7 0.67 penny-cap Short NaN -7.0 1.828865e+07 -41.0 Consumer Cyclical 379 MMS 6 -0.16 penny-cap Short NaN -51.0 1.796557e+07 -7.0 Industrials 480 TRN 12 -3.66 penny-cap Short NaN -13.0 1.779841e+07 -14.0 Industrials 523 HMY 8 2.15 penny-cap Short NaN -23.0 1.728011e+07 -17.0 Basic Materials 476 FNB 7 -4.48 penny-cap Short NaN -73.0 1.721933e+07 -14.0 Financial Services 541 AVA 13 -1.41 penny-cap Short NaN -57.0 1.663224e+07 -26.0 Utilities 407 UBSI 7 -5.18 penny-cap Short NaN -30.0 1.586365e+07 -14.0 Financial Services 551 IBOC 12 -10.00 penny-cap Short NaN -34.0 1.539686e+07 -14.0 Financial Services 483 BOH 7 -2.78 penny-cap Short NaN -39.0 1.526595e+07 -41.0 Financial Services 447 HOMB 13 -2.07 penny-cap Short NaN -73.0 1.480371e+07 -20.0 Financial Services 517 UTZ 17 -4.55 penny-cap Short NaN -39.0 1.461875e+07 -38.0 Consumer Defensive 540 UCBI 7 -3.40 penny-cap Short NaN -30.0 1.429298e+07 -14.0 Financial Services 489 PDCO 9 -3.75 penny-cap Short NaN -10.0 1.414339e+07 -10.0 Healthcare 569 MSGE 7 -0.50 penny-cap Short NaN -14.0 1.394761e+07 -75.0 Communication Services 574 IOSP 14 -5.14 penny-cap Short NaN -19.0 1.362245e+07 -20.0 Basic Materials 699 CYTK 6 -6.06 penny-cap Short NaN -6.0 1.284589e+07 -27.0 Healthcare 536 AUB 11 -4.71 penny-cap Short NaN -25.0 1.278439e+07 -14.0 Financial Services 484 AGI 6 5.47 penny-cap Short NaN -21.0 1.277298e+07 -14.0 Basic Materials 553 WWW 14 -4.86 penny-cap Short NaN -39.0 1.274926e+07 -34.0 Consumer Cyclical 619 MTOR 15 -5.71 penny-cap Short NaN -15.0 1.271998e+07 -68.0 Consumer Cyclical 601 CMP 14 -4.66 penny-cap Short NaN -32.0 1.256572e+07 -17.0 Basic Materials 612 FMBI 21 -10.29 penny-cap Short NaN -70.0 1.204175e+07 -35.0 Financial Services 695 PRIM 14 -5.45 penny-cap Short NaN -14.0 1.192907e+07 -53.0 Industrials 459 NJR 6 1.60 penny-cap Short NaN -39.0 1.192800e+07 -11.0 Utilities 380 FTDR 6 -2.18 penny-cap Short NaN -21.0 1.187990e+07 -53.0 Consumer Cyclical 481 SR 11 1.52 penny-cap Short NaN -11.0 1.179107e+07 -11.0 Utilities 799 BJRI 19 -9.15 penny-cap Short NaN -75.0 1.157547e+07 -35.0 Consumer Cyclical 432 PSB 8 0.96 penny-cap Short NaN -15.0 1.103996e+07 -15.0 Real Estate 653 CVI 13 -4.31 penny-cap Short NaN -17.0 1.089405e+07 -66.0 Energy 381 ESGR 8 0.27 penny-cap Short NaN -69.0 1.049382e+07 -26.0 Financial Services 671 PATK 14 -1.98 penny-cap Short NaN -39.0 9.972076e+06 -24.0 Consumer Cyclical 654 LZB 15 -2.95 penny-cap Short NaN -39.0 9.760570e+06 -35.0 Consumer Cyclical 479 GATX 11 -3.99 penny-cap Short NaN -34.0 9.581133e+06 -14.0 Industrials 705 HOPE 13 -3.25 penny-cap Short NaN -70.0 9.413268e+06 -14.0 Financial Services 557 EQX 10 -5.19 penny-cap Short NaN -15.0 9.396215e+06 -14.0 Basic Materials 550 FIBK 20 -9.29 penny-cap Short NaN -74.0 9.391666e+06 -41.0 Financial Services 681 BV 13 1.80 penny-cap Short NaN -47.0 9.326887e+06 -20.0 Industrials 532 CVBF 13 -3.02 penny-cap Short NaN -14.0 9.312522e+06 -14.0 Financial Services 527 CATY 7 -5.67 penny-cap Short NaN -19.0 9.226171e+06 -7.0 Financial Services 663 NWBI 13 0.37 penny-cap Short NaN -13.0 9.110317e+06 -14.0 Financial Services 784 ACRS 21 -7.19 penny-cap Short NaN -60.0 9.056139e+06 -42.0 Healthcare 812 ENTA 7 -4.10 penny-cap Short NaN -42.0 8.891413e+06 -36.0 Healthcare 692 CGEM 13 3.70 penny-cap Short NaN -13.0 8.804253e+06 -124.0 Healthcare 652 SBCF 13 -2.37 penny-cap Short NaN -35.0 8.709068e+06 -14.0 Financial Services 563 RUSHA 14 -4.21 penny-cap Short NaN -55.0 8.704361e+06 -25.0 Consumer Cyclical 696 TBK 13 -2.12 penny-cap Short NaN -52.0 8.478999e+06 -35.0 Financial Services 789 AMSF 12 -1.60 penny-cap Short NaN -33.0 8.401349e+06 -23.0 Financial Services 613 BANF 19 -8.23 penny-cap Short NaN -35.0 8.394247e+06 -31.0 Financial Services 533 SCL 11 -3.51 penny-cap Short NaN -31.0 8.375138e+06 -14.0 Basic Materials 583 AVNS 7 -2.40 penny-cap Short NaN -7.0 8.236448e+06 -136.0 Healthcare 764 PLUS 26 -7.30 penny-cap Short NaN -40.0 8.212635e+06 -34.0 Technology 537 XNCR 7 -3.74 penny-cap Short NaN -7.0 7.601818e+06 -136.0 Healthcare 750 TBPH 8 -9.48 penny-cap Short NaN -8.0 7.448825e+06 -38.0 Healthcare 641 FBK 21 -10.98 penny-cap Short NaN -73.0 7.378468e+06 -50.0 Financial Services 738 EHTH 6 -7.13 penny-cap Short NaN -46.0 7.244602e+06 -24.0 Financial Services 700 NWN 7 -1.58 penny-cap Short NaN -51.0 7.217620e+06 -13.0 Utilities 595 PVG 9 -1.23 penny-cap Short NaN -24.0 7.116775e+06 -21.0 Basic Materials 741 HURN 7 -4.04 penny-cap Short NaN -32.0 6.859041e+06 -17.0 Industrials 687 AMWD 8 -4.67 penny-cap Short NaN -47.0 6.723473e+06 -39.0 Consumer Cyclical 485 NG 8 5.82 penny-cap Short NaN -20.0 6.689454e+06 -15.0 Basic Materials 593 FRME 19 -8.07 penny-cap Short NaN -72.0 6.618244e+06 -31.0 Financial Services 694 NBTB 14 -8.07 penny-cap Short NaN -30.0 6.577094e+06 -30.0 Financial Services 555 MANU 6 -1.77 penny-cap Short NaN -6.0 6.567624e+06 -46.0 Consumer Cyclical 810 PRA 14 -8.04 penny-cap Short NaN -72.0 6.381546e+06 -41.0 Financial Services 504 BVN 6 -0.62 penny-cap Short NaN -18.0 5.717183e+06 -16.0 Basic Materials 646 CFFN 30 -6.61 penny-cap Short NaN -30.0 5.666427e+06 -65.0 Financial Services 639 TRMK 14 -5.35 penny-cap Short NaN -69.0 5.648301e+06 -30.0 Financial Services 629 HTLF 6 -3.58 penny-cap Short NaN -20.0 5.601914e+06 -8.0 Financial Services 729 NXGN 7 -0.14 penny-cap Short NaN -11.0 5.476125e+06 -136.0 Healthcare 723 CVGW 20 -9.80 penny-cap Short NaN -50.0 5.286017e+06 -47.0 Consumer Defensive 614 PRK 14 -8.03 penny-cap Short NaN -20.0 5.275379e+06 -47.0 Financial Services 779 SAFT 13 -2.63 penny-cap Short NaN -30.0 5.210656e+06 -26.0 Financial Services 797 NBHC 13 -1.56 penny-cap Short NaN -73.0 4.877302e+06 -31.0 Financial Services 682 WABC 19 -6.79 penny-cap Short NaN -74.0 4.806169e+06 -31.0 Financial Services 493 ADV 7 -4.78 penny-cap Short NaN -41.0 4.707873e+06 -15.0 Communication Services 790 ORIC 23 -3.16 penny-cap Short NaN -23.0 4.573412e+06 -136.0 Healthcare 684 HTLD 34 -6.59 penny-cap Short NaN -54.0 4.408062e+06 -40.0 Industrials 548 MEOH 14 -0.39 penny-cap Short NaN -32.0 4.337223e+06 -41.0 Basic Materials 801 AKRO 6 -5.90 penny-cap Short NaN -6.0 4.108537e+06 -11.0 Healthcare 775 OCFC 14 -7.39 penny-cap Short NaN -69.0 3.744564e+06 -43.0 Financial Services 727 KROS 9 -8.55 penny-cap Short NaN -9.0 3.638647e+06 -47.0 Healthcare 777 CHCO 7 -2.76 penny-cap Short NaN -71.0 3.454615e+06 -50.0 Financial Services 677 NTB 13 -1.16 penny-cap Short NaN -40.0 3.426176e+06 -31.0 Financial Services 768 TCBK 13 -3.45 penny-cap Short NaN -19.0 3.203457e+06 -14.0 Financial Services 712 TRS 8 -3.93 penny-cap Short NaN -19.0 2.964814e+06 -13.0 Industrials 807 MATW 14 -7.05 penny-cap Short NaN -73.0 2.368581e+06 -31.0 Industrials 659 KRO 12 -5.22 penny-cap Short NaN -38.0 2.079267e+06 -22.0 Basic Materials 793 FOR 18 -4.51 penny-cap Short NaN -43.0 2.017541e+06 -32.0 Real Estate 796 PFC 7 -6.46 penny-cap Short NaN -74.0 1.696843e+06 -49.0 Financial Services 713 WMK 6 0.07 penny-cap Short NaN -6.0 1.612390e+06 -55.0 Consumer Defensive 446 IFS 8 -5.23 penny-cap Short NaN -19.0 1.297286e+06 -22.0 Financial Services 578 CENT 7 -7.70 penny-cap Short NaN -58.0 1.205450e+06 -20.0 Consumer Defensive 562 RUSHB 14 -6.23 penny-cap Short NaN -58.0 7.862662e+05 -25.0 Consumer Cyclical 726 NEXA 15 4.06 penny-cap Short NaN -19.0 7.413513e+05 -20.0 Basic Materials 584 UZC 13 0.04 penny-cap Short NaN -36.0 6.440420e+05 -121.0 unknown 689 MNTK 12 -18.30 penny-cap Short NaN -12.0 3.908661e+05 -115.0 Utilities 502 TCBIL 12 0.12 penny-cap Short NaN -37.0 3.602880e+05 -125.0 unknown 670 SBLKZ 9 0.08 penny-cap Short NaN -9.0 2.905885e+05 -29.0 unknown 624 ITCB 7 -10.38 penny-cap Short NaN -50.0 1.032444e+05 -42.0 Financial Services 586 HWCPL 11 -0.32 penny-cap Short NaN -31.0 4.250000e+04 -33.0 unknown 503 HKIB 13 -7.54 penny-cap Short NaN -54.0 3.135000e+04 -33.0 Financial Services 500 TCBIP 16 -0.10 penny-cap Short NaN -32.0 0.000000e+00 -125.0 Financial Services 658 PRTC 13 -3.81 penny-cap Short NaN -13.0 0.000000e+00 -39.0 Healthcare Mean Return: -4.677278911564627 Mean Day/Week: 12.34013605442177 Accuracy:0.8435374149659864 ************************************** ************************************** ************************************** Error: []

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khammatthuha-blog · 5 years ago

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👁 CÁC BỆNH MẮT THƯỜNG GẶP Ở TRẺ EM 📰Tật khúc xạ, lác, nhược thị, đục thể thủy tinh, glaucoma, bong hoặc ung thư võng mạc... là các vấn đề về mắt thường gặp ở trẻ. Nhiều bệnh trong số đó cần được phát hiện sớm và chữa trị kịp thời, nếu chậm có thể dẫn đến mù lòa. ✅Tật khúc xạ ✅Lác mắt ✅Nhược thị và khiếm thị ✅Bệnh võng mạc ở trẻ sinh non (ROP) ✅Đục thể thủy tinh bẩm sinh ��Glaucoma bẩm sinh ✅Ung thư võng mạc 📰Chi tiết: http://kinhthuocthuha.vn/blogs/news/cac-benh-mat-thuong-gap-o-tre-em 👉 Đôi mắt với con trẻ là vô cùng quan trọng, hãy luôn dành những điều tốt nhất cho con trẻ. Vì vậy khi thấy bất kì biểu hiện nào bất thường nơi “cửa sổ tâm hồn” của con trẻ, cũng như định kì đưa bạn đến ngay Khám mắt Thu Hà để được các Bác sĩ chuyên khoa, chuyên viên chăm sóc đôi mắt của con bạn được tốt nhất. 👁️👁️👁️ Khám mắt Thu Hà - Phòng khám lâu năm uy tín hàng đầu tại Hà Nội. Hãy cùng chúng tôi chăm sóc cho đôi mắt của bạn! 🌺 🌺 🌺 HỆ THỐNG KÍNH THUỐC - PHÒNG KHÁM MẮT THU HÀ (Đối diện cổng số 1 Bệnh viện mắt Trung Ương) 🏩 Phòng khám chuyên khoa mắt: Tầng 2, Số 134 Bà Triệu, P.Nguyễn Du, Q.HBT, HN - ĐT 0243 943 4570 (máy lẻ 102) 💊 Nhà Thuốc chuyên khoa mắt: Tầng 2, Số 134 Bà Triệu, P.Nguyễn Du, Q.HBT, HN - ĐT 0243 943 4570 (máy lẻ 102) 🏠 Hiệu kính: Số 134 và 140 Bà Triệu, P.Nguyễn Du, Q.HBT, HN - ĐT 0243 943 4570 📞 Hotline: 0908134140 ☎ ĐT: 02439434570 💻 Web: www.kinhthuocthuha.vn ✉ Email: [email protected] 📝Đăng ký khám: Nhắn tin theo cú pháp sau và gửi tới số Hotline: 0908 134 140 Ngày khám – Giờ khám – Bác sĩ khám – Họ tên – Ngày sinh – Giới tính Vd: 22/12 10h30 BS Hy Nguyen Van A 20/10/2008 Nam. #khammatthuha #Khám_Mắt_Uy_Tín #ducthethuytinh #laothi #daumatdo #viemketmaccap #viemketmac #khám_cận_thị #canthi #vienthi #glocom #thiendauthong #khomat #muanangnong #khammat #khammatdinhki #cacbenhmatnguyhiemotreem #Quốc_tế_thiếu_nhi_01_06 #Mắt_sáng_đón_hè_vui #matsangdonhevui (tại Khám mắt Thu Hà) https://www.instagram.com/p/BxtW990AtGa/?igshid=1ohfd0qsfx715

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karinandersson-blog1 · 7 years ago

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Todas las que tengan 2

2: What’s your dream pet? (Real or not)

Un perrito, sea cual sea su raza sería maravilloso poder recibir su afecto sin condiciones.

12: Do you prefer tea, coffee, or cocoa?

El té.

20: Do you like space or the ocean more?

A pesar de que ambos son hermosos, prefiero el océano, es tan relajante quedarse viéndolo, especialmente si vives en una isla.

21: Are you religious?

Lo soy.

22: Pet peeves?

La gente cínica e intolerante.

23: Would you rather be nocturnal or diurnal [opposite of nocturnal]?

Nocturna, creo que la ciudad luce mucho más bella con las luces encendidas en cada rincón.

24: Favorite constellation?

No tengo una.

25: Favorite star?

El sol.

26: Do you like ball-jointed dolls?

Acabo de buscarlas ya que no las conocía, y sí, son bastante bellas, en especial sus grandes ojos y tupidas pestañas.

27: Any phobias or fears?

Le temo a la soledad y le tengo fobia a las arañas.

28: Do you think global warming is real?

Por supuesto, ¿por qué creen que las temperaturas aumentan, el dióxido de carbono aumenta y los glaciares disminuyen? solo por nombrar un par de cosas.

29: Do you believe in reincarnation?

No. Aunque no me suena a mala idea, poder reencontrarte con esa persona en la forma que se le haya asignado, me reconforta de cierto modo.

32: How many pets have you own in your lifetime?

Ninguno.

42: Who is someone you love deeply?

A mi madre María, ella lo es todo para mi, ha estado en los momentos más importantes, los buenos y los malos. Me ha cuidado y ha antepuesto su bienestar por el mío. Es la mujer más ejemplar e intachable de todas.

52: Favorite movie?

Morte a Venezia de Luchino Visconti, es arte en movimiento, la recomiendo por completo, también no puedo dejar de lado a mi director favorito Ingmar Bergman en Viskningar och rop.

62: What makes you follow a blog?

Que su contenido sea inteligente e interesante.

72: Post a selfie or two?

82: Something you really enjoy doing:

Pasar tiempo con mis seres queridos.

92: A store you hate?

No recuerdo una.

102: Where do you live?

En Honolulu, Hawaii.

112: Ever been bitten by a spider?

No, y espero que nunca suceda.

120: Fruits or vegetables?

Vegetales.

121: Something you want to do right now:

Abrazar y besar al hombre que amo, lo extraño tanto…

122: Is the ocean or sky prettier?

Ambos, pero prefiero el océano.

123: Sweet or sour foods?

Las dulces.

124: Bright or dim lights?

Luces tenues.

125: Do you believe in a certain magical creature?

No.

126: Something you hate about Tumblr:

Los usuarios que solo postean pornografía.

127: Something you love about Tumblr:

El diseño gráfico.

128: What do you think about the least?

No lo sé, ¿en extraños?

129: What would you want written on your tombstone?

La verdad es que no deseo pensar en esas cosas cosas, me resulta algo perturbador imaginar eso en este momento.

132: Do you smile with your teeth showing for pictures?

Creo que es algo involuntario, porque lo hago en la mayoría de ellas.

142: Would you say you are a good or bad influence to others?

Quiero pensar que soy buena influencia, pero queda en ellos ¿no?

152: Do you like BuzzFeed?

¿Qué es eso?

162: How many likes do you have on your blog(s)?

Ni idea, un par de ellos.

#samanthalake #Me cansé too much jajaja

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tech-battery · 5 years ago

Text

ASRock RX 5500 XT Phantom Gaming D Review: Inexpensive, Well-performing

AMD’s RX 5500 XT release in December 2019 targeted the entry-level 1080p gaming segment and was, overall, received well by the public. In particular, the 8GB variants are enticing, as they don't take the performance hit of the 4GB cards in certain titles, though for now the card hasn't managed to break into our best graphics cards guide. That's partly because budget cards are pretty far down the GPU hierarchy, with higher pricing than many competing cards. The ASRock RX 5500 XT Phantom Gaming D we're reviewing comes with the full 8GB of VRAM, a factory overclock, an attractive price and a dual-fan cooling solution designed to keep the card cool and quiet while gaming.

Performance of the Phantom Gaming D was just where we expected it, competing with the other RX 5500 XT 8GB variants tested. It ends up faster than the GeForce GTX 1650 Super and slower than the Geforce GTX 1660. Compared to the other 8GB RX 5500 XT cards we've tested, the ASRock performed the same with less than 1% difference between them. The card averages almost 72 frames per second (fps) at 1080p using ultra settings across all games. Only Metro: Exodus and Borderlands 3 fell below the 60 fps threshold (37.7 and 42.9 fps, respectively). When lowering the settings to medium, the average increased to 102 fps and all titles were above the 60 fps threshold and ran smoothly.

At the time of writing, the ASRock RX 5500 XT Phantom Gaming D is $199.99 on Newegg, the least expensive 8GB card in this roundup. It also comes with the Resident Evil 3 remaster, Ghost Recon: Breakpoint and three months of Xbox Game Pass for PC. We pit the ASRock against Gigabyte’s RX 5500 XT Gaming 8G at $219.99, the Asus ROG Strix RX 5500 XT O8G Gaming for $229.99, and the 4GB Sapphire Pulse RX 5500 XT priced at $179.99. Between the 8GB cards, there is a $30 price difference while the 4GB model used for testing is $20 cheaper.

On the Nvidia side of things, the Zotac GTX 1650 Super has the lowest price at $159.99 while the Zotac GTX 1660 is $239.99, the most expensive card in this article. Worth noting is the GTX 1660 Super can be found for $229.99, and other GTX 1660 cards can be found starting at $209.99. We've also previously compared the Radeon RX 5500 XT vs. GeForce GTX 1660.

We’ll detail how the ASRock card performed against its peers and competition, how well it performed thermally, and other important details so you can make a more informed buying decision.

Features

All Radeon RX 5500 XT’s use the Navi 14 GPU and first-generation RDNA architecture. TSMC produced the 7nm die with 6.4 million transistors cut into a 158mm² area. This includes 1,408 shaders, 32 ROPs, and 88 TMUs across 22 Compute Units (CUs). Clocks speeds on the ASRock Phantom Gaming D are 1,737 MHz Game clock and 1,845 MHz boost clock—a 57 MHz increase over the reference clock speed (1,680 MHz) and the same as the Asus ROG Strix used here.

The 8GB of GDDR6 memory sits on a 128-bit bus and runs at 1,750 MHz (14 Gbps)—the standard speed for the Navi 14 GPU. This configuration yields 224 GB/s bandwidth, and the RX 5500 XT comes in 4GB and 8GB variants. Unless you plan to game at 1080p using reduced settings, you’ll want to get the 8GB over the 4GB cards. With VRAM needs increasing as time goes on, 4GB is now considered the minimum for most users while 6-8GB for those who would like to use ultra settings.

AMD’s RX 5500 XT’s Total Board Power (TBP) is listed at 130W and recommends a 450W power supply. ASRock, like most board partners, does not list the TBP for the Phantom Gaming D, though it raises AMD’s power supply recommendation of 450W up to 500W. Actual power use will vary between partner cards due to higher clock speeds and where the power limit is set. Feeding power to the card is a single 8-pin PCIe connector capable of delivering more power than this card will need, including any overclocking.

Additional specifications for each of the compared cards are listed in the chart below.

Design

The ASRock RX 5500 XT Phantom Gaming D is a two-slot video card measuring 9.5 x 5 x 1.6 inches (241 x 127 x 42mm). Though the heatsink extends past the PCB lengthwise, the card’s overall length should allow it to fit in most chassis, including some small form factor (SFF) builds. Be sure to verify the space inside your case before buying this or any other video card.

Covering the heatsink and surrounding the two 85mm fans (which have a 0db silent cooling feature) is a plastic shroud that fits with the ASRock Phantom Gaming theme, including black and red accents along with a faux brushed aluminum finish. The rear of the card is protected by a backplate, also matching the card’s theme, and doubles as a passive heatsink via thermal pads.

The Phantom Gaming D adds a bit of RGB flare as well with the Phantom Gaming name and symbol illuminated on the top of the card. For its size, the color is bright and saturated, though being so small it won’t take over the inside of your case.

In order to keep the card cool, ASRock uses a dual-fan setup along with a good size heatsink. The GPU die makes contact with the heatsink through a copper plate, which then sends the heat into the fin array via three large copper heatpipes. The heatsink cools all critical parts of the video card including the VRMs and memory, all of which connect to the fin array through an aluminum plate.

The ASRock RX 5500 XT Phantom Gaming D3 routes power through a 6+1 phase VRM with the GPU and VRAM controlled by two OnSemi NCP81022 (4-phase) controllers. The GDDR6 chips on this card are made by Samsung and specified to run at 1,750 MHz (14 Gbps). This configuration will deliver plenty of clean power to handle both stock and overclocked operations.

