#rOP 116

[victorie552onepiecespeedrun]

Reading One Piece pt 116: Interrogation

Chapter 346

Thoughts:

- Ok, now I’ embarrassed by my reaction to the last chapter. I still put less swears in the recap than I wanted to but still it looks very incoherent. Can you blame me tho. I don’t think there were, like, clues for us to notice the plot twist but it makes sense! It makes sense. Now I’m just curious who that mysterious “Tom” is, why did he have those blueprints and where these blueprints now ARE. Will Kokoro be important? I feel like she’ll be important yet, I mean, one of the traitors was a bartender in a bar Kokoro and Franky were earlier and which Iceberg used to drink in too. Iceberg and Franky are obviously important, Blueno/Freddy is too (biggest plot twist of them all), so Kokoro SHOULD be relevant soon, right?

- I also want some Paulie feels, if it’s not too much, pretty please. Now I understand why we were focused on Paulie during all these cat and mouse chapters even thought we kinda knew Kaku better and Lucci seemed more mature (and had a parrot!). It even irritated me for a second why we get to see Paulie of all people acting as a leader, he seemed to be the youngest and most hot-headed of them all (it makes SENSE NOW) Will the other two of the Five be important. Time will tell

- Also damn, Iceberg continues to have a horrible day in a very funny way. It’s not only his co-workers, even his favorite BARTENDER betrays him! You must admit it’s a little hilarious

- Ok, back to the chapter, give me that pain

- Fpos/cs: Gedatsu has a stable job at the Hot Springs :D

- ZORO! :D

- “None of the shipwrights were harmed during showing off my badassery”

  “They were, Zoro! They were harmed!”

  “SHUT IT NAMI, NOBODY’S DEAD, IT TOTALLY COUNTS AS NO HARM”

  “Big brother is so strong!”

  That’s practically how it went, right :D

- Wrong way, Zoro :D

- Luffy is free! He’ll free Paulie in a moment!

- (I just remembered Usopp and Sanji exist. I assume Usopp is either getting kidnapped or hiding and asking himself what’s going on. Sanji had a plan. Plan of what. Where did he vanish.

Why do I feel it must be hard to be Sanji’s big fan. You know, cause he frequently disappears for many chapters? With Zoro as a favorite I feel like I got a better deal, he’s always in the background somewhere being a dumbass between his big moments.

I imagine Robin’s fans were having a fiesta back in the day. When did it aired, 2006?)

- Ok, back to drama bedroom

- 5 years? That’s a lot, even for a secret mission

- “I understand your discouragement” dude

- Oh, so all that mess is because they’re on the clock? Thanks but no thanks

- Ok, Lucci’s talking about government’s Secret Services, CP1 to CP8. So they’re like, James Bonds of One Piece world?

- CP9 is like, Secret Service in a Secret Service. Ok

- License to kill. They are James Bond! But mafia!

- “Government changed his opinion!” they want to use ancient weapons, Pluton included. I wasn’t aware that was even a question? Of course they want to use it. To put an end to era of piracy, specifically, but we all know they want to rule the world with fear and iron fist. Obviously

- “Let it become the power of Justice!” bla bla bla bleh

- “You don’t trust the government, do you, Iceberg-san.” who does. Also, dude, who would trust you after that stunt you guys just pulled

- “I only know… about the nature of humans… brat” KING

- Oof

- Interrogation has started

- Shit, they use their brains

- Yeah, it’s logical to think Iceberg entrusted blueprints to someone already

- You know, at this point I’m glad Iceberg has a carpet in his room. At least he’s bleeding out on something more comfortable than hard floor

- Secret shipwright company?

- The mysterious Tom had two disciples, one of them Iceberg, the other is “confirmed dead”

- (…Franky?)

- Who the heck is Kati Fram. Don’t dis-spell stuff this late in the game, manga, please

- FUCK YEAH, it’s Franky!

- Shit, they’re sure Franky has blueprints now, they won’t need Iceberg anymore

- Straw Hats!

- STRAW HATS BE FASTER PLEASE

- YEAH THEY’RE ALL HERE

 Don’t let them murder Iceberg, guys! I like him now!

rOP 115  rOP 117

[suite43]

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

[cardest]

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!

[ideallawnmowerlawnmowerproblems]

Craftsman Riding Mower Sections - What You Need To Know

Ride-On Lawnmowers The Hazards Of Overturning™

IN 2007, the California Occupational Safety and Health Standards Board (OSHSB) considered a petition to require rollover protective structures (ROPS) and seatbelts on powered ride-on lawnmowers. The petition was brought by parents whose son was mowing grounds as a gardener when the mower hit a rock and overturned off a ledge. He flipped off the machine, which then landed on him. He was fatally injured and his parents claimed his life may have been spared had the mower been outfitted with a ROPS and seatbelt. California OSHSB (2007) granted the petition with a review of state rules to address the request. Bureau of Labor Statistics' national Census of Fatal Occupational Injuries reported that 169 employees in the landscaping industry were killed at work in 2006. Of a total of 116 mower-related occupational fatalities that included tractors from2003 to 2006, 66 (57%) workers were fatality injured while they operated a ride-on lawnmower. Figure 1 shows fatalities in private industry and not public entities such as city park employment. Consumer Product Safety Commission (CPSC) has found that mower over turns were more frequent in 2003 than they were in 1993 (Adler & Schroeder, 2004). This increase in frequency may have been related to an increase in the use of ride-on lawnmowers. A 2002 profile by the Outdoor Power Equipment Industry (OPEI) of the sale of ride-on commercial rotary mowers showed an increase of 121% in the previous 4 years. This was an average increase of more than 20% per year (Comer, Ayers, Wang, et al., 2003). Also, there appeared to be a trend of increased incidence of lawnmower-related injuries with a lack of the awareness of lawnmower hazards (Costilla & Bishhai, 2006). Industry representatives indicated that overturns occur primarily in grassy areas such as golf courses, community parks and sports fields, and not when mowing residential lawns (OSHSB, 2007). The classification of mower types has been complex (Scarlet, Reed, Semple, et al., 2006). The traditional type of mower, used along roadsides, was of a sickle or rotary-type that was attached to a utility tractor, which has an engine with less than engine 90 hp (67 kW). Smaller mowers have evolved into lawn tractors or zero turn radius (ZTR) mowers---(Photos 1 and 2), according to Consumer Reports (2008). ANSI (2003) divided ride-on lawnmowers into consumer use---a concern for CPSC---and commercial use (ANSI, 2004)---a concern for OSHA---that were marketed to homeowners and employers, respectively. The purpose of this study was to describe the factors associated with the overturn hazard of the ride on lawnmower, which was defined as a self-propelled machine, designed and advertised formowing lawns (ASABE, 2005). These factors included characteristics inherent with the mower design that included rollover protection, commercial mower repair south daytona environmental conditions and human factors that spanned the time frame from prior or incipient circumstances through the overturn event to post event actions. The study used existing public data, which was biased toward serious injuries or fatalities that were reported or investigated and excluded successes of interventions that protected the operators from injury.

[stock-filter]

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: []

[alexandersmcdaniels]

#Ulterra's 12.25" CF716 completed back to back intermediates in West Texas with one bit drilling with XTO. The first well drilled 7,766 ft with an ROP of 89 ft/hr and the second drilled 7,627 ft with an ROP of 116 ft/hr.

#Ulterra’s 12.25" CF716 completed back to back intermediates in West Texas with one bit drilling with XTO. The first well drilled 7,766 ft with an ROP of 89 ft/hr and the second drilled 7,627 ft with an ROP of 116 ft/hr.

from Twitter Search / UlterraBits https://twitter.com/UlterraBits/status/939210977186385922 from Ulterra Drilling Technologies https://ulterrabits.tumblr.com/post/168331292018

[edgarwseidel]

#Ulterra's 12.25" CF716 completed back to back intermediates in West Texas with one bit drilling with XTO. The first well drilled 7766 ft with an ROP of 89 ft/hr and the second drilled 7627 ft with an ROP of 116 ft/hr.

#Ulterra's 12.25" CF716 completed back to back intermediates in West Texas with one bit drilling with XTO. The first well drilled 7,766 ft with an ROP of 89 ft/hr and the second drilled 7,627 ft with an ROP of 116 ft/hr.

from https://twitter.com/UlterraBits/status/939210977186385922

from Ulterra Drilling Technologies - Blog http://ulterra.weebly.com/blog/ulterras-1225-cf716-completed-back-to-back-intermediates-in-west-texas-with-one-bit-drilling-with-xto-the-first-well-drilled-7766-ft-with-an-rop-of-89-fthr-and-the-second-drilled-7627-ft-with-an-rop-of-116-fthr

[victorie552onepiecespeedrun]

Reading One Piece pt 115: WHAT IN THE ACTUAL ****

Chapter 345

Thoughts:

- They didn’t put light on when they were fighting but they did it now when the fight is over. LOGIC. Paulie’s laying on the floor but he’s pretty ok, he can still talk

- It is a fake! Not that I doubted it. Haha

- “We can’t let you live” Paulie could use some rescue, right about… now

- Lol

- It’s Luffy! And he got stuck in the wall. It’s just not his day

- Hah, masked guys don’t know what going on anymore

- They got him out?

- Oh. Okay then

- Luffy and Paulie are out. Why didn’t you just kill them, masked guys?

- Off they go

- “riiiiing” “Hitch in our plan. Don’t shoot Iceberg yet” oh damn. They totally could torture Iceberg for information

- …Iceberg had a gun. Do you think he would off himself

- Luffy and Paulie are becoming bros

- Oh. Feelings

- Luffy got involved, Paulie. It may be pretty sh*tty for a while but everything will be fine in the end

- Mafia-non-mafia has gathered in Iceberg room. Time for a sleep-over

- I’m sorry but Iceberg is really funny here. Six shoot wounds, bleeding, five other guys in the room are here specifically to kill him and he still looks only mildly inconvenienced

- Where’s Kalifa by the way

- “Go home!” He says to government-sanctioned mafia. And he says he’s not a king. Here, you dropped it *hands him a crown*

- Parrot?

- WHAT THE FUCK

- WHAT THE FUCK!!!!!!!

- WHAT KIND OF MINDGAME!!!!!

- …Here is Kalifa

- I don’t remember the Blueno guy but WHAT THE FUUUUUCK

- (for clarity: masked guys took their masks off and revealed yourself to be Lucci, Kaku and Kalifa)

- Is that a real life? Or is this just a fantasy? A nightmare, to be more accurate

- THE FUUUUUCK

- “You were all…with the government!!!” WHAT KIND OF MINDFUCK

- IT’S A REAL THING WHAT THE FUCK

- WHAT KIND OF BETRAYAL

- “That’s right… concealing ourself was easy as pie… but… I’m so amazed by the depth of your forethought, I’m totally speechless.” He says, while making a speech

- “The blueprints for the ancient weapon, Pluton… Please tell us its whereabouts. Before there are anymore victims.”  Jesus CHRIST

..what the fuck…what the fuck…  

rOP 114  rOP 116

[ulterrabits]

#Ulterra's 12.25" CF716 completed back to back intermediates in West Texas with one bit drilling with XTO. The first well drilled 7,766 ft with an ROP of 89 ft/hr and the second drilled 7,627 ft with an ROP of 116 ft/hr.

#Ulterra's 12.25" CF716 completed back to back intermediates in West Texas with one bit drilling with XTO. The first well drilled 7,766 ft with an ROP of 89 ft/hr and the second drilled 7,627 ft with an ROP of 116 ft/hr.

from Twitter Search / UlterraBits https://twitter.com/UlterraBits/status/939210977186385922

[victorie552onepiecespeedrun]

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

[victorie552onepiecespeedrun]

Reading One Piece pt 117: Standing And Yelling A Lot

Chapter 347

Thoughts:

- Fpos/cs: I don’t know, Gedatsu makes funny face? Did he just realize he has a stable job, a place to live and a general respect of citizens? I don’t have a clue

- We have a situation here

- Luffy’s here only for Robin and I respect that. All that shipwright thing gets everyone distracted, me included, but not Luffy

- Would you look at that, I’m getting my Paulie feels

- Paulie is slowly realizing he should feel betrayed, Straw Hats are confused as heck, and Iceberg is bleeding on the floor as he did thru last three chapters

- Lucci is explaining, and being a bastard about it for some reason

- Fight

- Lucci defeated Paulie pretty fast

- “Rokushiki -The strength of one who has mastered it is equal to 100 men” what about women. And the way it’s phrased makes me think Straw Hats will master that skill, and fast at that. Am I wrong?

- Oh, Paulie, not the happy flashbacks, I’m weak to those

- You know, I’m resisting the urge to joke about Lucci’s sudden disappearance of personality but he said many times he’ll kill Paulie and Iceberg, yet they’re both still alive. Maybe he just doesn’t want to kill them, despite it being kinda against all that secrecy code of their organization

- Luffy says enough drama

- Lucci says no

- Lucci wins!

- Aw, Luffy’s saving Paulie! Now save Iceberg too please

- “You really are a traitor!” yep

- “Anyway, I promised this guy that we’d beat the crap out of the guys who tried to kill Ice-ossan!” THAT’S the Luffy I know and love!

- Everyone is surprised at that statement for some reason. It’s like they don’t know Luffy

- Now they’re asking Robin why all that betrayal and stuff is happening

- Robin of course isn’t telling

- (Iceberg still bleeding, guys!!! Just a gentle reminder!)

- No, wait, she IS telling them! I guess I got used to Robin’s mysterious silences

- “To achieve my goal!” that’s admirable. What goal

- Iceberg is yelling, and Chopper is yelling and Straw Hats are yelling in general

- Lucci interrupts the freakout to inform everybody the whole place will blow up in 2 minutes flat. Ok

- …

- OH SHIT

- Zoro speaks again

- “It looks like they mean to eliminate us. Nico Robin seems to want to stay on the other side… Luffy, are you okay with Robin leaving the crew?” is he?

- “HELL NO!!!!” that’s what I thought

Robin, you’re not getting out that easily.

rOP 116  rOP 118

[stock-filter]

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 ************************************** ************************************** ************************************** Error: []

[stock-filter]