Outputs on the Phantom Gaming D are standard fare consisting of three DisplayPorts (1.4 with DSC 1.2a) and a single HDMI (2.0b) output. This should be plenty for most users.

How We Tested the ASRock RX 5500 XT Phantom Gaming D

Our current graphics card test system consists of Intel's Core i9-9900K, an 8-core/16-thread CPU that routinely ranks as the fastest overall gaming CPU. The MSI MEG Z390 Ace motherboard is paired with 2x16GB Corsair Vengeance Pro RGB DDR4-3200 CL16 memory (CMK32GX4M2B3200C16). Keeping the CPU cool is a Corsair H150i Pro RGB AIO, along with a 120mm Sharkoon fan for general airflow across the test system. Storing our OS and gaming suite is a single 2TB Kingston KC2000 NVMe PCIe 3.0 x4 drive.

The motherboard is running BIOS version 7B12v16. Optimized defaults were used to set up the system. We then enabled the memory's XMP profile to get the memory running at the rated 3200 MHz CL16 specification. No other BIOS changes or performance enhancements were enabled. The latest version of Windows 10 (1909) is used and is fully updated as of February 2020.

Our GPU hierarchy provides a complete overview of graphics cards and how the various models stack up against each other. For these individual third-party card reviews, we include GPUs that compete with and are close in performance to the card being reviewed. On the AMD side, we have the Sapphire Pulse RX 5500 XT, Asus ROG Strix RX 5500 XT O8G Gaming and the Gigabyte RX 5500 XT Gaming OC. Nvidia cards include the Zotac GTX 1650 Super and the Zotac GTX 1660 Amp.

Our list of test games is currently Battlefield V, Borderlands 3, The Division 2, Far Cry 5, Final Fantasy XIV: Shadowbringers, Forza Horizon 4, Gears of War 5, Metro Exodus, Shadow of the Tomb Raider and Strange Brigade. These titles represent a broad spectrum of genres and APIs, which gives us a good idea of the performance differences between the cards. We're using driver build 441.20 for the Nvidia cards and Adrenalin 2020 Edition 19.12.2 for AMD cards, although the 5600 XT was tested using 20.1.2 beta drivers.

We capture our frames per second (fps) and frame time information by running OCAT during our benchmarks. For clock and fan speed, temperature and power, we use GPU-Z's logging capabilities. We'll be resuming our use of the Powenetics-based system from previous reviews in the near future.

Beginning with the 1080p ultra results, the ASRock RX 5500 XT Phantom Gaming D averaged 71.9 fps across all titles. At these settings, all but three titles—Metro: Exodus (37.7 fps), The Division 2 (57.9 fps) and Borderlands 3 (42.9 fps)—are able to average at least 60 fps and provide a smooth gaming experience. All of AMD’s RX 5500 XT cards are capable 1080p ultra video cards, though some games will need to reduce settings to reach 60 fps.

Looking at the other RX 5500 XT cards in this review, the ASRock card is just as fast as the other 8GB variants—all averaging over 71 fps with the Asus O8G Gaming averaging 71.7 fps and the Gigabyte 71.3 fps. The Sapphire Pulse RX 5500 XT 4GB is well behind at 63 fps (or 13% slower) because some titles showed a severe performance drop due to the 4GB memory and PCIe 3.0 x8 configuration.

If we include the two Nvidia based GPUs, our ASRock review card is almost 4% faster than the much less expensive Zotac GTX 1650 Super (69.3 fps average), and over 6% slower than the slightly more expensive Zotac GTX 1660 Amp (76.6 average). Since these Turing based video cards do not support ray tracing or DLSS, the decision between some of these cards will come down to price, performance (both thermal and fps) and card features.

Staying at 1080p resolution but lowering the image quality settings to medium allowed all the games to reach over 60 fps. The ASRock Phantom Gaming D averaged 102 fps along with the Asus. The Gigabyte Gaming OC averaged 101 fps—all are within 1% of each other, which is basically the margin of error for our testing and wouldn’t be noticeable in gaming.

At these settings, the Sapphire Pulse didn’t choke on its 4GB of VRAM with medium settings and ended up only 4% behind. Most games were over 80 fps with a few (The Division 2, Strange Brigade, Final Fantasy XIV, Forza Horizon 4 and Battlefield V) averaging well over 100 fps. Dropping down to the medium settings shows a significant performance increase over ultra.

Performance differences between the ASRock Phantom Gaming D and the Nvidia cards are similar to the 1080p ultra results, with the GTX 1650 Super about 5% slower and the GTX 1660 almost 4% faster. This is a more CPU bound setting so the performance gaps tend to shrink at these settings compared to higher resolutions and image quality.

We use GPU-Z logging to measure each card's power consumption with the Metro Exodus benchmark running at 2560 x 1440 using the default ultra settings. The card is warmed up prior to testing and logging is started after settling to an idle temperature (after about 10 minutes). The benchmark is looped a total of five times, which yields around 10 minutes of testing. In the charts, you will see a few blips in power use that are a result of the benchmark ending one loop and starting the next.

We also use FurMark to capture worst-case power readings. Although both Nvidia and AMD consider the application a "power virus," or a program that deliberately taxes the components beyond normal limits, the data we can gather from it offers useful information about a card's capabilities outside of typical gaming loads. For example, certain GPU compute workloads including cryptocurrency mining have power use that can track close to FurMark, sometimes even exceeding it.

Starting with the gaming tests, the ASRock RX 5500 XT Phantom Gaming D averaged 114W, the most of all RX 5500 XT cards tested so far. The Asus was just behind it at 104W, the Sapphire Pulse at 102W, followed by the Gigabyte sipping power at 89W. As an end-user, you will be hard-pressed to see these differences on your power bill. We also need to be cognizant that our current recording method, GPU-Z only records the chip power and not Total Board Power (TBP) for AMD GPUs. This means actual power use is going to be a bit higher on these cards.

The Zotac GTX 1650 Super averaged 97W—a few watts lower than most of the RX 5500 XT’s we’ve tested. The faster Zotac GTX 1660 Amp (not pictured in the chart) used even less power at 89W. This shows that Nvidia’s 12nm Turing architecture is still slightly more efficient than the 7nm Navi, considering the difference in lithography.

Power consumption using Furmark shows much more consistent power use across the test. In this case, The ASRock averaged 129W with the Asus and Sapphire cards both using 133W. The Gigabyte again comes in the lowest reaching 122W. The GTX 1650 Super barely budged from the game tests averaging 99W, which is less power than all of the RX 5500 XT cards we’ve tested.

Temperatures, Fan Speeds and Clock Rates

To see how each video card behaves with temperatures and fan speeds, like the power testing, we use GPU-Z logging in one-second intervals to capture data. These items are captured by looping the Metro Exodus benchmark five times, running at 2560x1440 and ultra settings.

Additionally, we also use FurMark to capture the data below, which offers a more consistent load and uses slightly more power, regardless of the fact that the clock speeds and voltages are limited. These data sets give insight into worst-case situations along with a non-gaming workload.

Gaming

Temperatures for the ASRock Phantom Gaming D averaged almost 62 degrees Celsius during gaming testing. This result places it in the middle with the Gigabyte Gaming OC. The Sapphire Pulse ran the warmest at 69 degrees Celsius, at least partly because its fan speeds are lower, while the much larger Asus ROG Strix RX 5500 XT O8G Gaming ran the coolest at 54 degrees Celsius. Though the Phantom Gaming D didn’t have the best cooling solution, it worked quietly and kept the video card running well within specification.

Fan speeds during the Metro: Exodus test show all cards except for the Sapphire Pulse have significantly varying fan speeds. The ASRock varied throughout the test from around 1600 RPM to a peak of 2,000 RPM. The higher fan speeds were more noticeable over the slower spinning Asus and Gigabyte cards, but none were particularly loud or off-putting. During more typical gaming loads (where there isn’t a scene change every 100 seconds) users should not see this fan behavior.

Clock speeds on the ASRock Phantom Gaming D averaged 1,818 MHz during the last phase of the gaming test. This result is over 20 MHz faster than the Sapphire Pulse (1,794 MHz), 10 MHz faster than the Gigabyte and 2 MHz faster than the Aus. This result makes sense considering the 8GB cards' clock speeds are similar out of the box. Another noteworthy fact is how much the 4GB of memory on the Sapphire card affects results with core clock speeds being similar to all the other tested cards.

Furmark

Temperatures in Furmark ran a couple of degrees warmer than game testing across all tested cards. The ASRock Phantom Gaming D and Gigabyte Gaming OC both peaked at 67 degrees Celsius with the Asus again coming in the coolest running at 60 degrees Celsius. The slower Sapphire card peaked at 74 degrees Celsius with a similar size cooling solution as the Phantom Gaming D.

Fan speeds during Furmark testing stabilized across all cards with the ASRock again peaking around 2,000 RPM. Unlike the Asus O8G Gaming, the ASRock Phantom Gaming D maintained these speeds throughout the test. While the ASRock video card doesn’t have the best cooling solution, it kept the card well within specification and did so relatively quietly.

Clock rates during the Furmark testing averaged 1,661 MHz, which is the lowest value by far of all three RX 5500 XT 8GB cards tested. Compared to the game test, the result for the Phantom Gaming D is over 150 MHz less than game testing.

Along with AMD’s software suite that's included with the driver package, ASRock has its own monitoring and tweaking software, named ASRock Tweak. This lightweight application is able to overclock the core and memory speed, though it's manual only—there's no automatic scanner.

The software displays current core and memory speeds, GPU and memory use, along with temperatures and fan speeds. Unlike similar applications from other card partners, ASRock Tweak doesn’t include real-time hardware monitoring in chart form.

Overall, the software works fine for its intended purpose, but it's not as feature-rich as some of the other solutions. More granular control over AMD video cards can be found within the driver software.

The ASRock RX 5500 XT Phantom Gaming D’s testing showed the card to be a competent 1080p ultra gamer across the majority of titles in our test suite. Although it did not have the large cooler and three fans some of the other cards did, the Phantom Gaming D kept the card running well within specification and did so rather quietly—not quite as quiet or as well as the much larger Asus card, but it was effective nonetheless.

Priced at $199.99, the Phantom Gaming D is the least expensive card compared to the other 8GB AMD RX 5500 XT cards we've tested. The Gigabyte is priced at $219.99 and the Asus O8G $229.99. The 4GB Sapphire Pulse is listed at $179.99, though the 4GB VRAM makes it a less desirable choice. Between the 8GB cards, some titles may show one performing slightly better than the other, but it's mostly just typical fluctuations and in the end, they all averaged out to perform the same. Where they set themselves apart is the cooling and other features.

Opening up considerations to Nvidia GPUs, we know the 5500 XT 8GB cards are slightly faster than the less expensive GTX 1650 Super, and a few percent slower than the GTX 1660. The GTX 1660 Super also makes for an intriguing buy as well. Priced from $229.99, it's about 15% faster than the GTX 1660 while being priced around the same. If you can stretch the budget to $230, it does offer a better price to performance ratio than any RX 5500 XT.

Right now, if you want the most well-rounded RX 5500 XT 8GB card, it's the ASRock Phantom Gaming D. While it doesn’t cool as well as the larger Asus card, it cools as good as the Gigabyte Gaming OC version while being smaller, and it costs less. Its two fans spin faster and create more noise than the Gigabyte and Asus cards, but it wasn't intrusive. Outside of that, all three have some form of RGB lighting as well as backplates. The difference between their VRMs won’t affect the ambient overclocker and they're all robust solutions.

Overall, the ASRock RX 5500 XT Phantom Gaming D is a good performing graphics card for both 1080p ultra and 1080p medium settings. As the least expensive 8GB 5500 XT, this card will give you the same performance as more expensive options and does so with a much smaller footprint. If you're looking for a good 1080p ultra/medium video card around the $200 price point, the Phantom Gaming D is a good option.

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survivorwakea · 5 years ago

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Episode 14: “YEEHAW!” - Elmo

im so flop w these orgs but I AM SO HAPPY THAT I AM IN THE F5!! JARED LEFT HE LEFT! HES GONE! IM IN THE FINAL 5 WOOOOOO I MIGHT BE FLOPPING WITH MY MOVES BUT I AM JUST SO HAPPY THAT IM HERE WAAAA

Jared...that sucked. I hope we are still good friends after this. I never wanted it to go down like that but I wouldn’t stand a chance against you at a final after everything that has happened this game. I truly enjoyed getting to know you and hope that you love stranger things. I have some hot memes saved for it. At least if you don’t like the show maybe you will appreciate the memes. Anyway... now we got a challenge that I have like a .00002% chance of winning because I work 10-6 tomorrow. I considered staying up but I can’t. I’m gonna do it as long as I can tonight but I don’t think it’s gonna matter. My plan is if elmo wins vote Bodhi. If Bodhi wins vote Elmo. If neither of them wins then...this vote will be something mighty interesting.

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ive been so bad with confessionals so i want to do a proper one for once. It's day 36. I still have my idol and my closest ally, Chloe won immunity. Which means that we are both going to final 4 bitches YEEHAW! I couldn't be happier that we have both pulled this off. There's only so little left and I'm so proud of coming all this way because comin into this season I really had no expectations of myself but I genuinely think that I have a chance of winning and that is just not a feeling I get every day.

This vote could go two ways. The more likely way is to vote out Bodhi. Bodhi/Asya are inseparable duo since forever and votin bodhi would be very smart. Other option is Lily. I feel like Lily hasn't played as well as Bodhi has (aka I think I have a shot against her in the FTC) but I feel like shes defo better in challenges. I am not sure what route is the best but I am leaning towards votin Bodhi out. I know that I can beat Lily in FIC and hopefully then get her out. My dream f3 for a while now has been Asya and Chloe and its fairly close to come into fruition.

I just hope I can pull of these last challenge wins. I have zero (0) individual immunities so now would be a very good time to get a win on my record. I hope that I don't choke this end game ajsoidfjasf. I also hope that I am not being delusional about my chances,,, worst case scenario would be jury hating on me. I don't think that is the case but I really cannot know for sure yanno? I am not there and hopefully wont be!!!

https://imgur.com/a/4SUfgSs

________________________________________________________________

Bodhi is voted out 3-2. He becomes the eighth member of the jury.

Well. I did it. I made a move. It was risky and the jury may not agree but I had to do it. I would have lost this game for sure if I didn’t save elmo for another round and vote Bodhi out. Bodhi mad respect for you and absolutely love how you take things seriously but also don’t??? It was really great getting to talk with you again. Anabel is a beautiful singer but I think you were the true winner of the talent show. No matter what happens, if I’m the next jury member, get 3rd, 2nd, or somehow win the thing, I’m happy. I met some awesome people and played differently than I have before. Hoping I can win this next challenge. If elmo wins, it’s no good but I think I can make it to F3. If elmo doesn’t win, hopefully all the girls can come together and get him out.

Voting Bodhi tonight because I'm not letting ANYONE drag me anywhere, not even to 4th place xx

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The fact that I've made it to F4 and get to do ROP really makes me happy, I never thought I'd be at this point in the game holy shit

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fuck simon says. If any game I play in the future includes this game I will quit on the spot. Screenshot after each round????? Ummmmmmm. no. hard pass.

I'm almost certain Elmo will win, I knew it from when I saw he was in the cast. Even if I somehow end up sitting beside him at FTC, he's going to get the votes over me. I feel so defeated. Hell even if I make FTC and he doesn't, I'll probably still lose. I feel like such a bad player and person. This game has ruined me totally. I don't feel like I have much fight left to give but I'm trying so hard to pretend to everyone else I have the most fight left in me. Elmo deserves the win though.

me, having the attention span for this challenge? its less likely than u think

im like frustrated bc i wanna win so bad like i feel like i need this win not to get me to the end but to VALIDATE me bc ive worked so hard and stressed so much to get here and even if the jury tears me apart i want to be able to say that i Did something even if the something was just this.

fuck pitbull

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Honestly...1. The first question on this form being, who am I? Is a loaded question, I don’t know???? Some weird a** chick who plays online games of survivor and just wants an unplanned all female FTC. I’m too gosh darn emotional for this. What is wrong with me? 2. I’m a mess (this is really just a continuing of the first point)! First I freak out during the counting challenge cause I messed it up the first time and then I couldn’t get it together cause I’m a damn mess. Then I write diol instead of idol on my #102 in the endurance challenge. I hate pit bull. F*** puzzles and I don’t know if 23 selfies is a lot or nothing at all? Im driving myself bonkers. I called in sick today. I ate a big a** chocolate chip cookie and I still want the peanut butter bar that I was trying to save for later. F***. I shouldn’t be given three days to do anything. It’s too much time! Never thought I’d say this but TOO MUCH TIME. I’m losing my s***

https://youtu.be/tp-ZZAq5BV8

I'm just here to be sad. I can't win and I've known that, I've said all along Elmo my main competition I need to get rid of him. But I love him too much. I'm scared. I don't wanna make it to FTC and be dragged to hell and back by the jury, while Elmo sits there and gets praise. I'm so scared they're all gonna hate me. Like can Elmo just win without me being dragged please. It feels like I've put so much into this game surviving every tribal so far and being immune once, where I put in everything I had to make sure I won and it could literally all be for nothing. I could somehow make FTC and the jury just turns on me. It's kinda my biggest fear. I don't even know what I'm saying right now, I'm tired and scared. I just want this to be over with.

I’m honestly just so glad that is over. That was the hardest challenge I’ve had to do in my time. Congrats to us all for doing that damn. Chloe, Asya, and Elmo it has been a pleasure.

so. i didn’t win final immunity, which. duh.

i was really hoping to see chloe win, but of course, elmo won instead which means as far as i’m concerned, the winner of this game is already decided. i can’t lie and say i’m not mad at lily about this. she got too cocky and thought elmo wouldn’t win FIC when she took out bodhi.

chloe and i agreed to vote for her tonight, which i assume means elmo is also voting for her, even though he won’t say. not like there’s any reason to hide your vote at Final Fuckin Four but okay elmo.

the circle of life gets completed tonight. jared kills johnny, bodhi kills jared, lily kills bodhi, i kill lily, and then the jury kills me. it’s gonna be a fun time.

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Lily is voted out 3-1. She becomes the final member of the jury.

FTC in 15.... and i genuinely feel sick

as i wrote notes for myself, i started to realize that i’ve been... very hard on myself in this game. this isn’t the best game i’ve played. it wasn’t flashy, i definitely don’t have anything close to a winners edit and yes, i’m probably still getting 3rd but.

i did what i had to do. i just wanted to make it to the end and i did. i put my emotions in the back seat and made the moves that would secure me a place in the final 3. my opinion is probably gonna 180 after the jury tears me to pieces but for now i listen to 80’s music and try to tell myself i’m not gonna cry

time to get roasted by the jury

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news24hrou · 6 years ago

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Tractorul agricol românesc, conceput și realizat integral la Reghin, a fost omologat oficial

TAGRO – tractorul agricol românesc, conceput și realizat integral de IRUM Reghin, a fost omologat de Registrul Auto Român.

Procesul de omologare a început de anul trecut. Spre sfârșitul anului 2018, TAGRO a fost supus unei serii de încercări statice și dinamice, efectuate de către Departamentul Omologări al RAR București.

Cele peste 45 de rapoarte au fost făcute pe baza testărilor efectuate la sediul din RAR București, dar și în afara țării, la Universitatea din Bologna (IT) și Millbrook Proving Ground (UK).

”În luna aprilie a acestui an, vom începe producția componentelor și vom finaliza noua structură de asamblare a tractorului agricol românesc. În luna iunie vor ieși pe poarta IRUM primele tractoare TAGRO. Pentru ca acest lucru să fie posibil, specialiștii au efectuat numeroase teste pe câmp, la lucru, cu diferite echipamente și accesorii.

Companiile din domeniul agricol din România, dar și din străinătate, vor beneficia de acum de un tractor performant, conceput integral în departamentul nostru de cercetare și dezvoltare”, a declarat Mircea Oltean, CEO al companiei IRUM.

În anul 2018, fabrica IRUM a prezentat conceputul original (de la idee până la produsul finit) al noului tractor agricol românesc TAGRO. Proiectul inovator a presupus o investiție totală de peste 4 milioane de euro, iar dezvoltarea prototipurilor a implicat cele mai moderne tehnologii.

Cu o cabină etanșă, certificată ROPS (Roll Over Protective Structure) și FOPS (Falling Objects Protective Structure), ce împiedică intrarea prafului în interior, un bord fix înconjurat de dispozitive de control concepute pentru a eficientiza operarea sa, TAGRO poate fi considerat un vector al revitalizării industriei constructoare de vehicule agricole din România.

Din punct de vedere tehnic, TAGRO presupune un sistem de tracțiune integrală 4×4 ce se cuplează electrohidraulic, cu o cutie de viteze cu 12 trepte pentru mersul înainte și 12 pentru mersul înapoi și cu o priză de putere independentă, poziționată în partea din spate.

Motorul este Diesel cu 4 cilindri în 4 timpi, pompa de injecție este de tip common rail, cu turbocompresor și intercooler, marca FPT Industrial (Fiat Powertrain Technologies), iar capacitatea cilindrică este de 3.387 cmc și poate dezvolta trei tipuri de putere, în funcție de opțiunea aleasă de client: 86, 95 sau 102 CP.

Sistemul hidraulic de servodirecţie oferă confort și încredere sporită schimbărilor de direcție, chiar și atunci când, prin intermediul tiranților pentru cuplare rapidă de categorie II și a cârligului de remorcare reglabil pe înălțime, acesta tractează o remorcă cu o masă maxim tehnic admisibilă de 18.000 kg.

IRUM Reghin a funcționat ca societate de stat până în anul 1999, când a fost achiziționată de MAVIPROD și a devenit o companie cu capital privat, integral românesc.

https://ift.tt/2VrBNEx https://ift.tt/2CVv7XZ

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whittlebaggett8 · 6 years ago

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Start of 102, 108 ambulances held up by NHM office in J&K

So far too the biomedical devices servicing plan JKSMCL officials allege kickbacks included

Srinagar: The workplace of the Countrywide Health Mission (NHM) in Jammu and Kashmir is sitting on files due to the fact January for the approval of emergency ambulance services and the Biomedical Gear Administration and Routine maintenance Software (BMMP) in the state. According to formal resources, NHM officers in J&K have held up the start off of vital-treatment ambulances expert services beneath 102 and 108 helpline quantities and the BMMP even although the State-degree Order Committee headed by Commissioner/Secretary Atal Dulloo finalised the drafts of Memorandum of Knowledge (MoU) in January this yr. “The letter of intent was also issued in favour of two chosen businesses immediately after finalisation of the MoU drafts. Two months have handed because but there is no headway in the process of implementation,” formal resources said. A senior health and fitness formal privy to the tendering process informed Kashmir Reader that the draft MoU documents are collecting dust at the NHM workplace since January, when they had been sent to NHM for final approval as for each the rules of Ministry of Health and Family Welfare. “After completing the tendering procedure and issuing the MoU files early this year, the Jammu and Kashmir Clinical Supplies Company (JKMSCL) forwarded it to the Director NHM to scrutinise them. Given that then the documents are with them and with no any communication from their aspect,” he mentioned. Sources more stated that some officers in the NHM J&K had been observing the course of action as an opportune time to get paid kickbacks from the organizations that ended up picked beneath this system. “The file is held up with the NHM J&K since corruption is concerned, normally each and every formality has been completed by the Healthcare Materials Company, the tendering agency. The administrative department has also the offered go-ahead to the schemes as for each the draft MoU,” stated an official in the JKMSCL. The 102 and 108 no cost ambulance solutions have been delayed for numerous decades. They were being eventually taken up past calendar year right after the govt issued fresh new tenders for them for the 15th time due to the fact 2008. Equally, the inordinate delay in implementing the Authorities of India-sponsored BMMP in Jammu and Kashmir has resulted in the pilling up of around 50 per cent bio-health care tools as defunct in the past three yrs. The mega flagship software, begun in 2015, lets state governments to outsource health-related equipment routine maintenance comprehensively for all equipment across all facilities. Except for Jammu and Kashmir, the programme introduced in 18 states has brought wished-for benefits, bringing down the number of defunct parts of machines, therefore cutting down the cost of treatment and improving upon excellent care in general public well being facilities. Spokesperson in the Wellness and Health care Education Department, Dr Shafqat Khan, admitted that there has been a hold off in both the strategies. But he certain that the implementation of both of those strategies will start in a week’s time. “Both the jobs will start out upcoming 7 days as we are only ready for fund sanction from Govt of India,” he stated. State Nodal Officer NHM, Dr Mohammad Shafi Koka, nonetheless, contradicted the spokesperson indicating that the funds had previously been sanctioned by the Ministry of Health and fitness and Family Welfare. He said that NHM J&K, which the utilizing agency, has been waiting around for ROP (Recommendation of Strategy) from the Ministry considering the fact that January, which is what has delayed the implementation procedure. “We have obtained the ROP from the ministry just just lately. But we are still to go by way of it owing to the sudden dying of our colleague. We will start out to implement it soon,” he said. Resources, nevertheless, termed the officials’ promises as delaying tactics. “They have been carrying out this for earlier many years. Their main aim is to extract cash from the picked businesses,” a senior official in JKMSCL reported.

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victorie552onepiecespeedrun · 4 years ago

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One Piece Index: Water 7 Arc

One Piece manga

rOP: 98 - 139

Chapters: 322 - 374

Water 7

Reading One Piece pt 98: City Of Fountains (322-323)

Reading One Piece pt 99: Jumping Off A Cliff (324-325)

Reading One Piece pt 100: Hello Mr. President (326)

Reading One Piece pt 101: Dock 1 (327)

Reading One Piece pt 102: Kidnapping (328)

Reading One Piece pt 103: LEAVE USOPP ALONE (329)

Reading One Piece pt 104: WHAT IS GOING ON (330-331)

Reading One Piece pt 105: Absolute Disaster (332-333)

Reading One Piece pt 106: And For Today: Murder (334)

Reading One piece pt 107: Wow, It Got Worse (335-336)

Reading One Piece pt 108: Nobody Listens To Franky (337-338)

Reading One Piece pt 109: Great. More Mafia (339)

Reading One Piece pt 110: Robin Says Goodbye (340)

Reading One Piece pt 111: Tension (341)

Reading One Piece pt 112: It Started (342)

Reading One Piece pt 113: Put That Bear Somewhere Else (343)

Reading One Piece pt 114: Don’t Erase History (344)

Reading One Piece pt 115: WHAT IN THE ACTUAL **** (345)

Reading One Piece pt 116: Interrogation (346)

Reading One Piece pt 117: Standing And Yelling A Lot (347)

Reading One Piece pt 118: No, Seriously, Iceberg Is Still Dying (348)

Reading One Piece pt 119: Team Rocket Blasting Off Again (349)

Reading One Piece pt 120: Usopp Befriends His Kidnapper (350)

Reading One Piece pt 121: Merry (351)

Reading One Piece pt 122: So That’s Tom (352)

Reading One Piece pt 123: Tom’s Workers Company (353-356)

Reading One Piece pt 124: How Did Franky Do It To Himself (357-358)

Reading One Piece pt 125: Wait, Is That A Sacrifice Play That’s Robin Doing Or… (359)

Reading One Piece pt 126: Chimney (360)

Reading One Piece pt 127: Train Station (361)

Reading One Piece pt 128: Aqua Laguna (362-363)

Reading One Piece pt 129: Straw Hats Want to Surf On The Tsunami And Everyone Is Yelling (364)

Reading One Piece pt 130: Trains, Trains, Trains (365)

Reading One Piece pt 131: Luffy Speaks Friendship (366)

Reading One Piece pt 132: My Name Is… Sogeking! (367)

Reading One Piece pt 133: Three Musketeers On A Train (368)

Reading One Piece pt 134: Video Games Plague My Brain (369)

Reading One Piece pt 135: I Clearly Just Like Blades (370)

Reading One Piece pt 136: Who Needs Brakes When You Have Swords (371)

Reading One Piece pt 137: Sanji Does Plastic Surgery (372)

Reading One Piece pt 138: Lucci’s Manifesto (373)

Reading One Piece pt 139: Rescue Gone Wrong (374)

One Piece Index

Long Ring Long Land Arc < > Enies Lobby-Post Enies Lobby Arcs

#index thing #index #water 7 #water seven

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victorie552onepiecespeedrun · 4 years ago

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Reading One Piece pt 101: Dock 1

Chapter 327

Thoughts:

- Oh look, they’re getting their money back!

- Is that pigeon talking for that man? Rob Luchi is he called

- The attempted thief is called Paul II I think. Luchi and Paul, I’ll remember (I hope…). I am NOT remembering that parrot

- So it will be Frankie family vs. Water 7 carpenters? Ok, theory time, Franky will be, I don’t know, some kind of heir to the Frankie family BUT he won’t want to scavenge ships! For his TRUE LOVE is carpentry! Modern Romeo and Juliet but Juliet is a hammer. Will there be a balcony scene

- (Water 7-Verona… Water-Verona… W-V.. It’s all coming together, guys)

- “You should never underestimate Frankie himself” *narrows eyes* I KNOW this manga is making fun of me, I just don’t know how

- These carpenters are fun

- Paul, you’re asking for a kick to the face, leave Nami’s legs alone

- Lol

- They’re give them a tour of Dock 1!

- Big :)

- LORE

- Iceberg is pretty chill with Straw Hats taking one of his carpenters in the future. Nice

- Why is everyone so interested in Robin. I know it’s kinda her time to shine but Why?

- Usopp?

- Kaku came back!

- …

- …they can’t repair Merry?

…why…?

rOP 100 rOP 102

#one piece #one piece speed read #don't...don't make sad like that #short one's today #spoiler #spoilers #have a nice day #about the read more:#I can be funny sometimes but what I'm posting is still a wall of text #I don't want to clutter the tag #opinion?#rOP 101

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victorie552onepiecespeedrun · 4 years ago

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Reading One Piece pt 103: LEAVE USOPP ALONE

Chapter 329

Thoughts:

- Nami’s going to the Merry for help

- Chopper and Sanji got the bad news (about Merry)

- Merry is broken… Robin is missing… that afternoon is filled with trouble…” and that’s not all of it! :D

- Huh, we’re at Franky House

- They’re happy for having 200 Millions. I mean, I would too but they come with mad Straw Hats, so…

- They’re not good at managing money from the sound of it. They also don’t sound… bad? Will I end up liking them too

- What. It’s too early for Straw Hats to destroy the place??

- Usopp!!!??? What? How? What?

- Usopp is so brave and desperate, he really loves Merry ;_; how will they tell him the news

- Should I be scared for him cause I’m not at the moment. Just… sad

- !!!!!!how dare!!!!!!

- SO THIS IS FRANKY?????

- Ow ow ow ow ow

- Ok, so Usopp is with Frankies, Robin is MIA, Nami is guarding Merry and their remaining 100M, and Zoro, Sanji and Chopper just went to the city to find Usopp but found Luffy instead

- Usopp…

- they found him unconscious before the Franky House

- ...

- My boys are MAD

Bye, Franky House.

rOP 102 rOP 104

#one piece #one piece speed read #Usopp deserves better #these chapters have way too good cliffhangers #spoiler #spoilers #have a nice day #rOP 103

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stock-filter · 3 years ago

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Stock daily Filter Report for 2021/07/07 05-40-11