Stock daily Filter Report for 2021/06/29 05-42-08

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 3 Communication Services 16 Consumer Cyclical 12 Consumer Defensive 5 Energy 5 Financial Services 16 Healthcare 33 Industrials 10 Real Estate 8 Technology 43 unknown 2 **************************************** big_industry_downtrending_count tickers industry Basic Materials 6 Communication Services 7 Consumer Cyclical 11 Consumer Defensive 10 Financial Services 11 Healthcare 7 Industrials 15 Real Estate 3 Technology 7 Utilities 8 *******************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 90 CSGP 1 0.0 big-cap Short NaN -1.0 2.832346e+08 -1.0 Real Estate 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 87 TTD 2 5.09 big-cap Long NaN 21.0 6.820300e+08 5.0 Technology 229 FSLR 1 0.00 big-cap Long NaN 23.0 3.564769e+08 4.0 Technology Mean Return: 5.09 Mean Day/Week: 3.0 Accuracy:1.0 *******************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 90 CSGP 1 0.0 big-cap Short NaN -1.0 2.832346e+08 -1.0 Real Estate 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 2 FB 3 3.65 big-cap Long NaN 3.0 9.615580e+09 76.0 Communication Services 3 V 5 -0.77 big-cap Long NaN 5.0 2.154072e+09 69.0 Financial Services 20 CHTR 3 1.38 big-cap Long NaN 3.0 7.296441e+08 52.0 Communication Services 16 COST 3 1.14 big-cap Long NaN 3.0 6.426898e+08 58.0 Consumer Defensive 15 ACN 2 -0.26 big-cap Long NaN 2.0 4.881012e+08 76.0 Technology 18 AZN 2 1.21 big-cap Long NaN 2.0 3.485771e+08 52.0 Healthcare 60 BSX 3 -0.85 big-cap Long NaN 5.0 2.930144e+08 78.0 unknown 105 CARR 1 0.00 big-cap Long NaN 1.0 2.918437e+08 76.0 Industrials 177 ULTA 5 2.27 big-cap Long NaN 5.0 2.284534e+08 23.0 Consumer Cyclical 78 ROP 3 1.39 big-cap Long NaN 3.0 2.223092e+08 61.0 Industrials 160 APO 2 -0.08 big-cap Long NaN 2.0 2.169911e+08 52.0 Financial Services 106 PAYX 2 1.23 big-cap Long NaN 2.0 2.103835e+08 78.0 Industrials 149 ZBRA 1 0.00 big-cap Long NaN 1.0 2.004496e+08 28.0 Technology 52 BAM 2 -0.42 big-cap Long NaN 2.0 1.718506e+08 78.0 Financial Services 93 TROW 2 0.27 big-cap Long NaN 2.0 1.705786e+08 78.0 Financial Services 144 VRSN 4 1.06 big-cap Long NaN 4.0 1.196989e+08 61.0 Technology 178 BPY 1 0.00 big-cap Long NaN 1.0 1.126146e+08 78.0 Real Estate 132 MXIM 1 0.00 big-cap Long NaN 1.0 1.112180e+08 28.0 Technology 99 LBRDK 3 2.65 big-cap Long NaN 3.0 1.052276e+08 52.0 Communication Services 142 KKR 4 1.95 big-cap Long NaN 4.0 1.014016e+08 78.0 Financial Services 184 POOL 1 0.00 big-cap Long NaN 1.0 1.009661e+08 59.0 Consumer Cyclical 217 CG 4 1.21 big-cap Long NaN 4.0 5.127604e+07 78.0 Financial Services 108 BGNE 1 0.00 big-cap Long NaN 1.0 3.344207e+07 6.0 Healthcare 207 OSH 2 -1.97 big-cap Long NaN 2.0 2.693897e+07 6.0 Healthcare 191 LBTYA 2 -1.65 big-cap Long NaN 2.0 1.849002e+07 77.0 Communication Services 141 RCI 4 0.38 big-cap Long NaN 4.0 1.470883e+07 59.0 Communication Services 100 LBRDA 2 0.16 big-cap Long NaN 2.0 5.226199e+06 52.0 Communication Services Mean Return: 0.6642857142857143 Mean Day/Week: 3.238095238095238 Accuracy:0.6666666666666666 *******************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 90 CSGP 1 0.0 big-cap Short NaN -1.0 2.832346e+08 -1.0 Real Estate 193 IEP 1 0.0 big-cap Short NaN -2.0 1.292201e+07 -8.0 Industrials Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************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 4 NVDA 24 25.06 big-cap Long NaN 24.0 9.706377e+09 58.0 Technology 204 SPCE 9 50.58 big-cap Long NaN 26.0 5.993241e+09 19.0 Industrials 0 MSFT 12 4.16 big-cap Long NaN 13.0 4.996111e+09 78.0 Technology 1 GOOG 16 2.83 big-cap Long NaN 16.0 3.470826e+09 78.0 Communication Services 17 SHOP 10 12.65 big-cap Long NaN 27.0 1.653635e+09 28.0 Technology 5 PYPL 8 5.50 big-cap Long NaN 22.0 1.476213e+09 27.0 Financial Services 45 MRNA 6 7.18 big-cap Long NaN 23.0 1.372646e+09 53.0 Healthcare 21 ZM 7 3.95 big-cap Long NaN 29.0 1.329511e+09 17.0 Communication Services 8 CRM 21 2.82 big-cap Long NaN 24.0 1.024040e+09 27.0 Technology 12 XOM 6 0.72 big-cap Long NaN 15.0 1.009383e+09 20.0 Energy 7 ADBE 13 9.62 big-cap Long NaN 17.0 9.662214e+08 61.0 Technology 28 SNAP 7 4.91 big-cap Long NaN 24.0 8.478362e+08 25.0 Communication Services 56 REGN 14 4.04 big-cap Long NaN 17.0 8.185105e+08 46.0 Healthcare 63 CRWD 9 8.97 big-cap Long NaN 26.0 8.055296e+08 27.0 Technology 31 SNOW 6 -0.23 big-cap Long NaN 29.0 7.305747e+08 22.0 Technology 96 XPEV 8 3.25 big-cap Long NaN 27.0 7.203149e+08 20.0 Consumer Cyclical 118 LI 8 9.43 big-cap Long NaN 30.0 7.092321e+08 22.0 Consumer Cyclical 10 MRK 12 1.66 big-cap Long NaN 12.0 6.759858e+08 13.0 Healthcare 92 MRVL 9 8.13 big-cap Long NaN 25.0 5.393454e+08 27.0 Technology 156 OXY 6 6.03 big-cap Long NaN 20.0 5.381549e+08 20.0 Energy 59 EW 25 7.38 big-cap Long NaN 25.0 5.013671e+08 56.0 Healthcare 25 TGT 6 3.17 big-cap Long NaN 27.0 4.939953e+08 70.0 Consumer Defensive 67 DOCU 9 11.84 big-cap Long NaN 21.0 4.895975e+08 17.0 Technology 23 INTU 29 15.64 big-cap Long NaN 29.0 4.551048e+08 34.0 Technology 69 LULU 11 7.57 big-cap Long NaN 23.0 4.388144e+08 51.0 Consumer Cyclical 32 SPGI 11 3.69 big-cap Long NaN 11.0 4.347176e+08 78.0 Financial Services 53 TEAM 9 5.95 big-cap Long NaN 23.0 4.000049e+08 17.0 Technology 174 GNRC 10 12.42 big-cap Long NaN 20.0 3.917516e+08 23.0 Industrials 98 PANW 7 1.83 big-cap Long NaN 25.0 3.891425e+08 27.0 Technology 27 ISRG 11 4.48 big-cap Long NaN 11.0 3.783454e+08 56.0 Healthcare 81 EBAY 6 6.69 big-cap Long NaN 19.0 3.724012e+08 38.0 Consumer Cyclical 122 ZS 9 4.20 big-cap Long NaN 23.0 3.452385e+08 23.0 Technology 162 ALNY 14 5.79 big-cap Long NaN 28.0 3.437365e+08 22.0 Healthcare 38 PBR 31 21.30 big-cap Long NaN 70.0 3.311794e+08 35.0 Energy 46 DASH 6 1.47 big-cap Long NaN 28.0 3.268517e+08 13.0 Communication Services 42 ILMN 12 6.13 big-cap Long NaN 26.0 2.845039e+08 22.0 Healthcare 62 BX 25 8.55 big-cap Long NaN 25.0 2.643367e+08 78.0 Financial Services 130 NET 16 21.58 big-cap Long NaN 24.0 2.527390e+08 29.0 Technology 35 ZTS 13 2.73 big-cap Long NaN 13.0 2.488252e+08 55.0 Healthcare 117 ROK 6 1.05 big-cap Long NaN 18.0 2.350620e+08 26.0 Industrials 129 KR 8 0.50 big-cap Long NaN 17.0 2.335656e+08 46.0 Consumer Defensive 88 A 13 3.40 big-cap Long NaN 21.0 2.301482e+08 60.0 Healthcare 161 HUBS 8 4.23 big-cap Long NaN 11.0 2.235590e+08 17.0 Technology 76 IDXX 24 13.06 big-cap Long NaN 24.0 2.217824e+08 32.0 Healthcare 182 DPZ 14 4.86 big-cap Long NaN 14.0 2.075085e+08 59.0 Consumer Cyclical 71 VEEV 14 9.34 big-cap Long NaN 23.0 2.045919e+08 23.0 Healthcare 103 MSCI 11 8.61 big-cap Long NaN 11.0 2.028554e+08 62.0 Financial Services 225 BILL 7 4.54 big-cap Long NaN 21.0 2.013190e+08 16.0 Technology 145 MDB 8 4.34 big-cap Long NaN 26.0 1.942094e+08 17.0 Technology 134 FTNT 17 10.95 big-cap Long NaN 17.0 1.874984e+08 78.0 Technology 111 SBAC 20 6.67 big-cap Long NaN 20.0 1.784411e+08 69.0 Real Estate 143 NDAQ 17 4.38 big-cap Long NaN 17.0 1.737058e+08 78.0 Financial Services 97 INFO 10 3.20 big-cap Long NaN 10.0 1.564203e+08 78.0 Industrials 110 DDOG 8 4.56 big-cap Long NaN 28.0 1.536507e+08 27.0 Technology 116 SGEN 14 3.60 big-cap Long NaN 59.0 1.413356e+08 30.0 Healthcare 104 CTAS 6 4.58 big-cap Long NaN 9.0 1.391159e+08 65.0 Industrials 61 MCO 11 5.14 big-cap Long NaN 11.0 1.385776e+08 78.0 Financial Services 79 PSA 17 6.05 big-cap Long NaN 17.0 1.365957e+08 78.0 Real Estate 127 WELL 18 7.98 big-cap Long NaN 19.0 1.352891e+08 78.0 Real Estate 9 NVS 19 3.84 big-cap Long NaN 36.0 1.327767e+08 37.0 Healthcare 114 RMD 14 15.66 big-cap Long NaN 25.0 1.300929e+08 40.0 Healthcare 126 CPRT 6 1.44 big-cap Long NaN 6.0 1.195983e+08 57.0 Industrials 168 HZNP 6 2.10 big-cap Long NaN 6.0 1.172845e+08 31.0 Healthcare 113 MSI 6 1.79 big-cap Long NaN 35.0 1.149210e+08 78.0 Technology 171 NVCR 21 8.98 big-cap Long NaN 21.0 1.066266e+08 54.0 Healthcare 195 CRL 13 3.18 big-cap Long NaN 13.0 1.037074e+08 78.0 Healthcare 170 WAT 14 4.84 big-cap Long NaN 14.0 1.014231e+08 66.0 Healthcare 151 EPAM 15 6.41 big-cap Long NaN 15.0 1.003614e+08 78.0 Technology 119 MTD 11 2.24 big-cap Long NaN 11.0 9.966539e+07 59.0 Healthcare 147 WST 7 3.07 big-cap Long NaN 7.0 9.956620e+07 58.0 Healthcare 34 INFY 15 8.94 big-cap Long NaN 26.0 9.939786e+07 23.0 Technology 179 EXR 17 7.87 big-cap Long NaN 17.0 9.196123e+07 78.0 Real Estate 194 ESTC 7 3.26 big-cap Long NaN 26.0 9.106849e+07 18.0 Technology 164 AVTR 13 6.95 big-cap Long NaN 13.0 8.424954e+07 61.0 Basic Materials 152 INCY 6 0.82 big-cap Long NaN 26.0 8.284625e+07 37.0 Healthcare 210 CABO 7 0.47 big-cap Long NaN 27.0 8.008778e+07 8.0 Communication Services 167 PKI 13 5.87 big-cap Long NaN 13.0 7.855401e+07 38.0 Healthcare 197 TECH 13 2.22 big-cap Long NaN 13.0 7.114830e+07 78.0 Healthcare 166 PAGS 6 2.17 big-cap Long NaN 27.0 7.110611e+07 21.0 Technology 234 CPT 24 7.40 big-cap Long NaN 24.0 5.746547e+07 78.0 Real Estate 218 ELS 25 7.17 big-cap Long NaN 25.0 4.903988e+07 74.0 Real Estate 232 CBOE 6 1.21 big-cap Long NaN 14.0 4.831784e+07 78.0 Financial Services 181 ARGX 7 -0.91 big-cap Long NaN 27.0 4.428509e+07 13.0 Healthcare 180 BMRN 13 0.98 big-cap Long NaN 27.0 4.384577e+07 27.0 Healthcare 128 XP 12 1.87 big-cap Long NaN 15.0 1.940721e+07 21.0 Financial Services 22 PTR 15 15.61 big-cap Long NaN 38.0 1.679473e+07 39.0 Energy 209 NTCO 32 22.63 big-cap Long NaN 57.0 1.059541e+07 38.0 Consumer Defensive 203 JHX 12 0.53 big-cap Long NaN 12.0 8.443872e+05 65.0 Basic Materials 173 BPYPP 8 -0.26 big-cap Long NaN 23.0 8.431452e+05 32.0 Real Estate Mean Return: 6.55123595505618 Mean Day/Week: 12.415730337078651 Accuracy:0.9662921348314607 *******************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 29 BKNG 12 -4.33 big-cap Short NaN -39.0 1.349346e+09 -20.0 Consumer Cyclical 133 DAL 11 -6.15 big-cap Short NaN -11.0 7.442836e+08 -20.0 Industrials 24 CAT 8 3.27 big-cap Short NaN -28.0 6.709271e+08 -13.0 Industrials 48 VRTX 12 2.57 big-cap Short NaN -12.0 5.523671e+08 -12.0 Healthcare 125 LUV 8 -4.24 big-cap Short NaN -53.0 4.372966e+08 -18.0 Industrials 37 FISV 18 -4.34 big-cap Short NaN -44.0 3.862133e+08 -35.0 Technology 65 TAL 38 -68.29 big-cap Short NaN -38.0 3.673144e+08 -77.0 Consumer Defensive 85 LVS 18 -9.76 big-cap Short NaN -18.0 3.446807e+08 -39.0 Consumer Cyclical 41 TFC 7 4.53 big-cap Short NaN -19.0 3.156945e+08 -8.0 Financial Services 68 MET 6 0.16 big-cap Short NaN -33.0 2.818578e+08 -8.0 Financial Services 49 ECL 6 -0.74 big-cap Short NaN -32.0 2.779594e+08 -16.0 Basic Materials 55 GPN 9 -1.17 big-cap Short NaN -39.0 2.450587e+08 -38.0 Industrials 91 SYY 7 2.07 big-cap Short NaN -29.0 2.422953e+08 -14.0 Consumer Defensive 39 CB 6 -0.02 big-cap Short NaN -14.0 2.164471e+08 -8.0 Financial Services 172 CMS 7 3.22 big-cap Short NaN -33.0 2.065995e+08 -15.0 Utilities 101 CMI 8 1.68 big-cap Short NaN -68.0 1.953681e+08 -29.0 Industrials 153 VIPS 19 -20.64 big-cap Short NaN -66.0 1.857705e+08 -62.0 Consumer Cyclical 115 EDU 9 -1.86 big-cap Short NaN -35.0 1.767228e+08 -74.0 Consumer Defensive 150 FLT 16 -6.45 big-cap Short NaN -36.0 1.678929e+08 -34.0 Technology 112 CTVA 13 -0.42 big-cap Short NaN -38.0 1.557323e+08 -28.0 Basic Materials 236 SNA 6 -0.65 big-cap Short NaN -28.0 1.324322e+08 -9.0 Industrials 102 TRV 7 3.25 big-cap Short NaN -29.0 1.305105e+08 -8.0 Financial Services 107 PCAR 7 1.83 big-cap Short NaN -11.0 1.267114e+08 -16.0 Industrials 121 GLW 8 4.22 big-cap Short NaN -43.0 1.099984e+08 -16.0 Technology 227 DAR 8 0.43 big-cap Short NaN -9.0 1.062275e+08 -10.0 Consumer Defensive 188 ATHM 28 -25.82 big-cap Short NaN -28.0 1.058003e+08 -137.0 Communication Services 36 CNI 8 -0.40 big-cap Short NaN -8.0 9.087080e+07 -34.0 Industrials 148 PPL 7 2.32 big-cap Short NaN -9.0 8.630917e+07 -9.0 Utilities 94 MFC 12 -3.31 big-cap Short NaN -63.0 8.286302e+07 -28.0 Financial Services 175 HPE 7 0.60 big-cap Short NaN -57.0 7.615246e+07 -9.0 Technology 198 HAS 8 1.93 big-cap Short NaN -33.0 7.517604e+07 -11.0 Consumer Cyclical 206 MPW 7 3.07 big-cap Short NaN -7.0 7.434142e+07 -40.0 Real Estate 183 CPB 14 -0.10 big-cap Short NaN -15.0 7.235933e+07 -16.0 Consumer Defensive 202 SMG 18 -5.09 big-cap Short NaN -51.0 6.239214e+07 -28.0 Basic Materials 187 ABCL 16 -25.34 big-cap Short NaN -18.0 5.559131e+07 -23.0 Healthcare 163 CVAC 8 10.18 big-cap Short NaN -14.0 5.127539e+07 -13.0 Healthcare 220 WRB 7 2.85 big-cap Short NaN -43.0 4.821206e+07 -19.0 Financial Services 237 AQN 6 1.45 big-cap Short NaN -6.0 4.234311e+07 -10.0 Utilities 74 ERIC 7 1.02 big-cap Short NaN -40.0 4.080760e+07 -19.0 Technology 213 PLTK 13 -4.44 big-cap Short NaN -13.0 3.410526e+07 -18.0 Communication Services 214 KC 10 0.55 big-cap Short NaN -10.0 3.331318e+07 -72.0 Technology 123 SLF 6 1.31 big-cap Short NaN -32.0 2.609399e+07 -10.0 Financial Services 211 SBSW 8 2.15 big-cap Short NaN -13.0 2.580832e+07 -12.0 Basic Materials 58 PHG 11 -7.87 big-cap Short NaN -44.0 2.382220e+07 -22.0 Healthcare 109 ORAN 6 -3.58 big-cap Short NaN -21.0 1.545802e+07 -18.0 Communication Services 72 PUK 6 -3.35 big-cap Short NaN -57.0 5.693834e+06 -9.0 Financial Services 201 ZNH 16 -4.71 big-cap Short NaN -16.0 6.331309e+05 -41.0 Industrials Mean Return: -3.3704255319148944 Mean Day/Week: 10.702127659574469 Accuracy:0.5319148936170213 ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Communication Services 4 Consumer Cyclical 2 Consumer Defensive 1 Energy 3 Financial Services 5 Healthcare 12 Industrials 3 Real Estate 6 Technology 13 Utilities 2 unknown 1 **************************************** small_industry_downtrending_count tickers industry Basic Materials 5 Consumer Cyclical 11 Consumer Defensive 5 Energy 1 Financial Services 18 Healthcare 4 Industrials 11 Real Estate 1 Technology 1 Utilities 1 *******************Part 2.1 Small Cap Long Entry SPAN MACD********************* small_long_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 347 ASR 3 -1.42 small-cap Long NaN 3.0 5.341946e+06 4.0 Industrials Mean Return: -1.42 Mean Day/Week: 3.0 Accuracy:0.0 *******************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 240 FWONK 3 2.72 small-cap Long NaN 12.0 5.558746e+07 4.0 Communication Services 347 ASR 3 -1.42 small-cap Long NaN 3.0 5.341946e+06 4.0 Industrials Mean Return: 0.6500000000000001 Mean Day/Week: 3.0 Accuracy:0.5 *******************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 341 BOKF 1 0.0 small-cap Short NaN -14.0 9.705624e+06 -1.0 Financial Services 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 264 DECK 2 0.45 small-cap Long NaN 5.0 2.198352e+08 6.0 Consumer Cyclical 332 STWD 1 0.00 small-cap Long NaN 1.0 6.710221e+07 78.0 Real Estate 302 OMF 3 -1.18 small-cap Long NaN 3.0 5.501049e+07 66.0 Financial Services 273 SYNH 1 0.00 small-cap Long NaN 1.0 4.766800e+07 15.0 Healthcare 312 GMED 3 2.58 small-cap Long NaN 4.0 2.820948e+07 57.0 Healthcare 299 HQY 4 -1.77 small-cap Long NaN 4.0 2.776941e+07 30.0 Healthcare 347 ASR 3 -1.42 small-cap Long NaN 3.0 5.341946e+06 4.0 Industrials 242 FWONA 3 2.67 small-cap Long NaN 4.0 3.954008e+06 6.0 Communication Services 317 WF 2 -1.94 small-cap Long NaN 2.0 2.309731e+05 76.0 Financial Services Mean Return: -0.08714285714285709 Mean Day/Week: 3.142857142857143 Accuracy:0.42857142857142855 *******************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 304 HTA 1 0.00 small-cap Short NaN -4.0 5.630543e+07 -7.0 Real Estate 296 RBA 1 0.00 small-cap Short NaN -1.0 3.311359e+07 -16.0 Industrials 245 MNSO 5 -1.88 small-cap Short NaN -5.0 2.156035e+07 -24.0 Consumer Cyclical 274 NFE 2 0.62 small-cap Short NaN -2.0 1.586432e+07 -137.0 Utilities 292 GLPG 3 4.13 small-cap Short NaN -3.0 1.116350e+07 -11.0 Healthcare 260 CIB 5 0.69 small-cap Short NaN -5.0 6.400030e+06 -137.0 Financial Services 239 BSAC 2 -2.64 small-cap Short NaN -2.0 5.200187e+06 -36.0 Financial Services Mean Return: 0.18400000000000008 Mean Day/Week: 3.8 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 323 FUBO 7 15.02 small-cap Long NaN 33.0 3.210627e+08 19.0 Communication Services 320 MRO 6 -0.21 small-cap Long NaN 22.0 2.425497e+08 26.0 Energy 251 FANG 19 7.35 small-cap Long NaN 19.0 2.018197e+08 22.0 Energy 324 ASAN 17 46.96 small-cap Long NaN 27.0 1.425815e+08 28.0 Technology 246 DBX 14 4.24 small-cap Long NaN 25.0 1.058667e+08 31.0 Technology 283 CLR 6 0.65 small-cap Long NaN 38.0 1.038639e+08 45.0 Energy 306 NTNX 22 21.46 small-cap Long NaN 59.0 8.297995e+07 27.0 Technology 268 ARWR 14 5.72 small-cap Long NaN 51.0 6.333282e+07 27.0 Healthcare 257 SMAR 7 5.02 small-cap Long NaN 25.0 5.483517e+07 12.0 Technology 297 REXR 17 4.19 small-cap Long NaN 17.0 5.081124e+07 75.0 Real Estate 267 LSPD 8 10.76 small-cap Long NaN 25.0 4.514041e+07 27.0 Technology 287 CUBE 20 5.69 small-cap Long NaN 20.0 4.500931e+07 78.0 Real Estate 298 VRT 31 15.17 small-cap Long NaN 31.0 4.137066e+07 61.0 Industrials 241 GWRE 6 3.47 small-cap Long NaN 23.0 4.073486e+07 17.0 Technology 310 LSI 23 9.52 small-cap Long NaN 23.0 4.040193e+07 78.0 Real Estate 255 BRKR 13 3.71 small-cap Long NaN 14.0 3.758522e+07 78.0 Healthcare 265 DNLI 19 17.22 small-cap Long NaN 52.0 3.456803e+07 25.0 Healthcare 281 MANH 23 7.34 small-cap Long NaN 23.0 2.395824e+07 44.0 Technology 329 MPLN 29 16.68 small-cap Long NaN 57.0 1.636288e+07 32.0 Healthcare 250 KOF 21 5.69 small-cap Long NaN 35.0 6.038479e+06 59.0 Consumer Defensive 314 FSV 15 2.79 small-cap Long NaN 15.0 4.243092e+06 78.0 Real Estate 294 JSM 21 1.70 small-cap Long NaN 24.0 9.080461e+05 40.0 unknown 291 PBCTP 8 0.70 small-cap Long NaN 28.0 4.176829e+05 31.0 Financial Services Mean Return: 9.166956521739133 Mean Day/Week: 15.91304347826087 Accuracy:0.9565217391304348 *******************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 309 ALK 8 -1.82 small-cap Short NaN -54.0 1.232307e+08 -19.0 Industrials 285 VOYA 7 2.93 small-cap Short NaN -34.0 1.163636e+08 -14.0 Financial Services 247 BG 6 -1.03 small-cap Short NaN -27.0 9.296003e+07 -10.0 Consumer Defensive 286 WAL 7 3.67 small-cap Short NaN -34.0 8.149394e+07 -13.0 Financial Services 293 KNX 6 0.21 small-cap Short NaN -47.0 7.333894e+07 -13.0 Industrials 248 WU 9 -5.31 small-cap Short NaN -40.0 6.918430e+07 -27.0 Financial Services 339 VAC 9 -5.26 small-cap Short NaN -67.0 6.858930e+07 -29.0 Consumer Cyclical 284 RGA 8 0.13 small-cap Short NaN -47.0 6.667538e+07 -16.0 Financial Services 337 HBI 6 0.14 small-cap Short NaN -34.0 4.647239e+07 -21.0 Consumer Cyclical 290 CASY 12 -5.12 small-cap Short NaN -41.0 4.635771e+07 -14.0 Consumer Defensive 276 PAAS 6 -1.96 small-cap Short NaN -18.0 4.238484e+07 -12.0 Basic Materials 243 GL 7 4.29 small-cap Short NaN -27.0 4.132313e+07 -8.0 Financial Services 327 SNV 6 -0.69 small-cap Short NaN -34.0 3.628729e+07 -8.0 Financial Services 316 TKR 6 -2.03 small-cap Short NaN -26.0 3.445956e+07 -10.0 Industrials 307 CDK 6 -1.93 small-cap Short NaN -10.0 3.412052e+07 -12.0 Technology 249 GFL 9 -1.48 small-cap Short NaN -9.0 3.346065e+07 -28.0 Industrials 334 LSTR 16 -1.42 small-cap Short NaN -33.0 3.303440e+07 -19.0 Industrials 343 RBC 16 -3.92 small-cap Short NaN -64.0 2.791991e+07 -30.0 Industrials 303 MAT 8 1.90 small-cap Short NaN -33.0 2.386113e+07 -16.0 Consumer Cyclical 311 FIZZ 7 3.48 small-cap Short NaN -7.0 1.548715e+07 -18.0 Consumer Defensive 342 BWXT 9 -7.07 small-cap Short NaN -44.0 1.400610e+07 -28.0 Industrials 261 AEG 7 -0.38 small-cap Short NaN -25.0 5.545861e+06 -30.0 Financial Services Mean Return: -1.0304545454545455 Mean Day/Week: 8.227272727272727 Accuracy:0.6363636363636364 ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 2 Communication Services 6 Consumer Cyclical 22 Consumer Defensive 4 Energy 12 Financial Services 41 Healthcare 57 Industrials 19 Real Estate 15 Technology 55 Utilities 1 unknown 3 **************************************** penny_industry_downtrending_count tickers industry Basic Materials 19 Communication Services 4 Consumer Cyclical 25 Consumer Defensive 5 Energy 4 Financial Services 56 Healthcare 20 Industrials 45 Real Estate 6 Technology 10 Utilities 8 unknown 3 *******************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 524 URBN 2 -3.37 penny-cap Long NaN 4.0 6.414709e+07 5.0 Consumer Cyclical 474 TDC 2 -0.80 penny-cap Long NaN 2.0 3.305490e+07 5.0 Technology 375 HCM 3 5.90 penny-cap Long NaN 3.0 2.251217e+07 4.0 Healthcare Mean Return: 0.5766666666666668 Mean Day/Week: 2.3333333333333335 Accuracy:0.3333333333333333 *******************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 436 SABR 1 0.00 penny-cap Short NaN -2.0 1.613210e+08 -5.0 Technology 711 RAD 1 0.00 penny-cap Short NaN -3.0 7.872086e+07 -3.0 Healthcare 471 PDCO 3 -2.68 penny-cap Short NaN -4.0 6.923694e+07 -4.0 Healthcare 414 PK 1 0.00 penny-cap Short NaN -1.0 5.964639e+07 -2.0 Real Estate 463 SR 5 2.53 penny-cap Short NaN -5.0 1.821468e+07 -5.0 Utilities Mean Return: -0.07500000000000018 Mean Day/Week: 5.5 Accuracy:0.5 *******************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 492 JKS 2 22.91 penny-cap Long NaN 27.0 4.439577e+08 4.0 Technology 409 EDIT 1 0.00 penny-cap Long NaN 46.0 3.273930e+08 4.0 Healthcare 524 URBN 2 -3.37 penny-cap Long NaN 4.0 6.414709e+07 5.0 Consumer Cyclical 534 SSYS 1 0.00 penny-cap Long NaN 29.0 6.294242e+07 5.0 Technology 649 VXRT 1 0.00 penny-cap Long NaN 19.0 5.521189e+07 3.0 Healthcare 474 TDC 2 -0.80 penny-cap Long NaN 2.0 3.305490e+07 5.0 Technology 375 HCM 3 5.90 penny-cap Long NaN 3.0 2.251217e+07 4.0 Healthcare 635 CPK 1 0.00 penny-cap Long NaN 11.0 7.876349e+06 3.0 Utilities 470 CCU 2 -1.43 penny-cap Long NaN 10.0 1.252206e+06 5.0 Consumer Defensive Mean Return: 4.642 Mean Day/Week: 3.0 Accuracy:0.4 *******************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 436 SABR 1 0.00 penny-cap Short NaN -2.0 1.613210e+08 -5.0 Technology 711 RAD 1 0.00 penny-cap Short NaN -3.0 7.872086e+07 -3.0 Healthcare 471 PDCO 3 -2.68 penny-cap Short NaN -4.0 6.923694e+07 -4.0 Healthcare 414 PK 1 0.00 penny-cap Short NaN -1.0 5.964639e+07 -2.0 Real Estate 517 FUL 1 0.00 penny-cap Short NaN -33.0 3.321857e+07 -4.0 Basic Materials 463 SR 5 2.53 penny-cap Short NaN -5.0 1.821468e+07 -5.0 Utilities 515 CATY 1 0.00 penny-cap Short NaN -13.0 1.549464e+07 -1.0 Financial Services Mean Return: -0.07500000000000018 Mean Day/Week: 6.5 Accuracy:0.5 *******************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 370 M 1 0.00 penny-cap Long NaN 1.0 2.104740e+08 31.0 Consumer Cyclical 426 AEO 2 -2.45 penny-cap Long NaN 3.0 1.626171e+08 78.0 Consumer Cyclical 587 RIG 5 3.24 penny-cap Long NaN 5.0 1.486131e+08 20.0 Energy 718 QADA 1 0.00 penny-cap Long NaN 1.0 1.140766e+08 22.0 Technology 542 RRC 3 1.15 penny-cap Long NaN 3.0 1.092816e+08 40.0 Energy 353 CROX 3 2.58 penny-cap Long NaN 3.0 1.017724e+08 78.0 Consumer Cyclical 608 AR 4 2.62 penny-cap Long NaN 4.0 8.357870e+07 78.0 Energy 693 ANF 2 -1.79 penny-cap Long NaN 2.0 6.855003e+07 78.0 Consumer Cyclical 405 CELH 3 0.79 penny-cap Long NaN 4.0 6.759017e+07 27.0 Consumer Defensive 524 URBN 2 -3.37 penny-cap Long NaN 4.0 6.414709e+07 5.0 Consumer Cyclical 434 SEM 3 -1.91 penny-cap Long NaN 3.0 3.939030e+07 78.0 Healthcare 627 VSTO 5 2.62 penny-cap Long NaN 5.0 3.831794e+07 40.0 Consumer Cyclical 658 BOOT 4 -0.03 penny-cap Long NaN 4.0 3.661990e+07 78.0 Consumer Cyclical 474 TDC 2 -0.80 penny-cap Long NaN 2.0 3.305490e+07 5.0 Technology 416 SIGI 3 0.81 penny-cap Long NaN 3.0 2.662270e+07 6.0 Financial Services 430 VIAV 1 0.00 penny-cap Long NaN 1.0 2.642205e+07 32.0 Technology 659 IRWD 5 4.22 penny-cap Long NaN 5.0 2.315004e+07 55.0 Healthcare 375 HCM 3 5.90 penny-cap Long NaN 3.0 2.251217e+07 4.0 Healthcare 737 CRTO 2 1.84 penny-cap Long NaN 2.0 2.229928e+07 78.0 Communication Services 603 CALX 2 2.02 penny-cap Long NaN 2.0 1.931605e+07 31.0 Technology 399 IMAB 5 1.02 penny-cap Long NaN 5.0 1.586441e+07 47.0 Healthcare 523 ATRC 3 1.61 penny-cap Long NaN 3.0 1.389952e+07 78.0 Healthcare 505 ONTO 1 0.00 penny-cap Long NaN 1.0 1.305279e+07 27.0 Technology 359 DRVN 2 -3.44 penny-cap Long NaN 2.0 1.299919e+07 33.0 Consumer Cyclical 686 USA 2 -0.76 penny-cap Long NaN 2.0 1.202163e+07 78.0 Financial Services 741 ESTA 4 3.33 penny-cap Long NaN 4.0 1.141988e+07 78.0 Healthcare 385 ALTR 3 -0.70 penny-cap Long NaN 3.0 1.115045e+07 7.0 Technology 584 NVMI 1 0.00 penny-cap Long NaN 1.0 9.925589e+06 29.0 Technology 763 ZUMZ 3 1.23 penny-cap Long NaN 4.0 9.619030e+06 6.0 Consumer Cyclical 656 PIPR 2 -3.48 penny-cap Long NaN 2.0 9.113834e+06 78.0 Financial Services 419 MSP 5 3.59 penny-cap Long NaN 5.0 8.905229e+06 31.0 Technology 757 INGN 3 -2.03 penny-cap Long NaN 5.0 7.828172e+06 64.0 Healthcare 427 SEB 3 3.82 penny-cap Long NaN 3.0 7.743575e+06 12.0 Industrials 467 DNP 2 -0.38 penny-cap Long NaN 2.0 7.369441e+06 30.0 Financial Services 632 HLIO 2 2.31 penny-cap Long NaN 5.0 6.151895e+06 20.0 Industrials 629 CRVL 5 3.07 penny-cap Long NaN 5.0 5.314572e+06 59.0 Financial Services 617 ADX 1 0.00 penny-cap Long NaN 1.0 3.888775e+06 78.0 Financial Services 464 SOGO 1 0.00 penny-cap Long NaN 1.0 3.667298e+06 56.0 Communication Services 626 BSM 2 -1.50 penny-cap Long NaN 2.0 3.408400e+06 56.0 Energy 733 NMZ 1 0.00 penny-cap Long NaN 1.0 3.284978e+06 58.0 Financial Services 687 VCTR 5 1.35 penny-cap Long NaN 5.0 2.026043e+06 78.0 Financial Services 593 EVA 4 -0.88 penny-cap Long NaN 5.0 1.816619e+06 6.0 Basic Materials 753 AFINP 1 0.00 penny-cap Long NaN 5.0 2.290478e+05 6.0 Real Estate Mean Return: 0.7529411764705882 Mean Day/Week: 3.4411764705882355 Accuracy:0.5882352941176471 *******************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 436 SABR 1 0.00 penny-cap Short NaN -2.0 1.613210e+08 -5.0 Technology 472 GBT 1 0.00 penny-cap Short NaN -5.0 9.936286e+07 -137.0 Healthcare 711 RAD 1 0.00 penny-cap Short NaN -3.0 7.872086e+07 -3.0 Healthcare 471 PDCO 3 -2.68 penny-cap Short NaN -4.0 6.923694e+07 -4.0 Healthcare 414 PK 1 0.00 penny-cap Short NaN -1.0 5.964639e+07 -2.0 Real Estate 561 FUN 1 0.00 penny-cap Short NaN -1.0 3.485277e+07 -35.0 Consumer Cyclical 400 HAIN 4 1.85 penny-cap Short NaN -4.0 3.273623e+07 -50.0 Consumer Defensive 418 OGS 5 1.64 penny-cap Short NaN -5.0 1.952978e+07 -7.0 Utilities 463 SR 5 2.53 penny-cap Short NaN -5.0 1.821468e+07 -5.0 Utilities 486 UNIT 4 0.31 penny-cap Short NaN -4.0 1.570121e+07 -137.0 Real Estate 614 ENDP 5 3.77 penny-cap Short NaN -5.0 1.379324e+07 -65.0 Healthcare 573 AVNS 1 0.00 penny-cap Short NaN -1.0 1.200519e+07 -71.0 Healthcare 600 INT 1 0.00 penny-cap Short NaN -1.0 1.076775e+07 -8.0 Energy 527 XNCR 1 0.00 penny-cap Short NaN -1.0 8.723057e+06 -71.0 Healthcare 732 TBPH 2 0.83 penny-cap Short NaN -2.0 7.223137e+06 -32.0 Healthcare 667 HMN 4 -1.74 penny-cap Short NaN -4.0 7.153362e+06 -47.0 Financial Services 707 KROS 3 -1.00 penny-cap Short NaN -3.0 4.864996e+06 -41.0 Healthcare 708 NXGN 1 0.00 penny-cap Short NaN -5.0 4.235872e+06 -137.0 Healthcare 745 FDMT 2 5.04 penny-cap Short NaN -2.0 2.822474e+06 -71.0 Healthcare 668 SBLKZ 3 0.00 penny-cap Short NaN -3.0 3.779623e+05 -23.0 unknown Mean Return: 0.9590909090909091 Mean Day/Week: 4.454545454545454 Accuracy:0.2727272727272727 *******************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 374 AMC 12 18.81 penny-cap Long NaN 31.0 5.727956e+09 34.0 Communication Services 503 BOX 9 3.42 penny-cap Long NaN 30.0 1.621818e+08 35.0 Technology 352 STAA 23 13.55 penny-cap Long NaN 23.0 1.357492e+08 62.0 Healthcare 580 MAC 6 4.01 penny-cap Long NaN 48.0 1.236140e+08 37.0 Real Estate 411 CDNA 16 8.98 penny-cap Long NaN 25.0 1.053944e+08 27.0 Healthcare 788 SM 6 8.62 penny-cap Long NaN 22.0 9.603205e+07 78.0 Energy 518 QFIN 17 14.41 penny-cap Long NaN 25.0 8.559714e+07 25.0 unknown 537 RVLV 9 21.52 penny-cap Long NaN 22.0 7.827012e+07 32.0 Consumer Cyclical 596 ASO 6 1.42 penny-cap Long NaN 21.0 7.778825e+07 78.0 Consumer Cyclical 390 OVV 6 4.17 penny-cap Long NaN 22.0 7.428692e+07 23.0 Energy 404 SWAV 28 23.33 penny-cap Long NaN 28.0 6.693397e+07 63.0 Healthcare 432 OPCH 14 4.50 penny-cap Long NaN 24.0 6.693065e+07 16.0 Healthcare 685 DEN 27 21.67 penny-cap Long NaN 27.0 6.637683e+07 78.0 Energy 373 JOBS 20 8.12 penny-cap Long NaN 59.0 6.344767e+07 39.0 Industrials 620 MTDR 6 2.54 penny-cap Long NaN 6.0 6.255962e+07 78.0 Energy 545 CLNY 12 15.42 penny-cap Long NaN 13.0 6.041885e+07 73.0 Real Estate 572 SIG 12 4.62 penny-cap Long NaN 12.0 5.946029e+07 15.0 Consumer Cyclical 479 FRHC 9 4.37 penny-cap Long NaN 21.0 5.840816e+07 20.0 Financial Services 613 DDS 6 13.54 penny-cap Long NaN 31.0 5.731283e+07 46.0 Consumer Cyclical 784 SBLK 9 -5.55 penny-cap Long NaN 9.0 4.572867e+07 78.0 Industrials 368 JCOM 13 8.09 penny-cap Long NaN 16.0 4.542767e+07 78.0 Technology 546 CIM 30 12.77 penny-cap Long NaN 30.0 4.393987e+07 78.0 Real Estate 533 NSA 19 8.43 penny-cap Long NaN 19.0 3.481164e+07 78.0 Real Estate 440 APLS 23 22.55 penny-cap Long NaN 52.0 3.418698e+07 30.0 Healthcare 447 SPT 18 32.71 penny-cap Long NaN 24.0 3.398980e+07 26.0 Technology 383 NAV 20 0.29 penny-cap Long NaN 57.0 3.390486e+07 61.0 Industrials 567 MGY 6 4.54 penny-cap Long NaN 22.0 3.340650e+07 23.0 Energy 497 MIME 34 16.39 penny-cap Long NaN 55.0 2.934976e+07 36.0 Technology 601 INMD 7 6.34 penny-cap Long NaN 17.0 2.916121e+07 31.0 Healthcare 581 SGRY 45 31.21 penny-cap Long NaN 45.0 2.777345e+07 78.0 Healthcare 739 RAVN 6 0.18 penny-cap Long NaN 6.0 2.760791e+07 48.0 Industrials 366 HLI 6 4.38 penny-cap Long NaN 33.0 2.648984e+07 33.0 Financial Services 646 DRNA 17 17.35 penny-cap Long NaN 25.0 2.636311e+07 31.0 Healthcare 501 ACCD 14 2.79 penny-cap Long NaN 25.0 2.625795e+07 29.0 Healthcare 394 KRNT 11 3.22 penny-cap Long NaN 25.0 2.620514e+07 23.0 Industrials 449 PZZA 11 2.59 penny-cap Long NaN 15.0 2.564634e+07 37.0 Consumer Cyclical 386 LPSN 7 5.38 