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 3 Communication Services 19 Consumer Cyclical 14 Consumer Defensive 3 Energy 3 Financial Services 9 Healthcare 33 Industrials 13 Real Estate 6 Technology 51 Utilities 2 **************************************** big_industry_downtrending_count tickers industry Basic Materials 12 Communication Services 9 Consumer Cyclical 8 Consumer Defensive 9 Financial Services 20 Healthcare 7 Industrials 12 Real Estate 3 Technology 4 Utilities 13 *******************Part 1.1 Big Cap Long Entry SPAN MACD********************* big_long_signal_entry_span_macd Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 1.2 Big Cap Short Entry SPAN MACD********************* big_short_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 161 FOXA 4 -1.06 big-cap Short NaN -5.0 9.085746e+07 -5.0 Communication Services Mean Return: -1.06 Mean Day/Week: 4.0 Accuracy:1.0 *******************Part 1.3 Big Cap Long Entry SPAN********************* big_long_signal_entry_span Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 1.4 Big Cap Short Entry SPAN********************* big_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 75 STZ 1 0.00 big-cap Short NaN -38.0 2.093735e+08 -2.0 Consumer Defensive 161 FOXA 4 -1.06 big-cap Short NaN -5.0 9.085746e+07 -5.0 Communication Services 163 MLM 1 0.00 big-cap Short NaN -32.0 9.083127e+07 -5.0 Basic Materials 160 FOX 4 -1.32 big-cap Short NaN -69.0 3.654034e+07 -5.0 Communication Services Mean Return: -1.19 Mean Day/Week: 5.0 Accuracy:1.0 *******************Part 1.5 Big Cap Long Entry MACD********************* big_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 3 GOOGL 1 0.00 big-cap Long NaN 1.0 3.097384e+09 77.0 Communication Services 8 CMCSA 2 -1.30 big-cap Long NaN 2.0 6.642034e+08 8.0 Communication Services 18 BMY 1 0.00 big-cap Long NaN 1.0 5.957019e+08 19.0 Healthcare 105 ALXN 2 -0.93 big-cap Long NaN 2.0 4.612409e+08 57.0 Healthcare 26 AMT 2 1.05 big-cap Long NaN 2.0 4.146147e+08 73.0 Real Estate 34 GILD 4 -0.65 big-cap Long NaN 4.0 3.874665e+08 43.0 Healthcare 90 JCI 3 -0.95 big-cap Long NaN 3.0 2.116956e+08 77.0 Industrials 84 APH 2 -0.91 big-cap Long NaN 5.0 1.573686e+08 10.0 Technology 209 IT 2 0.27 big-cap Long NaN 2.0 1.563397e+08 77.0 Technology 114 SBAC 1 0.00 big-cap Long NaN 1.0 1.387257e+08 74.0 Real Estate 168 ALB 2 -1.22 big-cap Long NaN 2.0 1.121816e+08 41.0 Basic Materials 150 GRMN 3 0.38 big-cap Long NaN 3.0 9.485452e+07 77.0 Technology 174 TRU 1 0.00 big-cap Long NaN 1.0 8.032449e+07 66.0 Industrials 192 BIP 3 -1.42 big-cap Long NaN 3.0 1.503897e+07 6.0 Utilities 61 RELX 1 0.00 big-cap Long NaN 1.0 1.451591e+07 65.0 Communication Services Mean Return: -0.568 Mean Day/Week: 3.0 Accuracy:0.3 *******************Part 1.6 Big Cap Short Entry MACD********************* big_short_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 42 BEKE 1 0.00 big-cap Short NaN -1.0 3.112389e+08 -136.0 Real Estate 161 FOXA 4 -1.06 big-cap Short NaN -5.0 9.085746e+07 -5.0 Communication Services 229 KC 1 0.00 big-cap Short NaN -1.0 6.730735e+07 -136.0 Technology 69 LU 2 -1.84 big-cap Short NaN -3.0 6.269393e+07 -136.0 Financial Services 246 BCH 1 0.00 big-cap Short NaN -1.0 2.506015e+06 -41.0 Financial Services Mean Return: -1.4500000000000002 Mean Day/Week: 4.5 Accuracy:1.0 *******************Part 1.7 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 6 NVDA 29 28.59 big-cap Long NaN 29.0 8.793656e+09 63.0 Technology 1 MSFT 17 7.46 big-cap Long NaN 18.0 7.386238e+09 77.0 Technology 4 FB 8 2.88 big-cap Long NaN 8.0 4.573823e+09 77.0 Communication Services 30 NIO 9 10.92 big-cap Long NaN 30.0 3.398827e+09 25.0 Consumer Cyclical 19 SHOP 15 15.63 big-cap Long NaN 32.0 2.960574e+09 33.0 Technology 5 V 10 1.58 big-cap Long NaN 10.0 1.627944e+09 74.0 Financial Services 62 CRWD 14 12.92 big-cap Long NaN 31.0 1.497842e+09 32.0 Technology 7 PYPL 13 5.16 big-cap Long NaN 27.0 1.394370e+09 32.0 Financial Services 11 CRM 26 5.13 big-cap Long NaN 29.0 1.391520e+09 32.0 Technology 23 ZM 12 7.14 big-cap Long NaN 34.0 1.356288e+09 22.0 Communication Services 57 ROKU 10 7.94 big-cap Long NaN 31.0 1.258423e+09 13.0 Communication Services 48 MRNA 11 11.87 big-cap Long NaN 28.0 1.151316e+09 58.0 Healthcare 33 SNAP 12 9.14 big-cap Long NaN 29.0 1.105517e+09 30.0 Communication Services 10 ADBE 18 11.00 big-cap Long NaN 22.0 9.788181e+08 66.0 Technology 66 DOCU 14 13.32 big-cap Long NaN 26.0 9.655479e+08 22.0 Technology 96 XPEV 13 0.47 big-cap Long NaN 32.0 7.890804e+08 25.0 Consumer Cyclical 70 PTON 6 -2.54 big-cap Long NaN 34.0 7.228525e+08 13.0 Consumer Cyclical 14 LLY 8 1.07 big-cap Long NaN 43.0 7.070661e+08 33.0 Healthcare 17 COST 7 1.11 big-cap Long NaN 7.0 6.259625e+08 63.0 Consumer Defensive 15 DHR 8 4.22 big-cap Long NaN 11.0 5.954527e+08 60.0 Healthcare 27 INTU 34 18.48 big-cap Long NaN 34.0 5.761711e+08 39.0 Technology 16 ACN 7 3.61 big-cap Long NaN 7.0 5.645157e+08 77.0 Technology 31 ISRG 16 8.33 big-cap Long NaN 16.0 5.273197e+08 61.0 Healthcare 13 MRK 17 3.28 big-cap Long NaN 17.0 5.138545e+08 18.0 Healthcare 29 TGT 11 4.90 big-cap Long NaN 32.0 5.045750e+08 75.0 Consumer Defensive 122 LI 13 9.29 big-cap Long NaN 35.0 4.997727e+08 27.0 Consumer Cyclical 37 SPGI 16 4.87 big-cap Long NaN 16.0 4.846592e+08 77.0 Financial Services 185 GNRC 15 17.29 big-cap Long NaN 25.0 4.233498e+08 28.0 Industrials 80 EBAY 11 7.02 big-cap Long NaN 25.0 4.143034e+08 43.0 Consumer Cyclical 20 AZN 6 -0.27 big-cap Long NaN 6.0 4.123611e+08 57.0 Healthcare 97 INFO 15 4.22 big-cap Long NaN 15.0 4.071411e+08 77.0 Industrials 143 ENPH 7 7.67 big-cap Long NaN 31.0 4.035036e+08 14.0 Technology 22 CHTR 8 2.52 big-cap Long NaN 8.0 4.023792e+08 57.0 Communication Services 55 ADI 8 0.81 big-cap Long NaN 30.0 3.645946e+08 32.0 Technology 56 REGN 19 11.15 big-cap Long NaN 22.0 3.611487e+08 51.0 Healthcare 50 DASH 11 5.65 big-cap Long NaN 33.0 3.578127e+08 18.0 Communication Services 68 LULU 16 9.64 big-cap Long NaN 28.0 3.476855e+08 56.0 Consumer Cyclical 92 MRVL 14 6.26 big-cap Long NaN 30.0 3.278373e+08 32.0 Technology 134 NET 21 24.35 big-cap Long NaN 29.0 3.222070e+08 34.0 Technology 65 CVNA 9 0.60 big-cap Long NaN 26.0 3.220746e+08 17.0 Consumer Cyclical 239 BILL 12 5.56 big-cap Long NaN 26.0 3.064521e+08 21.0 Technology 87 TTD 7 0.89 big-cap Long NaN 26.0 2.816380e+08 10.0 Technology 40 ZTS 18 6.41 big-cap Long NaN 18.0 2.658947e+08 60.0 Healthcare 45 ILMN 17 4.76 big-cap Long NaN 31.0 2.595506e+08 27.0 Healthcare 137 FTNT 27 15.22 big-cap Long NaN 27.0 2.489165e+08 77.0 Technology 223 CRSP 8 7.86 big-cap Long NaN 32.0 2.376693e+08 18.0 Healthcare 113 DDOG 13 6.73 big-cap Long NaN 33.0 2.370605e+08 32.0 Technology 117 RMD 19 16.01 big-cap Long NaN 30.0 2.364352e+08 45.0 Healthcare 54 TEAM 14 7.98 big-cap Long NaN 29.0 2.247618e+08 22.0 Technology 197 DPZ 19 7.66 big-cap Long NaN 19.0 2.209917e+08 64.0 Consumer Cyclical 171 HUBS 13 5.55 big-cap Long NaN 16.0 2.122453e+08 22.0 Technology 74 IDXX 29 17.30 big-cap Long NaN 29.0 2.116162e+08 37.0 Healthcare 89 DXCM 7 2.39 big-cap Long NaN 24.0 2.104346e+08 24.0 Healthcare 59 EW 30 11.12 big-cap Long NaN 30.0 2.103298e+08 61.0 Healthcare 88 A 18 4.24 big-cap Long NaN 26.0 2.060271e+08 65.0 Healthcare 121 ROK 11 1.33 big-cap Long NaN 23.0 2.020907e+08 31.0 Industrials 106 CARR 6 0.62 big-cap Long NaN 6.0 1.939525e+08 77.0 Industrials 78 PSA 22 7.19 big-cap Long NaN 22.0 1.934353e+08 77.0 Real Estate 102 MSCI 16 11.53 big-cap Long NaN 16.0 1.933348e+08 67.0 Financial Services 169 APO 7 3.44 big-cap Long NaN 7.0 1.913911e+08 57.0 Financial Services 79 SNPS 9 3.86 big-cap Long NaN 30.0 1.901088e+08 32.0 Technology 188 ULTA 10 4.83 big-cap Long NaN 10.0 1.890399e+08 28.0 Consumer Cyclical 86 APTV 8 1.63 big-cap Long NaN 27.0 1.776560e+08 27.0 Consumer Cyclical 189 BPY 6 -0.78 big-cap Long NaN 6.0 1.769299e+08 77.0 Real Estate 83 MTCH 9 -0.14 big-cap Long NaN 18.0 1.733790e+08 13.0 Communication Services 116 MSI 11 5.42 big-cap Long NaN 40.0 1.677140e+08 77.0 Technology 60 MCO 16 6.32 big-cap Long NaN 16.0 1.641423e+08 77.0 Financial Services 133 WELL 23 10.59 big-cap Long NaN 24.0 1.631846e+08 77.0 Real Estate 71 VEEV 19 9.96 big-cap Long NaN 28.0 1.628544e+08 28.0 Healthcare 124 MTD 16 4.99 big-cap Long NaN 16.0 1.614114e+08 64.0 Healthcare 104 CTAS 11 5.42 big-cap Long NaN 14.0 1.593433e+08 70.0 Industrials 132 CPRT 11 3.67 big-cap Long NaN 11.0 1.582129e+08 62.0 Industrials 76 U 9 -5.62 big-cap Long NaN 32.0 1.581688e+08 13.0 Technology 206 IFF 10 -0.27 big-cap Long NaN 18.0 1.567973e+08 37.0 Basic Materials 77 ROP 8 2.69 big-cap Long NaN 8.0 1.564605e+08 66.0 Industrials 155 ZBRA 6 3.25 big-cap Long NaN 6.0 1.546003e+08 33.0 Technology 93 TROW 7 3.48 big-cap Long NaN 7.0 1.541194e+08 77.0 Financial Services 108 PAYX 8 4.06 big-cap Long NaN 8.0 1.514898e+08 77.0 Industrials 242 FSLR 6 -1.62 big-cap Long NaN 29.0 1.439777e+08 9.0 Technology 99 LBRDK 8 4.07 big-cap Long NaN 8.0 1.410885e+08 57.0 Communication Services 183 WAT 19 9.16 big-cap Long NaN 19.0 1.375511e+08 71.0 Healthcare 177 AVTR 18 8.00 big-cap Long NaN 18.0 1.272942e+08 66.0 Basic Materials 172 ALNY 19 10.64 big-cap Long NaN 34.0 1.144339e+08 27.0 Healthcare 231 CG 9 2.54 big-cap Long NaN 9.0 1.091069e+08 77.0 Financial Services 130 KEYS 8 0.99 big-cap Long NaN 24.0 1.080481e+08 32.0 Technology 149 VRSN 9 2.28 big-cap Long NaN 9.0 1.024308e+08 66.0 Technology 212 CRL 18 6.27 big-cap Long NaN 18.0 1.023018e+08 77.0 Healthcare 213 BKI 7 3.33 big-cap Long NaN 67.0 1.011100e+08 17.0 Technology 193 EXR 23 11.29 big-cap Long NaN 23.0 9.734583e+07 77.0 Real Estate 198 POOL 7 1.94 big-cap Long NaN 7.0 9.654559e+07 64.0 Consumer Cyclical 215 TECH 18 4.57 big-cap Long NaN 18.0 9.409989e+07 77.0 Healthcare 211 ESTC 12 3.47 big-cap Long NaN 31.0 9.380548e+07 23.0 Technology 226 DT 9 4.62 big-cap Long NaN 28.0 9.065091e+07 21.0 Technology 148 KKR 9 0.99 big-cap Long NaN 9.0 8.816674e+07 77.0 Financial Services 152 WST 12 4.67 big-cap Long NaN 12.0 7.990921e+07 63.0 Healthcare 180 PKI 18 6.62 big-cap Long NaN 18.0 6.482418e+07 43.0 Healthcare 151 YNDX 9 2.15 big-cap Long NaN 48.0 6.425487e+07 30.0 Communication Services 240 AXON 9 6.37 big-cap Long NaN 25.0 6.194961e+07 21.0 Industrials 39 INFY 20 8.11 big-cap Long NaN 31.0 6.152022e+07 28.0 Technology 194 BMRN 18 1.18 big-cap Long NaN 32.0 6.026627e+07 32.0 Healthcare 224 CABO 12 2.91 big-cap Long NaN 32.0 5.984891e+07 13.0 Communication Services 243 PEGA 8 0.43 big-cap Long NaN 21.0 5.700442e+07 21.0 Technology 216 AVLR 10 4.21 big-cap Long NaN 28.0 5.578367e+07 17.0 Technology 179 PAGS 11 4.36 big-cap Long NaN 32.0 5.362405e+07 26.0 Technology 205 CDAY 6 0.25 big-cap Long NaN 13.0 4.460746e+07 13.0 Technology 221 OTEX 8 1.15 big-cap Long NaN 24.0 1.561250e+07 21.0 Technology 138 EC 9 10.32 big-cap Long NaN 24.0 1.504887e+07 21.0 Energy 100 LBRDA 7 1.45 big-cap Long NaN 7.0 1.488149e+07 57.0 Communication Services 24 PTR 20 14.43 big-cap Long NaN 43.0 1.247689e+07 44.0 Energy 147 RCI 9 1.73 big-cap Long NaN 9.0 1.224580e+07 64.0 Communication Services Mean Return: 5.951909090909089 Mean Day/Week: 12.99090909090909 Accuracy:0.9363636363636364 *******************Part 1.8 Big Cap Short Maintainance********************* big_short_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 9 VZ 10 0.08 big-cap Short NaN -34.0 7.757839e+08 -21.0 Communication Services 67 MET 11 -1.23 big-cap Short NaN -38.0 5.337920e+08 -13.0 Financial Services 73 WBA 8 -8.52 big-cap Short NaN -57.0 4.150223e+08 -14.0 Healthcare 131 LUV 13 -5.84 big-cap Short NaN -58.0 4.050395e+08 -23.0 Industrials 136 DAL 17 -7.11 big-cap Short NaN -17.0 3.348926e+08 -25.0 Industrials 156 FLT 21 -5.89 big-cap Short NaN -41.0 2.984804e+08 -39.0 Technology 52 D 9 1.17 big-cap Short NaN -39.0 2.684984e+08 -14.0 Utilities 43 CB 11 1.33 big-cap Short NaN -19.0 2.540338e+08 -13.0 Financial Services 139 WY 10 -0.45 big-cap Short NaN -37.0 2.504978e+08 -23.0 Real Estate 145 DTE 8 1.34 big-cap Short NaN -38.0 2.272039e+08 -14.0 Utilities 85 LVS 23 -9.36 big-cap Short NaN -23.0 2.173064e+08 -44.0 Consumer Cyclical 47 SO 8 1.11 big-cap Short NaN -37.0 1.739401e+08 -14.0 Utilities 111 PCAR 12 -0.30 big-cap Short NaN -16.0 1.550608e+08 -21.0 Industrials 178 MTB 10 -3.70 big-cap Short NaN -29.0 1.434419e+08 -13.0 Financial Services 144 TSN 8 -1.68 big-cap Short NaN -49.0 1.272310e+08 -15.0 Consumer Defensive 41 CNI 13 -1.64 big-cap Short NaN -13.0 1.271604e+08 -39.0 Industrials 222 MPW 12 2.85 big-cap Short NaN -12.0 1.204001e+08 -45.0 Real Estate 187 HPE 12 -0.61 big-cap Short NaN -62.0 1.127435e+08 -14.0 Technology 154 PPL 12 2.06 big-cap Short NaN -14.0 1.098381e+08 -14.0 Utilities 251 SNA 11 0.91 big-cap Short NaN -34.0 8.938000e+07 -14.0 Industrials 219 SMG 23 -8.02 big-cap Short NaN -56.0 8.119017e+07 -33.0 Basic Materials 125 WEC 10 0.64 big-cap Short NaN -38.0 8.085578e+07 -16.0 Utilities 230 CHRW 10 -2.66 big-cap Short NaN -13.0 7.960577e+07 -14.0 Industrials 217 PKG 10 0.31 big-cap Short NaN -29.0 7.689963e+07 -14.0 Consumer Cyclical 166 QSR 6 -0.02 big-cap Short NaN -22.0 7.549651e+07 -13.0 Consumer Cyclical 252 AQN 11 0.62 big-cap Short NaN -11.0 7.121025e+07 -136.0 Utilities 64 VOD 10 -6.81 big-cap Short NaN -33.0 7.069289e+07 -34.0 Communication Services 94 MFC 17 -4.21 big-cap Short NaN -69.0 6.960265e+07 -33.0 Financial Services 58 PHG 16 -12.75 big-cap Short NaN -48.0 5.802046e+07 -27.0 Healthcare 203 ATHM 33 -32.62 big-cap Short NaN -33.0 4.684492e+07 -136.0 Communication Services 225 SBSW 13 2.11 big-cap Short NaN -17.0 4.675435e+07 -17.0 Basic Materials 201 ABCL 21 -27.69 big-cap Short NaN -23.0 3.583091e+07 -28.0 Healthcare 241 CNA 6 -1.14 big-cap Short NaN -72.0 3.194907e+07 -12.0 Financial Services 228 PLTK 18 -10.98 big-cap Short NaN -18.0 2.236960e+07 -23.0 Communication Services 112 ORAN 11 -4.89 big-cap Short NaN -26.0 1.046790e+07 -23.0 Communication Services 72 PUK 11 -6.39 big-cap Short NaN -62.0 6.488587e+06 -14.0 Financial Services 53 DCUE 6 0.16 big-cap Short NaN -37.0 3.542729e+06 -14.0 Utilities 218 ZNH 21 -9.25 big-cap Short NaN -21.0 3.241099e+05 -46.0 Industrials 247 CEA 10 -5.11 big-cap Short NaN -19.0 3.230237e+05 -49.0 Industrials 167 DISCB 8 -3.31 big-cap Short NaN -60.0 2.794720e+05 -37.0 Communication Services Mean Return: -4.187250000000001 Mean Day/Week: 12.75 Accuracy:0.675 ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Communication Services 3 Consumer Cyclical 4 Consumer Defensive 2 Energy 1 Financial Services 7 Healthcare 11 Industrials 3 Real Estate 4 Technology 16 Utilities 2 unknown 2 **************************************** small_industry_downtrending_count tickers industry Basic Materials 7 Communication Services 2 Consumer Cyclical 10 Consumer Defensive 4 Financial Services 21 Healthcare 5 Industrials 13 Real Estate 1 Technology 4 Utilities 2 *******************Part 2.1 Small Cap Long Entry SPAN MACD********************* small_long_signal_entry_span_macd Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.2 Small Cap Short Entry SPAN MACD********************* small_short_signal_entry_span_macd Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.3 Small Cap Long Entry SPAN********************* small_long_signal_entry_span Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.4 Small Cap Short Entry SPAN********************* small_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 348 NVST 1 0.0 small-cap Short NaN -34.0 4.953916e+07 -5.0 Healthcare 366 PNFP 1 0.0 small-cap Short NaN -72.0 1.910335e+07 -2.0 Financial Services 374 SBS 1 0.0 small-cap Short NaN -25.0 1.029008e+07 -5.0 Utilities Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************Part 2.5 Small Cap Long Entry MACD********************* small_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 293 ATH 5 2.31 small-cap Long NaN 5.0 1.170036e+08 77.0 Financial Services 351 TPX 3 -2.17 small-cap Long NaN 3.0 1.123870e+08 7.0 Consumer Cyclical 357 SKX 3 -2.56 small-cap Long NaN 3.0 5.151971e+07 77.0 Consumer Cyclical 337 LSI 1 0.00 small-cap Long NaN 1.0 4.849144e+07 77.0 Real Estate 285 STOR 1 0.00 small-cap Long NaN 1.0 4.606734e+07 7.0 Real Estate 300 ARCC 2 0.35 small-cap Long NaN 2.0 4.056288e+07 28.0 Financial Services 277 AGNCM 4 0.92 small-cap Long NaN 4.0 3.395543e+05 11.0 Real