penny-cap Long NaN 27.0 2.563958e+07 17.0 Technology 621 PRFT 55 25.57 penny-cap Long NaN 55.0 2.539519e+07 78.0 Technology 756 CRK 15 7.94 penny-cap Long NaN 40.0 2.527573e+07 21.0 Energy 459 VG 18 5.25 penny-cap Long NaN 28.0 2.525230e+07 32.0 Communication Services 724 ERJ 24 18.45 penny-cap Long NaN 24.0 2.378064e+07 78.0 Industrials 742 EVRI 6 3.77 penny-cap Long NaN 45.0 2.279352e+07 48.0 Consumer Cyclical 477 CVLT 6 2.23 penny-cap Long NaN 25.0 2.269033e+07 78.0 Technology 525 AXSM 13 7.31 penny-cap Long NaN 45.0 2.258375e+07 21.0 Healthcare 652 MFA 6 -0.58 penny-cap Long NaN 16.0 2.164924e+07 78.0 Real Estate 516 FHI 6 0.43 penny-cap Long NaN 9.0 2.132570e+07 39.0 Financial Services 684 CNST 13 0.65 penny-cap Long NaN 31.0 2.120892e+07 19.0 Healthcare 365 RPD 9 5.78 penny-cap Long NaN 26.0 2.063404e+07 31.0 Technology 647 HSKA 14 8.29 penny-cap Long NaN 14.0 2.020247e+07 31.0 Healthcare 431 SVMK 9 7.59 penny-cap Long NaN 56.0 1.936393e+07 23.0 Technology 688 LX 10 3.34 penny-cap Long NaN 25.0 1.919397e+07 17.0 Financial Services 789 CDMO 19 12.10 penny-cap Long NaN 19.0 1.848215e+07 78.0 Healthcare 380 TRUP 15 17.33 penny-cap Long NaN 52.0 1.835526e+07 23.0 Financial Services 354 WK 9 7.96 penny-cap Long NaN 25.0 1.814814e+07 17.0 Technology 673 SYKE 6 -0.76 penny-cap Long NaN 7.0 1.786933e+07 7.0 Technology 599 DOMO 18 23.51 penny-cap Long NaN 25.0 1.779829e+07 27.0 Technology 522 MDRX 6 4.49 penny-cap Long NaN 53.0 1.738042e+07 34.0 Healthcare 455 AQUA 6 2.86 penny-cap Long NaN 26.0 1.715389e+07 56.0 Industrials 750 LNTH 8 9.15 penny-cap Long NaN 20.0 1.668646e+07 22.0 Healthcare 597 SKY 7 4.20 penny-cap Long NaN 23.0 1.654613e+07 23.0 Consumer Cyclical 439 WNS 9 4.16 penny-cap Long NaN 26.0 1.627088e+07 27.0 Industrials 452 BLKB 9 3.10 penny-cap Long NaN 23.0 1.596758e+07 23.0 Technology 512 CSOD 9 4.04 penny-cap Long NaN 28.0 1.562320e+07 19.0 Technology 602 CVA 14 0.93 penny-cap Long NaN 14.0 1.547654e+07 41.0 Industrials 747 RGR 7 6.73 penny-cap Long NaN 35.0 1.404746e+07 37.0 Industrials 521 EXLS 38 9.62 penny-cap Long NaN 38.0 1.370128e+07 78.0 Technology 645 PMT 11 2.83 penny-cap Long NaN 16.0 1.367287e+07 17.0 Real Estate 349 DAVA 29 23.10 penny-cap Long NaN 45.0 1.335722e+07 48.0 Technology 638 ACMR 8 0.37 penny-cap Long NaN 22.0 1.334786e+07 12.0 Technology 640 RVNC 14 2.05 penny-cap Long NaN 14.0 1.332435e+07 48.0 Healthcare 564 RMBS 8 5.27 penny-cap Long NaN 22.0 1.299055e+07 11.0 Technology 499 AMRC 18 16.58 penny-cap Long NaN 57.0 1.221928e+07 23.0 Industrials 618 INSG 7 3.24 penny-cap Long NaN 48.0 1.205060e+07 16.0 Technology 738 GLNG 6 0.79 penny-cap Long NaN 31.0 1.204996e+07 31.0 Energy 550 HCSG 14 4.27 penny-cap Long NaN 14.0 1.178862e+07 36.0 Healthcare 403 SWTX 6 -0.67 penny-cap Long NaN 48.0 1.178681e+07 26.0 Healthcare 490 FSKR 12 2.00 penny-cap Long NaN 12.0 1.178254e+07 70.0 Financial Services 571 SITM 9 9.37 penny-cap Long NaN 25.0 1.172278e+07 16.0 Technology 408 INOV 14 3.88 penny-cap Long NaN 14.0 1.164683e+07 78.0 Healthcare 641 CSII 6 1.70 penny-cap Long NaN 26.0 1.074786e+07 15.0 Healthcare 604 ARCE 8 2.96 penny-cap Long NaN 22.0 1.049872e+07 19.0 Consumer Defensive 703 FFG 17 0.38 penny-cap Long NaN 17.0 1.006323e+07 17.0 Financial Services 585 PBH 35 11.30 penny-cap Long NaN 35.0 9.788666e+06 40.0 Healthcare 734 VLRS 9 0.54 penny-cap Long NaN 9.0 9.472697e+06 78.0 Industrials 671 SUPN 11 0.76 penny-cap Long NaN 11.0 9.392521e+06 54.0 Healthcare 577 VRRM 10 3.39 penny-cap Long NaN 10.0 9.281592e+06 18.0 Industrials 552 MODV 14 7.70 penny-cap Long NaN 42.0 8.993448e+06 15.0 Healthcare 762 CRTX 18 18.06 penny-cap Long NaN 29.0 8.847629e+06 25.0 Healthcare 610 FTAI 13 7.13 penny-cap Long NaN 23.0 8.533496e+06 16.0 Industrials 781 CMRE 19 7.65 penny-cap Long NaN 19.0 8.521548e+06 78.0 Industrials 761 FINV 12 15.61 penny-cap Long NaN 27.0 8.520730e+06 29.0 Financial Services 712 BLFS 7 5.05 penny-cap Long NaN 27.0 8.378165e+06 10.0 Healthcare 661 EBIX 12 -3.70 penny-cap Long NaN 20.0 8.139041e+06 15.0 Technology 458 CNS 35 16.17 penny-cap Long NaN 78.0 7.836958e+06 46.0 Financial Services 722 INVA 6 -0.05 penny-cap Long NaN 6.0 7.311869e+06 35.0 Healthcare 410 SAFE 12 3.06 penny-cap Long NaN 26.0 7.004315e+06 16.0 Real Estate 713 INBX 7 -1.60 penny-cap Long NaN 34.0 6.686774e+06 18.0 Healthcare 682 BSIG 6 -1.08 penny-cap Long NaN 6.0 6.576918e+06 62.0 Financial Services 460 NAD 27 3.06 penny-cap Long NaN 27.0 6.210440e+06 58.0 Financial Services 664 ZYME 14 -1.90 penny-cap Long NaN 47.0 5.694560e+06 20.0 Healthcare 690 EVV 17 2.23 penny-cap Long NaN 29.0 5.412581e+06 31.0 Financial Services 709 RDWR 17 6.83 penny-cap Long NaN 26.0 5.136695e+06 36.0 Technology 697 MMI 6 -1.11 penny-cap Long NaN 57.0 4.381419e+06 32.0 Real Estate 473 NOAH 8 4.91 penny-cap Long NaN 31.0 4.377495e+06 12.0 Financial Services 495 BSTZ 9 5.09 penny-cap Long NaN 21.0 3.941411e+06 26.0 unknown 735 LINX 16 1.81 penny-cap Long NaN 50.0 3.751500e+06 46.0 Technology 728 NYMTO 11 2.01 penny-cap Long NaN 11.0 3.189816e+06 78.0 Real Estate 679 BBN 15 1.59 penny-cap Long NaN 64.0 3.134216e+06 29.0 Financial Services 777 AUDC 18 6.80 penny-cap Long NaN 57.0 3.056427e+06 38.0 Technology 743 SCWX 18 24.75 penny-cap Long NaN 30.0 2.915247e+06 20.0 Technology 786 AWF 18 3.42 penny-cap Long NaN 24.0 1.984668e+06 31.0 Financial Services 644 DCBO 6 4.38 penny-cap Long NaN 60.0 1.741363e+06 46.0 Technology 557 NZF 7 0.76 penny-cap Long NaN 21.0 1.322379e+06 58.0 Financial Services 736 NRK 19 1.41 penny-cap Long NaN 19.0 8.899695e+05 55.0 Financial Services 407 ESGRP 11 0.28 penny-cap Long NaN 17.0 3.692296e+05 62.0 Financial Services 726 NYMTN 14 3.87 penny-cap Long NaN 19.0 3.459963e+05 30.0 Real Estate 721 NYMTP 11 1.23 penny-cap Long NaN 14.0 3.376303e+05 16.0 Real Estate 514 TDA 6 0.16 penny-cap Long NaN 19.0 1.741667e+05 31.0 unknown 417 WTFCM 8 0.40 penny-cap Long NaN 18.0 1.170711e+05 61.0 Financial Services Mean Return: 6.85890756302521 Mean Day/Week: 13.554621848739496 Accuracy:0.9159663865546218 *******************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 376 JBLU 10 -6.39 penny-cap Short NaN -55.0 1.642084e+08 -19.0 Industrials 529 SAVE 17 -11.66 penny-cap Short NaN -17.0 1.632385e+08 -35.0 Industrials 372 HFC 8 -2.84 penny-cap Short NaN -8.0 8.553724e+07 -39.0 Energy 666 PLAY 12 -5.64 penny-cap Short NaN -61.0 7.484695e+07 -35.0 Consumer Cyclical 358 SAGE 10 -2.37 penny-cap Short NaN -10.0 6.357088e+07 -11.0 Healthcare 355 NYCB 13 -4.66 penny-cap Short NaN -13.0 5.747157e+07 -39.0 Financial Services 480 ALGT 19 -14.40 penny-cap Short NaN -68.0 5.300532e+07 -40.0 Industrials 453 CBRL 14 -6.00 penny-cap Short NaN -52.0 5.191087e+07 -35.0 Consumer Cyclical 586 CAKE 8 -1.01 penny-cap Short NaN -34.0 5.082935e+07 -13.0 Consumer Cyclical 619 BLMN 8 3.92 penny-cap Short NaN -34.0 4.227405e+07 -12.0 Consumer Cyclical 538 FLR 9 -0.08 penny-cap Short NaN -32.0 4.146664e+07 -32.0 Industrials 444 TMHC 13 -4.96 penny-cap Short NaN -41.0 3.995936e+07 -19.0 Consumer Cyclical 489 ABG 13 -4.86 penny-cap Short NaN -43.0 3.844446e+07 -19.0 Consumer Cyclical 364 ALSN 8 0.60 penny-cap Short NaN -24.0 3.327662e+07 -16.0 Consumer Cyclical 502 UTZ 11 -7.71 penny-cap Short NaN -33.0 3.133690e+07 -32.0 Consumer Defensive 462 TRN 6 -2.02 penny-cap Short NaN -7.0 3.054461e+07 -8.0 Industrials 547 WWW 8 0.02 penny-cap Short NaN -33.0 3.052428e+07 -28.0 Consumer Cyclical 478 ENR 16 -1.83 penny-cap Short NaN -38.0 2.995870e+07 -21.0 Industrials 429 AVT 6 2.09 penny-cap Short NaN -41.0 2.939753e+07 -8.0 Technology 451 LCII 6 -0.13 penny-cap Short NaN -12.0 2.904873e+07 -13.0 Consumer Cyclical 441 MDC 11 -3.38 penny-cap Short NaN -49.0 2.852427e+07 -20.0 Consumer Cyclical 469 TCBI 8 -2.46 penny-cap Short NaN -8.0 2.842592e+07 -59.0 Financial Services 553 THS 22 -7.57 penny-cap Short NaN -24.0 2.441724e+07 -39.0 Consumer Defensive 397 VMI 7 5.27 penny-cap Short NaN -28.0 2.319021e+07 -13.0 Industrials 500 WOR 10 -3.59 penny-cap Short NaN -33.0 2.305712e+07 -29.0 Industrials 351 PAG 7 2.33 penny-cap Short NaN -34.0 2.263111e+07 -17.0 Consumer Cyclical 369 AL 13 -6.55 penny-cap Short NaN -13.0 2.158255e+07 -36.0 Industrials 508 ONB 8 -2.38 penny-cap Short NaN -66.0 2.120085e+07 -41.0 Financial Services 660 FSM 8 -7.92 penny-cap Short NaN -9.0 2.101696e+07 -18.0 Basic Materials 536 DOOR 8 0.98 penny-cap Short NaN -39.0 2.099982e+07 -19.0 Industrials 491 BXS 12 -5.98 penny-cap Short NaN -12.0 2.085713e+07 -49.0 Financial Services 650 CVI 7 6.61 penny-cap Short NaN -11.0 2.081260e+07 -60.0 Energy 481 CNO 7 4.56 penny-cap Short NaN -24.0 2.057093e+07 -13.0 Financial Services 589 TSE 8 1.46 penny-cap Short NaN -28.0 2.052735e+07 -29.0 Basic Materials 456 VSH 16 -5.12 penny-cap Short NaN -41.0 2.044072e+07 -35.0 Technology 496 COLB 8 -3.66 penny-cap Short NaN -69.0 1.986880e+07 -54.0 Financial Services 421 SNDR 8 1.42 penny-cap Short NaN -28.0 1.919854e+07 -24.0 Industrials 651 LZB 9 0.81 penny-cap Short NaN -33.0 1.859092e+07 -29.0 Consumer Cyclical 598 SKYW 17 -9.61 penny-cap Short NaN -17.0 1.820870e+07 -41.0 Industrials 605 FMBI 15 -5.44 penny-cap Short NaN -64.0 1.759863e+07 -29.0 Financial Services 654 EB 10 -4.66 penny-cap Short NaN -10.0 1.669237e+07 -34.0 Technology 778 BJRI 13 -5.88 penny-cap Short NaN -69.0 1.611357e+07 -29.0 Consumer Cyclical 535 ABM 11 -6.78 penny-cap Short NaN -49.0 1.527128e+07 -21.0 Industrials 764 ACRS 15 -3.54 penny-cap Short NaN -54.0 1.521996e+07 -36.0 Healthcare 731 ARCB 8 4.12 penny-cap Short NaN -28.0 1.490826e+07 -17.0 Industrials 566 FULT 7 3.62 penny-cap Short NaN -64.0 1.425955e+07 -8.0 Financial Services 511 NWE 7 -0.53 penny-cap Short NaN -44.0 1.408963e+07 -24.0 Utilities 594 CMP 8 -5.40 penny-cap Short NaN -26.0 1.395100e+07 -11.0 Basic Materials 494 DAN 6 0.80 penny-cap Short NaN -14.0 1.384551e+07 -8.0 Consumer Cyclical 559 RUSHA 8 -4.46 penny-cap Short NaN -49.0 1.360957e+07 -19.0 Consumer Cyclical 413 AAON 18 -4.23 penny-cap Short NaN -18.0 1.331119e+07 -68.0 Industrials 504 AIT 6 1.49 penny-cap Short NaN -28.0 1.292238e+07 -9.0 Industrials 438 HOMB 7 3.87 penny-cap Short NaN -67.0 1.268239e+07 -14.0 Financial Services 696 HOPE 7 1.94 penny-cap Short NaN -63.0 1.209505e+07 -8.0 Financial Services 532 AVA 7 0.41 penny-cap Short NaN -51.0 1.194317e+07 -20.0 Utilities 670 PATK 8 -2.17 penny-cap Short NaN -33.0 1.132382e+07 -18.0 Consumer Cyclical 387 RXT 10 -3.79 penny-cap Short NaN -45.0 1.110177e+07 -34.0 Technology 760 CMCO 8 0.00 penny-cap Short NaN -68.0 9.898049e+06 -24.0 Industrials 513 CWT 6 -1.27 penny-cap Short NaN -6.0 9.670515e+06 -7.0 Utilities 543 GCMG 16 -7.91 penny-cap Short NaN -32.0 9.516059e+06 -34.0 Financial Services 692 TBK 7 3.76 penny-cap Short NaN -46.0 9.462226e+06 -29.0 Financial Services 625 ADUS 14 -6.42 penny-cap Short NaN -14.0 9.435762e+06 -42.0 Healthcare 700 AROC 8 -3.28 penny-cap Short NaN -8.0 9.364533e+06 -8.0 Energy 616 MTOR 9 -5.97 penny-cap Short NaN -9.0 9.227025e+06 -62.0 Consumer Cyclical 780 KRA 13 -6.32 penny-cap Short NaN -41.0 9.076175e+06 -42.0 Basic Materials 720 PGTI 14 -1.90 penny-cap Short NaN -34.0 8.945938e+06 -28.0 Industrials 639 FBK 15 -6.58 penny-cap Short NaN -67.0 8.932593e+06 -44.0 Financial Services 689 CGEM 7 3.22 penny-cap Short NaN -7.0 8.678345e+06 -118.0 Healthcare 519 CVBF 7 1.58 penny-cap Short NaN -8.0 8.649385e+06 -8.0 Financial Services 678 ATSG 7 1.58 penny-cap Short NaN -7.0 8.600105e+06 -48.0 Industrials 565 IOSP 8 -2.67 penny-cap Short NaN -13.0 8.314157e+06 -14.0 Basic Materials 544 IBOC 6 -3.11 penny-cap Short NaN -28.0 8.146512e+06 -8.0 Financial Services 662 NWBI 7 0.36 penny-cap Short NaN -7.0 8.053580e+06 -8.0 Financial Services 541 FIBK 14 -7.58 penny-cap Short NaN -68.0 7.544099e+06 -35.0 Financial Services 556 FLOW 6 1.13 penny-cap Short NaN -29.0 6.737537e+06 -9.0 Industrials 675 LNN 7 4.31 penny-cap Short NaN -70.0 6.639539e+06 -14.0 Industrials 582 FRME 13 -3.29 penny-cap Short NaN -64.0 6.373129e+06 -25.0 Financial Services 637 TRMK 8 -1.22 penny-cap Short NaN -62.0 6.357547e+06 -24.0 Financial Services 606 BANF 13 -3.08 penny-cap Short NaN -29.0 6.315372e+06 -25.0 Financial Services 755 OCFC 8 -2.54 penny-cap Short NaN -63.0 6.228500e+06 -37.0 Financial Services 648 SBCF 7 1.65 penny-cap Short NaN -29.0 5.915000e+06 -8.0 Financial Services 704 CVGW 14 -7.00 penny-cap Short NaN -44.0 5.416558e+06 -41.0 Consumer Defensive 681 WABC 13 -4.51 penny-cap Short NaN -68.0 5.053252e+06 -25.0 Financial Services 539 MEOH 8 -2.53 penny-cap Short NaN -26.0 4.957823e+06 -35.0 Basic Materials 725 EPAC 6 -0.73 penny-cap Short NaN -29.0 4.860421e+06 -8.0 Industrials 677 NTB 7 0.07 penny-cap Short NaN -34.0 4.825856e+06 -25.0 Financial Services 748 PLUS 20 -5.93 penny-cap Short NaN -34.0 4.825187e+06 -28.0 Technology 691 NBTB 8 -4.57 penny-cap Short NaN -24.0 4.660380e+06 -24.0 Financial Services 744 RMAX 14 -4.48 penny-cap Short NaN -71.0 4.596564e+06 -54.0 Real Estate 785 PRA 8 -5.14 penny-cap Short NaN -66.0 4.560257e+06 -35.0 Financial Services 729 SWM 21 -4.31 penny-cap Short NaN -68.0 4.535637e+06 -34.0 Basic Materials 607 PRK 8 -3.07 penny-cap Short NaN -14.0 4.157478e+06 -41.0 Financial Services 783 MATW 8 -3.84 penny-cap Short NaN -66.0 3.932883e+06 -25.0 Industrials 643 CFFN 24 -1.69 penny-cap Short NaN -24.0 3.855379e+06 -59.0 Financial Services 775 NBHC 7 0.15 penny-cap Short NaN -67.0 3.826443e+06 -25.0 Financial Services 767 AMSF 6 -1.09 penny-cap Short NaN -27.0 3.732837e+06 -17.0 Financial Services 751 TCBK 7 0.12 penny-cap Short NaN -13.0 3.713376e+06 -8.0 Financial Services 683 HTLD 28 -6.47 penny-cap Short NaN -48.0 3.642924e+06 -34.0 Industrials 768 ORIC 17 -5.67 penny-cap Short NaN -17.0 3.595535e+06 -137.0 Healthcare 759 SAFT 7 -0.47 penny-cap Short NaN -24.0 3.453870e+06 -20.0 Financial Services 770 SXI 6 1.19 penny-cap Short NaN -26.0 3.351159e+06 -8.0 Industrials 771 FOR 12 -4.02 penny-cap Short NaN -38.0 3.042928e+06 -26.0 Real Estate 773 CLS 7 4.12 penny-cap Short NaN -11.0 2.823887e+06 -12.0 Technology 657 KRO 6 -2.80 penny-cap Short NaN -32.0 2.382791e+06 -16.0 Basic Materials 680 BV 7 2.85 penny-cap Short NaN -45.0 2.270818e+06 -14.0 Industrials 424 MOR 8 0.08 penny-cap Short NaN -8.0 1.682636e+06 -137.0 Healthcare 574 UZC 13 0.04 penny-cap Short NaN -39.0 6.440420e+05 -128.0 unknown 558 RUSHB 8 -3.91 penny-cap Short NaN -51.0 5.382367e+05 -19.0 Consumer Cyclical 488 HKIB 7 -8.42 penny-cap Short NaN -48.0 6.882720e+04 -27.0 Financial Services 575 HWCPL 11 -0.32 penny-cap Short NaN -31.0 4.250000e+04 -33.0 unknown 655 PRTC 8 -5.22 penny-cap Short NaN -8.0 3.222944e+04 -34.0 Healthcare 484 TCBIP 16 -0.10 penny-cap Short NaN -32.0 0.000000e+00 -132.0 Financial Services Mean Return: -2.308571428571429 Mean Day/Week: 10.25 Accuracy:0.6785714285714286 ************************************** ************************************** ************************************** Error: []

[stock-filter]

Stock daily Filter Report for 2021/04/10 05-40-09

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 10 Communication Services 8 Consumer Cyclical 24 Consumer Defensive 17 Energy 2 Financial Services 32 Healthcare 15 Industrials 45 Real Estate 17 Technology 49 Utilities 17 unknown 3 **************************************** big_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 1.1 Big Cap Long Entry********************* big_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 231 AMP 5 1.07 big-cap Long 0.0 Financial Services 69 BKNG 3 1.63 big-cap Long 0.0 Consumer Cyclical 344 AVY 5 3.23 big-cap Long 0.0 Industrials 336 CRL 4 1.44 big-cap Long 0.0 Healthcare 298 STX 4 2.28 big-cap Long 0.0 Technology 235 KKR 5 0.34 big-cap Long 0.0 Financial Services 224 FTNT 5 3.31 big-cap Long 0.0 Technology 120 AON 3 0.31 big-cap Long 0.0 Financial Services 105 DELL 3 2.57 big-cap Long 0.0 Technology 89 ICE 2 0.97 big-cap Long 0.0 Financial Services 404 PWR 5 1.96 big-cap Long 0.0 Industrials 18 INTC 2 1.80 big-cap Long 0.0 Technology 64 MU 2 0.01 big-cap Long 0.0 Technology 287 BURL 2 3.72 big-cap Long -0.5 Consumer Cyclical 215 WELL 2 -0.67 big-cap Long -0.5 Real Estate 386 LKQ 2 0.80 big-cap Long -0.5 Consumer Cyclical 383 EQH 5 -0.33 big-cap Long -0.5 Financial Services 350 L 3 0.49 big-cap Long -0.5 Financial Services 6 V 2 0.82 big-cap Long -0.5 Financial Services 329 VICI 3 -1.58 big-cap Long -0.5 Real Estate 317 TW 5 2.62 big-cap Long -0.5 Financial Services 271 HUBS 2 0.46 big-cap Long -0.5 Technology 270 TFX 5 1.10 big-cap Long -0.5 Healthcare 4 GOOGL 4 2.76 big-cap Long -0.5 Communication Services 3 GOOG 4 2.72 big-cap Long -0.5 Communication Services 55 INTU 3 4.09 big-cap Long -0.5 Technology 94 ABB 5 2.42 big-cap Long -0.5 Industrials 59 DEO 2 0.31 big-cap Long -0.5 Consumer Defensive 179 ZBH 3 4.10 big-cap Long -0.5 Healthcare 116 BX 2 0.20 big-cap Long -0.5 Financial Services 323 MGM 2 -0.88 big-cap Long -1.0 Consumer Cyclical 393 NDSN 1 0.00 big-cap Long -1.0 Industrials 389 UHS 2 0.96 big-cap Long -1.0 Healthcare 106 GPN 2 0.23 big-cap Long -1.0 Industrials 10 MA 1 0.00 big-cap Long -1.0 Financial Services 330 RJF 5 -1.45 big-cap Long -1.0 unknown 211 LUV 4 -1.06 big-cap Long -1.0 Industrials 76 INFY 4 1.04 big-cap Long -1.0 Technology 150 ROST 3 3.88 big-cap Long -1.0 Consumer Cyclical 294 PTC 5 0.08 big-cap Long -1.0 Technology 284 NVR 5 1.60 big-cap Long -1.0 Consumer Cyclical 189 SWKS 5 -1.51 big-cap Long -1.0 Technology 38 MDT 5 1.45 big-cap Long -1.0 Healthcare 312 ON 5 -2.44 big-cap Long -1.5 Technology 303 DISH 5 -0.34 big-cap Long -1.5 Communication Services 342 SJM 5 0.88 big-cap Long -1.5 Consumer Defensive 165 TROW 1 0.00 big-cap Long -1.5 Financial Services 351 OTEX 5 1.04 big-cap Long -1.5 Technology 358 NTCO 2 -0.72 big-cap Long -1.5 Consumer Defensive 368 CHRW 1 0.00 big-cap Long -1.5 Industrials 186 TDG 4 0.16 big-cap Long -1.5 Industrials 51 BA 5 -2.71 big-cap Long -1.5 Industrials Mean Return: 0.9408333333333333 Mean Day/Week: 3.7291666666666665 Accuracy:0.7708333333333334 *******************Part 1.2 Big Cap Short Entry********************* big_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 1.3 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 406 SNA 11 4.99 big-cap Long 0.0 Industrials 242 GRMN 8 5.21 big-cap Long 0.0 Technology 327 IEX 12 7.75 big-cap Long 0.0 Industrials 324 POOL 10 7.84 big-cap Long 0.0 Consumer Cyclical 168 IQV 6 4.78 big-cap Long 0.0 Healthcare 316 NTAP 16 5.95 big-cap Long 0.0 Technology 308 EXR 14 7.74 big-cap Long 0.0 Real Estate 291 SSNC 21 5.78 big-cap Long 0.0 Technology 285 WAT 6 7.73 big-cap Long 0.0 Healthcare 104 MMC 22 7.71 big-cap Long 0.0 Financial Services 254 CDW 7 5.75 big-cap Long 0.0 Technology 252 EPAM 8 9.94 big-cap Long 0.0 Technology 114 NOC 20 12.05 big-cap Long 0.0 Industrials 239 VRSN 7 3.27 big-cap Long 0.0 Technology 332 ENTG 9 13.41 big-cap Long 0.0 Technology 122 MNST 10 3.94 big-cap Long 0.0 Consumer Defensive 125 KLAC 7 6.77 big-cap Long 0.0 Technology 233 FNV 17 8.53 big-cap Long 0.0 Basic Materials 226 WY 6 1.90 big-cap Long 0.0 Real Estate 216 WCN 25 11.91 big-cap Long 0.0 Industrials 212 AME 10 3.10 big-cap Long 0.0 Industrials 142 EXC 20 5.17 big-cap Long 0.0 Utilities 145 PSA 13 6.04 big-cap Long 0.0 Real Estate 193 MSI 14 2.95 big-cap Long 0.0 Technology 183 HPQ 8 4.43 big-cap Long 0.0 Technology 175 CARR 21 8.86 big-cap Long 0.0 Industrials 80 LRCX 7 10.97 big-cap Long 0.0 Technology 319 AGR 24 7.91 big-cap Long 0.0 Utilities 40 UPS 10 4.66 big-cap Long 0.0 Industrials 359 FBHS 11 10.54 big-cap Long 0.0 Consumer Cyclical 35 COST 10 3.18 big-cap Long 0.0 Consumer Defensive 27 ORCL 10 7.85 big-cap Long 0.0 Technology 394 XPO 6 3.02 big-cap Long 0.0 Industrials 47 LOW 18 12.60 big-cap Long 0.0 Consumer Cyclical 365 SAM 9 7.34 big-cap Long 0.0 Consumer Defensive 398 TXT 8 5.49 big-cap Long 0.0 Industrials 13 HD 19 13.77 big-cap Long 0.0 Consumer Cyclical 52 BLK 10 6.65 big-cap Long 0.0 Financial Services 349 JHX 6 3.01 big-cap Long 0.0 Basic Materials 339 FICO 11 7.94 big-cap Long 0.0 Technology 67 SYK 6 4.22 big-cap Long 0.0 Healthcare 63 LMT 20 12.83 big-cap Long 0.0 Industrials 403 ALLE 23 14.56 big-cap Long 0.0 Industrials 338 J 25 15.90 big-cap Long 0.0 Industrials 375 WHR 24 16.44 big-cap Long 0.0 Consumer Cyclical 200 DHI 22 14.11 big-cap Long -0.5 Consumer Cyclical 197 PEG 20 6.06 big-cap Long -0.5 Utilities 185 YUM 19 6.40 big-cap Long -0.5 Consumer Cyclical 181 ORLY 25 10.50 big-cap Long -0.5 Consumer Cyclical 381 WRB 12 6.64 big-cap Long -0.5 Financial Services 390 LII 23 14.02 big-cap Long -0.5 Industrials 225 ANET 10 1.47 big-cap Long -0.5 Technology 385 FNF 8 6.68 big-cap Long -0.5 Financial Services 232 ODFL 25 12.73 big-cap Long -0.5 Industrials 402 CPT 19 2.74 big-cap Long -0.5 Real Estate 335 BEN 19 3.68 big-cap Long -0.5 Financial Services 374 CNP 20 5.81 big-cap Long -0.5 Utilities 371 LB 11 12.02 big-cap Long -0.5 Consumer Cyclical 243 AJG 11 5.96 big-cap Long -0.5 Financial Services 334 MKL 6 1.55 big-cap Long -0.5 Financial Services 251 GIB 20 4.56 big-cap Long -0.5 Technology 367 XRAY 9 3.43 big-cap Long -0.5 Healthcare 259 ETR 19 3.06 big-cap Long -0.5 Utilities 364 PHM 22 12.01 big-cap Long -0.5 Consumer Cyclical 290 CTXS 10 4.12 big-cap Long -0.5 Technology 293 VAR 9 0.29 big-cap Long -0.5 Healthcare 297 SKM 10 1.56 big-cap Long -0.5 Communication Services 301 ACGLP 7 0.70 big-cap Long -0.5 Financial Services 341 ACGL 13 8.69 big-cap Long -0.5 Financial Services 331 TDY 11 5.19 big-cap Long -0.5 Technology 174 CRH 6 4.18 big-cap Long -0.5 Basic Materials 5 FB 21 13.59 big-cap Long -0.5 Communication Services 207 WLTW 9 2.62 big-cap Long -0.5 Financial Services 153 MCHP 6 1.02 big-cap Long -0.5 Technology 84 DUK 19 5.55 big-cap Long -0.5 Utilities 93 SO 13 3.44 big-cap Long -0.5 Utilities 62 TGT 11 6.51 big-cap Long -0.5 Consumer Defensive 121 DG 10 2.01 big-cap Long -0.5 Consumer Defensive 50 SBUX 8 2.64 big-cap Long -0.5 Consumer Cyclical 113 RELX 11 4.97 big-cap Long -0.5 Communication Services 33 TXN 14 8.39 big-cap Long -0.5 Technology 88 USB 11 5.10 big-cap Long -0.5 Financial Services 17 ASML 10 1.55 big-cap Long -0.5 Technology 155 APH 10 3.00 big-cap Long -0.5 Technology 159 LHX 22 9.24 big-cap Long -0.5 Industrials 15 BAC 8 2.57 big-cap Long -0.5 Financial Services 160 CSGP 6 3.03 big-cap Long -0.5 Real Estate 108 PHG 7 6.14 big-cap Long -0.5 Healthcare 96 NSC 12 3.13 big-cap Long -1.0 Industrials 318 SHG 26 10.29 big-cap Long -1.0 Financial Services 311 DRE 18 3.59 big-cap Long -1.0 Real Estate 275 TRU 10 3.58 big-cap Long -1.0 Industrials 289 PEAK 21 4.11 big-cap Long -1.0 Real Estate 97 ECL 9 2.34 big-cap Long -1.0 Basic Materials 296 STE 12 5.98 big-cap Long -1.0 Healthcare 295 SUI 14 1.84 big-cap Long -1.0 Real Estate 283 BR 10 1.78 big-cap Long -1.0 Technology 99 D 20 3.75 big-cap Long -1.0 Utilities 320 DPZ 11 6.07 big-cap Long -1.0 Consumer Cyclical 162 BK 11 4.89 big-cap Long -1.0 Financial Services 70 FIS 6 4.03 big-cap Long -1.0 Technology 86 CL 10 0.72 big-cap Long -1.0 Consumer Defensive 325 MAS 22 10.46 big-cap Long -1.0 Industrials 399 NWL 10 1.48 big-cap Long -1.0 Consumer Defensive 29 TBB 6 1.32 big-cap Long -1.0 unknown 30 ACN 20 8.39 big-cap Long -1.0 Technology 377 ELS 18 0.79 big-cap Long -1.0 Real Estate 39 HON 12 6.81 big-cap Long -1.0 Industrials 43 LIN 23 8.32 big-cap Long -1.0 Basic Materials 49 SNY 11 3.22 big-cap Long -1.0 Healthcare 362 BRO 6 2.79 big-cap Long -1.0 Financial Services 356 CCK 6 4.45 big-cap Long -1.0 Consumer Cyclical 54 AMT 14 6.46 big-cap Long -1.0 Real Estate 348 SMG 11 5.70 big-cap Long -1.0 Basic Materials 56 MMM 25 9.23 big-cap Long -1.0 Industrials 269 IR 10 1.76 big-cap Long -1.0 Industrials 72 PLD 14 5.59 big-cap Long -1.0 Real Estate 82 CCI 18 6.12 big-cap Long -1.0 Real Estate 272 XYL 11 5.87 big-cap Long -1.0 Industrials 161 SRE 22 6.93 big-cap Long -1.0 Utilities 264 PKX 14 8.94 big-cap Long -1.0 Basic Materials 238 NDAQ 14 6.06 big-cap Long -1.0 Financial Services 170 MSCI 10 5.52 big-cap Long -1.0 Financial Services 180 KMI 12 2.16 big-cap Long -1.0 Energy 192 ES 12 0.67 big-cap Long -1.0 Utilities 196 RSG 25 9.79 big-cap Long -1.0 Industrials 143 ROP 11 4.62 big-cap Long -1.0 Industrials 204 SWK 29 11.74 big-cap Long -1.0 Industrials 140 TRI 6 1.61 big-cap Long -1.0 Industrials 217 LEN 21 16.38 big-cap Long -1.0 Consumer Cyclical 221 FMX 24 10.27 big-cap Long -1.0 Consumer Defensive 138 CTSH 12 4.67 big-cap Long -1.0 Technology 227 DLTR 15 8.51 big-cap Long -1.0 Consumer Defensive 234 DTE 24 9.24 big-cap Long -1.0 Utilities 139 NGG 11 2.64 big-cap Long -1.0 Utilities 241 O 20 3.99 big-cap Long -1.0 Real Estate 118 NXPI 18 3.69 big-cap Long -1.0 Technology 102 VMW 23 6.72 big-cap Long -1.0 Technology 119 WM 26 16.10 big-cap Long -1.0 Industrials 110 MCO 14 8.11 big-cap Long -1.0 Financial Services 248 QRVO 7 5.10 big-cap Long -1.0 Technology 363 FFIV 10 0.05 big-cap Long -1.5 Technology 282 TRMB 6 -0.27 big-cap Long -1.5 Technology 146 KHC 11 2.44 big-cap Long -1.5 Consumer Defensive 366 WPC 10 0.41 big-cap Long -1.5 Real Estate 281 DOV 29 9.65 big-cap Long -1.5 Industrials 369 PPD 19 2.58 big-cap Long -1.5 Healthcare 191 HSY 23 5.83 big-cap Long -1.5 Consumer Defensive 36 MCD 21 9.14 big-cap Long -1.5 Consumer Cyclical 148 EBAY 10 2.77 big-cap Long -1.5 Consumer Cyclical 154 BCE 6 1.35 big-cap Long -1.5 Communication Services 361 EVRG 25 9.33 big-cap Long -1.5 Utilities 378 JKHY 6 0.76 big-cap Long -1.5 Technology 32 TMUS 6 1.13 big-cap Long -1.5 Communication Services 279 INVH 19 3.28 big-cap Long -1.5 Real Estate 171 XEL 14 5.69 big-cap Long -1.5 Utilities 21 KO 13 3.48 big-cap Long -1.5 Consumer Defensive 397 MHK 6 2.37 big-cap Long -1.5 Consumer Cyclical 169 PH 32 8.08 big-cap Long -1.5 Industrials 401 TTC 10 2.12 big-cap Long -1.5 Industrials 167 INFO 23 8.78 big-cap Long -1.5 Industrials 11 PG 12 2.89 big-cap Long -1.5 Consumer Defensive 144 TRP 6 0.02 big-cap Long -1.5 Energy 53 IBM 22 6.08 big-cap Long -1.5 Technology 360 LNT 24 8.47 big-cap Long -1.5 Utilities 98 APD 15 3.87 big-cap Long -1.5 Basic Materials 127 KDP 22 5.21 big-cap Long -1.5 Consumer Defensive 309 EXPD 24 12.44 big-cap Long -1.5 Industrials 133 WBA 7 -1.22 big-cap Long -1.5 Healthcare 315 NUE 39 37.27 big-cap Long -1.5 Basic Materials 90 FDX 23 11.00 big-cap Long -1.5 Industrials 229 CAJ 8 2.42 big-cap Long -1.5 Technology 135 GD 22 6.72 big-cap Long -1.5 unknown 321 WAB 10 1.41 big-cap Long -1.5 Industrials 322 JBHT 12 6.17 big-cap Long -1.5 Industrials 222 MXIM 6 0.38 big-cap Long -1.5 Technology 307 BIP 6 0.74 big-cap Long -1.5 Utilities 326 CE 11 1.87 big-cap Long -1.5 Basic Materials 73 SPGI 25 10.03 big-cap Long -1.5 Financial Services 261 NTRS 10 2.74 big-cap Long -1.5 Financial Services 208 FAST 11 1.78 big-cap Long -1.5 Industrials 61 AMAT 9 10.34 big-cap Long -1.5 Technology 9 NVDA 6 4.21 big-cap Long -1.5 Technology 206 GLW 23 15.64 big-cap Long -1.5 Technology 101 BAM 20 4.60 big-cap Long -1.5 Financial Services 255 IP 11 1.14 big-cap Long -1.5 Consumer Cyclical 100 DCUE 11 1.68 big-cap Long -1.5 Utilities Mean Return: 5.97379679144385 Mean Day/Week: 14.213903743315509 Accuracy:0.9893048128342246 *******************Part 1.4 Big Cap Short Maintainance********************* big_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 10 Consumer Cyclical 13 Consumer Defensive 5 Financial Services 14 Healthcare 4 Industrials 23 Real Estate 11 Technology 14 Utilities 2 unknown 1 **************************************** small_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 2.1 Small Cap Long Entry********************* small_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 562 GIL 4 3.15 small-cap Long 0.0 Consumer Cyclical 486 SC 4 4.70 small-cap Long 0.0 Financial Services 554 DSGX 3 2.18 small-cap Long 0.0 Technology 541 WSC 5 2.22 small-cap Long 0.0 Industrials 524 WMS 1 0.00 small-cap Long 0.0 Industrials 519 ALK 1 0.00 small-cap Long 0.0 Industrials 503 CAE 2 3.42 small-cap Long 0.0 Industrials 471 GPS 4 5.40 small-cap Long 0.0 Consumer Cyclical 475 ARCC 3 0.78 small-cap Long 0.0 Financial Services 559 MAN 3 1.14 small-cap Long -0.5 Industrials 534 LSCC 5 0.15 small-cap Long -0.5 Technology 520 LSI 5 1.29 small-cap Long -0.5 Real Estate 487 NNN 5 0.45 small-cap Long -0.5 Real Estate 408 HGH 1 0.00 small-cap Long -0.5 unknown 453 SID 4 8.39 small-cap Long -0.5 Basic Materials 465 RNR 5 1.81 small-cap Long -0.5 Financial Services 427 AZPN 1 0.00 small-cap Long -0.5 Technology 428 DLB 5 -1.62 small-cap Long -0.5 Technology 449 DECK 1 0.00 small-cap Long -0.5 Consumer Cyclical 496 TTEK 4 2.01 small-cap Long -0.5 Industrials 455 BLDR 5 2.16 small-cap Long -1.0 Industrials 454 Y 2 0.09 small-cap Long -1.0 Financial Services 522 DKS 4 0.18 small-cap Long -1.0 Consumer Cyclical 474 G 5 1.02 small-cap Long -1.0 Technology 502 VRT 3 1.23 small-cap Long -1.0 Industrials 538 FRPT 5 1.99 small-cap Long -1.0 Consumer Defensive 432 PNR 1 0.00 small-cap Long -1.0 Industrials 544 ORI 4 2.04 small-cap Long -1.0 Financial Services 481 SITE 1 0.00 small-cap Long -1.0 Industrials 511 AZEK 1 0.00 small-cap Long -1.5 Industrials 543 CHH 4 -2.79 small-cap Long -1.5 Consumer Cyclical 550 FOUR 3 7.33 small-cap Long -1.5 Technology 424 KOF 2 0.54 small-cap Long -1.5 Consumer Defensive 490 ICL 1 0.00 small-cap Long -1.5 Basic Materials Mean Return: 1.9704 Mean Day/Week: 4.28 Accuracy:0.92 *******************Part 2.2 Small Cap Short Entry********************* small_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.3 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 485 BSMX 10 1.50 small-cap Long 0.0 Financial Services 466 ACM 25 13.22 small-cap Long 0.0 Industrials 557 SWI 24 9.67 small-cap Long 0.0 Technology 527 FAF 9 5.12 small-cap Long 0.0 Financial Services 517 ESLT 8 2.27 small-cap Long 0.0 Industrials 499 RBA 10 4.92 small-cap Long 0.0 Industrials 494 KNX 11 9.19 