Estate Mean Return: -0.22999999999999998 Mean Day/Week: 3.8 Accuracy:0.6 *******************Part 2.6 Small Cap Short Entry MACD********************* small_short_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 314 KSS 1 0.00 small-cap Short NaN -1.0 1.400616e+08 -32.0 Consumer Cyclical 289 BLDR 4 -1.09 small-cap Short NaN -4.0 1.392992e+08 -26.0 Industrials 295 YY 3 -5.24 small-cap Short NaN -3.0 7.368125e+07 -71.0 Communication Services 326 PLNT 2 -0.64 small-cap Short NaN -2.0 6.604227e+07 -27.0 Consumer Cyclical 325 AZEK 1 0.00 small-cap Short NaN -1.0 6.247134e+07 -27.0 Industrials 273 ARMK 1 0.00 small-cap Short NaN -1.0 5.191248e+07 -6.0 Consumer Cyclical 306 ALLK 2 -0.42 small-cap Short NaN -2.0 2.168453e+07 -136.0 Healthcare 334 LFUS 1 0.00 small-cap Short NaN -1.0 1.549433e+07 -25.0 Technology 308 ANGI 2 -0.70 small-cap Short NaN -2.0 1.502206e+07 -52.0 Communication Services 333 ESLT 4 -1.45 small-cap Short NaN -4.0 2.884747e+06 -30.0 Industrials Mean Return: -1.5899999999999999 Mean Day/Week: 3.5 Accuracy:1.0 *******************Part 2.7 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 350 ASAN 22 58.44 small-cap Long NaN 32.0 2.191984e+08 33.0 Technology 349 BEAM 9 30.96 small-cap Long NaN 32.0 1.646430e+08 21.0 Healthcare 283 DECK 7 1.77 small-cap Long NaN 10.0 1.598543e+08 11.0 Consumer Cyclical 282 LMND 8 -3.94 small-cap Long NaN 31.0 1.227415e+08 21.0 Financial Services 291 FVRR 8 -1.74 small-cap Long NaN 28.0 1.172711e+08 13.0 Communication Services 263 DBX 19 6.18 small-cap Long NaN 31.0 1.036148e+08 36.0 Technology 253 VST 7 -0.13 small-cap Long NaN 32.0 9.473124e+07 20.0 Utilities 260 NTRA 8 -1.40 small-cap Long NaN 22.0 9.463537e+07 22.0 Healthcare 274 SMAR 12 8.07 small-cap Long NaN 30.0 9.242687e+07 17.0 Technology 286 LSPD 13 9.75 small-cap Long NaN 30.0 7.684968e+07 32.0 Technology 292 SYNH 6 3.16 small-cap Long NaN 6.0 7.675796e+07 20.0 Healthcare 362 BIGC 10 4.35 small-cap Long NaN 30.0 7.419786e+07 21.0 Technology 329 NTNX 27 19.48 small-cap Long NaN 64.0 7.371510e+07 32.0 Technology 356 UPWK 10 7.29 small-cap Long NaN 28.0 6.947128e+07 22.0 Industrials 303 CLR 11 2.87 small-cap Long NaN 43.0 5.753030e+07 50.0 Energy 316 ARES 8 7.20 small-cap Long NaN 27.0 5.687498e+07 22.0 Financial Services 338 GMED 8 7.64 small-cap Long NaN 10.0 5.563576e+07 62.0 Healthcare 335 MDLA 10 4.11 small-cap Long NaN 29.0 5.335904e+07 17.0 Technology 318 VRT 36 17.16 small-cap Long NaN 36.0 4.857728e+07 66.0 Industrials 302 MANH 30 10.74 small-cap Long NaN 30.0 4.637678e+07 49.0 Technology 346 VRNS 6 1.99 small-cap Long NaN 27.0 3.972863e+07 16.0 Technology 257 GWRE 11 1.45 small-cap Long NaN 28.0 3.805388e+07 22.0 Technology 256 FWONK 8 1.86 small-cap Long NaN 17.0 3.436283e+07 9.0 Communication Services 284 DNLI 24 20.92 small-cap Long NaN 57.0 3.415321e+07 30.0 Healthcare 272 BRKR 18 6.77 small-cap Long NaN 19.0 3.197273e+07 77.0 Healthcare 321 HQY 9 -3.39 small-cap Long NaN 9.0 3.025682e+07 35.0 Healthcare 345 TNDM 8 4.46 small-cap Long NaN 25.0 2.949753e+07 18.0 Healthcare 371 OMCL 9 1.55 small-cap Long NaN 21.0 2.841055e+07 34.0 Healthcare 258 FWONA 8 2.66 small-cap Long NaN 9.0 7.751062e+06 11.0 Communication Services 266 KOF 26 7.00 small-cap Long NaN 40.0 4.957679e+06 64.0 Consumer Defensive 364 DSGX 8 4.55 small-cap Long NaN 22.0 4.419746e+06 22.0 Technology 315 JSM 26 1.98 small-cap Long NaN 29.0 5.657879e+05 45.0 unknown 312 PBCTP 13 1.50 small-cap Long NaN 34.0 2.953070e+05 36.0 Financial Services Mean Return: 7.432121212121212 Mean Day/Week: 13.424242424242424 Accuracy:0.8484848484848485 *******************Part 2.8 Small Cap Short Maintaiance********************* small_short_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 373 AER 7 -8.47 small-cap Short NaN -59.0 9.914523e+07 -19.0 Industrials 299 RL 6 -1.71 small-cap Short NaN -32.0 9.431964e+07 -18.0 Consumer Cyclical 361 HBI 11 -3.89 small-cap Short NaN -39.0 9.298464e+07 -26.0 Consumer Cyclical 268 KGC 7 1.73 small-cap Short NaN -19.0 8.631364e+07 -13.0 Basic Materials 336 ALK 13 -5.49 small-cap Short NaN -59.0 8.594719e+07 -24.0 Industrials 265 WU 14 -5.07 small-cap Short NaN -45.0 8.449835e+07 -32.0 Financial Services 288 NLSN 8 -2.60 small-cap Short NaN -28.0 6.745816e+07 -13.0 Industrials 310 EXEL 6 2.09 small-cap Short NaN -33.0 6.062072e+07 -29.0 Healthcare 298 PAAS 11 -0.97 small-cap Short NaN -23.0 5.501711e+07 -17.0 Basic Materials 344 PBCT 8 -3.79 small-cap Short NaN -31.0 5.394557e+07 -13.0 Financial Services 322 PFGC 8 -5.30 small-cap Short NaN -14.0 5.373839e+07 -40.0 Consumer Defensive 297 RS 6 0.17 small-cap Short NaN -33.0 5.280000e+07 -13.0 Basic Materials 259 GL 12 2.31 small-cap Short NaN -32.0 5.122027e+07 -13.0 Financial Services 355 PSTH 7 -2.58 small-cap Short NaN -21.0 4.981768e+07 -136.0 Financial Services 304 RGA 13 -1.86 small-cap Short NaN -54.0 4.591032e+07 -21.0 Financial Services 311 CASY 17 -6.94 small-cap Short NaN -46.0 4.168581e+07 -19.0 Consumer Defensive 327 HTA 6 0.29 small-cap Short NaN -9.0 4.135149e+07 -14.0 Real Estate 354 SNV 11 -4.35 small-cap Short NaN -39.0 3.999265e+07 -13.0 Financial Services 342 TKR 11 -3.56 small-cap Short NaN -31.0 3.973381e+07 -15.0 Industrials 278 ATR 10 -1.11 small-cap Short NaN -34.0 3.829485e+07 -16.0 Consumer Cyclical 363 VAC 14 -6.14 small-cap Short NaN -72.0 3.753136e+07 -34.0 Consumer Cyclical 328 PB 6 -2.61 small-cap Short NaN -13.0 3.642715e+07 -13.0 Financial Services 353 PRI 6 -3.47 small-cap Short NaN -19.0 3.019777e+07 -13.0 Financial Services 369 BTG 7 0.25 small-cap Short NaN -23.0 2.950486e+07 -13.0 Basic Materials 331 CDK 11 -3.49 small-cap Short NaN -15.0 2.934453e+07 -17.0 Technology 360 MDU 10 0.62 small-cap Short NaN -38.0 2.506454e+07 -13.0 Basic Materials 294 NFE 7 -2.23 small-cap Short NaN -7.0 2.301522e+07 -136.0 Utilities 367 BWXT 14 -7.40 small-cap Short NaN -50.0 1.409108e+07 -33.0 Industrials 365 BOKF 6 -4.58 small-cap Short NaN -19.0 1.125610e+07 -6.0 Financial Services 313 GLPG 9 -0.98 small-cap Short NaN -9.0 9.775712e+06 -16.0 Healthcare 261 MNSO 10 -9.44 small-cap Short NaN -10.0 8.115321e+06 -29.0 Consumer Cyclical 281 AEG 12 -2.79 small-cap Short NaN -30.0 7.308279e+06 -35.0 Financial Services 254 BSAC 7 -10.42 small-cap Short NaN -7.0 6.863609e+06 -41.0 Financial Services 279 CIB 10 1.23 small-cap Short NaN -10.0 5.861445e+06 -136.0 Financial Services Mean Return: -3.0161764705882357 Mean Day/Week: 9.441176470588236 Accuracy:0.7647058823529411 ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 1 Communication Services 6 Consumer Cyclical 17 Consumer Defensive 3 Energy 9 Financial Services 42 Healthcare 32 Industrials 19 Real Estate 11 Technology 44 Utilities 2 unknown 4 **************************************** penny_industry_downtrending_count tickers industry Basic Materials 22 Communication Services 6 Consumer Cyclical 36 Consumer Defensive 14 Energy 6 Financial Services 82 Healthcare 29 Industrials 53 Real Estate 8 Technology 20 Utilities 10 unknown 4 *******************Part 3.1 Penny Cap Long Entry SPAN MACD********************* penny_long_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 649 SHEN 2 7.6 penny-cap Long NaN 2.0 1.007818e+08 4.0 Communication Services 457 VC 1 0.0 penny-cap Long NaN 3.0 2.652733e+07 4.0 Consumer Cyclical 814 NMFC 1 0.0 penny-cap Long NaN 1.0 6.104959e+06 4.0 Financial Services Mean Return: 7.6 Mean Day/Week: 4.0 Accuracy:1.0 *******************Part 3.2 Penny Cap Short Entry SPAN MACD********************* penny_short_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 566 NUVA 2 -0.80 penny-cap Short NaN -2.0 3.060349e+07 -5.0 Healthcare 644 MFGP 2 -1.64 penny-cap Short NaN -3.0 7.652148e+06 -3.0 Technology 422 GOCO 2 -2.49 penny-cap Short NaN -2.0 7.556777e+06 -4.0 Financial Services Mean Return: -1.6433333333333333 Mean Day/Week: 2.0 Accuracy:1.0 *******************Part 3.3 Penny Cap Long Entry SPAN********************* penny_long_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 649 SHEN 2 7.60 penny-cap Long NaN 2.0 1.007818e+08 4.0 Communication Services 457 VC 1 0.00 penny-cap Long NaN 3.0 2.652733e+07 4.0 Consumer Cyclical 521 BIPC 3 2.85 penny-cap Long NaN 12.0 1.745308e+07 5.0 Utilities 814 NMFC 1 0.00 penny-cap Long NaN 1.0 6.104959e+06 4.0 Financial Services 624 UZA 1 0.00 penny-cap Long NaN 24.0 5.153878e+05 5.0 unknown Mean Return: 5.225 Mean Day/Week: 4.0 Accuracy:1.0 *******************Part 3.4 Penny Cap Short Entry SPAN********************* penny_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 477 UMBF 1 0.00 penny-cap Short NaN -71.0 3.440646e+07 -1.0 Financial Services 566 NUVA 2 -0.80 penny-cap Short NaN -2.0 3.060349e+07 -5.0 Healthcare 641 WAFD 1 0.00 penny-cap Short NaN -29.0 8.526231e+06 -5.0 Financial Services 644 MFGP 2 -1.64 penny-cap Short NaN -3.0 7.652148e+06 -3.0 Technology 422 GOCO 2 -2.49 penny-cap Short NaN -2.0 7.556777e+06 -4.0 Financial Services Mean Return: -1.6433333333333333 Mean Day/Week: 2.6666666666666665 Accuracy:1.0 *******************Part 3.5 Penny Cap Long Entry MACD********************* penny_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 649 SHEN 2 7.60 penny-cap Long NaN 2.0 1.007818e+08 4.0 Communication Services 571 KYMR 3 -3.04 penny-cap Long NaN 3.0 5.039343e+07 28.0 Healthcare 484 ALKS 2 1.03 penny-cap Long NaN 2.0 3.233202e+07 51.0 Healthcare 548 VEON 3 0.99 penny-cap Long NaN 4.0 2.892722e+07 6.0 Communication Services 457 VC 1 0.00 penny-cap Long NaN 3.0 2.652733e+07 4.0 Consumer Cyclical 431 WTS 4 -0.94 penny-cap Long NaN 4.0 2.381970e+07 52.0 Industrials 751 TSLX 2 1.01 penny-cap Long NaN 2.0 1.429126e+07 28.0 Financial Services 482 AB 1 0.00 penny-cap Long NaN 1.0 1.192205e+07 77.0 Financial Services 551 MYTE 1 0.00 penny-cap Long NaN 1.0 9.666045e+06 33.0 Consumer Cyclical 426 DCP 2 -0.93 penny-cap Long NaN 2.0 8.519994e+06 44.0 Energy 719 HHR 4 -0.25 penny-cap Long NaN 5.0 8.488061e+06 7.0 Industrials 814 NMFC 1 0.00 penny-cap Long NaN 1.0 6.104959e+06 4.0 Financial Services 469 NVG 5 -0.62 penny-cap Long NaN 5.0 5.446870e+06 64.0 Financial Services 792 NMZ 4 0.91 penny-cap Long NaN 4.0 2.767275e+06 63.0 Financial Services 772 BXMX 2 -0.41 penny-cap Long NaN 2.0 2.603398e+06 77.0 Financial Services 618 NAC 5 0.51 penny-cap Long NaN 5.0 1.971170e+06 63.0 Financial Services 600 NUV 2 -0.60 penny-cap Long NaN 2.0 1.823109e+06 36.0 Financial Services 686 NSS 3 -0.15 penny-cap Long NaN 3.0 4.835769e+05 77.0 unknown 449 ESGRO 2 0.39 penny-cap Long NaN 2.0 7.039956e+04 8.0 Financial Services 483 SLMBP 5 -1.98 penny-cap Long NaN 5.0 4.220300e+04 76.0 Financial Services Mean Return: 0.21999999999999997 Mean Day/Week: 3.375 Accuracy:0.4375 *******************Part 3.6 Penny Cap Short Entry MACD********************* penny_short_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 420 DOYU 1 0.00 penny-cap Short NaN -1.0 9.445128e+07 -73.0 Communication Services 415 TRIP 1 0.00 penny-cap Short NaN -1.0 6.467784e+07 -48.0 Consumer Cyclical 485 IRBT 2 -2.36 penny-cap Short NaN -2.0 4.018369e+07 -136.0 Technology 402 CCMP 1 0.00 penny-cap Short NaN -1.0 3.475127e+07 -42.0 Technology 566 NUVA 2 -0.80 penny-cap Short NaN -2.0 3.060349e+07 -5.0 Healthcare 541 AVAV 3 -2.22 penny-cap Short NaN -4.0 2.683758e+07 -7.0 Industrials 522 PCRX 1 0.00 penny-cap Short NaN -1.0 1.864913e+07 -66.0 Healthcare 738 MASS 2 -0.40 penny-cap Short NaN -2.0 1.827663e+07 -136.0 Healthcare 667 CALM 1 0.00 penny-cap Short NaN -1.0 1.091202e+07 -54.0 Consumer Defensive 741 CYTK 5 -7.29 penny-cap Short NaN -5.0 1.032432e+07 -26.0 Healthcare 718 ATSG 1 0.00 penny-cap Short NaN -1.0 9.296422e+06 -53.0 Industrials 774 GNOG 1 0.00 penny-cap Short NaN -1.0 8.092518e+06 -136.0 Consumer Cyclical 854 VITL 3 2.12 penny-cap Short NaN -3.0 8.080874e+06 -75.0 Consumer Defensive 748 NRIX 2 -6.58 penny-cap Short NaN -2.0 7.827312e+06 -76.0 Healthcare 630 THRM 1 0.00 penny-cap Short NaN -1.0 7.724286e+06 -16.0 Consumer Cyclical 644 MFGP 2 -1.64 penny-cap Short NaN -3.0 7.652148e+06 -3.0 Technology 422 GOCO 2 -2.49 penny-cap Short NaN -2.0 7.556777e+06 -4.0 Financial Services 841 AKRO 5 -3.71 penny-cap Short NaN -5.0 4.877619e+06 -10.0 Healthcare 690 FMTX 2 -0.97 penny-cap Short NaN -4.0 4.840020e+06 -19.0 Healthcare 750 MRSN 1 0.00 penny-cap Short NaN -1.0 4.382848e+06 -136.0 Healthcare 755 WMK 5 -0.48 penny-cap Short NaN -5.0 4.213122e+06 -54.0 Consumer Defensive 454 MOR 4 1.39 penny-cap Short NaN -4.0 3.675508e+06 -136.0 Healthcare 813 JOUT 1 0.00 penny-cap Short NaN -1.0 3.273947e+06 -34.0 Consumer Cyclical 715 ARQT 1 0.00 penny-cap Short NaN -1.0 3.050027e+06 -39.0 Healthcare 824 TCMD 1 0.00 penny-cap Short NaN -1.0 2.982315e+06 -6.0 Healthcare 693 CLBK 1 0.00 penny-cap Short NaN -1.0 2.928953e+06 -24.0 Financial Services 595 MANU 5 -0.78 penny-cap Short NaN -5.0 2.883956e+06 -45.0 Consumer Cyclical 681 SPNS 4 1.07 penny-cap Short NaN -4.0 1.749061e+06 -44.0 Technology Mean Return: -1.676 Mean Day/Week: 4.066666666666666 Accuracy:0.8 *******************Part 3.7 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 432 NTLA 9 69.49 penny-cap Long NaN 25.0 5.338200e+08 30.0 Healthcare 635 RIG 9 9.92 penny-cap Long NaN 9.0 2.134419e+08 25.0 Energy 440 EDIT 6 12.27 penny-cap Long NaN 51.0 1.827921e+08 9.0 Healthcare 456 AEO 7 -1.37 penny-cap Long NaN 8.0 1.708102e+08 77.0 Consumer Cyclical 379 CROX 8 0.51 penny-cap Long NaN 8.0 1.395913e+08 77.0 Consumer Cyclical 383 DDD 10 -1.83 penny-cap Long NaN 36.0 1.369466e+08 28.0 Technology 538 JKS 7 26.72 penny-cap Long NaN 33.0 1.297888e+08 9.0 Technology 585 RVLV 14 21.17 penny-cap Long NaN 27.0 8.503167e+07 37.0 Consumer Cyclical 525 FRHC 14 9.62 penny-cap Long NaN 26.0 7.889400e+07 25.0 Financial Services 478 APLS 28 30.73 penny-cap Long NaN 58.0 7.389212e+07 35.0 Healthcare 581 NSA 25 11.61 penny-cap Long NaN 25.0 6.799922e+07 77.0 Real Estate 739 ANF 7 -2.65 penny-cap Long NaN 7.0 6.516548e+07 77.0 Consumer Cyclical 592 CLNY 12 15.42 penny-cap Long NaN 13.0 6.041885e+07 67.0 Real Estate 393 RPD 14 9.27 penny-cap Long NaN 31.0 5.996367e+07 36.0 Technology 574 URBN 7 -3.79 penny-cap Long NaN 9.0 5.798453e+07 10.0 Consumer Cyclical 408 HCM 8 14.45 penny-cap Long NaN 8.0 5.504492e+07 9.0 Healthcare 853 SM 11 6.69 penny-cap Long NaN 27.0 5.455009e+07 77.0 Energy 590 RRC 8 -2.59 penny-cap Long NaN 8.0 5.424128e+07 45.0 Energy 468 SYNA 8 5.28 penny-cap Long NaN 22.0 5.128516e+07 22.0 Technology 391 IIPR 6 4.04 penny-cap Long NaN 29.0 5.112273e+07 21.0 Real Estate 796 CRTO 7 4.23 penny-cap Long NaN 7.0 4.642024e+07 77.0 Communication Services 651 CALX 7 -0.69 penny-cap Long NaN 7.0 4.618569e+07 36.0 Technology 438 CELH 8 -0.27 penny-cap Long NaN 9.0 4.566476e+07 32.0 Consumer Defensive 798 RAVN 11 -0.25 penny-cap Long NaN 11.0 4.336081e+07 53.0 Industrials 657 DDS 11 11.14 penny-cap Long NaN 36.0 4.280095e+07 51.0 Consumer Cyclical 620 SIG 17 4.57 penny-cap Long NaN 17.0 4.153443e+07 20.0 Consumer Cyclical 406 JOBS 25 6.25 penny-cap Long NaN 64.0 3.896595e+07 44.0 Industrials 398 JCOM 18 9.89 penny-cap Long NaN 21.0 3.761332e+07 77.0 Technology 380 WK 14 13.11 penny-cap Long NaN 30.0 3.638764e+07 22.0 Technology 490 SPT 23 34.69 penny-cap Long NaN 29.0 3.587579e+07 31.0 Technology 413 BAND 7 1.29 penny-cap Long NaN 29.0 3.553119e+07 17.0 Technology 682 GSAT 10 -5.32 penny-cap Long NaN 11.0 3.312363e+07 19.0 Communication Services 637 AXNX 8 -2.87 penny-cap Long NaN 21.0 2.773503e+07 14.0 Healthcare 647 DOMO 23 22.77 penny-cap Long NaN 31.0 2.771785e+07 32.0 Technology 781 QADA 6 -0.18 penny-cap Long NaN 6.0 2.769827e+07 27.0 Technology 714 SYKE 11 -0.20 penny-cap Long NaN 12.0 2.769669e+07 12.0 Technology 377 DAVA 34 27.94 penny-cap Long NaN 50.0 2.559715e+07 53.0 Technology 545 MIME 39 17.07 penny-cap Long NaN 66.0 2.492673e+07 41.0 Technology 725 CNST 18 1.07 penny-cap Long NaN 49.0 2.424969e+07 24.0 Healthcare 615 MGY 11 3.75 penny-cap Long NaN 27.0 2.415846e+07 28.0 Energy 414 TRUP 20 22.43 penny-cap Long NaN 58.0 2.378554e+07 28.0 Financial Services 531 PHR 9 9.69 penny-cap Long NaN 28.0 2.346248e+07 20.0 Healthcare 797 GLNG 11 3.53 penny-cap Long NaN 36.0 2.248895e+07 36.0 Energy 702 BOOT 9 -0.73 penny-cap Long NaN 9.0 2.149791e+07 77.0 Consumer Cyclical 492 PZZA 16 3.10 penny-cap Long NaN 20.0 2.134051e+07 42.0 Consumer Cyclical 703 IRWD 10 -1.73 penny-cap Long NaN 10.0 2.130144e+07 60.0 Healthcare 503 AQUA 11 2.46 penny-cap Long NaN 31.0 2.096015e+07 61.0 Industrials 395 HLI 11 5.43 penny-cap Long NaN 38.0 2.047754e+07 38.0 Financial Services 430 KRNT 16 5.74 penny-cap Long NaN 30.0 1.961495e+07 28.0 Industrials 464 SVMK 9 7.59 penny-cap Long NaN 56.0 1.936393e+07 23.0 Technology 378 GSHD 6 2.45 penny-cap Long NaN 25.0 1.907885e+07 15.0 Financial Services 594 MXL 9 7.45 penny-cap Long NaN 28.0 1.859419e+07 30.0 Technology 809 LNTH 13 12.84 penny-cap Long NaN 25.0 1.835552e+07 27.0 Healthcare 418 ALTR 8 0.82 penny-cap Long NaN 8.0 1.775909e+07 12.0 Technology 547 AMRC 23 17.57 penny-cap Long NaN 64.0 1.746792e+07 28.0 Industrials 565 FHI 11 -0.27 penny-cap Long NaN 14.0 1.738301e+07 44.0 Financial Services 572 MDRX 11 1.80 penny-cap Long NaN 58.0 1.736443e+07 39.0 Healthcare 793 VLRS 14 8.07 penny-cap Long NaN 14.0 1.697685e+07 77.0 Industrials 801 EVRI 11 4.26 penny-cap Long NaN 50.0 1.672720e+07 53.0 Consumer Cyclical 855 CDMO 24 20.37 penny-cap Long NaN 24.0 1.623600e+07 77.0 Healthcare 645 SKY 12 5.52 penny-cap Long NaN 28.0 1.620566e+07 28.0 Consumer Cyclical 692 PMT 16 2.08 penny-cap Long NaN 21.0 1.583142e+07 22.0 Real Estate 446 SIGI 8 0.31 penny-cap Long NaN 8.0 1.541259e+07 11.0 Financial Services 698 ZUO 10 3.00 penny-cap Long NaN 16.0 1.539829e+07 16.0 Technology 512 SOGO 6 3.27 penny-cap Long NaN 6.0 1.532170e+07 61.0 Communication Services 451 VICR 8 9.52 penny-cap Long NaN 30.0 1.511237e+07 25.0 Technology 550 ACCD 19 3.94 penny-cap Long NaN 29.0 1.456114e+07 34.0 Healthcare 650 CVA 19 1.22 penny-cap Long NaN 19.0 1.434255e+07 46.0 Industrials 664 PRFT 60 26.18 penny-cap Long NaN 60.0 1.353412e+07 77.0 Technology 556 SMPL 6 1.55 penny-cap Long NaN 15.0 1.302867e+07 71.0 Consumer Defensive 573 ATRC 8 1.64 penny-cap Long NaN 8.0 1.272411e+07 77.0 Healthcare 773 BLFS 12 9.97 penny-cap Long NaN 32.0 1.225593e+07 15.0 Healthcare 475 WNS 14 6.37 penny-cap Long NaN 31.0 1.218687e+07 32.0 Industrials 536 FSKR 12 2.00 penny-cap Long NaN 12.0 1.178254e+07 64.0 Financial Services 811 STAR 7 0.74 penny-cap Long NaN 17.0 1.160390e+07 19.0 Real Estate 465 OPCH 19 5.00 penny-cap Long NaN 28.0 1.141797e+07 21.0 Healthcare 694 HSKA 19 15.12 penny-cap Long NaN 19.0 1.135037e+07 36.0 Healthcare 822 ZUMZ 8 4.08 penny-cap Long NaN 9.0 1.077781e+07 11.0 Consumer Cyclical 762 FFG 17 0.38 penny-cap Long NaN 17.0 1.006323e+07 17.0 Financial Services 776 LASR 6 5.21 penny-cap Long NaN 30.0 9.838379e+06 11.0 Technology 723 BSIG 10 0.84 penny-cap Long NaN 10.0 9.762275e+06 67.0 Financial Services 439 INOV 19 5.34 penny-cap Long NaN 19.0 9.218250e+06 77.0 Healthcare 517 CCU 7 6.30 penny-cap Long NaN 15.0 8.966835e+06 10.0 Consumer Defensive 775 INBX 12 10.41 penny-cap Long NaN 64.0 8.416232e+06 23.0 Healthcare 745 VCRA 6 -0.72 penny-cap Long NaN 25.0 8.241840e+06 12.0 Technology 671 RGNX 8 -4.44 penny-cap Long NaN 51.0 8.175111e+06 21.0 Healthcare 612 RMBS 13 5.47 penny-cap Long NaN 27.0 7.817223e+06 16.0 Technology 800 ESTA 9 1.51 penny-cap Long NaN 9.0 7.061246e+06 77.0 Healthcare 706 OSIS 8 1.11 penny-cap Long NaN 23.0 6.805969e+06 15.0 Technology 733 EVV 22 2.91 penny-cap Long NaN 34.0 6.702160e+06 36.0 Financial Services 728 VCTR 10 5.03 penny-cap Long NaN 10.0 6.129057e+06 77.0 Financial Services 508 NAD 32 4.38 penny-cap Long NaN 32.0 5.821381e+06 63.0 Financial Services 626 VRRM 15 4.72 penny-cap Long NaN 15.0 5.606898e+06 23.0 Industrials 720 BBN 20 3.30 penny-cap Long NaN 69.0 5.532732e+06 34.0 Financial Services 676 CRVL 10 6.60 penny-cap Long NaN 10.0 5.471922e+06 64.0 Financial Services 507 CNS 40 15.42 penny-cap Long NaN 83.0 5.343755e+06 51.0 Financial Services 691 DCBO 11 15.22 penny-cap Long NaN 66.0 5.218939e+06 51.0 Technology 687 CSII 11 0.56 penny-cap Long NaN 31.0 4.858196e+06 20.0 Healthcare 542 BSTZ 14 6.47 penny-cap Long NaN 26.0 4.703052e+06 31.0 unknown 760 PACK 10 0.46 penny-cap Long NaN 11.0 4.664951e+06 35.0 Consumer Cyclical 678 HLIO 7 1.85 penny-cap Long NaN 10.0 4.620514e+06 25.0 Industrials 785 INVA 11 1.97 penny-cap Long NaN 11.0 4.304672e+06 40.0 Healthcare 655 FTAI 18 6.76 penny-cap Long NaN 28.0 4.289179e+06 21.0 Industrials 663 ADX 6 0.81 penny-cap Long NaN 6.0 3.969317e+06 77.0 Financial Services 427 NEA 8 1.54 penny-cap Long NaN 29.0 3.877698e+06 63.0 Financial Services 794 LINX 16 1.81 penny-cap Long NaN 50.0 3.751500e+06 46.0 Technology 764 HYT 6 0.25 penny-cap Long NaN 29.0 3.554025e+06 36.0 Financial Services 447 MSP 10 1.94 penny-cap Long NaN 10.0 3.362328e+06 36.0 Technology 746 MLAB 7 0.25 penny-cap Long NaN 58.0 3.336910e+06 25.0 Technology 675 BSM 7 0.27 penny-cap Long NaN 7.0 3.053189e+06 61.0 Energy 777 NFJ 10 3.07 penny-cap Long NaN 22.0 2.705015e+06 67.0 Financial Services 753 BTZ 9 2.15 penny-cap Long NaN 68.0 2.589546e+06 46.0 Financial Services 602 NZF 12 1.81 penny-cap Long NaN 12.0 2.573342e+06 63.0 Financial Services 831 HQH 9 2.29 penny-cap Long NaN 28.0 2.534775e+06 21.0 Financial Services 807 FAX 10 0.92 penny-cap Long NaN 62.0 2.393547e+06 30.0 Financial Services 639 EVA 9 2.69 penny-cap Long NaN 10.0 2.380545e+06 11.0 Basic Materials 828 CHY 8 1.13 penny-cap Long NaN 25.0 2.228402e+06 64.0 Financial Services 851 AWF 10 0.78 penny-cap Long NaN 29.0 2.006451e+06 36.0 Financial Services 835 EOS 7 1.99 penny-cap Long NaN 20.0 1.532981e+06 32.0 Financial Services 795 NRK 24 2.19 penny-cap Long NaN 24.0 9.991025e+05 60.0 Financial Services 786 QADB 6 -0.44 penny-cap Long NaN 21.0 2.444434e+05 26.0 Technology Mean Return: 6.19702479338843 Mean Day/Week: 12.900826446280991 Accuracy:0.8512396694214877 *******************Part 3.8 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 409 JBLU 15 -8.46 penny-cap Short NaN -60.0 1.304672e+08 -24.0 Industrials 491 ADS 10 -1.81 penny-cap Short NaN -33.0 8.955912e+07 -13.0 Financial Services 405 HFC 13 -7.55 penny-cap Short NaN -13.0 8.644625e+07 -44.0 Energy 578 SAVE 22 -15.13 penny-cap Short NaN -22.0 8.563242e+07 -40.0 Industrials 444 PK 6 -6.00 penny-cap Short NaN -6.0 8.226161e+07 -7.0 Real Estate 435 KBH 10 -7.07 penny-cap Short NaN -39.0 7.123345e+07 -19.0 Consumer Cyclical 634 CAKE 13 -2.49 penny-cap Short NaN -39.0 6.587313e+07 -18.0 Consumer Cyclical 586 FLR 14 -9.20 penny-cap Short NaN -37.0 6.519738e+07 -37.0 Industrials 382 NYCB 18 -5.40 penny-cap Short NaN -18.0 6.309392e+07 -44.0 Financial Services 560 ASB 10 -6.22 penny-cap Short NaN -29.0 5.408582e+07 -13.0 Financial Services 708 PLAY 17 -9.34 penny-cap Short NaN -17.0 5.212924e+07 -40.0 Consumer Cyclical 384 SAGE 15 -6.83 penny-cap Short NaN -15.0 5.117745e+07 -16.0 Healthcare 461 AVT 11 -1.17 penny-cap Short NaN -45.0 4.944939e+07 -13.0 Technology 392 ALSN 13 0.43 penny-cap Short NaN -29.0 4.751052e+07 -21.0 Consumer Cyclical 471 SABR 6 -1.81 penny-cap Short NaN -7.0 4.539798e+07 -10.0 Technology 537 BXS 17 -10.08 penny-cap Short NaN -17.0 4.020254e+07 -54.0 Financial Services 518 PDCO 8 -3.12 penny-cap Short NaN -9.0 3.661888e+07 -9.0 Healthcare 500 CBRL 19 -6.82 penny-cap Short NaN -57.0 3.614402e+07 -40.0 Consumer Cyclical 599 THS 27 -8.41 penny-cap Short NaN -29.0 3.587513e+07 -44.0 Consumer Defensive 656 BCC 10 -1.63 penny-cap Short NaN -35.0 3.417519e+07 -16.0 Basic Materials 479 MDC 16 -4.31 penny-cap Short NaN -54.0 3.194466e+07 -25.0 Consumer Cyclical 559 HMY 7 1.12 penny-cap Short NaN -22.0 3.119038e+07 -16.0 Basic Materials 605 FUN 6 0.92 penny-cap Short NaN -6.0 3.070361e+07 -40.0 Consumer Cyclical 699 EB 15 -8.69 penny-cap Short NaN -15.0 3.067292e+07 -39.0 Technology 704 FSM 13 -9.84 penny-cap Short NaN -14.0 2.887132e+07 -23.0 Basic Materials 429 VLY 6 -2.68 penny-cap Short NaN -69.0 2.763979e+07 -13.0 Financial Services 433 HAIN 9 -1.18 penny-cap Short NaN -9.0 2.607527e+07 -55.0 Consumer Defensive 589 FIBK 19 -9.10 penny-cap Short NaN -73.0 2.578723e+07 -40.0 Financial Services 611 ATI 6 -1.55 penny-cap Short NaN -18.0 2.554563e+07 -13.0 Industrials 399 AL 18 -10.23 penny-cap Short NaN -18.0 2.544139e+07 -41.0 Industrials 609 MSGE 6 0.20 penny-cap Short NaN -13.0 2.290643e+07 -74.0 Communication Services 448 POR 8 -1.11 penny-cap Short NaN -47.0 2.220441e+07 -13.0 Utilities 510 TRN 11 -3.16 penny-cap Short NaN -12.0 2.199801e+07 -13.0 Industrials 582 ABM 16 -9.00 penny-cap Short NaN -54.0 2.182373e+07 -26.0 Industrials 513 BOH 6 -2.50 penny-cap Short NaN -38.0 2.180706e+07 -40.0 Financial Services 539 ISBC 6 -4.99 penny-cap Short NaN -72.0 2.170102e+07 -13.0 Financial Services 424 UBSI 6 -4.59 penny-cap Short NaN -29.0 2.103663e+07 -13.0 Financial Services 636 TSE 13 -1.58 penny-cap Short NaN -33.0 2.085573e+07 -34.0 Basic Materials 506 FNB 6 -4.06 penny-cap Short NaN -72.0 2.069408e+07 -13.0 Financial Services 526 ALGT 24 -14.27 penny-cap Short NaN -73.0 2.005724e+07 -45.0 Industrials 443 APAM 6 1.41 penny-cap Short NaN -12.0 1.902031e+07 -14.0 Financial Services 434 SLGN 6 0.01 penny-cap Short NaN -49.0 1.900507e+07 -24.0 Consumer Cyclical 540 DAN 11 -2.63 penny-cap Short NaN -19.0 1.859660e+07 -13.0 Consumer Cyclical 558 ONB 13 -6.29 penny-cap Short NaN -71.0 1.852590e+07 -46.0 Financial Services 697 LZB 14 -1.86 penny-cap Short NaN -38.0 1.685452e+07 -34.0 Consumer Cyclical 640 CMP 13 -3.94 penny-cap Short NaN -31.0 1.554886e+07 -16.0 Basic Materials 652 FMBI 20 -9.19 penny-cap Short NaN -69.0 1.540468e+07 -34.0 Financial Services 696 CVI 12 -2.05 penny-cap Short NaN -16.0 1.500398e+07 -65.0 Energy 593 WWW 13 -2.98 penny-cap Short NaN -38.0 1.483217e+07 -33.0 Consumer Cyclical 598 EQX 9 -3.89 penny-cap Short NaN -14.0 1.443916e+07 -13.0 Basic Materials 604 RUSHA 13 -5.14 penny-cap Short NaN -54.0 1.438127e+07 -24.0 Consumer Cyclical 658 ENDP 10 -7.18 penny-cap Short NaN -10.0 1.433801e+07 -70.0 Healthcare 552 UTZ 16 -5.00 penny-cap Short NaN -38.0 1.432156e+07 -37.0 Consumer Defensive 511 SR 10 1.37 penny-cap Short NaN -10.0 1.376912e+07 -10.0 Utilities 543 COLB 13 -9.25 penny-cap Short NaN -74.0 1.346336e+07 -59.0 Financial Services 614 FULT 12 0.15 penny-cap Short NaN -72.0 1.245283e+07 -29.0 Financial Services 660 MTOR 14 -5.31 penny-cap Short NaN -14.0 1.241043e+07 -67.0 Consumer Cyclical 622 AVNS 6 -2.02 penny-cap Short NaN -6.0 1.234722e+07 -76.0 Healthcare 677 MDGL 10 -5.05 penny-cap Short NaN -32.0 1.220577e+07 -28.0 Healthcare 633 PVG 8 -0.81 penny-cap Short NaN -23.0 1.213986e+07 -20.0 Basic Materials 509 GATX 10 -4.25 penny-cap Short NaN -33.0 1.163458e+07 -13.0 Industrials 474 HOMB 12 -1.10 penny-cap Short NaN -72.0 1.149364e+07 -19.0 Financial Services 563 CATY 6 -4.99 penny-cap Short NaN -18.0 1.142524e+07 -6.0 Financial Services 613 IOSP 13 -5.54 penny-cap Short NaN -18.0 1.129524e+07 -19.0 Basic Materials 705 NWBI 12 0.45 penny-cap Short NaN -12.0 1.063116e+07 -13.0 Financial Services 575 AUB 10 -5.25 penny-cap Short NaN -24.0 1.057657e+07 -13.0 Financial Services 569 CVBF 12 -2.36 penny-cap Short NaN -13.0 1.047029e+07 -13.0 Financial Services 561 NWE 12 -1.75 penny-cap Short NaN -49.0 1.034546e+07 -29.0 Utilities 580 AVA 12 -1.64 penny-cap Short NaN -56.0 1.031585e+07 -25.0 Utilities 452 PSB 7 0.07 penny-cap Short NaN -14.0 9.942131e+06 -14.0 Real Estate 712 PATK 13 -2.58 penny-cap Short NaN -38.0 9.745436e+06 -23.0 Consumer Cyclical 587 MEOH 13 0.33 penny-cap Short NaN -31.0 9.666558e+06 -40.0 Basic Materials 646 SKYW 22 -11.94 penny-cap Short NaN -73.0 9.467422e+06 -46.0 Industrials 390 ESGR 7 0.32 penny-cap Short NaN -67.0 9.233716e+06 -25.0 Financial Services 579 UCBI 6 -2.78 penny-cap Short NaN -29.0 8.880373e+06 -13.0 Financial Services 747 HOPE 12 -2.66 penny-cap Short NaN -68.0 8.341872e+06 -13.0 Financial Services 763 CVGW 19 -8.73 penny-cap Short NaN -49.0 8.102289e+06 -46.0 Consumer Defensive 684 FBK 20 -10.76 penny-cap Short NaN -72.0 7.861765e+06 -49.0 Financial Services 839 BJRI 18 -7.77 penny-cap Short NaN -74.0 7.760118e+06 -34.0 Consumer Cyclical 726 AMWD 7 -5.15 penny-cap Short NaN -46.0 7.529489e+06 -38.0 Consumer Cyclical 823 ACRS 20 -9.27 penny-cap Short NaN -59.0 7.521559e+06 -41.0 Healthcare 591 IBOC 11 -8.32 penny-cap Short NaN -33.0 7.384634e+06 -13.0 Financial Services 837 NBHC 12 0.36 penny-cap Short NaN -72.0 7.104133e+06 -30.0 Financial Services 570 SCL 10 -4.58 penny-cap Short NaN -30.0 6.926138e+06 -13.0 Basic Materials 576 XNCR 6 -1.71 penny-cap Short NaN -6.0 6.769633e+06 -76.0 Healthcare 631 FRME 18 -7.97 penny-cap Short NaN -71.0 6.728914e+06 -30.0 Financial Services 769 NXGN 6 1.34 penny-cap Short NaN -10.0 6.673650e+06 -136.0 Healthcare 742 NWN 6 -1.87 penny-cap Short NaN -49.0 6.627704e+06 -12.0 Utilities 515 NG 7 5.10 penny-cap Short NaN -19.0 6.590177e+06 -14.0 Basic Materials 806 PLUS 25 -7.54 penny-cap Short NaN -39.0 6.536854e+06 -33.0 Technology 683 TRMK 13 -4.55 penny-cap Short NaN -67.0 6.293496e+06 -29.0 Financial Services 736 TBK 12 -1.29 penny-cap Short NaN -51.0 6.185223e+06 -34.0 Financial Services 791 TBPH 7 -10.41 penny-cap Short NaN -7.0 6.061142e+06 -37.0 Healthcare 653 BANF 18 -7.96 penny-cap Short NaN -34.0 5.841594e+06 -30.0 Financial Services 735 PRIM 13 -4.54 penny-cap Short NaN -13.0 5.672474e+06 -52.0 Industrials 717 NTB 12 -1.11 penny-cap Short NaN -39.0 5.644022e+06 -30.0 Financial Services 734 NBTB 13 -7.82 penny-cap Short NaN -29.0 5.387875e+06 -29.0 Financial Services 829 AMSF 11 -2.97 penny-cap Short NaN -31.0 5.283673e+06 -22.0 Financial Services 724 HTLD 33 -7.18 penny-cap Short NaN -53.0 5.075789e+06 -39.0 Industrials 852 ENTA 6 -2.78 penny-cap Short NaN -41.0 4.789920e+06 -35.0 Healthcare 830 ORIC 22 -5.26 penny-cap Short NaN -22.0 4.663530e+06 -136.0 Healthcare 654 PRK 13 -7.78 penny-cap Short NaN -19.0 4.524646e+06 -46.0 Financial Services 722 WABC 18 -7.29 penny-cap Short NaN -73.0 4.320538e+06 -30.0 Financial Services 817 CHCO 6 -2.82 penny-cap Short NaN -19.0 4.287182e+06 -49.0 Financial Services 732 CGEM 12 -0.23 penny-cap Short NaN -12.0 4.234211e+06 -123.0 Healthcare 695 SBCF 12 -1.94 penny-cap Short NaN -34.0 4.225977e+06 -13.0 Financial Services 815 OCFC 13 -7.14 penny-cap Short NaN -67.0 4.109449e+06 -42.0 Financial Services 849 PRA 13 -8.27 penny-cap Short NaN -70.0 3.972244e+06 -40.0 Financial Services 523 ADV 6 -5.37 penny-cap Short NaN -40.0 3.929560e+06 -14.0 Communication Services 782 HURN 6 -4.32 penny-cap Short NaN -29.0 3.655769e+06 -16.0 Industrials 689 CFFN 29 -6.43 penny-cap Short NaN -29.0 3.598465e+06 -64.0 Financial Services 810 TCBK 12 -2.75 penny-cap Short NaN -18.0 3.539507e+06 -13.0 Financial Services 846 MATW 13 -7.46 penny-cap Short NaN -72.0 3.504766e+06 -30.0 Industrials 754 TRS 7 -4.03 penny-cap Short NaN -18.0 3.158508e+06 -12.0 Industrials 819 SAFT 12 -1.32 penny-cap Short NaN -29.0 3.113002e+06 -25.0 Financial Services 767 KROS 8 -8.60 penny-cap Short NaN -8.0 3.018744e+06 -46.0 Healthcare 616 CENT 6 -7.10 penny-cap Short NaN -57.0 2.429549e+06 -19.0 Consumer Defensive 701 KRO 11 -6.24 penny-cap Short NaN -37.0 1.986597e+06 -21.0 Basic Materials 836 PFC 6 -4.97 penny-cap Short NaN -73.0 1.566006e+06 -48.0 Financial Services 721 BV 12 1.73 penny-cap Short NaN -46.0 1.373941e+06 -19.0 Industrials 834 FOR 17 -5.24 penny-cap Short NaN -42.0 1.277869e+06 -31.0 Real Estate 472 IFS 7 -4.98 penny-cap Short NaN -18.0 9.414820e+05 -21.0 Financial Services 710 SBLKZ 8 0.08 penny-cap Short NaN -8.0 7.579930e+05 -28.0 unknown 623 UZC 13 0.04 penny-cap Short NaN -36.0 6.440420e+05 -122.0 unknown 766 NEXA 14 0.37 penny-cap Short NaN -18.0 6.332828e+05 -19.0 Basic Materials 532 TCBIL 12 0.12 penny-cap Short NaN -37.0 3.602880e+05 -126.0 unknown 603 RUSHB 13 -5.85 penny-cap Short NaN -56.0 3.078470e+05 -24.0 Consumer Cyclical 666 ITCB 6 -9.41 penny-cap Short NaN -48.0 1.351442e+05 -41.0 Financial Services 729 MNTK 11 -14.61 penny-cap Short NaN -11.0 1.124279e+05 -114.0 Utilities 625 HWCPL 11 -0.32 penny-cap Short NaN -31.0 4.250000e+04 -33.0 unknown 534 HKIB 12 -6.91 penny-cap Short NaN -53.0 1.578762e+04 -32.0 Financial Services 700 PRTC 13 -3.81 penny-cap Short NaN -13.0 7.840000e+03 -39.0 Healthcare 530 TCBIP 16 -0.10 penny-cap Short NaN -32.0 0.000000e+00 -126.0 Financial Services Mean Return: -4.433984962406014 Mean Day/Week: 12.1203007518797 Accuracy:0.849624060150376 ************************************** ************************************** ************************************** Error: []