small-cap Long 0.0 Industrials 489 GGB 10 9.87 small-cap Long 0.0 Basic Materials 482 VOYA 6 2.20 small-cap Long 0.0 Financial Services 473 UTHR 6 5.70 small-cap Long 0.0 Healthcare 469 ARW 10 5.35 small-cap Long 0.0 Technology 558 SLM 9 8.64 small-cap Long 0.0 Financial Services 418 WSO 18 7.91 small-cap Long 0.0 Industrials 436 BRKR 6 5.64 small-cap Long 0.0 Healthcare 439 OC 20 10.04 small-cap Long -0.5 Industrials 434 IPHI 10 4.10 small-cap Long -0.5 Technology 556 BWXT 25 12.46 small-cap Long -0.5 Industrials 542 EGP 11 5.24 small-cap Long -0.5 Real Estate 528 DOOO 19 14.07 small-cap Long -0.5 Consumer Cyclical 509 JBL 20 10.25 small-cap Long -0.5 Technology 423 GFL 29 14.57 small-cap Long -0.5 Industrials 440 AGNCM 7 0.16 small-cap Long -0.5 Real Estate 429 COLD 18 4.71 small-cap Long -0.5 Real Estate 431 MKSI 12 12.10 small-cap Long -0.5 Technology 488 CUBE 9 3.62 small-cap Long -0.5 Real Estate 410 RH 11 15.48 small-cap Long -0.5 Consumer Cyclical 409 AMH 19 5.00 small-cap Long -0.5 Real Estate 444 NI 20 9.28 small-cap Long -0.5 Utilities 464 CSL 23 10.25 small-cap Long -0.5 Industrials 463 VER 6 1.10 small-cap Long -0.5 Real Estate 461 SEIC 12 5.68 small-cap Long -0.5 Financial Services 510 HII 25 11.18 small-cap Long -1.0 Industrials 500 REXR 17 6.23 small-cap Long -1.0 Real Estate 422 WU 6 0.17 small-cap Long -1.0 Financial Services 514 HRC 10 1.88 small-cap Long -1.0 Healthcare 540 VIRT 20 4.68 small-cap Long -1.0 Financial Services 443 AGNC 8 1.02 small-cap Long -1.0 Real Estate 508 TOL 6 2.61 small-cap Long -1.0 Consumer Cyclical 506 DXC 8 1.04 small-cap Long -1.0 Technology 547 WH 25 10.99 small-cap Long -1.0 Consumer Cyclical 457 PRAH 17 6.32 small-cap Long -1.0 Healthcare 445 CIEN 6 -0.23 small-cap Long -1.0 Technology 493 CASY 10 1.28 small-cap Long -1.0 Consumer Defensive 492 BLD 8 3.97 small-cap Long -1.0 Industrials 552 TX 33 20.41 small-cap Long -1.0 Basic Materials 415 WSM 16 13.69 small-cap Long -1.0 Consumer Cyclical 521 HOG 7 4.84 small-cap Long -1.0 Consumer Cyclical 548 FR 24 7.99 small-cap Long -1.5 Real Estate 551 SKX 24 14.98 small-cap Long -1.5 Consumer Cyclical 535 BJ 10 -2.75 small-cap Long -1.5 Consumer Defensive 442 PNW 20 4.41 small-cap Long -1.5 Utilities 435 GFI 6 -2.57 small-cap Long -1.5 Basic Materials 518 POST 11 0.67 small-cap Long -1.5 Consumer Defensive 516 CDK 19 1.01 small-cap Long -1.5 Technology 477 STLD 11 8.22 small-cap Long -1.5 Basic Materials 446 RE 6 1.46 small-cap Long -1.5 Financial Services 505 AXTA 8 1.07 small-cap Long -1.5 Basic Materials 498 ITT 11 4.81 small-cap Long -1.5 Industrials 458 AIZ 22 5.91 small-cap Long -1.5 Financial Services 467 RS 11 5.28 small-cap Long -1.5 Basic Materials 484 RGLD 7 2.82 small-cap Long -1.5 Basic Materials 433 KGC 6 5.54 small-cap Long -1.5 Basic Materials 497 BERY 27 7.87 small-cap Long -1.5 Consumer Cyclical Mean Return: 6.128730158730159 Mean Day/Week: 13.936507936507937 Accuracy:0.9523809523809523 *******************Part 2.4 Small Cap Short Maintaiance********************* small_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 12 Communication Services 6 Consumer Cyclical 18 Consumer Defensive 7 Energy 4 Financial Services 65 Healthcare 14 Industrials 30 Real Estate 19 Technology 24 Utilities 11 unknown 4 **************************************** penny_industry_downtrending_count tickers industry Real Estate 1 *******************Part 3.1 Penny Cap Long Entry********************* penny_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 937 AWF 2 0.17 penny-cap Long 0.0 Financial Services 860 ANF 3 2.66 penny-cap Long 0.0 Consumer Cyclical 752 NZF 4 0.98 penny-cap Long 0.0 Financial Services 770 FSK 4 0.20 penny-cap Long 0.0 Financial Services 567 EXP 4 0.77 penny-cap Long 0.0 Basic Materials 791 GDV 4 0.90 penny-cap Long 0.0 Financial Services 827 BOOT 1 0.00 penny-cap Long 0.0 Consumer Cyclical 668 PCH 5 3.95 penny-cap Long 0.0 Real Estate 852 USA 3 1.53 penny-cap Long 0.0 Financial Services 635 TIGO 1 0.00 penny-cap Long 0.0 Communication Services 663 SPB 4 1.43 penny-cap Long 0.0 Consumer Defensive 581 SRC 4 0.25 penny-cap Long 0.0 Real Estate 597 ALTR 5 -0.02 penny-cap Long 0.0 Technology 586 CW 4 1.70 penny-cap Long 0.0 Industrials 898 NYMTO 3 -0.24 penny-cap Long 0.0 Real Estate 859 TBK 4 1.22 penny-cap Long -0.5 Financial Services 906 GTY 5 1.53 penny-cap Long -0.5 Real Estate 744 GBDC 3 0.92 penny-cap Long -0.5 Financial Services 753 RUSHB 2 1.23 penny-cap Long -0.5 Consumer Cyclical 760 EPRT 1 0.00 penny-cap Long -0.5 Real Estate 935 LGVW 4 -3.51 penny-cap Long -0.5 Financial Services 775 KTB 2 4.11 penny-cap Long -0.5 Consumer Cyclical 822 PMT 5 0.71 penny-cap Long -0.5 Real Estate 821 HTGC 3 0.47 penny-cap Long -0.5 Financial Services 856 GNL 3 -1.65 penny-cap Long -0.5 Real Estate 833 GAB 5 0.72 penny-cap Long -0.5 Financial Services 838 CCS 4 -1.57 penny-cap Long -0.5 Consumer Cyclical 729 NSA 5 1.96 penny-cap Long -0.5 Real Estate 894 STC 5 8.07 penny-cap Long -0.5 Financial Services 855 VCTR 3 7.85 penny-cap Long -0.5 Financial Services 880 ETG 5 3.25 penny-cap Long -0.5 Financial Services 743 CSQ 5 3.14 penny-cap Long -0.5 Financial Services 771 MLHR 4 1.41 penny-cap Long -0.5 Consumer Cyclical 683 SUN 2 -0.45 penny-cap Long -0.5 Energy 712 ONTO 5 -1.30 penny-cap Long -0.5 Technology 588 NCR 5 1.18 penny-cap Long -0.5 Technology 706 FSKR 5 1.25 penny-cap Long -0.5 Financial Services 642 SEB 4 1.73 penny-cap Long -0.5 Industrials 592 EXPO 2 0.90 penny-cap Long -0.5 Industrials 679 SR 5 2.75 penny-cap Long -0.5 Utilities 868 ARGO 2 -0.50 penny-cap Long -1.0 Financial Services 674 VSH 3 0.39 penny-cap Long -1.0 Technology 671 FELE 5 -0.69 penny-cap Long -1.0 Industrials 845 KEN 3 -1.04 penny-cap Long -1.0 Utilities 619 AMKR 4 -2.21 penny-cap Long -1.0 Technology 616 HLNE 4 0.80 penny-cap Long -1.0 Financial Services 670 CBRL 2 0.05 penny-cap Long -1.0 Consumer Cyclical 897 ERJ 2 -2.67 penny-cap Long -1.0 Industrials 816 COHU 4 0.18 penny-cap Long -1.0 Technology 900 NXE 3 -1.81 penny-cap Long -1.0 Energy 902 NMZ 4 0.62 penny-cap Long -1.0 Financial Services 910 JOUT 1 0.00 penny-cap Long -1.0 Consumer Cyclical 918 ACRS 3 -2.17 penny-cap Long -1.0 Healthcare 920 QQQX 5 2.14 penny-cap Long -1.0 Financial Services 820 PDI 3 -0.07 penny-cap Long -1.0 Financial Services 566 MEDP 4 0.47 penny-cap Long -1.0 Healthcare 750 KLIC 4 -3.49 penny-cap Long -1.0 Technology 711 TDI 5 0.84 penny-cap Long -1.0 unknown 814 GSBD 4 2.68 penny-cap Long -1.0 Financial Services 786 FSS 2 0.56 penny-cap Long -1.0 Industrials 678 BHF 4 -0.06 penny-cap Long -1.0 Financial Services 793 INMD 4 3.14 penny-cap Long -1.0 Healthcare 776 SGRY 1 0.00 penny-cap Long -1.0 Healthcare 738 COKE 5 2.68 penny-cap Long -1.0 Consumer Defensive 811 BTT 4 0.70 penny-cap Long -1.0 Financial Services 724 CIXX 2 0.92 penny-cap Long -1.5 Financial Services 913 INGN 1 0.00 penny-cap Long -1.5 Healthcare 598 GPK 1 0.00 penny-cap Long -1.5 Consumer Cyclical 688 COMM 1 0.00 penny-cap Long -1.5 Technology 761 CENT 1 0.00 penny-cap Long -1.5 Consumer Defensive 925 EOS 3 1.21 penny-cap Long -1.5 Financial Services 934 CAMT 5 -1.35 penny-cap Long -1.5 Technology 585 NOVT 5 -0.47 penny-cap Long -1.5 Technology 687 PCI 3 -0.16 penny-cap Long -1.5 Financial Services 818 RVNC 1 0.00 penny-cap Long -1.5 Healthcare 870 TSLX 4 1.87 penny-cap Long -1.5 Financial Services 891 GFF 5 -1.35 penny-cap Long -1.5 Industrials 612 SSD 1 0.00 penny-cap Long -1.5 Industrials 632 POR 5 1.24 penny-cap Long -1.5 Utilities 809 EPC 2 -2.11 penny-cap Long -1.5 Consumer Defensive 659 R 5 -1.69 penny-cap Long -1.5 Industrials 846 BV 4 3.30 penny-cap Long -1.5 Industrials 810 ETY 5 1.69 penny-cap Long -1.5 Financial Services 665 ALE 1 0.00 penny-cap Long -1.5 Utilities 836 HBM 4 -0.34 penny-cap Long -1.5 Basic Materials 734 ESE 5 -1.32 penny-cap Long -1.5 Technology 672 KMT 5 -0.56 penny-cap Long -1.5 Industrials 812 SIMO 1 0.00 penny-cap Long -1.5 Technology 732 ABM 5 2.68 penny-cap Long -1.5 Industrials Mean Return: 0.7144736842105263 Mean Day/Week: 4.0394736842105265 Accuracy:0.6578947368421053 *******************Part 3.2 Penny Cap Short Entry********************* penny_short_signal_entry Symbol Day Return Market Cap Long/Short Score industry 915 GEO 3 -8.82 penny-cap Short -1.5 Real Estate Mean Return: -8.82 Mean Day/Week: 3.0 Accuracy:1.0 *******************Part 3.3 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 564 EME 11 6.63 penny-cap Long 0.0 Industrials 825 RQI 19 5.39 penny-cap Long 0.0 Financial Services 630 OGS 12 4.65 penny-cap Long 0.0 Utilities 633 ESGRO 13 1.72 penny-cap Long 0.0 Financial Services 716 NWE 25 13.54 penny-cap Long 0.0 Utilities 806 PTY 8 2.87 penny-cap Long 0.0 Financial Services 638 RDN 8 3.41 penny-cap Long 0.0 Financial Services 805 ADX 7 3.78 penny-cap Long 0.0 Financial Services 643 AVT 7 4.18 penny-cap Long 0.0 Technology 644 PSN 12 8.84 penny-cap Long 0.0 Industrials 645 TTEC 21 13.36 penny-cap Long 0.0 Technology 646 NVG 10 1.48 penny-cap Long 0.0 Financial Services 799 BCC 11 15.13 penny-cap Long 0.0 Basic Materials 797 OR 6 5.68 penny-cap Long 0.0 Basic Materials 653 UFPI 25 25.66 penny-cap Long 0.0 Basic Materials 658 APG 6 3.00 penny-cap Long 0.0 Industrials 777 PVG 6 3.94 penny-cap Long 0.0 Basic Materials 769 MAIN 45 24.04 penny-cap Long 0.0 Financial Services 681 CNMD 7 2.68 penny-cap Long 0.0 Healthcare 747 CIM 8 1.11 penny-cap Long 0.0 Real Estate 742 TAC 7 4.09 penny-cap Long 0.0 Utilities 741 UTF 12 7.79 penny-cap Long 0.0 Financial Services 733 EVTC 6 3.61 penny-cap Long 0.0 Technology 823 EVT 22 5.99 penny-cap Long 0.0 Financial Services 817 UTG 13 3.97 penny-cap Long 0.0 Financial Services 715 WERN 10 2.20 penny-cap Long 0.0 Industrials 601 RXT 17 10.61 penny-cap Long 0.0 Technology 916 BIF 29 9.44 penny-cap Long 0.0 Financial Services 886 BGCP 6 12.55 penny-cap Long 0.0 Financial Services 615 MTG 9 7.56 penny-cap Long 0.0 Financial Services 919 RNP 15 4.76 penny-cap Long 0.0 Financial Services 594 LPX 45 41.94 penny-cap Long 0.0 Industrials 885 BXMX 21 5.44 penny-cap Long 0.0 Financial Services 929 ETW 19 5.99 penny-cap Long 0.0 Financial Services 877 HYT 6 0.85 penny-cap Long 0.0 Financial Services 605 SHLX 6 1.22 penny-cap Long 0.0 Energy 861 FPF 10 1.25 penny-cap Long 0.0 Financial Services 842 BDJ 29 9.44 penny-cap Long 0.0 Financial Services 837 TY 10 4.04 penny-cap Long 0.0 Financial Services 890 NFJ 6 2.63 penny-cap Long 0.0 Financial Services 772 NAVI 22 11.19 penny-cap Long -0.5 Financial Services 727 EXG 6 2.02 penny-cap Long -0.5 Financial Services 720 CCOI 21 13.25 penny-cap Long -0.5 Communication Services 922 ICHR 10 15.50 penny-cap Long -0.5 Technology 917 MDXG 6 15.73 penny-cap Long -0.5 Healthcare 719 LGIH 28 29.76 penny-cap Long -0.5 Consumer Cyclical 826 KRO 10 1.65 penny-cap Long -0.5 Basic Materials 888 IRT 13 7.03 penny-cap Long -0.5 Real Estate 778 NVMI 7 6.44 penny-cap Long -0.5 Technology 780 FIX 11 9.14 penny-cap Long -0.5 Industrials 782 AXNX 7 0.43 penny-cap Long -0.5 Healthcare 794 PGRE 10 2.50 penny-cap Long -0.5 Real Estate 883 MRTN 9 4.05 penny-cap Long -0.5 Industrials 876 ETV 7 1.73 penny-cap Long -0.5 Financial Services 873 CORE 8 6.57 penny-cap Long -0.5 Consumer Defensive 835 LOB 35 38.98 penny-cap Long -0.5 Financial Services 781 TDS 23 7.75 penny-cap Long -0.5 Communication Services 725 BRP 6 4.63 penny-cap Long -0.5 Financial Services 677 UNVR 10 2.86 penny-cap Long -0.5 Basic Materials 593 SNX 25 26.62 penny-cap Long -0.5 Technology 664 HRB 9 7.69 penny-cap Long -0.5 Consumer Cyclical 666 CMD 10 4.03 penny-cap Long -0.5 Healthcare 606 NEA 9 1.48 penny-cap Long -0.5 Financial Services 604 KBR 11 8.41 penny-cap Long -0.5 Industrials 649 HPP 6 0.69 penny-cap Long -0.5 Real Estate 595 LAZ 6 3.61 penny-cap Long -0.5 Financial Services 682 AGI 6 2.56 penny-cap Long -0.5 Basic Materials 639 BAK 20 23.06 penny-cap Long -0.5 Basic Materials 614 KBH 22 10.74 penny-cap Long -0.5 Consumer Cyclical 697 CAR 36 58.82 penny-cap Long -0.5 Industrials 580 CCMP 6 2.83 penny-cap Long -0.5 Technology 575 STAG 24 6.90 penny-cap Long -0.5 Real Estate 572 MMS 25 10.94 penny-cap Long -0.5 Industrials 613 THG 6 3.30 penny-cap Long -1.0 Financial Services 607 PNM 16 1.39 penny-cap Long -1.0 Utilities 610 OLN 12 10.50 penny-cap Long -1.0 Basic Materials 832 SMCI 24 14.21 penny-cap Long -1.0 Technology 853 AAWW 8 4.84 penny-cap Long -1.0 Industrials 854 CNR 7 4.69 penny-cap Long -1.0 Industrials 857 TTMI 6 0.21 penny-cap Long -1.0 Technology 625 FCN 30 23.16 penny-cap Long -1.0 Industrials 863 ILPT 10 0.26 penny-cap Long -1.0 Real Estate 864 NWN 13 6.12 penny-cap Long -1.0 Utilities 623 INOV 7 4.07 penny-cap Long -1.0 Healthcare 600 SWCH 6 3.46 penny-cap Long -1.0 Technology 596 NEOG 11 8.06 penny-cap Long -1.0 Healthcare 591 CC 10 0.85 penny-cap Long -1.0 Basic Materials 587 NOMD 19 9.51 penny-cap Long -1.0 Consumer Defensive 584 AYI 11 22.71 penny-cap Long -1.0 Industrials 582 BHFAP 8 2.64 penny-cap Long -1.0 Financial Services 618 ADC 6 -0.28 penny-cap Long -1.0 Real Estate 938 NXRT 24 8.16 penny-cap Long -1.0 Real Estate 783 VCEL 15 -1.56 penny-cap Long -1.0 Healthcare 694 MTH 11 6.92 penny-cap Long -1.0 Consumer Cyclical 739 SINA 9 0.23 penny-cap Long -1.0 Communication Services 803 JPS 9 1.88 penny-cap Long -1.0 Financial Services 802 MWA 6 1.46 penny-cap Long -1.0 Industrials 652 MDC 6 1.43 penny-cap Long -1.0 Consumer Cyclical 569 SAIA 8 1.68 penny-cap Long -1.0 Industrials 699 AEL 7 -0.92 penny-cap Long -1.0 Financial Services 912 SNEX 26 9.93 penny-cap Long -1.5 Financial Services 892 EHTH 9 2.59 penny-cap Long -1.5 Financial Services 901 TBPH 11 4.82 penny-cap Long -1.5 Healthcare 708 TDE 8 0.93 penny-cap Long -1.5 unknown 736 FLR 10 2.56 penny-cap Long -1.5 Industrials 754 RUSHA 11 5.87 penny-cap Long -1.5 Consumer Cyclical 921 CHCT 6 2.01 penny-cap Long -1.5 Real Estate 721 USM 11 3.96 penny-cap Long -1.5 Communication Services 700 LXP 6 -0.52 penny-cap Long -1.5 Real Estate 691 ADV 13 9.63 penny-cap Long -1.5 Communication Services 768 JACK 19 4.75 penny-cap Long -1.5 Consumer Cyclical 755 PLXS 8 -0.32 penny-cap Long -1.5 Technology 764 CENTA 25 16.64 penny-cap Long -1.5 Consumer Defensive 819 NSS 7 0.23 penny-cap Long -1.5 unknown 874 ASTE 8 -1.32 penny-cap Long -1.5 Industrials 676 NAD 7 0.92 penny-cap Long -1.5 Financial Services 872 MHO 10 3.37 penny-cap Long -1.5 Consumer Cyclical 660 VLYPO 8 1.02 penny-cap Long -1.5 Financial Services 657 TMHC 20 8.59 penny-cap Long -1.5 Consumer Cyclical 656 SWX 9 -0.18 penny-cap Long -1.5 Utilities 654 VLYPP 8 0.97 penny-cap Long -1.5 Financial Services 849 CEQP 9 1.59 penny-cap Long -1.5 Energy 636 BKH 24 5.55 penny-cap Long -1.5 Utilities 634 PSB 6 -0.75 penny-cap Long -1.5 Real Estate 718 TDA 9 0.58 penny-cap Long -1.5 unknown Mean Return: 6.9475999999999996 Mean Day/Week: 12.976 Accuracy:0.936 *******************Part 3.4 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** Error: []