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Stock daily Filter Report for 2021/06/30 05-40-09

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 3 Communication Services 14 Consumer Cyclical 14 Consumer Defensive 5 Energy 6 Financial Services 15 Healthcare 33 Industrials 10 Real Estate 6 Technology 46 unknown 2 **************************************** big_industry_downtrending_count tickers industry Basic Materials 6 Communication Services 8 Consumer Cyclical 12 Consumer Defensive 10 Financial Services 13 Healthcare 9 Industrials 15 Real Estate 2 Technology 7 Utilities 13 *******************Part 1.1 Big Cap Long Entry SPAN MACD********************* big_long_signal_entry_span_macd Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 1.2 Big Cap Short Entry SPAN MACD********************* big_short_signal_entry_span_macd Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 1.3 Big Cap Long Entry SPAN********************* big_long_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 240 FSLR 2 -0.04 big-cap Long NaN 24.0 1.842479e+08 5.0 Technology Mean Return: -0.04 Mean Day/Week: 2.0 Accuracy:0.0 *******************Part 1.4 Big Cap Short Entry SPAN********************* big_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 227 IHG 1 0.0 big-cap Short NaN -6.0 9.558800e+06 -5.0 Consumer Cyclical Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************Part 1.5 Big Cap Long Entry MACD********************* big_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 1 FB 4 2.60 big-cap Long NaN 4.0 7.505080e+09 77.0 Communication Services 19 CHTR 4 0.84 big-cap Long NaN 4.0 8.060950e+08 53.0 Communication Services 14 ACN 3 0.60 big-cap Long NaN 3.0 6.108471e+08 77.0 Technology 15 COST 4 1.70 big-cap Long NaN 4.0 5.986201e+08 59.0 Consumer Defensive 29 VALE 1 0.00 big-cap Long NaN 1.0 4.716900e+08 61.0 Basic Materials 23 AMT 1 0.00 big-cap Long NaN 1.0 4.424839e+08 69.0 Real Estate 109 CARR 2 1.73 big-cap Long NaN 2.0 4.371612e+08 77.0 Industrials 17 AZN 3 1.40 big-cap Long NaN 3.0 2.780196e+08 53.0 Healthcare 82 ROP 4 1.30 big-cap Long NaN 4.0 2.108675e+08 62.0 Industrials 171 APO 3 1.35 big-cap Long NaN 3.0 1.806330e+08 53.0 Financial Services 159 ZBRA 2 1.69 big-cap Long NaN 2.0 1.757285e+08 29.0 Technology 194 POOL 2 1.86 big-cap Long NaN 2.0 1.728200e+08 60.0 Consumer Cyclical 56 BAM 3 0.48 big-cap Long NaN 3.0 1.707812e+08 78.0 Financial Services 112 ORLY 1 0.00 big-cap Long NaN 3.0 1.685825e+08 78.0 Consumer Cyclical 111 PAYX 3 1.82 big-cap Long NaN 3.0 1.585622e+08 78.0 Industrials 153 VRSN 5 1.54 big-cap Long NaN 5.0 1.296796e+08 62.0 Technology 187 ULTA 5 0.82 big-cap Long NaN 5.0 1.276397e+08 24.0 Consumer Cyclical 245 AAP 1 0.00 big-cap Long NaN 3.0 1.173296e+08 78.0 Consumer Cyclical 151 KKR 5 1.72 big-cap Long NaN 5.0 1.167400e+08 78.0 Financial Services 97 TROW 3 0.55 big-cap Long NaN 3.0 1.134923e+08 78.0 Financial Services 139 MXIM 2 0.34 big-cap Long NaN 2.0 1.088069e+08 29.0 Technology 188 BPY 2 0.42 big-cap Long NaN 2.0 1.001354e+08 78.0 Real Estate 103 LBRDK 4 2.39 big-cap Long NaN 4.0 9.083118e+07 53.0 Communication Services 202 ZLAB 1 0.00 big-cap Long NaN 1.0 5.876202e+07 33.0 Healthcare 114 BGNE 2 -0.26 big-cap Long NaN 2.0 3.977407e+07 7.0 Healthcare 229 CG 5 1.19 big-cap Long NaN 5.0 3.409933e+07 78.0 Financial Services 218 OSH 3 -5.15 big-cap Long NaN 3.0 3.215406e+07 7.0 Healthcare 150 RCI 5 0.74 big-cap Long NaN 5.0 1.396022e+07 60.0 Communication Services 104 LBRDA 3 -0.21 big-cap Long NaN 3.0 8.119754e+06 53.0 Communication Services Mean Return: 0.8941666666666666 Mean Day/Week: 3.5833333333333335 Accuracy:0.875 *******************Part 1.6 Big Cap Short Entry MACD********************* big_short_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 205 IEP 2 -0.32 big-cap Short NaN -3.0 1.371032e+07 -9.0 Industrials Mean Return: -0.32 Mean Day/Week: 2.0 Accuracy:1.0 *******************Part 1.7 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 3 NVDA 25 25.27 big-cap Long NaN 25.0 7.313220e+09 59.0 Technology 0 MSFT 13 5.15 big-cap Long NaN 14.0 4.950835e+09 78.0 Technology 215 SPCE 10 36.32 big-cap Long NaN 27.0 3.443358e+09 20.0 Industrials 49 MRNA 7 12.35 big-cap Long NaN 24.0 2.669073e+09 54.0 Healthcare 16 SHOP 11 11.85 big-cap Long NaN 28.0 1.554403e+09 29.0 Technology 2 V 6 0.03 big-cap Long NaN 6.0 1.492167e+09 70.0 Financial Services 11 XOM 7 0.10 big-cap Long NaN 16.0 1.217655e+09 21.0 Energy 4 PYPL 9 5.19 big-cap Long NaN 23.0 1.175186e+09 28.0 Financial Services 61 ROKU 6 8.91 big-cap Long NaN 26.0 1.174118e+09 9.0 Communication Services 20 ZM 8 5.46 big-cap Long NaN 30.0 1.004292e+09 18.0 Communication Services 7 CRM 22 3.33 big-cap Long NaN 25.0 9.320746e+08 28.0 Technology 18 SE 6 2.32 big-cap Long NaN 25.0 8.870831e+08 28.0 Communication Services 35 SPGI 12 3.64 big-cap Long NaN 12.0 7.013429e+08 78.0 Financial Services 30 SNAP 8 6.95 big-cap Long NaN 25.0 6.802831e+08 26.0 Communication Services 6 ADBE 14 9.95 big-cap Long NaN 18.0 6.680798e+08 62.0 Technology 50 DASH 7 6.20 big-cap Long NaN 29.0 6.560890e+08 14.0 Communication Services 67 CRWD 10 9.77 big-cap Long NaN 27.0 5.900917e+08 28.0 Technology 100 XPEV 9 1.06 big-cap Long NaN 28.0 5.897812e+08 21.0 Consumer Cyclical 71 DOCU 10 11.95 big-cap Long NaN 22.0 5.627788e+08 18.0 Technology 33 SNOW 7 -0.99 big-cap Long NaN 30.0 5.486369e+08 23.0 Technology 9 MRK 13 2.11 big-cap Long NaN 13.0 5.095309e+08 14.0 Healthcare 166 OXY 7 6.22 big-cap Long NaN 21.0 4.837153e+08 21.0 Energy 101 INFO 11 2.97 big-cap Long NaN 11.0 4.565919e+08 78.0 Industrials 85 EBAY 7 9.12 big-cap Long NaN 20.0 4.530196e+08 39.0 Consumer Cyclical 125 LI 9 11.03 big-cap Long NaN 30.0 4.409898e+08 23.0 Consumer Cyclical 57 TEAM 10 6.30 big-cap Long NaN 24.0 4.396824e+08 18.0 Technology 26 TGT 7 3.42 big-cap Long NaN 28.0 4.375241e+08 71.0 Consumer Defensive 60 REGN 15 4.64 big-cap Long NaN 18.0 3.912356e+08 47.0 Healthcare 41 PBR 32 22.82 big-cap Long NaN 70.0 3.865253e+08 36.0 Energy 28 ISRG 12 5.39 big-cap Long NaN 12.0 3.751897e+08 57.0 Healthcare 24 INTU 30 16.54 big-cap Long NaN 30.0 3.488984e+08 35.0 Technology 96 MRVL 10 8.41 big-cap Long NaN 26.0 3.218075e+08 28.0 Technology 154 MDB 9 2.92 big-cap Long NaN 27.0 2.498501e+08 18.0 Technology 66 BX 27 8.78 big-cap Long NaN 27.0 2.420752e+08 78.0 Financial Services 73 LULU 12 8.35 big-cap Long NaN 23.0 2.374450e+08 52.0 Consumer Cyclical 141 FTNT 18 9.41 big-cap Long NaN 18.0 2.303135e+08 78.0 Technology 45 ILMN 13 5.65 big-cap Long NaN 27.0 2.170633e+08 23.0 Healthcare 136 KR 9 -0.79 big-cap Long NaN 18.0 2.148764e+08 47.0 Consumer Defensive 80 IDXX 25 13.88 big-cap Long NaN 25.0 2.135078e+08 33.0 Healthcare 124 ROK 7 1.18 big-cap Long NaN 19.0 2.119497e+08 27.0 Industrials 63 EW 26 8.37 big-cap Long NaN 26.0 2.048344e+08 57.0 Healthcare 184 GNRC 11 12.72 big-cap Long NaN 21.0 2.041019e+08 24.0 Industrials 129 ZS 10 4.28 big-cap Long NaN 24.0 2.036320e+08 24.0 Technology 192 DPZ 15 4.84 big-cap Long NaN 15.0 2.035018e+08 60.0 Consumer Cyclical 161 EPAM 16 6.06 big-cap Long NaN 16.0 1.909509e+08 78.0 Technology 133 CPRT 7 1.21 big-cap Long NaN 7.0 1.887544e+08 58.0 Industrials 236 BILL 8 4.42 big-cap Long NaN 22.0 1.846424e+08 17.0 Technology 107 MSCI 12 10.05 big-cap Long NaN 12.0 1.805209e+08 63.0 Financial Services 102 PANW 8 1.09 big-cap Long NaN 26.0 1.797634e+08 28.0 Technology 172 HUBS 9 4.56 big-cap Long NaN 12.0 1.783725e+08 18.0 Technology 75 VEEV 15 9.77 big-cap Long NaN 24.0 1.776193e+08 24.0 Healthcare 137 NET 17 23.05 big-cap Long NaN 25.0 1.769467e+08 30.0 Technology 65 MCO 12 5.30 big-cap Long NaN 12.0 1.596425e+08 78.0 Financial Services 38 ZTS 14 3.22 big-cap Long NaN 14.0 1.561560e+08 56.0 Healthcare 134 WELL 19 8.53 big-cap Long NaN 20.0 1.382462e+08 78.0 Real Estate 83 PSA 18 5.71 big-cap Long NaN 18.0 1.278273e+08 78.0 Real Estate 117 SBAC 21 6.42 big-cap Long NaN 21.0 1.262582e+08 70.0 Real Estate 173 ALNY 15 5.59 big-cap Long NaN 29.0 1.239626e+08 23.0 Healthcare 181 WAT 15 5.19 big-cap Long NaN 15.0 1.230049e+08 67.0 Healthcare 116 DDOG 9 5.28 big-cap Long NaN 29.0 1.215054e+08 28.0 Technology 207 CRL 14 4.71 big-cap Long NaN 14.0 1.178524e+08 78.0 Healthcare 126 MTD 12 3.40 big-cap Long NaN 12.0 1.153816e+08 60.0 Healthcare 108 CTAS 7 5.35 big-cap Long NaN 10.0 1.153359e+08 66.0 Industrials 175 AVTR 14 6.67 big-cap Long NaN 14.0 1.148249e+08 62.0 Basic Materials 156 WST 8 2.19 big-cap Long NaN 8.0 1.146791e+08 59.0 Healthcare 152 NDAQ 18 4.24 big-cap Long NaN 18.0 1.140753e+08 78.0 Financial Services 93 A 14 3.99 big-cap Long NaN 22.0 1.139764e+08 61.0 Healthcare 119 MSI 7 2.68 big-cap Long NaN 36.0 1.097509e+08 78.0 Technology 120 RMD 15 15.33 big-cap Long NaN 26.0 1.037487e+08 41.0 Healthcare 37 INFY 16 9.69 big-cap Long NaN 27.0 1.016811e+08 24.0 Technology 203 IFF 6 0.29 big-cap Long NaN 14.0 9.876622e+07 33.0 Basic Materials 179 HZNP 7 1.07 big-cap Long NaN 7.0 9.409050e+07 32.0 Healthcare 189 EXR 18 7.29 big-cap Long NaN 18.0 9.133080e+07 78.0 Real Estate 178 PKI 14 6.50 big-cap Long NaN 14.0 8.527502e+07 39.0 Healthcare 177 PAGS 7 3.67 big-cap Long NaN 28.0 8.220918e+07 22.0 Technology 182 NVCR 22 9.46 big-cap Long NaN 22.0 8.081147e+07 55.0 Healthcare 206 ESTC 8 3.42 big-cap Long NaN 27.0 8.080516e+07 19.0 Technology 211 AVLR 6 3.05 big-cap Long NaN 24.0 7.771890e+07 13.0 Technology 122 SGEN 15 2.05 big-cap Long NaN 61.0 7.212150e+07 31.0 Healthcare 162 INCY 7 -0.25 big-cap Long NaN 27.0 6.120676e+07 38.0 Healthcare 209 TECH 14 2.85 big-cap Long NaN 14.0 5.125071e+07 78.0 Healthcare 221 CABO 8 0.08 big-cap Long NaN 28.0 5.062819e+07 9.0 Communication Services 190 BMRN 14 -0.17 big-cap Long NaN 28.0 4.933137e+07 28.0 Healthcare 243 CBOE 7 1.68 big-cap Long NaN 15.0 4.691031e+07 78.0 Financial Services 246 DADA 6 3.97 big-cap Long NaN 47.0 2.602125e+07 16.0 Consumer Cyclical 135 XP 13 1.00 big-cap Long NaN 16.0 2.455843e+07 22.0 Financial Services 191 ARGX 8 -1.89 big-cap Long NaN 28.0 1.832203e+07 14.0 Healthcare 21 PTR 16 12.31 big-cap Long NaN 39.0 1.199850e+07 40.0 Energy 220 NTCO 33 20.64 big-cap Long NaN 58.0 1.059796e+07 39.0 Consumer Defensive Mean Return: 6.562808988764045 Mean Day/Week: 12.595505617977528 Accuracy:0.9438202247191011 *******************Part 1.8 Big Cap Short Maintainance********************* big_short_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 31 BKNG 13 -5.79 big-cap Short NaN -40.0 1.122060e+09 -21.0 Consumer Cyclical 5 VZ 6 -0.94 big-cap Short NaN -30.0 8.338960e+08 -17.0 Communication Services 25 CAT 9 2.73 big-cap Short NaN -29.0 7.292563e+08 -14.0 Industrials 52 VRTX 13 2.04 big-cap Short NaN -13.0 5.191184e+08 -13.0 Healthcare 40 FISV 19 -5.76 big-cap Short NaN -45.0 4.609719e+08 -36.0 Technology 51 NSC 6 -0.75 big-cap Short NaN -30.0 4.298929e+08 -10.0 Industrials 132 LUV 9 -4.82 big-cap Short NaN -54.0 4.261009e+08 -19.0 Industrials 140 DAL 12 -6.73 big-cap Short NaN -12.0 4.051583e+08 -21.0 Industrials 69 TAL 39 -64.54 big-cap Short NaN -39.0 3.364501e+08 -137.0 Consumer Defensive 72 MET 7 -0.29 big-cap Short NaN -34.0 2.780393e+08 -9.0 Financial Services 89 MAR 6 -4.58 big-cap Short NaN -9.0 2.604278e+08 -36.0 Consumer Cyclical 44 TFC 8 4.69 big-cap Short NaN -20.0 2.565063e+08 -9.0 Financial Services 163 VIPS 20 -15.93 big-cap Short NaN -67.0 2.538501e+08 -63.0 Consumer Cyclical 59 GPN 10 -2.29 big-cap Short NaN -40.0 2.458802e+08 -39.0 Industrials 36 MO 6 -0.96 big-cap Short NaN -51.0 2.303724e+08 -12.0 Consumer Defensive 90 LVS 19 -10.13 big-cap Short NaN -19.0 2.219120e+08 -40.0 Consumer Cyclical 160 FLT 17 -7.05 big-cap Short NaN -37.0 1.936131e+08 -35.0 Technology 53 ECL 7 -0.81 big-cap Short NaN -33.0 1.805532e+08 -17.0 Basic Materials 42 CB 7 -0.37 big-cap Short NaN -15.0 1.794149e+08 -9.0 Financial Services 183 CMS 8 1.29 big-cap Short NaN -34.0 1.744615e+08 -16.0 Utilities 121 EDU 10 1.22 big-cap Short NaN -36.0 1.609556e+08 -75.0 Consumer Defensive 105 CMI 9 0.99 big-cap Short NaN -69.0 1.542657e+08 -30.0 Industrials 95 SYY 8 1.36 big-cap Short NaN -31.0 1.357390e+08 -15.0 Consumer Defensive 128 GLW 9 3.88 big-cap Short NaN -44.0 1.305215e+08 -17.0 Technology 186 CAH 6 1.27 big-cap Short NaN -8.0 1.171232e+08 -26.0 Healthcare 180 CAG 6 0.65 big-cap Short NaN -15.0 1.168789e+08 -11.0 Consumer Defensive 238 DAR 9 -0.15 big-cap Short NaN -10.0 1.123183e+08 -11.0 Consumer Defensive 127 WEC 6 -1.24 big-cap Short NaN -34.0 1.070663e+08 -12.0 Utilities 158 PPL 8 0.62 big-cap Short NaN -10.0 1.060321e+08 -10.0 Utilities 106 TRV 8 3.30 big-cap Short NaN -30.0 1.048271e+08 -9.0 Financial Services 195 MAS 6 -0.52 big-cap Short NaN -34.0 1.021567e+08 -20.0 Industrials 143 WY 6 0.04 big-cap Short NaN -34.0 9.844143e+07 -19.0 Real Estate 113 PCAR 8 1.30 big-cap Short NaN -12.0 9.814555e+07 -17.0 Industrials 39 CNI 9 0.31 big-cap Short NaN -9.0 9.729767e+07 -35.0 Industrials 176 MTB 6 -0.80 big-cap Short NaN -25.0 9.539174e+07 -9.0 Financial Services 210 HAS 9 2.34 big-cap Short NaN -34.0 8.431311e+07 -12.0 Consumer Cyclical 228 WHR 6 1.00 big-cap Short NaN -32.0 7.722634e+07 -14.0 Consumer Cyclical 174 CVAC 9 16.23 big-cap Short NaN -15.0 7.377931e+07 -14.0 Healthcare 198 ATHM 29 -23.57 big-cap Short NaN -29.0 6.950226e+07 -137.0 Communication Services 185 HPE 8 0.60 big-cap Short NaN -58.0 6.916828e+07 -10.0 Technology 217 MPW 8 2.04 big-cap Short NaN -8.0 6.862886e+07 -41.0 Real Estate 247 SNA 7 -0.57 big-cap Short NaN -29.0 6.687873e+07 -10.0 Industrials 226 CHRW 6 -0.83 big-cap Short NaN -9.0 6.587670e+07 -10.0 Industrials 212 PKG 6 -0.17 big-cap Short NaN -25.0 6.413070e+07 -10.0 Consumer Cyclical 193 CPB 15 -0.60 big-cap Short NaN -16.0 6.299117e+07 -17.0 Consumer Defensive 78 ERIC 8 1.18 big-cap Short NaN -41.0 5.675098e+07 -20.0 Technology 68 VOD 6 -4.95 big-cap Short NaN -29.0 4.947852e+07 -30.0 Communication Services 214 SMG 19 -4.83 big-cap Short NaN -52.0 4.828107e+07 -29.0 Basic Materials 197 ABCL 17 -19.94 big-cap Short NaN -19.0 4.750726e+07 -24.0 Healthcare 98 MFC 13 -3.76 big-cap Short NaN -64.0 4.526651e+07 -29.0 Financial Services 248 AQN 7 -1.08 big-cap Short NaN -7.0 4.239440e+07 -11.0 Utilities 62 PHG 12 -8.03 big-cap Short NaN -45.0 4.234122e+07 -23.0 Healthcare 235 RPM 6 -1.59 big-cap Short NaN -30.0 3.862272e+07 -12.0 Basic Materials 231 WRB 8 2.88 big-cap Short NaN -44.0 2.884841e+07 -20.0 Financial Services 223 SBSW 9 1.97 big-cap Short NaN -14.0 2.681398e+07 -13.0 Basic Materials 130 SLF 7 1.71 big-cap Short NaN -33.0 1.951083e+07 -11.0 Financial Services 225 PLTK 14 -5.46 big-cap Short NaN -14.0 1.928995e+07 -19.0 Communication Services 115 ORAN 7 -3.75 big-cap Short NaN -23.0 7.234393e+06 -19.0 Communication Services 76 PUK 7 -3.23 big-cap Short NaN -58.0 6.252255e+06 -10.0 Financial Services 213 ZNH 17 -7.27 big-cap Short NaN -17.0 6.101014e+05 -42.0 Industrials 244 CEA 6 -1.71 big-cap Short NaN -15.0 1.614753e+05 -45.0 Industrials Mean Return: -2.7893442622950824 Mean Day/Week: 10.180327868852459 Accuracy:0.6065573770491803 ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Communication Services 4 Consumer Cyclical 3 Consumer Defensive 1 Energy 2 Financial Services 6 Healthcare 9 Industrials 2 Real Estate 3 Technology 14 Utilities 2 unknown 1 **************************************** small_industry_downtrending_count tickers industry Basic Materials 6 Communication Services 1 Consumer Cyclical 10 Consumer Defensive 5 Energy 1 Financial Services 17 Healthcare 5 Industrials 14 Real Estate 1 Technology 2 Utilities 1 *******************Part 2.1 Small Cap Long Entry SPAN MACD********************* small_long_signal_entry_span_macd Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.2 Small Cap Short Entry SPAN MACD********************* small_short_signal_entry_span_macd Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.3 Small Cap Long Entry SPAN********************* small_long_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 252 FWONK 4 1.59 small-cap Long NaN 13.0 3.953808e+07 5.0 Communication Services Mean Return: 1.59 Mean Day/Week: 4.0 Accuracy:1.0 *******************Part 2.4 Small Cap Short Entry SPAN********************* small_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 351 NXST 1 0.00 small-cap Short NaN -67.0 6.070998e+07 -1.0 Communication Services 353 BOKF 2 -0.74 small-cap Short NaN -15.0 7.911092e+06 -2.0 Financial Services Mean Return: -0.74 Mean Day/Week: 3.0 Accuracy:1.0 *******************Part 2.5 Small Cap Long Entry MACD********************* small_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 327 DKS 1 0.00 small-cap Long NaN 1.0 2.034629e+08 78.0 Consumer Cyclical 288 ATH 1 0.00 small-cap Long NaN 1.0 9.419811e+07 78.0 Financial Services 287 SYNH 2 1.39 small-cap Long NaN 2.0 5.883477e+07 16.0 Healthcare 318 OMF 4 -1.37 small-cap Long NaN 4.0 5.185733e+07 67.0 Financial Services 314 CACC 1 0.00 small-cap Long NaN 4.0 3.983908e+07 46.0 Financial Services 315 HQY 5 -0.51 small-cap Long NaN 5.0 1.987805e+07 31.0 Healthcare 329 GMED 4 2.95 small-cap Long NaN 5.0 1.717222e+07 58.0 Healthcare 254 FWONA 4 1.72 small-cap Long NaN 5.0 3.652316e+06 7.0 Communication Services Mean Return: 0.836 Mean Day/Week: 4.4 Accuracy:0.6 *******************Part 2.6 Small Cap Short Entry MACD********************* small_short_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 320 HTA 2 -1.31 small-cap Short NaN -5.0 7.494006e+07 -8.0 Real Estate 273 WEX 1 0.00 small-cap Short NaN -1.0 7.336993e+07 -43.0 Technology 309 H 1 0.00 small-cap Short NaN -1.0 3.617092e+07 -6.0 Consumer Cyclical 312 RBA 2 0.27 small-cap Short NaN -2.0 2.293831e+07 -17.0 Industrials 289 NFE 3 1.30 small-cap Short NaN -3.0 1.011462e+07 -137.0 Utilities 307 GLPG 4 1.97 small-cap Short NaN -4.0 7.991471e+06 -12.0 Healthcare 250 BSAC 3 -2.43 small-cap Short NaN -3.0 7.202457e+06 -37.0 Financial Services Mean Return: -0.040000000000000036 Mean Day/Week: 3.2 Accuracy:0.4 *******************Part 2.7 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 337 FUBO 8 9.46 small-cap Long NaN 34.0 2.826397e+08 20.0 Communication Services 338 ASAN 18 50.64 small-cap Long NaN 28.0 1.771136e+08 29.0 Technology 264 FANG 20 7.52 small-cap Long NaN 20.0 1.582118e+08 23.0 Energy 342 UPWK 6 8.74 small-cap Long NaN 24.0 1.064137e+08 18.0 Industrials 298 CLR 7 1.88 small-cap Long NaN 39.0 9.674684e+07 46.0 Energy 258 DBX 15 4.70 small-cap Long NaN 27.0 9.192688e+07 32.0 Technology 281 LSPD 9 9.79 small-cap Long NaN 26.0 6.319864e+07 28.0 Technology 322 NTNX 23 21.82 small-cap Long NaN 60.0 6.140925e+07 28.0 Technology 296 MANH 24 8.12 small-cap Long NaN 24.0 5.779918e+07 45.0 Technology 349 BIGC 6 1.24 small-cap Long NaN 26.0 4.714394e+07 17.0 Technology 253 GWRE 7 3.75 small-cap Long NaN 24.0 4.395646e+07 18.0 Technology 280 DNLI 20 19.65 small-cap Long NaN 53.0 4.320779e+07 26.0 Healthcare 313 VRT 32 15.54 small-cap Long NaN 32.0 4.297392e+07 62.0 Industrials 270 SMAR 8 4.97 small-cap Long NaN 26.0 4.255569e+07 13.0 Technology 326 LSI 33 11.42 small-cap Long NaN 61.0 4.152988e+07 78.0 Real Estate 324 MDLA 6 5.35 small-cap Long NaN 25.0 3.262020e+07 13.0 Technology 268 BRKR 14 4.02 small-cap Long NaN 15.0 2.817010e+07 78.0 Healthcare 302 CUBE 21 5.25 small-cap Long NaN 21.0 2.627428e+07 78.0 Real Estate 263 KOF 22 6.25 small-cap Long NaN 36.0 4.328354e+06 60.0 Consumer Defensive 331 FSV 16 2.73 small-cap Long NaN 16.0 2.566489e+06 78.0 Real Estate 310 JSM 22 1.74 small-cap Long NaN 25.0 5.533696e+05 41.0 unknown 306 PBCTP 9 0.28 small-cap Long NaN 29.0 3.960862e+05 32.0 Financial Services Mean Return: 9.311818181818182 Mean Day/Week: 15.727272727272727 Accuracy:1.0 *******************Part 2.8 Small Cap Short Maintaiance********************* small_short_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 325 ALK 9 -3.97 small-cap Short NaN -55.0 2.049466e+08 -20.0 Industrials 260 BG 7 -0.79 small-cap Short NaN -28.0 1.086180e+08 -11.0 Consumer Defensive 261 WU 10 -4.56 small-cap Short NaN -41.0 8.210980e+07 -28.0 Financial Services 299 RGA 9 -2.13 small-cap Short NaN -48.0 6.945226e+07 -17.0 Financial Services 301 WAL 8 3.74 small-cap Short NaN -35.0 6.372076e+07 -14.0 Financial Services 291 PAAS 7 -1.86 small-cap Short NaN -19.0 6.267796e+07 -13.0 Basic Materials 300 VOYA 8 2.36 small-cap Short NaN -35.0 5.590894e+07 -15.0 Financial Services 305 CASY 13 -6.95 small-cap Short NaN -43.0 5.482691e+07 -15.0 Consumer Defensive 350 VAC 10 -5.07 small-cap Short NaN -68.0 4.855361e+07 -30.0 Consumer Cyclical 340 SNV 7 -1.69 small-cap Short NaN -35.0 4.584787e+07 -9.0 Financial Services 308 KNX 7 0.71 small-cap Short NaN -48.0 4.341941e+07 -14.0 Industrials 348 HBI 7 -0.51 small-cap Short NaN -35.0 3.892097e+07 -22.0 Consumer Cyclical 345 LSTR 17 -1.13 small-cap Short NaN -34.0 3.859565e+07 -20.0 Industrials 323 CDK 7 -1.99 small-cap Short NaN -11.0 3.686820e+07 -13.0 Technology 255 GL 8 3.22 small-cap Short NaN -28.0 3.593699e+07 -9.0 Financial Services 346 MDU 6 0.05 small-cap Short NaN -34.0 3.390819e+07 -9.0 Basic Materials 332 TKR 7 -2.92 small-cap Short NaN -27.0 3.278900e+07 -11.0 Industrials 355 RBC 17 -4.00 small-cap Short NaN -65.0 2.135893e+07 -31.0 Industrials 272 ATR 6 -0.95 small-cap Short NaN -30.0 2.131246e+07 -12.0 Consumer Cyclical 257 MNSO 6 -4.96 small-cap Short NaN -6.0 1.892225e+07 -25.0 Consumer Cyclical 262 GFL 10 -0.05 small-cap Short NaN -10.0 1.797263e+07 -29.0 Industrials 354 BWXT 10 -8.24 small-cap Short NaN -45.0 1.494691e+07 -29.0 Industrials 328 FIZZ 8 4.45 small-cap Short NaN -8.0 1.454463e+07 -19.0 Consumer Defensive 274 CIB 6 -1.18 small-cap Short NaN -6.0 5.674693e+06 -137.0 Financial Services 276 AEG 8 -1.35 small-cap Short NaN -26.0 5.471520e+06 -31.0 Financial Services Mean Return: -1.5907999999999998 Mean Day/Week: 8.72 Accuracy:0.76 ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 2 Communication Services 5 Consumer Cyclical 21 Consumer Defensive 4 Energy 12 Financial Services 40 Healthcare 42 Industrials 16 Real Estate 13 Technology 53 Utilities 3 unknown 3 **************************************** penny_industry_downtrending_count tickers industry Basic Materials 21 Communication Services 4 Consumer Cyclical 32 Consumer Defensive 6 Energy 5 Financial Services 58 Healthcare 23 Industrials 44 Real Estate 6 Technology 9 Utilities 11 unknown 4 *******************Part 3.1 Penny Cap Long Entry SPAN MACD********************* penny_long_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 390 HCM 4 5.09 penny-cap Long NaN 4.0 4.298619e+07 5.0 Healthcare 436 GOOS 1 0.00 penny-cap Long NaN 4.0 2.253297e+07 4.0 Consumer Cyclical Mean Return: 5.09 Mean Day/Week: 5.0 Accuracy:1.0 *******************Part 3.2 Penny Cap Short Entry SPAN MACD********************* penny_short_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 763 CVM 1 0.00 penny-cap Short NaN -2.0 8.458375e+07 -2.0 Healthcare 719 RAD 2 -1.86 penny-cap Short NaN -4.0 5.384816e+07 -4.0 Healthcare 426 PK 2 -1.07 penny-cap Short NaN -2.0 3.090331e+07 -3.0 Real Estate 484 PDCO 4 -3.37 penny-cap Short NaN -5.0 2.845387e+07 -5.0 Healthcare 439 VC 1 0.00 penny-cap Short NaN -2.0 1.632054e+07 -2.0 Consumer Cyclical Mean Return: -2.1 Mean Day/Week: 3.3333333333333335 Accuracy:1.0 *******************Part 3.3 Penny Cap Long Entry SPAN********************* penny_long_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 506 JKS 3 31.82 penny-cap Long NaN 28.0 3.438096e+08 5.0 Technology 465 KTOS 1 0.00 penny-cap Long NaN 19.0 3.190521e+08 4.0 Industrials 422 EDIT 2 4.80 penny-cap Long NaN 32.0 1.253103e+08 5.0 Healthcare 390 HCM 4 5.09 penny-cap Long NaN 4.0 4.298619e+07 5.0 Healthcare 436 GOOS 1 0.00 penny-cap