[stock-filter]

Stock daily Filter Report for 2021/03/30 05-15-07

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 6 Communication Services 6 Consumer Cyclical 10 Consumer Defensive 21 Energy 3 Financial Services 11 Healthcare 16 Industrials 26 Real Estate 6 Technology 12 Utilities 12 unknown 1 **************************************** big_industry_downtrending_count tickers industry Basic Materials 2 Communication Services 17 Consumer Cyclical 11 Consumer Defensive 2 Energy 1 Financial Services 10 Healthcare 11 Industrials 3 Real Estate 1 Technology 22 unknown 1 *******************Part 1.1 Big Cap Long Entry********************* big_long_signal_entry Symbol Day Return Market Cap Long/Short Weak Entry Score industry 51 AMT 2 1.24 big-cap Long 0 0.0 Real Estate 5 PG 4 3.68 big-cap Long 0 -0.5 Consumer Defensive 93 SHW 5 4.04 big-cap Long 0 -1.0 Basic Materials 27 TXN 2 -1.08 big-cap Long 0 -1.0 Technology 31 AMGN 2 0.82 big-cap Long 0 -1.5 Healthcare 196 MSI 3 2.52 big-cap Long 0 -1.5 Technology 30 UL 2 0.85 big-cap Long 0 -1.5 Consumer Defensive 66 BTI 2 0.56 big-cap Long 0 -1.5 Consumer Defensive 17 PFE 4 2.78 big-cap Long 0 -1.5 Healthcare 217 FAST 4 4.90 big-cap Long 0 -1.5 Industrials 209 OTIS 5 4.28 big-cap Long 1 -2.0 Industrials 203 PEG 5 3.17 big-cap Long 0 -2.0 Utilities 155 KHC 1 0.00 big-cap Long 0 -2.0 Consumer Defensive 151 ROP 4 0.49 big-cap Long 0 -2.0 Industrials 103 DCUE 2 0.79 big-cap Long 0 -2.0 Utilities 18 MRK 2 1.16 big-cap Long 0 -2.5 Healthcare 59 AMAT 2 -2.33 big-cap Long 0 -2.5 Technology 212 SWK 4 2.52 big-cap Long 1 -2.5 Industrials 98 ITW 4 2.84 big-cap Long 0 -2.5 Industrials 38 LIN 4 4.03 big-cap Long 0 -2.5 Basic Materials 182 PAYX 4 3.32 big-cap Long 0 -2.5 Industrials 47 BLK 2 0.13 big-cap Long 0 -3.0 Financial Services 75 MO 3 4.02 big-cap Long 0 -3.0 Consumer Defensive 166 SRE 5 2.88 big-cap Long 0 -3.0 Utilities 84 ENB 4 1.02 big-cap Long 0 -3.0 Energy 168 GIS 2 2.43 big-cap Long 0 -3.0 Consumer Defensive 95 SO 5 2.74 big-cap Long 0 -3.5 Utilities 77 CNI 4 0.44 big-cap Long 0 -3.5 Industrials 1 FB 1 0.00 big-cap Long 0 -3.5 Communication Services 99 NSC 4 2.47 big-cap Long 0 -3.5 Industrials 43 SNY 3 0.91 big-cap Long 0 -3.5 Healthcare 57 GSK 2 0.05 big-cap Long 0 -3.5 Healthcare 60 TGT 3 2.72 big-cap Long 0 -3.5 Consumer Defensive 225 KR 3 3.88 big-cap Long 0 -4.0 Consumer Defensive 202 W 2 -3.32 big-cap Long 0 -4.0 Consumer Cyclical 169 INFO 4 3.13 big-cap Long 1 -4.0 Industrials 119 HUM 4 2.51 big-cap Long 0 -4.0 Healthcare 214 GLW 2 -0.02 big-cap Long 0 -4.0 Technology 73 SPGI 4 2.76 big-cap Long 0 -4.0 Financial Services 188 ORAN 1 0.00 big-cap Long 0 -4.5 Communication Services 173 PH 2 -0.13 big-cap Long 0 -4.5 Industrials 206 ROK 2 -1.19 big-cap Long 0 -4.5 Industrials 40 PM 2 0.45 big-cap Long 0 -4.5 Consumer Defensive 28 COST 1 0.00 big-cap Long 0 -4.5 Consumer Defensive 147 STZ 2 0.28 big-cap Long 0 -4.5 Consumer Defensive 72 PLD 2 -0.01 big-cap Long 0 -4.5 Real Estate 110 MMC 2 1.35 big-cap Long 1 -4.5 Financial Services 131 KMB 4 2.34 big-cap Long 0 -4.5 Consumer Defensive 92 FDX 2 -0.76 big-cap Long 1 -4.5 Industrials 118 PGR 3 2.06 big-cap Long 0 -5.0 Financial Services 71 CI 2 1.52 big-cap Long 0 -5.0 Healthcare 58 CVS 3 2.93 big-cap Long 0 -5.0 Healthcare 115 PHG 3 -0.40 big-cap Long 0 -5.0 Healthcare 154 PSA 4 2.78 big-cap Long 1 -5.5 Real Estate 122 NEM 2 1.06 big-cap Long 0 -5.5 Basic Materials 16 T 2 0.82 big-cap Long 0 -5.5 Communication Services 111 DD 2 -0.47 big-cap Long 0 -5.5 Basic Materials 141 CTSH 2 -1.51 big-cap Long 0 -5.5 Technology 189 YUM 1 0.00 big-cap Long 0 -5.5 Consumer Cyclical 39 BUD 2 1.23 big-cap Long 0 -5.5 Consumer Defensive 116 MCO 4 3.51 big-cap Long 0 -6.0 Financial Services 14 KO 5 4.64 big-cap Long 0 -6.0 Consumer Defensive 81 ADP 3 2.85 big-cap Long 0 -6.0 Industrials 85 CL 1 0.00 big-cap Long 0 -6.0 Consumer Defensive 90 USB 2 -1.10 big-cap Long 0 -6.0 Financial Services 127 MNST 2 0.29 big-cap Long 0 -6.0 Consumer Defensive 185 KMI 2 -0.30 big-cap Long 0 -6.5 Energy 120 RELX 2 0.63 big-cap Long 0 -6.5 Communication Services 153 TRP 4 2.25 big-cap Long 1 -6.5 Energy 177 ALL 3 1.80 big-cap Long 0 -6.5 Financial Services 10 ASML 2 -2.91 big-cap Long 0 -7.0 Technology 34 HON 2 0.16 big-cap Long 0 -7.5 Industrials 107 VMW 2 0.43 big-cap Long 0 -7.5 Technology 143 NGG 2 0.85 big-cap Long 0 -7.5 Utilities 167 BK 2 0.06 big-cap Long 0 -7.5 Financial Services 22 PEP 4 4.20 big-cap Long 0 -8.5 Consumer Defensive 126 DG 1 0.00 big-cap Long 0 -8.5 Consumer Defensive 36 UNP 3 3.09 big-cap Long 3 -9.5 Industrials 11 VZ 5 3.30 big-cap Long 0 -9.5 Communication Services 216 WLTW 1 0.00 big-cap Long 1 -9.5 Financial Services 195 ES 3 1.05 big-cap Long 0 -9.5 Utilities 219 AME 2 0.69 big-cap Long 0 -11.5 Industrials 148 DLR 1 0.00 big-cap Long 0 -12.0 Real Estate 79 LRCX 1 0.00 big-cap Long 1 -14.0 Technology 68 GILD 1 0.00 big-cap Long 1 -14.0 Healthcare 35 UPS 2 0.10 big-cap Long 2 -15.0 Industrials 23 ORCL 1 0.00 big-cap Long 0 -16.0 Technology 19 TM 1 0.00 big-cap Long 2 -18.0 Consumer Cyclical Mean Return: 1.4302666666666668 Mean Day/Week: 3.12 Accuracy:0.8133333333333334 *******************Part 1.2 Big Cap Short Entry********************* big_short_signal_entry Symbol Day Return Market Cap Long/Short Weak Entry Score industry 200 SGEN 3 0.47 big-cap Short 0 -1.5 Healthcare 44 HDB 1 0.00 big-cap Short 0 -1.5 Financial Services 45 ZM 4 -2.19 big-cap Short 0 -2.5 Communication Services 108 IBN 1 0.00 big-cap Short 1 -2.5 Financial Services 46 NOW 1 0.00 big-cap Short 0 -3.0 Technology 113 ROKU 5 -13.26 big-cap Short 0 -3.0 Communication Services 183 CS 2 -12.99 big-cap Short 0 -3.5 Financial Services 162 APTV 5 -3.32 big-cap Short 0 -3.5 Consumer Cyclical 80 SNP 4 2.75 big-cap Short 0 -4.0 Energy 194 BBVA 3 0.36 big-cap Short 0 -4.5 Financial Services 49 AMD 5 -1.64 big-cap Short 0 -4.5 Technology 160 TDOC 5 -12.62 big-cap Short 0 -4.5 Healthcare 221 XP 5 -4.47 big-cap Short 0 -5.0 Financial Services 63 NIO 5 -15.59 big-cap Short 0 -5.0 Consumer Cyclical 67 BIDU 5 -26.24 big-cap Short 0 -5.0 Communication Services 164 DXCM 1 0.00 big-cap Short 0 -5.5 Healthcare 199 RPRX 5 -1.51 big-cap Short 1 -6.0 Healthcare 224 ETSY 4 -1.56 big-cap Short 1 -6.0 Consumer Cyclical 15 CRM 4 0.55 big-cap Short 0 -6.0 Technology 33 SHOP 4 -6.28 big-cap Short 0 -6.0 Technology 69 NTES 5 -3.39 big-cap Short 0 -6.0 Communication Services 134 PINS 5 -2.70 big-cap Short 0 -6.5 Communication Services 215 ZS 4 -5.54 big-cap Short 0 -6.5 Technology 190 DDOG 4 -5.52 big-cap Short 0 -7.0 Technology 117 SAN 1 0.00 big-cap Short 0 -7.0 Financial Services 89 ILMN 4 -2.98 big-cap Short 0 -7.5 Healthcare 158 MTCH 5 -9.41 big-cap Short 0 -7.5 Communication Services 137 VEEV 4 -1.84 big-cap Short 0 -8.0 Healthcare 149 TEL 1 0.00 big-cap Short 0 -8.5 Technology 145 TWTR 3 2.77 big-cap Short 0 -8.5 Communication Services 9 NFLX 4 -1.40 big-cap Short 1 -8.5 Communication Services 3 TSM 1 0.00 big-cap Short 0 -9.0 Technology 48 HSBC 1 0.00 big-cap Short 0 -9.0 Financial Services 181 WIT 5 -1.48 big-cap Short 1 -9.0 Technology 13 NKE 4 0.13 big-cap Short 1 -9.5 Consumer Cyclical 146 CHWY 4 -0.19 big-cap Short 0 -9.5 Consumer Cyclical 74 TJX 1 0.00 big-cap Short 1 -10.5 Consumer Cyclical 86 CB 4 2.33 big-cap Short 0 -12.0 Financial Services 88 CCZ 1 0.00 big-cap Short 1 -12.5 unknown 205 HTHT 3 0.26 big-cap Short 0 -13.0 Consumer Cyclical 0 TSLA 5 -8.20 big-cap Short 0 -14.0 Consumer Cyclical 210 BNTX 4 1.95 big-cap Short 1 -14.5 Healthcare 129 CVNA 5 -10.18 big-cap Short 1 -14.5 Consumer Cyclical 26 NVO 5 2.03 big-cap Short 1 -15.5 Healthcare 152 FCX 3 2.93 big-cap Short 0 -16.0 Basic Materials 109 WDAY 1 0.00 big-cap Short 2 -19.0 Technology 62 MU 1 0.00 big-cap Short 0 -19.5 Technology 218 TU 1 0.00 big-cap Short 0 -25.5 Communication Services 97 MRNA 5 -10.47 big-cap Short 1 -26.0 Healthcare 130 TME 2 1.18 big-cap Short 1 -37.5 Communication Services 78 BEKE 4 4.43 big-cap Short 1 -56.5 Real Estate Mean Return: -3.758684210526316 Mean Day/Week: 4.526315789473684 Accuracy:0.6578947368421053 *******************Part 1.3 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short Weak Entry Score industry 220 AZO 16 14.14 big-cap Long 1 0.0 Consumer Cyclical 29 MCD 12 6.73 big-cap Long 0 0.0 Consumer Cyclical 157 BAX 9 7.59 big-cap Long 0 0.0 Healthcare 41 LOW 11 7.80 big-cap Long 0 0.0 Consumer Cyclical 156 AEP 12 5.69 big-cap Long 0 0.0 Utilities 7 HD 9 7.55 big-cap Long 0 0.0 Consumer Cyclical 132 KDP 13 6.32 big-cap Long 0 0.0 Consumer Defensive 76 ANTM 18 13.65 big-cap Long 0 0.0 Healthcare 82 CCI 9 5.85 big-cap Long 0 0.0 Real Estate 193 HSY 13 5.86 big-cap Long 1 0.0 Consumer Defensive 6 UNH 15 7.69 big-cap Long 0 -0.5 Healthcare 175 XEL 6 4.93 big-cap Long 0 -0.5 Utilities 172 CNC 8 3.18 big-cap Long 0 -0.5 Healthcare 121 NOC 12 6.75 big-cap Long 0 -0.5 Industrials 191 SBAC 6 2.56 big-cap Long 0 -0.5 Real Estate 70 MDLZ 10 4.03 big-cap Long 0 -0.5 Consumer Defensive 50 IBM 14 5.99 big-cap Long 0 -0.5 Technology 83 DUK 10 4.75 big-cap Long 0 -0.5 Utilities 101 APD 13 3.92 big-cap Long 0 -1.0 Basic Materials 165 LHX 12 5.42 big-cap Long 1 -1.0 Industrials 186 ORLY 16 7.07 big-cap Long 0 -1.0 Consumer Cyclical 178 PPG 16 6.12 big-cap Long 1 -1.0 Basic Materials 201 RSG 15 6.51 big-cap Long 0 -1.0 Industrials 21 CSCO 14 8.24 big-cap Long 0 -1.0 Technology 222 WCN 15 5.27 big-cap Long 0 -1.0 Industrials 32 BMY 7 2.13 big-cap Long 0 -1.0 Healthcare 204 MCK 12 4.33 big-cap Long 0 -1.0 Healthcare 53 MMM 16 6.20 big-cap Long 0 -1.0 Industrials 61 LMT 13 9.19 big-cap Long 1 -1.0 Industrials 125 WM 17 9.63 big-cap Long 0 -1.0 Industrials 104 BAM 12 4.53 big-cap Long 0 -1.0 Financial Services 211 WEC 11 6.28 big-cap Long 0 -1.0 Utilities 207 HBANN 6 0.34 big-cap Long 0 -1.5 Financial Services 140 GD 14 6.04 big-cap Long 0 -1.5 unknown 25 ACN 13 4.70 big-cap Long 2 -1.5 Technology 176 CARR 12 6.47 big-cap Long 0 -2.0 Industrials 150 EXC 9 1.79 big-cap Long 0 -2.0 Utilities 102 D 11 2.82 big-cap Long 0 -2.0 Utilities 161 BCE 6 -0.35 big-cap Long 1 -3.5 Communication Services 223 LEN 8 4.90 big-cap Long 0 -6.5 Consumer Cyclical 208 DHI 13 4.80 big-cap Long 0 -7.0 Consumer Cyclical 87 CSX 6 2.92 big-cap Long 0 -7.0 Industrials Mean Return: 5.722142857142858 Mean Day/Week: 11.666666666666666 Accuracy:0.9761904761904762 *******************Part 1.4 Big Cap Short Maintainance********************* big_short_signal_maintainance Symbol Day Return Market Cap Long/Short Weak Entry Score industry 128 TAL 14 -25.96 big-cap Short 0 -0.5 Consumer Defensive 197 EDU 11 -23.35 big-cap Short 1 -0.5 Consumer Defensive 171 RNG 12 -19.67 big-cap Short 0 -1.0 Technology 198 ZTO 14 -13.98 big-cap Short 0 -1.5 Industrials 94 SPOT 8 -7.52 big-cap Short 0 -1.5 Communication Services 42 SE 9 -10.15 big-cap Short 0 -2.0 Communication Services 180 Z 8 -10.14 big-cap Short 0 -2.0 Communication Services 179 ZG 8 -11.97 big-cap Short 0 -2.0 Communication Services 170 PANW 9 -5.29 big-cap Short 0 -2.0 Technology 136 LU 8 -6.23 big-cap Short 0 -2.0 Financial Services 174 OKTA 8 2.98 big-cap Short 0 -2.5 Technology 142 BILI 6 -5.78 big-cap Short 0 -2.5 Communication Services 12 PDD 9 -13.49 big-cap Short 0 -2.5 Consumer Cyclical 133 DOCU 8 -3.83 big-cap Short 0 -2.5 Technology 106 TEAM 8 -7.25 big-cap Short 0 -2.5 Technology 138 ALGN 8 0.15 big-cap Short 0 -3.0 Healthcare 144 IDXX 8 -1.17 big-cap Short 0 -3.0 Healthcare 56 MELI 8 -2.48 big-cap Short 0 -3.0 Consumer Cyclical 52 INTU 8 0.13 big-cap Short 0 -4.5 Technology 8 PYPL 6 -3.78 big-cap Short 0 -4.5 Financial Services 184 PLUG 9 -26.23 big-cap Short 0 -6.0 Industrials 100 TWLO 6 -13.67 big-cap Short 0 -7.0 Communication Services 124 CRWD 7 -11.48 big-cap Short 0 -8.5 Technology 65 SNAP 6 -16.63 big-cap Short 0 -9.0 Communication Services 163 TTD 6 -19.86 big-cap Short 1 -12.5 Technology 112 SCCO 6 -6.06 big-cap Short 0 -13.0 Basic Materials 55 UBER 6 -4.46 big-cap Short 1 -13.0 Technology 187 PCAR 6 -0.48 big-cap Short 1 -13.5 Industrials 54 SQ 7 -8.40 big-cap Short 1 -14.5 Technology 91 PLTR 7 -11.66 big-cap Short 1 -16.0 Technology Mean Return: -9.590333333333335 Mean Day/Week: 8.133333333333333 Accuracy:0.9 *******************Part 1.5 Big Cap Long Exit********************* big_long_signal_exit Symbol Day Return Market Cap Long/Short Weak Entry Score industry 159 BBD 2 -1.08 big-cap Exit Long 0 -4.5 Financial Services 139 ERIC 1 -1.12 big-cap Exit Long 0 -5.5 Technology 213 BBY 2 -1.30 big-cap Exit Long 0 -3.5 Consumer Cyclical 105 MUFG 2 -2.31 big-cap Exit Long 0 -5.0 Financial Services 123 NXPI 1 -2.50 big-cap Exit Long 0 -7.0 Technology 114 UBS 1 -2.89 big-cap Exit Long 0 -17.0 Financial Services 135 SMFG 1 -3.48 big-cap Exit Long 0 -5.0 Financial Services 96 ABB 1 -4.19 big-cap Exit Long 0 -5.5 Industrials Mean Return: -6.29 Mean Day/Week: 3.6666666666666665 Accuracy:0.0 *******************Part 1.6 Big Cap Short Exit********************* big_short_signal_exit Symbol Day Return Market Cap Long/Short Weak Entry Score industry 2 BABA 2 3.98 big-cap Exit Short 0 -12.0 Consumer Cyclical 24 ABBV 6 3.08 big-cap Exit Short 2 -17.0 Healthcare 4 NVDA 3 2.35 big-cap Exit Short 0 -14.0 Technology 20 LLY 7 1.25 big-cap Exit Short 0 -2.0 Healthcare 192 CHT 6 1.09 big-cap Exit Short 0 -1.5 Communication Services 64 VALE 5 -0.39 big-cap Exit Short 1 -15.0 Basic Materials 37 LFC 6 -1.04 big-cap Exit Short 0 -2.0 Financial Services Mean Return: 1.4742857142857144 Mean Day/Week: 5.0 Accuracy:0.2857142857142857 *******************Part 1.7 Overall Long Position********************* overall long Symbol Day Return Market Cap Long/Short Weak Entry Score industry 220 AZO 16 14.14 big-cap Long 1 0.0 Consumer Cyclical 76 ANTM 18 13.65 big-cap Long 0 0.0 Healthcare 125 WM 17 9.63 big-cap Long 0 -1.0 Industrials 61 LMT 13 9.19 big-cap Long 1 -1.0 Industrials 21 CSCO 14 8.24 big-cap Long 0 -1.0 Technology 41 LOW 11 7.80 big-cap Long 0 0.0 Consumer Cyclical 6 UNH 15 7.69 big-cap Long 0 -0.5 Healthcare 157 BAX 9 7.59 big-cap Long 0 0.0 Healthcare 7 HD 9 7.55 big-cap Long 0 0.0 Consumer Cyclical 186 ORLY 16 7.07 big-cap Long 0 -1.0 Consumer Cyclical 121 NOC 12 6.75 big-cap Long 0 -0.5 Industrials 29 MCD 12 6.73 big-cap Long 0 0.0 Consumer Cyclical 201 RSG 15 6.51 big-cap Long 0 -1.0 Industrials 176 CARR 12 6.47 big-cap Long 0 -2.0 Industrials 132 KDP 13 6.32 big-cap Long 0 0.0 Consumer Defensive 211 WEC 11 6.28 big-cap Long 0 -1.0 Utilities 53 MMM 16 6.20 big-cap Long 0 -1.0 Industrials 178 PPG 16 6.12 big-cap Long 1 -1.0 Basic Materials 140 GD 14 6.04 big-cap Long 0 -1.5 unknown 50 IBM 14 5.99 big-cap Long 0 -0.5 Technology 193 HSY 13 5.86 big-cap Long 1 0.0 Consumer Defensive 82 CCI 9 5.85 big-cap Long 0 0.0 Real Estate 156 AEP 12 5.69 big-cap Long 0 0.0 Utilities 165 LHX 12 5.42 big-cap Long 1 -1.0 Industrials 222 WCN 15 5.27 big-cap Long 0 -1.0 Industrials 175 XEL 6 4.93 big-cap Long 0 -0.5 Utilities 217 FAST 4 4.90 big-cap Long 0 -1.5 Industrials 223 LEN 8 4.90 big-cap Long 0 -6.5 Consumer Cyclical 208 DHI 13 4.80 big-cap Long 0 -7.0 Consumer Cyclical 83 DUK 10 4.75 big-cap Long 0 -0.5 Utilities 25 ACN 13 4.70 big-cap Long 2 -1.5 Technology 14 KO 5 4.64 big-cap Long 0 -6.0 Consumer Defensive 104 BAM 12 4.53 big-cap Long 0 -1.0 Financial Services 204 MCK 12 4.33 big-cap Long 0 -1.0 Healthcare 209 OTIS 5 4.28 big-cap Long 1 -2.0 Industrials 22 PEP 4 4.20 big-cap Long 0 -8.5 Consumer Defensive 93 SHW 5 4.04 big-cap Long 0 -1.0 Basic Materials 38 LIN 4 4.03 big-cap Long 0 -2.5 Basic Materials 70 MDLZ 10 4.03 big-cap Long 0 -0.5 Consumer Defensive 75 MO 3 4.02 big-cap Long 0 -3.0 Consumer Defensive 101 APD 13 3.92 big-cap Long 0 -1.0 Basic Materials 225 KR 3 3.88 big-cap Long 0 -4.0 Consumer Defensive 5 PG 4 3.68 big-cap Long 0 -0.5 Consumer Defensive 116 MCO 4 3.51 big-cap Long 0 -6.0 Financial Services 182 PAYX 4 3.32 big-cap Long 0 -2.5 Industrials 11 VZ 5 3.30 big-cap Long 0 -9.5 Communication Services 172 CNC 8 3.18 big-cap Long 0 -0.5 Healthcare 203 PEG 5 3.17 big-cap Long 0 -2.0 Utilities 169 INFO 4 3.13 big-cap Long 1 -4.0 Industrials 36 UNP 3 3.09 big-cap Long 3 -9.5 Industrials 58 CVS 3 2.93 big-cap Long 0 -5.0 Healthcare 87 CSX 6 2.92 big-cap Long 0 -7.0 Industrials 166 SRE 5 2.88 big-cap Long 0 -3.0 Utilities 81 ADP 3 2.85 big-cap Long 0 -6.0 Industrials 98 ITW 4 2.84 big-cap Long 0 -2.5 Industrials 102 D 11 2.82 big-cap Long 0 -2.0 Utilities 17 PFE 4 2.78 big-cap Long 0 -1.5 Healthcare 154 PSA 4 2.78 big-cap Long 1 -5.5 Real Estate 73 SPGI 4 2.76 big-cap Long 0 -4.0 Financial Services 95 SO 5 2.74 big-cap Long 0 -3.5 Utilities 60 TGT 3 2.72 big-cap Long 0 -3.5 Consumer Defensive 191 SBAC 6 2.56 big-cap Long 0 -0.5 Real Estate 196 MSI 3 2.52 big-cap Long 0 -1.5 Technology 212 SWK 4 2.52 big-cap Long 1 -2.5 Industrials 119 HUM 4 2.51 big-cap Long 0 -4.0 Healthcare 99 NSC 4 2.47 big-cap Long 0 -3.5 Industrials 168 GIS 2 2.43 big-cap Long 0 -3.0 Consumer Defensive 131 KMB 4 2.34 big-cap Long 0 -4.5 Consumer Defensive 153 TRP 4 2.25 big-cap Long 1 -6.5 Energy 32 BMY 7 2.13 big-cap Long 0 -1.0 Healthcare 118 PGR 3 2.06 big-cap Long 0 -5.0 Financial Services 177 ALL 3 1.80 big-cap Long 0 -6.5 Financial Services 150 EXC 9 1.79 big-cap Long 0 -2.0 Utilities 71 CI 2 1.52 big-cap Long 0 -5.0 Healthcare 110 MMC 2 1.35 big-cap Long 1 -4.5 Financial Services 51 AMT 2 1.24 big-cap Long 0 0.0 Real Estate 39 BUD 2 1.23 big-cap Long 0 -5.5 Consumer Defensive 18 MRK 2 1.16 big-cap Long 0 -2.5 Healthcare 122 NEM 2 1.06 big-cap Long 0 -5.5 Basic Materials 195 ES 3 1.05 big-cap Long 0 -9.5 Utilities 84 ENB 4 1.02 big-cap Long 0 -3.0 Energy 43 SNY 3 0.91 big-cap Long 0 -3.5 Healthcare 143 NGG 2 0.85 big-cap Long 0 -7.5 Utilities 30 UL 2 0.85 big-cap Long 0 -1.5 Consumer Defensive 16 T 2 0.82 big-cap Long 0 -5.5 Communication Services 31 AMGN 2 0.82 big-cap Long 0 -1.5 Healthcare 103 DCUE 2 0.79 big-cap Long 0 -2.0 Utilities 219 AME 2 0.69 big-cap Long 0 -11.5 Industrials 120 RELX 2 0.63 big-cap Long 0 -6.5 Communication Services 66 BTI 2 0.56 big-cap Long 0 -1.5 Consumer Defensive 151 ROP 4 0.49 big-cap Long 0 -2.0 Industrials 40 PM 2 0.45 big-cap Long 0 -4.5 Consumer Defensive 77 CNI 4 0.44 big-cap Long 0 -3.5 Industrials 107 VMW 2 0.43 big-cap Long 0 -7.5 Technology 207 HBANN 6 0.34 big-cap Long 0 -1.5 Financial Services 127 MNST 2 0.29 big-cap Long 0 -6.0 Consumer Defensive 147 STZ 2 0.28 big-cap Long 0 -4.5 Consumer Defensive 34 HON 2 0.16 big-cap Long 0 -7.5 Industrials 47 BLK 2 0.13 big-cap Long 0 -3.0 Financial Services 35 UPS 2 0.10 big-cap Long 2 -15.0 Industrials 167 BK 2 0.06 big-cap Long 0 -7.5 Financial Services 57 GSK 2 0.05 big-cap Long 0 -3.5 Healthcare 72 PLD 2 -0.01 big-cap Long 0 -4.5 Real Estate 214 GLW 2 -0.02 big-cap Long 0 -4.0 Technology 173 PH 2 -0.13 big-cap Long 0 -4.5 Industrials 185 KMI 2 -0.30 big-cap Long 0 -6.5 Energy 161 BCE 6 -0.35 big-cap Long 1 -3.5 Communication Services 115 PHG 3 -0.40 big-cap Long 0 -5.0 Healthcare 111 DD 2 -0.47 big-cap Long 0 -5.5 Basic Materials 92 FDX 2 -0.76 big-cap Long 1 -4.5 Industrials 27 TXN 2 -1.08 big-cap Long 0 -1.0 Technology 159 BBD 2 -1.08 big-cap Exit Long 0 -4.5 Financial Services 90 USB 2 -1.10 big-cap Long 0 -6.0 Financial Services 139 ERIC 1 -1.12 big-cap Exit Long 0 -5.5 Technology 206 ROK 2 -1.19 big-cap Long 0 -4.5 Industrials 213 BBY 2 -1.30 big-cap Exit Long 0 -3.5 Consumer Cyclical 141 CTSH 2 -1.51 big-cap Long 0 -5.5 Technology 105 MUFG 2 -2.31 big-cap Exit Long 0 -5.0 Financial Services 59 AMAT 2 -2.33 big-cap Long 0 -2.5 Technology 123 NXPI 1 -2.50 big-cap Exit Long 0 -7.0 Technology 114 UBS 1 -2.89 big-cap Exit Long 0 -17.0 Financial Services 10 ASML 2 -2.91 big-cap Long 0 -7.0 Technology 202 W 2 -3.32 big-cap Long 0 -4.0 Consumer Cyclical 135 SMFG 1 -3.48 big-cap Exit Long 0 -5.0 Financial Services 96 ABB 1 -4.19 big-cap Exit Long 0 -5.5 Industrials Mean Return: 2.6298399999999997 Mean Day/Week: 5.776 Accuracy:0.816 *******************Part 1.8 Overall Short Position********************* overall short Symbol Day Return Market Cap Long/Short Weak Entry Score industry 78 BEKE 4 4.43 big-cap Short 1 -56.5 Real Estate 2 BABA 2 3.98 big-cap Exit Short 0 -12.0 Consumer Cyclical 24 ABBV 6 3.08 big-cap Exit Short 2 -17.0 Healthcare 174 OKTA 8 2.98 big-cap Short 0 -2.5 Technology 152 FCX 3 2.93 big-cap Short 0 -16.0 Basic Materials 145 TWTR 3 2.77 big-cap Short 0 -8.5 Communication Services 80 SNP 4 2.75 big-cap Short 0 -4.0 Energy 4 NVDA 3 2.35 big-cap Exit Short 0 -14.0 Technology 86 CB 4 2.33 big-cap Short 0 -12.0 Financial Services 26 NVO 5 2.03 big-cap Short 1 -15.5 Healthcare 210 BNTX 4 1.95 big-cap Short 1 -14.5 Healthcare 20 LLY 7 1.25 big-cap Exit Short 0 -2.0 Healthcare 130 TME 2 1.18 big-cap Short 1 -37.5 Communication Services 192 CHT 6 1.09 big-cap Exit Short 0 -1.5 Communication Services 15 CRM 4 0.55 big-cap Short 0 -6.0 Technology 200 SGEN 3 0.47 big-cap Short 0 -1.5 Healthcare 194 BBVA 3 0.36 big-cap Short 0 -4.5 Financial Services 205 HTHT 3 0.26 big-cap Short 0 -13.0 Consumer Cyclical 138 ALGN 8 0.15 big-cap Short 0 -3.0 Healthcare 52 INTU 8 0.13 big-cap Short 0 -4.5 Technology 