Long NaN 4.0 2.253297e+07 4.0 Consumer Cyclical 646 CPK 2 -0.12 penny-cap Long NaN 12.0 1.034112e+07 4.0 Utilities Mean Return: 10.3975 Mean Day/Week: 3.25 Accuracy:0.75 *******************Part 3.4 Penny Cap Short Entry SPAN********************* penny_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 763 CVM 1 0.00 penny-cap Short NaN -2.0 8.458375e+07 -2.0 Healthcare 373 MMS 1 0.00 penny-cap Short NaN -46.0 5.837677e+07 -2.0 Industrials 719 RAD 2 -1.86 penny-cap Short NaN -4.0 5.384816e+07 -4.0 Healthcare 426 PK 2 -1.07 penny-cap Short NaN -2.0 3.090331e+07 -3.0 Real Estate 484 PDCO 4 -3.37 penny-cap Short NaN -5.0 2.845387e+07 -5.0 Healthcare 531 FUL 2 -1.07 penny-cap Short NaN -34.0 1.755418e+07 -5.0 Basic Materials 439 VC 1 0.00 penny-cap Short NaN -2.0 1.632054e+07 -2.0 Consumer Cyclical 528 CATY 2 -1.13 penny-cap Short NaN -14.0 1.030076e+07 -2.0 Financial Services 634 HTLF 1 0.00 penny-cap Short NaN -15.0 6.589021e+06 -3.0 Financial Services 677 SASR 1 0.00 penny-cap Short NaN -29.0 4.138804e+06 -2.0 Financial Services Mean Return: -1.7 Mean Day/Week: 3.4 Accuracy:1.0 *******************Part 3.5 Penny Cap Long Entry MACD********************* penny_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 438 AEO 3 -1.17 penny-cap Long NaN 4.0 1.086882e+08 78.0 Consumer Cyclical 364 CROX 4 2.23 penny-cap Long NaN 4.0 9.930762e+07 78.0 Consumer Cyclical 699 ANF 3 -0.96 penny-cap Long NaN 3.0 7.555446e+07 78.0 Consumer Cyclical 419 CELH 4 1.82 penny-cap Long NaN 5.0 7.045134e+07 28.0 Consumer Defensive 620 AR 5 3.93 penny-cap Long NaN 5.0 6.106751e+07 78.0 Energy 537 URBN 3 -3.20 penny-cap Long NaN 5.0 5.973454e+07 6.0 Consumer Cyclical 743 CRTO 3 4.29 penny-cap Long NaN 3.0 4.907146e+07 78.0 Communication Services 558 RRC 4 0.47 penny-cap Long NaN 4.0 4.708074e+07 41.0 Energy 727 QADA 2 -0.06 penny-cap Long NaN 2.0 4.348042e+07 23.0 Technology 390 HCM 4 5.09 penny-cap Long NaN 4.0 4.298619e+07 5.0 Healthcare 638 VSTO 5 3.54 penny-cap Long NaN 5.0 4.106145e+07 41.0 Consumer Cyclical 399 ALTR 4 2.09 penny-cap Long NaN 4.0 3.322440e+07 8.0 Technology 665 BOOT 5 -2.13 penny-cap Long NaN 5.0 3.022440e+07 78.0 Consumer Cyclical 428 SIGI 4 2.58 penny-cap Long NaN 4.0 2.302314e+07 7.0 Financial Services 436 GOOS 1 0.00 penny-cap Long NaN 4.0 2.253297e+07 4.0 Consumer Cyclical 442 VIAV 2 -0.95 penny-cap Long NaN 2.0 1.742416e+07 33.0 Technology 615 CALX 3 -0.02 penny-cap Long NaN 3.0 1.672616e+07 32.0 Technology 519 ONTO 2 -0.15 penny-cap Long NaN 2.0 1.332124e+07 28.0 Technology 371 DRVN 3 -1.56 penny-cap Long NaN 3.0 1.212437e+07 34.0 Consumer Cyclical 536 ATRC 4 0.95 penny-cap Long NaN 4.0 1.003542e+07 78.0 Healthcare 748 ESTA 5 5.69 penny-cap Long NaN 5.0 7.757226e+06 78.0 Healthcare 769 ZUMZ 4 2.00 penny-cap Long NaN 5.0 6.749708e+06 7.0 Consumer Cyclical 690 USA 3 -1.31 penny-cap Long NaN 3.0 6.332782e+06 78.0 Financial Services 599 NVMI 2 0.13 penny-cap Long NaN 2.0 6.025118e+06 30.0 Technology 447 NVG 1 0.00 penny-cap Long NaN 1.0 5.159193e+06 60.0 Financial Services 627 ADX 2 0.05 penny-cap Long NaN 2.0 3.183415e+06 78.0 Financial Services 478 SOGO 2 0.00 penny-cap Long NaN 2.0 2.350645e+06 57.0 Communication Services 637 BSM 3 -0.84 penny-cap Long NaN 3.0 2.075610e+06 57.0 Energy 587 NAC 1 0.00 penny-cap Long NaN 1.0 1.660619e+06 59.0 Financial Services 456 SLMBP 1 0.00 penny-cap Long NaN 1.0 7.143705e+05 78.0 Financial Services 759 AFINP 2 0.15 penny-cap Long NaN 5.0 2.637195e+05 7.0 Real Estate Mean Return: 0.8392592592592593 Mean Day/Week: 3.4814814814814814 Accuracy:0.5555555555555556 *******************Part 3.6 Penny Cap Short Entry MACD********************* penny_short_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 763 CVM 1 0.00 penny-cap Short NaN -2.0 8.458375e+07 -2.0 Healthcare 448 SABR 2 -0.65 penny-cap Short NaN -3.0 6.771513e+07 -6.0 Technology 719 RAD 2 -1.86 penny-cap Short NaN -4.0 5.384816e+07 -4.0 Healthcare 426 PK 2 -1.07 penny-cap Short NaN -2.0 3.090331e+07 -3.0 Real Estate 484 PDCO 4 -3.37 penny-cap Short NaN -5.0 2.845387e+07 -5.0 Healthcare 700 CYTK 1 0.00 penny-cap Short NaN -1.0 1.975552e+07 -22.0 Healthcare 414 HAIN 5 0.47 penny-cap Short NaN -5.0 1.715033e+07 -51.0 Consumer Defensive 439 VC 1 0.00 penny-cap Short NaN -2.0 1.632054e+07 -2.0 Consumer Cyclical 576 FUN 2 -0.11 penny-cap Short NaN -2.0 1.314284e+07 -36.0 Consumer Cyclical 612 INT 2 -1.45 penny-cap Short NaN -2.0 9.755242e+06 -9.0 Energy 739 TBPH 3 -3.74 penny-cap Short NaN -3.0 9.422873e+06 -33.0 Healthcare 540 XNCR 2 -2.42 penny-cap Short NaN -2.0 8.546351e+06 -72.0 Healthcare 785 AKRO 1 0.00 penny-cap Short NaN -1.0 7.947808e+06 -6.0 Healthcare 672 HMN 5 -2.20 penny-cap Short NaN -5.0 7.793232e+06 -48.0 Financial Services 589 AVNS 2 -1.36 penny-cap Short NaN -2.0 7.562280e+06 -72.0 Healthcare 732 AMTI 1 0.00 penny-cap Short NaN -1.0 5.864671e+06 -40.0 Healthcare 715 KROS 4 -3.53 penny-cap Short NaN -4.0 5.337439e+06 -42.0 Healthcare 707 WMK 1 0.00 penny-cap Short NaN -1.0 4.122638e+06 -50.0 Consumer Defensive 564 MANU 1 0.00 penny-cap Short NaN -1.0 2.017561e+06 -41.0 Consumer Cyclical 752 FDMT 3 3.99 penny-cap Short NaN -3.0 1.747342e+06 -72.0 Healthcare 673 SBLKZ 4 0.00 penny-cap Short NaN -4.0 9.662672e+05 -24.0 unknown 503 TARO 1 0.00 penny-cap Short NaN -1.0 9.434648e+05 -8.0 Healthcare 745 BROG 1 0.00 penny-cap Short NaN -1.0 1.420565e+04 -53.0 Energy Mean Return: -1.2357142857142855 Mean Day/Week: 3.642857142857143 Accuracy:0.7857142857142857 *******************Part 3.7 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 389 AMC 13 15.92 penny-cap Long NaN 32.0 3.522059e+09 35.0 Communication Services 602 RIG 6 10.88 penny-cap Long NaN 6.0 2.584886e+08 21.0 Energy 532 QFIN 18 16.40 penny-cap Long NaN 26.0 1.819719e+08 26.0 unknown 367 DDD 6 4.27 penny-cap Long NaN 32.0 1.287900e+08 24.0 Technology 517 BOX 10 2.00 penny-cap Long NaN 31.0 1.123899e+08 36.0 Technology 608 ASO 7 1.37 penny-cap Long NaN 22.0 9.450598e+07 78.0 Consumer Cyclical 418 SWAV 29 18.81 penny-cap Long NaN 29.0 8.386511e+07 64.0 Healthcare 388 JOBS 21 7.55 penny-cap Long NaN 60.0 8.332613e+07 40.0 Industrials 552 RVLV 10 21.31 penny-cap Long NaN 23.0 8.166662e+07 33.0 Consumer Cyclical 595 MAC 7 3.31 penny-cap Long NaN 49.0 7.813627e+07 38.0 Real Estate 424 CDNA 17 8.55 penny-cap Long NaN 26.0 7.056059e+07 28.0 Healthcare 794 SM 7 6.91 penny-cap Long NaN 23.0 6.550063e+07 78.0 Energy 462 SPT 19 33.58 penny-cap Long NaN 25.0 6.061309e+07 27.0 Technology 561 CLNY 12 15.42 penny-cap Long NaN 12.0 6.041885e+07 72.0 Real Estate 404 OVV 7 3.51 penny-cap Long NaN 23.0 5.839518e+07 24.0 Energy 363 STAA 24 11.97 penny-cap Long NaN 24.0 5.777844e+07 63.0 Healthcare 609 SKY 8 6.60 penny-cap Long NaN 24.0 4.777202e+07 24.0 Consumer Cyclical 383 JCOM 14 8.40 penny-cap Long NaN 17.0 4.631630e+07 78.0 Technology 513 AMRC 19 17.60 penny-cap Long NaN 58.0 4.553735e+07 24.0 Industrials 746 RAVN 7 -0.43 penny-cap Long NaN 7.0 4.482630e+07 49.0 Industrials 624 DDS 7 9.72 penny-cap Long NaN 32.0 4.454758e+07 47.0 Consumer Cyclical 437 RETA 6 4.68 penny-cap Long NaN 29.0 4.326383e+07 26.0 Healthcare 588 SIG 13 2.37 penny-cap Long NaN 13.0 4.226087e+07 16.0 Consumer Cyclical 365 WK 10 6.86 penny-cap Long NaN 26.0 3.590552e+07 18.0 Technology 688 DEN 28 20.44 penny-cap Long NaN 28.0 3.500513e+07 78.0 Energy 515 ACCD 15 4.73 penny-cap Long NaN 26.0 3.496224e+07 30.0 Healthcare 379 RPD 10 4.02 penny-cap Long NaN 27.0 3.476848e+07 32.0 Technology 400 LPSN 8 5.13 penny-cap Long NaN 28.0 3.422438e+07 18.0 Technology 647 GSAT 6 -4.90 penny-cap Long NaN 7.0 3.352698e+07 15.0 Communication Services 453 APLS 24 21.74 penny-cap Long NaN 53.0 3.314990e+07 31.0 Healthcare 380 HLI 7 3.99 penny-cap Long NaN 34.0 3.199376e+07 34.0 Financial Services 629 MTDR 7 5.05 penny-cap Long NaN 7.0 3.146353e+07 78.0 Energy 413 IMAB 6 2.28 penny-cap Long NaN 6.0 3.062603e+07 48.0 Healthcare 444 OPCH 15 4.91 penny-cap Long NaN 24.0 3.052909e+07 17.0 Healthcare 596 SGRY 46 30.24 penny-cap Long NaN 46.0 2.791834e+07 78.0 Healthcare 678 SYKE 7 -0.86 penny-cap Long NaN 8.0 2.751669e+07 8.0 Technology 490 FRHC 10 4.04 penny-cap Long NaN 22.0 2.623039e+07 21.0 Financial Services 580 RMBS 9 7.02 penny-cap Long NaN 23.0 2.384567e+07 12.0 Technology 396 TRUP 16 19.29 penny-cap Long NaN 53.0 2.354364e+07 24.0 Financial Services 538 AXSM 14 3.45 penny-cap Long NaN 46.0 2.284855e+07 22.0 Healthcare 613 INMD 8 5.02 penny-cap Long NaN 18.0 2.249997e+07 32.0 Healthcare 583 MGY 7 4.22 penny-cap Long NaN 23.0 2.126495e+07 24.0 Energy 611 DOMO 19 24.17 penny-cap Long NaN 26.0 2.076678e+07 28.0 Technology 756 LNTH 9 10.40 penny-cap Long NaN 21.0 1.997768e+07 23.0 Healthcare 443 SVMK 9 7.59 penny-cap Long NaN 56.0 1.936393e+07 23.0 Technology 749 EVRI 7 5.65 penny-cap Long NaN 46.0 1.924781e+07 49.0 Consumer Cyclical 488 CYRX 6 0.09 penny-cap Long NaN 23.0 1.903990e+07 23.0 Industrials 535 MDRX 7 3.96 penny-cap Long NaN 54.0 1.865951e+07 35.0 Healthcare 753 RGR 8 7.18 penny-cap Long NaN 36.0 1.860924e+07 38.0 Industrials 795 CDMO 19 3.28 penny-cap Long NaN 19.0 1.817066e+07 78.0 Healthcare 489 CVLT 7 0.47 penny-cap Long NaN 26.0 1.785537e+07 78.0 Technology 471 AQUA 7 2.74 penny-cap Long NaN 27.0 1.769141e+07 57.0 Industrials 656 DRNA 18 15.82 penny-cap Long NaN 26.0 1.735902e+07 32.0 Healthcare 360 DAVA 30 24.77 penny-cap Long NaN 46.0 1.722734e+07 49.0 Technology 546 NSA 20 8.33 penny-cap Long NaN 20.0 1.706402e+07 78.0 Real Estate 661 ZUO 6 6.14 penny-cap Long NaN 12.0 1.705074e+07 12.0 Technology 630 PRFT 56 24.60 penny-cap Long NaN 56.0 1.701561e+07 78.0 Technology 464 PZZA 12 2.83 penny-cap Long NaN 16.0 1.700077e+07 38.0 Consumer Cyclical 511 MIME 35 15.76 penny-cap Long NaN 56.0 1.695205e+07 37.0 Technology 408 KRNT 12 3.14 penny-cap Long NaN 26.0 1.674712e+07 24.0 Industrials 529 FHI 7 0.31 penny-cap Long NaN 10.0 1.674350e+07 40.0 Financial Services 621 FTAI 14 6.22 penny-cap Long NaN 24.0 1.645128e+07 17.0 Industrials 666 IRWD 6 1.24 penny-cap Long NaN 6.0 1.555271e+07 56.0 Healthcare 761 CRK 16 8.09 penny-cap Long NaN 41.0 1.461631e+07 22.0 Energy 657 HSKA 15 10.53 penny-cap Long NaN 15.0 1.430923e+07 32.0 Healthcare 586 SITM 10 9.12 penny-cap Long NaN 26.0 1.348903e+07 17.0 Technology 649 ACMR 9 -0.44 penny-cap Long NaN 23.0 1.289489e+07 13.0 Technology 740 VLRS 10 -0.04 penny-cap Long NaN 10.0 1.260431e+07 78.0 Industrials 526 CSOD 10 4.55 penny-cap Long NaN 29.0 1.183036e+07 20.0 Technology 452 WNS 10 4.17 penny-cap Long NaN 27.0 1.182868e+07 28.0 Industrials 504 FSKR 12 2.00 penny-cap Long NaN 12.0 1.178254e+07 69.0 Financial Services 421 INOV 15 5.07 penny-cap Long NaN 15.0 1.161413e+07 78.0 Healthcare 766 FINV 13 14.57 penny-cap Long NaN 28.0 1.127033e+07 30.0 Financial Services 655 PMT 12 1.83 penny-cap Long NaN 17.0 1.065463e+07 18.0 Real Estate 614 CVA 15 1.10 penny-cap Long NaN 15.0 1.033409e+07 42.0 Industrials 711 FFG 17 0.38 penny-cap Long NaN 17.0 1.006323e+07 17.0 Financial Services 687 CNST 14 0.62 penny-cap Long NaN 32.0 9.612151e+06 20.0 Healthcare 744 GLNG 7 1.39 penny-cap Long NaN 32.0 9.023184e+06 32.0 Energy 622 INFN 6 0.27 penny-cap Long NaN 25.0 8.987249e+06 24.0 Technology 695 EVV 18 2.15 penny-cap Long NaN 30.0 8.626840e+06 32.0 Financial Services 567 MODV 15 6.75 penny-cap Long NaN 43.0 8.351932e+06 16.0 Healthcare 468 BLKB 10 1.59 penny-cap Long NaN 23.0 7.962613e+06 24.0 Technology 720 BLFS 8 2.96 penny-cap Long NaN 28.0 7.865800e+06 11.0 Healthcare 600 PBH 36 11.00 penny-cap Long NaN 36.0 7.540995e+06 41.0 Healthcare 685 BSIG 6 -0.88 penny-cap Long NaN 6.0 7.107714e+06 63.0 Financial Services 717 RDWR 18 6.76 penny-cap Long NaN 27.0 5.933307e+06 37.0 Technology 473 CNS 36 16.64 penny-cap Long NaN 80.0 5.887891e+06 47.0 Financial Services 509 BSTZ 10 4.32 penny-cap Long NaN 22.0 5.660592e+06 27.0 unknown 593 VRRM 11 3.52 penny-cap Long NaN 11.0 5.658421e+06 19.0 Industrials 616 ARCE 9 0.77 penny-cap Long NaN 23.0 5.446482e+06 20.0 Consumer Defensive 730 INVA 7 -0.87 penny-cap Long NaN 7.0 5.142285e+06 36.0 Healthcare 431 MSP 6 4.06 penny-cap Long NaN 6.0 5.030990e+06 32.0 Technology 486 NOAH 9 4.28 penny-cap Long NaN 32.0 4.868346e+06 13.0 Financial Services 709 PACK 6 1.36 penny-cap Long NaN 6.0 4.825065e+06 31.0 Consumer Cyclical 474 NAD 28 3.57 penny-cap Long NaN 28.0 4.577232e+06 59.0 Financial Services 734 NYMTO 12 1.27 penny-cap Long NaN 12.0 4.514891e+06 78.0 Real Estate 768 CRTX 19 19.31 penny-cap Long NaN 26.0 4.487038e+06 26.0 Healthcare 651 CSII 7 1.24 penny-cap Long NaN 27.0 4.341035e+06 16.0 Healthcare 741 LINX 16 1.81 penny-cap Long NaN 50.0 3.751500e+06 46.0 Technology 682 BBN 16 1.67 penny-cap Long NaN 65.0 3.627654e+06 30.0 Financial Services 723 NFJ 6 2.28 penny-cap Long NaN 18.0 3.321016e+06 63.0 Financial Services 423 SAFE 13 2.37 penny-cap Long NaN 27.0 3.244156e+06 17.0 Real Estate 782 AUDC 19 7.77 penny-cap Long NaN 58.0 3.135274e+06 39.0 Technology 721 INBX 8 1.20 penny-cap Long NaN 59.0 2.762678e+06 19.0 Healthcare 640 CRVL 6 3.69 penny-cap Long NaN 6.0 2.644539e+06 60.0 Financial Services 572 NZF 8 0.88 penny-cap Long NaN 22.0 2.323118e+06 59.0 Financial Services 755 FAX 6 0.92 penny-cap Long NaN 58.0 2.265199e+06 26.0 Financial Services 792 AWF 19 3.26 penny-cap Long NaN 25.0 1.968178e+06 32.0 Financial Services 691 VCTR 6 2.29 penny-cap Long NaN 6.0 1.788634e+06 78.0 Financial Services 750 SCWX 19 22.59 penny-cap Long NaN 31.0 1.715762e+06 21.0 Technology 654 DCBO 7 5.49 penny-cap Long NaN 61.0 1.572597e+06 47.0 Technology 742 NRK 20 1.62 penny-cap Long NaN 20.0 1.253931e+06 56.0 Financial Services 729 NYMTP 12 1.56 penny-cap Long NaN 15.0 5.955871e+05 17.0 Real Estate 733 NYMTN 15 3.57 penny-cap Long NaN 20.0 5.291969e+05 31.0 Real Estate 429 WTFCM 9 1.24 penny-cap Long NaN 19.0 3.973942e+05 62.0 Financial Services 527 TDA 7 0.16 penny-cap Long NaN 20.0 2.111033e+05 32.0 unknown Mean Return: 6.633103448275862 Mean Day/Week: 13.172413793103448 Accuracy:0.9396551724137931 *******************Part 3.8 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 391 JBLU 11 -7.69 penny-cap Short NaN -56.0 1.289450e+08 -20.0 Industrials 543 SAVE 18 -13.89 penny-cap Short NaN -18.0 1.177102e+08 -36.0 Industrials 463 ADS 6 -2.57 penny-cap Short NaN -29.0 1.111233e+08 -9.0 Financial Services 416 KBH 6 -5.63 penny-cap Short NaN -49.0 9.814082e+07 -15.0 Consumer Cyclical 387 HFC 9 -3.39 penny-cap Short NaN -9.0 6.437534e+07 -40.0 Energy 366 NYCB 14 -6.00 penny-cap Short NaN -14.0 5.420010e+07 -40.0 Financial Services 369 SAGE 11 -3.80 penny-cap Short NaN -11.0 5.016811e+07 -12.0 Healthcare 553 FLR 10 -3.24 penny-cap Short NaN -33.0 4.802665e+07 -33.0 Industrials 469 CBRL 15 -7.81 penny-cap Short NaN -53.0 4.207123e+07 -36.0 Consumer Cyclical 671 PLAY 13 -7.06 penny-cap Short NaN -62.0 4.009412e+07 -36.0 Consumer Cyclical 458 TMHC 14 -5.00 penny-cap Short NaN -42.0 3.975641e+07 -20.0 Consumer Cyclical 568 THS 23 -8.59 penny-cap Short NaN -25.0 3.579797e+07 -40.0 Consumer Defensive 601 CAKE 9 -2.85 penny-cap Short NaN -35.0 3.443311e+07 -14.0 Consumer Cyclical 524 ASB 6 -3.25 penny-cap Short NaN -25.0 3.425294e+07 -9.0 Financial Services 491 ALGT 20 -14.74 penny-cap Short NaN -69.0 2.911164e+07 -41.0 Industrials 441 AVT 7 2.39 penny-cap Short NaN -42.0 2.799648e+07 -9.0 Technology 477 SR 6 1.65 penny-cap Short NaN -6.0 2.678820e+07 -6.0 Utilities 628 BLMN 9 2.33 penny-cap Short NaN -35.0 2.601276e+07 -13.0 Consumer Cyclical 476 TRN 7 -3.87 penny-cap Short NaN -8.0 2.583745e+07 -9.0 Industrials 467 LCII 7 0.24 penny-cap Short NaN -13.0 2.412271e+07 -14.0 Consumer Cyclical 454 MDC 12 -2.83 penny-cap Short NaN -50.0 2.385596e+07 -21.0 Consumer Cyclical 514 WOR 11 -2.45 penny-cap Short NaN -34.0 2.252849e+07 -30.0 Industrials 502 ABG 14 -6.67 penny-cap Short NaN -44.0 2.244147e+07 -20.0 Consumer Cyclical 549 ABM 12 -7.91 penny-cap Short NaN -50.0 2.237333e+07 -22.0 Industrials 667 FSM 9 -10.45 penny-cap Short NaN -10.0 2.226906e+07 -19.0 Basic Materials 378 ALSN 9 -0.15 penny-cap Short NaN -25.0 2.225870e+07 -17.0 Consumer Cyclical 562 WWW 9 -0.04 penny-cap Short NaN -34.0 2.185672e+07 -29.0 Consumer Cyclical 623 BCC 6 0.35 penny-cap Short NaN -32.0 2.122333e+07 -12.0 Basic Materials 411 VMI 8 4.81 penny-cap Short NaN -29.0 2.041716e+07 -14.0 Industrials 505 BXS 13 -6.02 penny-cap Short NaN -13.0 1.952992e+07 -50.0 Financial Services 384 AL 14 -8.64 penny-cap Short NaN -14.0 1.786036e+07 -37.0 Industrials 402 RXT 11 -2.87 penny-cap Short NaN -46.0 1.784948e+07 -35.0 Technology 607 CMP 9 -4.56 penny-cap Short NaN -27.0 1.753179e+07 -12.0 Basic Materials 430 OGS 6 0.38 penny-cap Short NaN -6.0 1.722340e+07 -8.0 Utilities 642 MDGL 6 -4.98 penny-cap Short NaN -28.0 1.707405e+07 -24.0 Healthcare 492 CNO 8 3.67 penny-cap Short NaN -25.0 1.699051e+07 -14.0 Financial Services 433 SNDR 9 2.25 penny-cap Short NaN -29.0 1.604898e+07 -25.0 Industrials 508 DAN 7 0.42 penny-cap Short NaN -15.0 1.562482e+07 -9.0 Consumer Cyclical 545 AVA 8 -0.97 penny-cap Short NaN -52.0 1.479742e+07 -21.0 Utilities 738 ARCB 9 5.65 penny-cap Short NaN -29.0 1.458741e+07 -18.0 Industrials 510 COLB 9 -4.26 penny-cap Short NaN -70.0 1.419666e+07 -55.0 Financial Services 516 UTZ 12 -6.53 penny-cap Short NaN -34.0 1.415554e+07 -33.0 Consumer Defensive 427 AXS 8 4.32 penny-cap Short NaN -29.0 1.375090e+07 -15.0 Financial Services 659 CVI 8 3.45 penny-cap Short NaN -12.0 1.370396e+07 -61.0 Energy 582 FULT 8 2.56 penny-cap Short NaN -65.0 1.273253e+07 -9.0 Financial Services 603 TSE 9 2.44 penny-cap Short NaN -29.0 1.265631e+07 -30.0 Basic Materials 466 PCH 6 -0.58 penny-cap Short NaN -34.0 1.237798e+07 -16.0 Real Estate 525 NWE 8 -2.58 penny-cap Short NaN -45.0 1.217534e+07 -25.0 Utilities 522 ONB 9 -3.16 penny-cap Short NaN -67.0 1.149784e+07 -42.0 Financial Services 610 SKYW 18 -11.32 penny-cap Short NaN -18.0 1.149445e+07 -42.0 Industrials 362 PAG 8 2.39 penny-cap Short NaN -35.0 1.144577e+07 -18.0 Consumer Cyclical 475 GATX 6 -4.34 penny-cap Short NaN -29.0 1.102173e+07 -9.0 Industrials 636 ADUS 15 -4.81 penny-cap Short NaN -15.0 1.039211e+07 -43.0 Healthcare 625 ENDP 6 0.33 penny-cap Short NaN -6.0 1.034775e+07 -66.0 Healthcare 681 ATSG 8 1.84 penny-cap Short NaN -8.0 1.026330e+07 -49.0 Industrials 662 EB 11 -5.38 penny-cap Short NaN -66.0 1.008778e+07 -35.0 Technology 660 LZB 10 -0.20 penny-cap Short NaN -34.0 1.001710e+07 -30.0 Consumer Cyclical 539 AUB 6 -2.89 penny-cap Short NaN -20.0 9.727835e+06 -9.0 Financial Services 770 ACRS 16 -7.68 penny-cap Short NaN -55.0 9.454748e+06 -37.0 Healthcare 626 MTOR 10 -5.13 penny-cap Short NaN -10.0 9.447792e+06 -63.0 Consumer Cyclical 574 RUSHA 9 -4.51 penny-cap Short NaN -50.0 8.876999e+06 -20.0 Consumer Cyclical 551 DOOR 9 0.98 penny-cap Short NaN -40.0 8.602950e+06 -20.0 Industrials 451 HOMB 8 2.71 penny-cap Short NaN -68.0 8.421505e+06 -15.0 Financial Services 697 PRIM 9 -3.60 penny-cap Short NaN -9.0 8.232951e+06 -48.0 Industrials 694 CGEM 8 2.65 penny-cap Short NaN -8.0 8.204464e+06 -119.0 Healthcare 617 FMBI 16 -6.44 penny-cap Short NaN -65.0 8.166723e+06 -30.0 Financial Services 704 HOPE 8 1.17 penny-cap Short NaN -64.0 8.133653e+06 -9.0 Financial Services 518 AIT 7 2.19 penny-cap Short NaN -29.0 7.940187e+06 -10.0 Industrials 675 PATK 9 -1.85 penny-cap Short NaN -34.0 7.846942e+06 -19.0 Consumer Cyclical 559 GCMG 17 -9.80 penny-cap Short NaN -33.0 7.745811e+06 -35.0 Financial Services 786 KRA 14 -7.02 penny-cap Short NaN -42.0 7.632304e+06 -43.0 Basic Materials 668 NWBI 8 1.17 penny-cap Short NaN -8.0 7.592169e+06 -9.0 Financial Services 783 BJRI 14 -6.68 penny-cap Short NaN -70.0 7.119815e+06 -30.0 Consumer Cyclical 650 FBK 16 -7.42 penny-cap Short NaN -68.0 6.838526e+06 -45.0 Financial Services 788 MATW 9 -1.15 penny-cap Short NaN -68.0 6.663243e+06 -26.0 Industrials 556 FIBK 15 -8.73 penny-cap Short NaN -69.0 6.585482e+06 -36.0 Financial Services 674 HBM 6 2.79 penny-cap Short NaN -28.0 5.697857e+06 -12.0 Basic Materials 534 SCL 6 -2.94 penny-cap Short NaN -26.0 5.573996e+06 -9.0 Basic Materials 708 AROC 9 -1.66 penny-cap Short NaN -9.0 5.172816e+06 -9.0 Energy 565 SPXC 6 0.33 penny-cap Short NaN -30.0 5.148126e+06 -9.0 Industrials 712 CVGW 15 -6.94 penny-cap Short NaN -45.0 5.133305e+06 -42.0 Consumer Defensive 581 IOSP 9 -3.96 penny-cap Short NaN -14.0 5.115960e+06 -15.0 Basic Materials 571 FLOW 7 1.36 penny-cap Short NaN -30.0 5.071132e+06 -10.0 Industrials 554 MEOH 9 0.00 penny-cap Short NaN -27.0 5.011398e+06 -36.0 Basic Materials 774 ORIC 18 -9.39 penny-cap Short NaN -18.0 4.993563e+06 -137.0 Healthcare 754 PLUS 21 -5.82 penny-cap Short NaN -68.0 4.877289e+06 -29.0 Technology 790 PRA 9 -4.54 penny-cap Short NaN -67.0 4.830371e+06 -36.0 Financial Services 658 SBCF 8 1.21 penny-cap Short NaN -30.0 4.778726e+06 -9.0 Financial Services 594 SANM 6 1.71 penny-cap Short NaN -56.0 4.732779e+06 -12.0 Technology 648 TRMK 9 -1.92 penny-cap Short NaN -63.0 4.685991e+06 -25.0 Financial Services 560 IBOC 7 -4.12 penny-cap Short NaN -29.0 4.465651e+06 -9.0 Financial Services 533 CVBF 8 0.00 penny-cap Short NaN -9.0 4.391240e+06 -9.0 Financial Services 692 MNTK 7 -18.16 penny-cap Short NaN -7.0 4.206433e+06 -110.0 Utilities 765 CMCO 9 -0.46 penny-cap Short NaN -69.0 4.038759e+06 -25.0 Industrials 760 OCFC 9 -2.64 penny-cap Short NaN -64.0 3.804433e+06 -38.0 Financial Services 618 BANF 14 -4.25 penny-cap Short NaN -30.0 3.769244e+06 -26.0 Financial Services 773 AMSF 7 -0.74 penny-cap Short NaN -28.0 3.637694e+06 -18.0 Financial Services 764 SAFT 8 0.14 penny-cap Short NaN -25.0 3.508679e+06 -21.0 Financial Services 686 HTLD 29 -6.87 penny-cap Short NaN -49.0 3.502418e+06 -35.0 Industrials 698 TBK 8 2.69 penny-cap Short NaN -47.0 3.414495e+06 -30.0 Financial Services 597 FRME 14 -3.91 penny-cap Short NaN -67.0 3.392359e+06 -26.0 Financial Services 696 NBTB 9 -4.41 penny-cap Short NaN -25.0 3.214533e+06 -25.0 Financial Services 757 TCBK 8 -0.30 penny-cap Short NaN -14.0 3.194130e+06 -9.0 Financial Services 779 CLS 8 3.13 penny-cap Short NaN -12.0 3.108921e+06 -13.0 Technology 776 SXI 7 1.86 penny-cap Short NaN -27.0 2.801911e+06 -9.0 Industrials 735 SWM 22 -4.06 penny-cap Short NaN -60.0 2.681227e+06 -35.0 Basic Materials 653 CFFN 25 -3.02 penny-cap Short NaN -25.0 2.666285e+06 -60.0 Financial Services 680 NTB 8 -1.21 penny-cap Short NaN -35.0 2.578881e+06 -26.0 Financial Services 684 WABC 14 -5.01 penny-cap Short NaN -69.0 2.543693e+06 -26.0 Financial Services 751 RMAX 15 -4.72 penny-cap Short NaN -72.0 2.283498e+06 -55.0 Real Estate 781 NBHC 8 -0.45 penny-cap Short NaN -68.0 2.239198e+06 -26.0 Financial Services 777 FOR 13 -4.07 penny-cap Short NaN -39.0 1.995088e+06 -27.0 Real Estate 619 PRK 9 -3.57 penny-cap Short NaN -15.0 1.870598e+06 -42.0 Financial Services 683 BV 8 2.18 penny-cap Short NaN -46.0 1.734046e+06 -15.0 Industrials 664 KRO 7 -3.77 penny-cap Short NaN -33.0 1.731832e+06 -17.0 Basic Materials 590 UZC 13 0.04 penny-cap Short NaN -40.0 6.440420e+05 -127.0 unknown 573 RUSHB 9 -5.13 penny-cap Short NaN -52.0 5.499276e+05 -20.0 Consumer Cyclical 714 NEXA 10 -1.71 penny-cap Short NaN -14.0 5.136210e+05 -15.0 Basic Materials 498 TCBIL 12 0.12 penny-cap Short NaN -37.0 3.602880e+05 -131.0 unknown 591 HWCPL 11 -0.32 penny-cap Short NaN -31.0 4.250000e+04 -33.0 unknown 500 HKIB 8 -5.85 penny-cap Short NaN -49.0 3.737600e+04 -28.0 Financial Services 663 PRTC 9 -5.22 penny-cap Short NaN -9.0 3.672320e+03 -35.0 Healthcare 495 TCBIP 16 -0.10 penny-cap Short NaN -32.0 0.000000e+00 -131.0 Financial Services Mean Return: -2.726178861788618 Mean Day/Week: 10.447154471544716 Accuracy:0.6910569105691057 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