13 NKE 4 0.13 big-cap Short 1 -9.5 Consumer Cyclical 146 CHWY 4 -0.19 big-cap Short 0 -9.5 Consumer Cyclical 64 VALE 5 -0.39 big-cap Exit Short 1 -15.0 Basic Materials 187 PCAR 6 -0.48 big-cap Short 1 -13.5 Industrials 37 LFC 6 -1.04 big-cap Exit Short 0 -2.0 Financial Services 144 IDXX 8 -1.17 big-cap Short 0 -3.0 Healthcare 9 NFLX 4 -1.40 big-cap Short 1 -8.5 Communication Services 181 WIT 5 -1.48 big-cap Short 1 -9.0 Technology 199 RPRX 5 -1.51 big-cap Short 1 -6.0 Healthcare 224 ETSY 4 -1.56 big-cap Short 1 -6.0 Consumer Cyclical 49 AMD 5 -1.64 big-cap Short 0 -4.5 Technology 137 VEEV 4 -1.84 big-cap Short 0 -8.0 Healthcare 45 ZM 4 -2.19 big-cap Short 0 -2.5 Communication Services 56 MELI 8 -2.48 big-cap Short 0 -3.0 Consumer Cyclical 134 PINS 5 -2.70 big-cap Short 0 -6.5 Communication Services 89 ILMN 4 -2.98 big-cap Short 0 -7.5 Healthcare 162 APTV 5 -3.32 big-cap Short 0 -3.5 Consumer Cyclical 69 NTES 5 -3.39 big-cap Short 0 -6.0 Communication Services 8 PYPL 6 -3.78 big-cap Short 0 -4.5 Financial Services 133 DOCU 8 -3.83 big-cap Short 0 -2.5 Technology 55 UBER 6 -4.46 big-cap Short 1 -13.0 Technology 221 XP 5 -4.47 big-cap Short 0 -5.0 Financial Services 170 PANW 9 -5.29 big-cap Short 0 -2.0 Technology 190 DDOG 4 -5.52 big-cap Short 0 -7.0 Technology 215 ZS 4 -5.54 big-cap Short 0 -6.5 Technology 142 BILI 6 -5.78 big-cap Short 0 -2.5 Communication Services 112 SCCO 6 -6.06 big-cap Short 0 -13.0 Basic Materials 136 LU 8 -6.23 big-cap Short 0 -2.0 Financial Services 33 SHOP 4 -6.28 big-cap Short 0 -6.0 Technology 106 TEAM 8 -7.25 big-cap Short 0 -2.5 Technology 94 SPOT 8 -7.52 big-cap Short 0 -1.5 Communication Services 0 TSLA 5 -8.20 big-cap Short 0 -14.0 Consumer Cyclical 54 SQ 7 -8.40 big-cap Short 1 -14.5 Technology 158 MTCH 5 -9.41 big-cap Short 0 -7.5 Communication Services 180 Z 8 -10.14 big-cap Short 0 -2.0 Communication Services 42 SE 9 -10.15 big-cap Short 0 -2.0 Communication Services 129 CVNA 5 -10.18 big-cap Short 1 -14.5 Consumer Cyclical 97 MRNA 5 -10.47 big-cap Short 1 -26.0 Healthcare 124 CRWD 7 -11.48 big-cap Short 0 -8.5 Technology 91 PLTR 7 -11.66 big-cap Short 1 -16.0 Technology 179 ZG 8 -11.97 big-cap Short 0 -2.0 Communication Services 160 TDOC 5 -12.62 big-cap Short 0 -4.5 Healthcare 183 CS 2 -12.99 big-cap Short 0 -3.5 Financial Services 113 ROKU 5 -13.26 big-cap Short 0 -3.0 Communication Services 12 PDD 9 -13.49 big-cap Short 0 -2.5 Consumer Cyclical 100 TWLO 6 -13.67 big-cap Short 0 -7.0 Communication Services 198 ZTO 14 -13.98 big-cap Short 0 -1.5 Industrials 63 NIO 5 -15.59 big-cap Short 0 -5.0 Consumer Cyclical 65 SNAP 6 -16.63 big-cap Short 0 -9.0 Communication Services 171 RNG 12 -19.67 big-cap Short 0 -1.0 Technology 163 TTD 6 -19.86 big-cap Short 1 -12.5 Technology 197 EDU 11 -23.35 big-cap Short 1 -0.5 Consumer Defensive 128 TAL 14 -25.96 big-cap Short 0 -0.5 Consumer Defensive 184 PLUG 9 -26.23 big-cap Short 0 -6.0 Industrials 67 BIDU 5 -26.24 big-cap Short 0 -5.0 Communication Services Mean Return: -5.6029333333333335 Mean Day/Week: 5.84 Accuracy:0.72 ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 9 Communication Services 2 Consumer Cyclical 19 Consumer Defensive 14 Financial Services 18 Healthcare 13 Industrials 29 Real Estate 20 Technology 26 Utilities 19 unknown 1 **************************************** small_industry_downtrending_count tickers industry Basic Materials 8 Communication Services 21 Consumer Cyclical 23 Consumer Defensive 10 Energy 2 Financial Services 14 Healthcare 62 Industrials 22 Real Estate 7 Technology 73 Utilities 3 *******************Part 2.1 Small Cap Long Entry********************* small_long_signal_entry Symbol Day Return Market Cap Long/Short Weak Entry Score industry 304 BR 3 5.85 small-cap Long 0 -1.0 Technology 465 GFL 2 -3.21 small-cap Long 0 -1.0 Industrials 422 TAP 3 5.38 small-cap Long 0 -1.0 Consumer Defensive 545 CASY 3 1.49 small-cap Long 0 -1.0 Consumer Defensive 261 CHD 4 4.60 small-cap Long 0 -1.0 Consumer Defensive 344 DPZ 3 1.20 small-cap Long 0 -1.5 Consumer Cyclical 382 SMG 3 3.15 small-cap Long 0 -1.5 Basic Materials 377 SJM 3 3.39 small-cap Long 1 -1.5 Consumer Defensive 375 HAS 2 -0.61 small-cap Long 0 -2.0 Consumer Cyclical 608 DOOO 2 3.43 small-cap Long 0 -2.0 Consumer Cyclical 237 ARE 2 0.10 small-cap Long 0 -2.0 Real Estate 482 AGNCN 3 0.39 small-cap Long 0 -2.5 Real Estate 313 TSCO 3 1.80 small-cap Long 0 -2.5 Consumer Cyclical 258 PPL 3 1.12 small-cap Long 0 -2.5 Utilities 306 CAG 3 2.10 small-cap Long 1 -2.5 Consumer Defensive 241 DTE 5 3.96 small-cap Long 1 -2.5 Utilities 303 DOV 4 1.84 small-cap Long 0 -2.5 Industrials 252 O 5 1.97 small-cap Long 0 -2.5 Real Estate 556 RBA 3 1.26 small-cap Long 0 -3.0 Industrials 345 CPB 2 2.10 small-cap Long 0 -3.0 Consumer Defensive 574 HII 4 6.52 small-cap Long 0 -3.0 Industrials 341 NTAP 3 2.75 small-cap Long 0 -3.0 Technology 317 VAR 4 0.15 small-cap Long 0 -3.0 Healthcare 371 FICO 3 1.12 small-cap Long 0 -3.0 Technology 473 AOS 3 3.58 small-cap Long 0 -3.0 Industrials 649 KT 3 0.63 small-cap Long 0 -3.0 Communication Services 343 AGR 5 2.66 small-cap Long 0 -3.0 Utilities 506 ACI 3 3.93 small-cap Long 0 -3.5 Consumer Defensive 339 NUE 3 7.47 small-cap Long 0 -3.5 Basic Materials 286 QSR 5 2.12 small-cap Long 1 -3.5 Consumer Cyclical 350 MAS 3 3.50 small-cap Long 0 -3.5 Industrials 603 CACI 1 0.00 small-cap Long 0 -3.5 Technology 614 SON 2 -0.60 small-cap Long 0 -3.5 Consumer Cyclical 471 PNR 2 0.02 small-cap Long 0 -4.0 Industrials 365 BEN 2 2.36 small-cap Long 1 -4.0 Financial Services 366 DVA 1 0.00 small-cap Long 0 -4.0 Healthcare 400 FDS 4 0.80 small-cap Long 0 -4.0 Financial Services 391 FBHS 2 0.07 small-cap Long 0 -4.0 Consumer Cyclical 394 FFIV 2 -0.80 small-cap Long 0 -4.0 Technology 331 EXR 2 0.46 small-cap Long 0 -4.0 Real Estate 573 JBL 2 -1.17 small-cap Long 0 -4.0 Technology 580 HTA 2 -0.07 small-cap Long 0 -4.0 Real Estate 517 ACM 2 -1.58 small-cap Long 0 -4.5 Industrials 617 BJ 2 -1.02 small-cap Long 0 -4.5 Consumer Defensive 591 POST 3 1.62 small-cap Long 0 -4.5 Consumer Defensive 584 CDK 1 0.00 small-cap Long 0 -4.5 Technology 403 CHRW 3 1.16 small-cap Long 1 -4.5 Industrials 581 REYN 2 1.91 small-cap Long 0 -4.5 Consumer Cyclical 404 PPD 2 -1.34 small-cap Long 0 -4.5 Healthcare 578 HRC 2 0.31 small-cap Long 0 -4.5 Healthcare 270 GWW 2 0.20 small-cap Long 0 -4.5 Industrials 351 CE 1 0.00 small-cap Long 0 -4.5 Basic Materials 282 PKX 2 0.19 small-cap Long 0 -4.5 Basic Materials 347 JBHT 3 3.55 small-cap Long 0 -4.5 Industrials 562 AN 2 -1.42 small-cap Long 0 -4.5 Consumer Cyclical 554 ITT 1 0.00 small-cap Long 0 -4.5 Industrials 312 CTXS 1 0.00 small-cap Long 1 -4.5 Technology 408 CNP 1 0.00 small-cap Long 0 -5.0 Utilities 432 NWL 2 -0.83 small-cap Long 1 -5.0 Consumer Defensive 613 WF 1 0.00 small-cap Long 0 -5.0 Financial Services 657 SWI 1 0.00 small-cap Long 1 -5.0 Technology 266 UI 2 -3.48 small-cap Long 0 -5.0 Technology 310 PEAK 2 -1.07 small-cap Long 1 -5.0 Real Estate 342 SHG 3 2.96 small-cap Long 0 -5.0 Financial Services 370 J 3 0.94 small-cap Long 0 -5.0 Industrials 363 GPC 3 0.10 small-cap Long 0 -5.5 Consumer Cyclical 559 SEE 2 1.16 small-cap Long 0 -5.5 Consumer Cyclical 463 RZA 2 -0.79 small-cap Long 0 -5.5 unknown 513 CSL 3 2.72 small-cap Long 0 -5.5 Industrials 235 CAJ 2 0.13 small-cap Long 0 -5.5 Technology 525 AIZP 2 -0.49 small-cap Long 0 -6.0 Financial Services 253 GRMN 1 0.00 small-cap Long 0 -6.0 Technology 256 EFX 3 3.66 small-cap Long 0 -6.0 Industrials 360 TDY 2 1.31 small-cap Long 0 -6.0 Technology 426 NDSN 1 0.00 small-cap Long 0 -6.0 Industrials 512 SEIC 1 0.00 small-cap Long 1 -6.0 Financial Services 436 TTC 2 -0.78 small-cap Long 0 -6.0 Industrials 500 EHC 1 0.00 small-cap Long 0 -6.0 Healthcare 551 BERY 5 1.15 small-cap Long 0 -6.0 Consumer Cyclical 593 OGE 2 1.16 small-cap Long 0 -6.5 Utilities 373 ACGL 2 0.18 small-cap Long 0 -6.5 Financial Services 522 ARW 2 -1.85 small-cap Long 0 -6.5 Technology 352 IEX 2 0.76 small-cap Long 0 -7.0 Industrials 348 POOL 1 0.00 small-cap Long 0 -7.0 Consumer Cyclical 487 CIEN 2 -1.27 small-cap Long 0 -7.0 Technology 354 FMC 3 1.62 small-cap Long 0 -7.0 Basic Materials 380 NLOK 2 0.51 small-cap Long 0 -7.0 Technology 405 ENIA 2 -1.67 small-cap Long 0 -7.0 Utilities 547 KNX 2 0.58 small-cap Long 0 -7.5 Industrials 498 JNPR 2 -0.62 small-cap Long 0 -7.5 Technology 231 MKC 1 0.00 small-cap Long 0 -7.5 Consumer Defensive 629 EGP 2 -0.61 small-cap Long 0 -8.0 Real Estate 290 XYL 2 -0.47 small-cap Long 0 -8.0 Industrials 226 STT 2 -0.66 small-cap Long 0 -8.0 Financial Services 402 WPC 2 0.21 small-cap Long 1 -8.0 Real Estate 260 QRVO 1 0.00 small-cap Long 0 -8.5 Technology 478 OC 2 -1.67 small-cap Long 0 -8.5 Industrials 302 GRFS 2 -1.62 small-cap Long 0 -8.5 Healthcare 319 SUI 2 0.05 small-cap Long 0 -9.0 Real Estate 322 SKM 2 -2.52 small-cap Long 0 -9.0 Communication Services 586 ESLT 2 -0.01 small-cap Long 0 -9.0 Industrials 396 PHM 2 -1.96 small-cap Long 0 -9.5 Consumer Cyclical 645 TX 2 0.79 small-cap Long 0 -10.0 Basic Materials 455 HSIC 1 0.00 small-cap Long 0 -10.0 Healthcare 230 MT 2 -2.89 small-cap Long 0 -10.5 Basic Materials 411 JKHY 3 2.33 small-cap Long 0 -10.5 Technology 327 ACGLO 3 -0.76 small-cap Long 0 -11.0 Financial Services 607 FAF 1 0.00 small-cap Long 0 -11.5 Financial Services 447 RH 3 6.32 small-cap Long 0 -12.0 Consumer Cyclical 361 ENTG 2 -3.22 small-cap Long 0 -12.0 Technology 279 NTRS 2 0.68 small-cap Long 1 -12.0 Financial Services 247 PCG 2 -4.87 small-cap Long 0 -12.0 Utilities 249 VRSN 1 0.00 small-cap Long 1 -12.5 Technology 268 EPAM 1 0.00 small-cap Long 1 -13.5 Technology 640 HNP 1 0.00 small-cap Long 0 -14.5 Utilities 246 LH 3 1.22 small-cap Long 0 -14.5 Healthcare 418 FNF 1 0.00 small-cap Long 1 -15.0 Financial Services 470 MKSI 2 -2.69 small-cap Long 0 -15.5 Technology 293 TRU 2 -2.13 small-cap Long 1 -16.5 Industrials 251 FTV 3 0.25 small-cap Long 2 -17.5 Technology 297 AMCR 1 0.00 small-cap Long 1 -25.5 Consumer Cyclical 399 SAM 1 0.00 small-cap Long 1 -26.5 Consumer Defensive Mean Return: 0.7372448979591837 Mean Day/Week: 2.826530612244898 Accuracy:0.6530612244897959 *******************Part 2.2 Small Cap Short Entry********************* small_short_signal_entry Symbol Day Return Market Cap Long/Short Weak Entry Score industry 524 ACAD 5 -2.35 small-cap Short 0 -1.0 Healthcare 374 TTM 3 2.60 small-cap Short 0 -1.0 Consumer Cyclical 321 ULTA 4 1.68 small-cap Short 0 -1.5 Consumer Cyclical 368 ESTC 5 -8.71 small-cap Short 0 -2.5 Technology 535 SRPT 1 0.00 small-cap Short 0 -2.5 Healthcare 416 LW 1 0.00 small-cap Short 0 -2.5 Consumer Defensive 660 SAIL 5 -9.54 small-cap Short 0 -2.5 Technology 656 TENB 1 0.00 small-cap Short 0 -2.5 Technology 378 ERIE 5 -0.89 small-cap Short 0 -3.0 Financial Services 417 FIVN 4 -4.37 small-cap Short 0 -3.0 Technology 438 DADA 4 -8.75 small-cap Short 0 -3.0 Consumer Cyclical 494 NYT 5 1.57 small-cap Short 1 -3.0 Communication Services 294 ZEN 4 -1.29 small-cap Short 0 -3.5 Technology 362 SQM 5 -1.88 small-cap Short 2 -3.5 Basic Materials 481 CIB 5 -2.70 small-cap Short 0 -3.5 Financial Services 495 ARWR 5 -7.71 small-cap Short 0 -3.5 Healthcare 468 AZPN 5 -2.97 small-cap Short 0 -4.0 Technology 425 BILL 4 -4.51 small-cap Short 0 -4.5 Technology 610 CLGX 1 0.00 small-cap Short 0 -4.5 Technology 406 IHG 4 1.96 small-cap Short 0 -4.5 Consumer Cyclical 626 FUBO 5 -38.00 small-cap Short 0 -4.5 Communication Services 272 IAC 4 -7.97 small-cap Short 1 -4.5 Communication Services 466 PEN 4 -3.37 small-cap Short 0 -4.5 Healthcare 460 NTRA 5 -9.39 small-cap Short 0 -4.5 Healthcare 665 TNET 4 -0.42 small-cap Short 0 -5.0 Industrials 384 SPCE 5 -6.03 small-cap Short 0 -5.0 Industrials 553 EEFT 3 0.29 small-cap Short 0 -5.0 Technology 621 ALGM 5 -4.76 small-cap Short 0 -5.0 Technology 491 DNLI 4 -1.51 small-cap Short 0 -5.0 Healthcare 314 GNRC 1 0.00 small-cap Short 0 -5.0 Industrials 528 LPL 1 0.00 small-cap Short 0 -5.5 Technology 424 WB 4 -4.78 small-cap Short 0 -6.0 Communication Services 496 IONS 5 2.97 small-cap Short 1 -6.0 Healthcare 443 BLDP 5 -10.95 small-cap Short 0 -6.0 Industrials 291 ALNY 5 -3.63 small-cap Short 0 -6.0 Healthcare 583 NTNX 1 0.00 small-cap Short 0 -6.0 Technology 450 FWONK 2 -0.37 small-cap Short 0 -6.0 Communication Services 305 KEY 1 0.00 small-cap Short 0 -6.0 Financial Services 571 SDGR 5 0.20 small-cap Short 0 -6.5 Healthcare 576 PLNT 4 1.93 small-cap Short 0 -6.5 Consumer Cyclical 389 IPGP 5 -1.30 small-cap Short 0 -6.5 Technology 550 TTEK 1 0.00 small-cap Short 0 -6.5 Industrials 236 ENPH 5 -9.69 small-cap Short 0 -6.5 Technology 353 ATHM 3 0.71 small-cap Short 0 -6.5 Communication Services 259 BKR 5 2.03 small-cap Short 0 -6.5 Energy 624 FROG 2 -4.40 small-cap Short 0 -7.0 Technology 508 ALV 4 2.36 small-cap Short 0 -7.0 Consumer Cyclical 570 HALO 5 -6.42 small-cap Short 0 -7.0 Healthcare 274 CTLT 4 -0.84 small-cap Short 0 -7.0 Healthcare 652 QRTEA 4 1.12 small-cap Short 1 -7.0 Consumer Cyclical 472 IIVI 1 0.00 small-cap Short 0 -7.0 Technology 651 DSGX 3 0.60 small-cap Short 1 -7.0 Technology 335 BMRN 4 0.86 small-cap Short 0 -7.0 Healthcare 452 FWONA 2 -1.29 small-cap Short 0 -7.0 Communication Services 307 NVCR 4 -3.80 small-cap Short 0 -7.0 Healthcare 442 TECK 5 1.71 small-cap Short 0 -7.5 Basic Materials 483 FATE 5 -18.74 small-cap Short 0 -7.5 Healthcare 644 VRNT 3 -1.69 small-cap Short 0 -7.5 Technology 599 WMS 4 1.98 small-cap Short 0 -7.5 Industrials 428 MTN 3 1.44 small-cap Short 0 -8.0 Consumer Cyclical 301 HZNP 2 -3.53 small-cap Short 0 -8.0 Healthcare 333 HEI 5 0.81 small-cap Short 3 -8.5 Industrials 340 APPN 5 -19.86 small-cap Short 0 -8.5 Technology 604 SLAB 1 0.00 small-cap Short 1 -8.5 Technology 288 APO 4 -2.52 small-cap Short 1 -8.5 Financial Services 349 LYV 1 0.00 small-cap Short 0 -9.0 Communication Services 588 LFUS 1 0.00 small-cap Short 2 -9.5 Technology 388 CHGG 4 -6.08 small-cap Short 0 -9.5 Consumer Defensive 490 OHI 4 1.19 small-cap Short 0 -9.5 Real Estate 287 ALB 5 -0.09 small-cap Short 0 -10.0 Basic Materials 641 SDC 5 -4.62 small-cap Short 1 -10.0 Healthcare 229 YUMC 5 -3.01 small-cap Short 1 -10.0 Consumer Cyclical 476 SMAR 4 -4.87 small-cap Short 0 -10.5 Technology 611 PAC 1 0.00 small-cap Short 0 -10.5 Industrials 511 GLOB 4 -7.41 small-cap Short 0 -11.0 Technology 467 FLEX 5 0.87 small-cap Short 1 -11.0 Technology 458 GLPI 4 0.32 small-cap Short 0 -11.0 Real Estate 587 HLF 5 -1.65 small-cap Short 0 -11.0 Consumer Defensive 529 CHNG 1 0.00 small-cap Short 1 -11.5 Healthcare 590 OLLI 1 0.00 small-cap Short 1 -11.5 Consumer Defensive 540 BBIO 2 -6.51 small-cap Short 1 -11.5 Healthcare 457 MGP 1 0.00 small-cap Short 0 -11.5 Real Estate 618 TNDM 4 -3.54 small-cap Short 0 -11.5 Healthcare 325 GH 5 -3.38 small-cap Short 1 -11.5 Healthcare 577 TMX 1 0.00 small-cap Short 1 -11.5 Consumer Cyclical 661 FOXF 4 2.42 small-cap Short 1 -11.5 Consumer Cyclical 668 POWI 1 0.00 small-cap Short 0 -12.0 Technology 625 APA 1 0.00 small-cap Short 0 -12.0 Energy 298 MTB 1 0.00 small-cap Short 0 -12.0 Financial Services 505 ACH 1 0.00 small-cap Short 0 -12.0 Basic Materials 531 AVAL 4 -3.11 small-cap Short 1 -12.0 Financial Services 536 NCLH 3 0.58 small-cap Short 0 -12.0 Consumer Cyclical 542 EXEL 1 0.00 small-cap Short 2 -12.5 Healthcare 598 SRCL 5 1.74 small-cap Short 0 -12.5 Industrials 412 RGEN 4 -2.78 small-cap Short 1 -12.5 Healthcare 539 GRUB 4 3.38 small-cap Short 0 -13.0 Communication Services 521 PAAS 4 -0.41 small-cap Short 1 -13.0 Basic Materials 273 TER 1 0.00 small-cap Short 1 -13.0 Technology 234 SIVB 2 -4.81 small-cap Short 0 -13.5 Financial Services 358 ELAN 4 1.69 small-cap Short 0 -14.0 Healthcare 329 SEDG 4 -3.06 small-cap Short 1 -14.0 Technology 631 CHH 1 0.00 small-cap Short 1 -15.0 Consumer Cyclical 514 MBT 5 1.08 small-cap Short 0 -15.0 Communication Services 654 QRTEB 4 3.62 small-cap Short 1 -15.0 Consumer Cyclical 552 TGTX 1 0.00 small-cap Short 1 -15.5 Healthcare 670 SSB 1 0.00 small-cap Short 0 -15.5 Financial Services 265 FTCH 4 -12.68 small-cap Short 0 -15.5 Consumer Cyclical 619 FRPT 1 0.00 small-cap Short 0 -17.0 Consumer Defensive 398 DT 2 -1.24 small-cap Short 0 -17.0 Technology 277 TXG 1 0.00 small-cap Short 1 -17.5 Healthcare 492 LSPD 5 -8.66 small-cap Short 1 -17.5 Technology 239 EXAS 1 0.00 small-cap Short 0 -17.5 Healthcare 245 PAYC 1 0.00 small-cap Short 0 -18.0 Technology 653 MP 3 -7.78 small-cap Short 0 -18.5 Basic Materials 569 PSTG 5 -5.61 small-cap Short 1 -18.5 Technology 459 BFAM 1 0.00 small-cap Short 1 -18.5 Consumer Cyclical 648 LESL 1 0.00 small-cap Short 0 -19.0 Consumer Cyclical 638 BPMC 1 0.00 small-cap Short 1 -20.0 Healthcare 254 YNDX 5 -1.16 small-cap Short 1 -20.0 Communication Services 390 NTCO 1 0.00 small-cap Short 0 -20.0 Consumer Defensive 650 VNET 1 0.00 small-cap Short 0 -20.0 Technology 369 NUAN 4 -1.28 small-cap Short 1 -20.5 Technology 227 NET 4 -3.36 small-cap Short 0 -20.5 Technology 635 SAIC 2 2.79 small-cap Short 1 -20.5 Technology 615 LSCC 1 0.00 small-cap Short 0 -21.0 Technology 669 ASR 3 3.29 small-cap Short 0 -21.0 Industrials 330 SUZ 3 -1.99 small-cap Short 0 -21.0 Basic Materials 295 IQ 2 -5.32 small-cap Short 1 -21.5 Communication Services 667 FEYE 3 -1.74 small-cap Short 2 -21.5 Technology 597 NEO 3 -4.41 small-cap Short 1 -22.0 Healthcare 355 OPEN 5 -23.83 small-cap Short 1 -22.0 Real Estate 262 ATUS 1 0.00 small-cap Short 0 -23.5 Communication Services 555 KOD 4 -2.14 small-cap Short 0 -24.0 Healthcare 497 BB 5 -9.35 small-cap Short 1 -24.0 Technology 387 CRSP 2 -0.47 small-cap Short 0 -25.0 Healthcare 612 TIMB 2 -0.99 small-cap Short 0 -25.0 Communication Services 397 SBSW 1 0.00 small-cap Short 0 -25.0 Basic Materials 493 SPWR 5 -10.43 small-cap Short 1 -25.5 Technology 381 CREE 1 0.00 small-cap Short 1 -27.5 Technology 315 PENN 4 -6.25 small-cap Short 0 -28.0 Consumer Cyclical 541 ANGI 2 -1.92 small-cap Short 0 -28.5 Communication Services 296 CVAC 4 3.43 small-cap Short 1 -29.0 Healthcare 385 MPW 1 0.00 small-cap Short 2 -29.5 Real Estate 488 VIR 1 0.00 small-cap Short 0 -29.5 Healthcare 386 OSH 1 0.00 small-cap Short 1 -31.0 Healthcare 477 TWST 4 -8.81 small-cap Short 0 -31.0 Healthcare 609 BRKS 1 0.00 small-cap Short 0 -33.5 Technology 592 BE 5 -13.97 small-cap Short 1 -35.5 Industrials 647 APPS 1 0.00 small-cap Short 0 -36.0 Technology 448 NVTA 3 -4.81 small-cap Short 0 -38.5 Healthcare 642 DM 5 -22.53 small-cap Short 1 -39.0 Technology 572 PACB 4 -3.74 small-cap Short 1 -42.0 Healthcare 622 BEAM 4 -8.52 small-cap Short 1 -44.5 Healthcare 421 LAZR 1 0.00 small-cap Short 0 -44.5 Technology 283 NVAX 4 -15.03 small-cap Short 1 -47.0 Healthcare 328 QS 3 -8.30 small-cap Short 1 -49.5 Consumer Cyclical 585 AVIR 5 -17.61 small-cap Short 1 -54.5 Healthcare Mean Return: -3.9366666666666665 Mean Day/Week: 4.45045045045045 Accuracy:0.7207207207207207 *******************Part 2.3 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short Weak Entry Score industry 413 ATO 12 7.73 small-cap Long 0 0.0 Utilities 275 KSU 12 16.28 small-cap Long 0 0.0 Industrials 280 FTS 13 5.17 small-cap Long 0 -0.5 Utilities 334 DRE 9 3.25 small-cap Long 0 -0.5 Real Estate 419 RPM 13 8.61 small-cap Long 0 -0.5 Basic Materials 318 CAH 13 11.23 small-cap Long 0 -0.5 Healthcare 263 K 12 6.76 small-cap Long 1 -0.5 Consumer Defensive 479 AGNCM 10 1.31 small-cap Long 0 -0.5 Real Estate 309 CMS 10 5.81 small-cap Long 0 -0.5 Utilities 233 ED 11 4.90 small-cap Long 0 -0.5 Utilities 284 AEE 13 8.23 small-cap Long 0 -0.5 Utilities 300 INVH 11 2.58 small-cap Long 0 -0.5 Real Estate 435 AAP 21 12.70 small-cap Long 0 -1.0 Consumer Cyclical 420 LII 14 8.05 small-cap Long 1 -1.0 Industrials 232 DLTR 6 4.81 small-cap Long 0 -1.0 Consumer Defensive 437 CPT 11 0.78 small-cap Long 0 -1.0 Real Estate 446 AMH 11 2.70 small-cap Long 0 -1.0 Real Estate 480 ATR 12 2.74 small-cap Long 0 -1.0 Consumer Cyclical 484 PNW 12 3.80 small-cap Long 0 -1.0 Utilities 486 NI 12 6.74 small-cap Long 1 -1.0 Utilities 510 AIZ 13 5.12 small-cap Long 0 -1.0 Financial Services 557 REXR 6 0.57 small-cap Long 0 -1.0 Real Estate 393 EVRG 17 8.19 small-cap Long 1 -1.0 Utilities 655 BWXT 16 9.13 small-cap Long 0 -1.0 Industrials 372 HBANO 8 0.16 small-cap Long 0 -1.0 Financial Services 332 EXPD 16 11.56 small-cap Long 1 -1.0 Industrials 326 MAA 11 1.61 small-cap Long 0 -1.0 Real Estate 320 STE 7 2.88 small-cap Long 0 -1.0 Healthcare 257 ABC 14 6.12 small-cap Long 0 -1.0 Healthcare 392 LNT 13 8.75 small-cap Long 0 -1.5 Utilities 639 FR 15 6.19 small-cap Long 1 -1.5 Real Estate 523 G 15 5.70 small-cap Long 1 -1.5 Technology 485 AGNC 11 1.39 small-cap Long 0 -1.5 Real Estate 255 EIX 9 1.42 small-cap Long 0 -1.5 Utilities 469 COLD 10 3.21 small-cap Long 0 -1.5 Real Estate 439 ALLE 15 9.98 small-cap Long 1 -1.5 Industrials 292 HIG 7 -2.68 small-cap Long 0 -1.5 Financial Services 410 ELS 9 -0.31 small-cap Long 0 -1.5 Real Estate 276 ETR 10 0.23 small-cap Long 0 -2.0 Utilities 264 GIB 11 3.09 small-cap Long 0 -2.0 Technology 285 DGX 6 1.65 small-cap Long 0 -2.0 Healthcare 240 FNV 9 0.97 small-cap Long 0 -2.0 Basic Materials 238 ODFL 16 7.25 small-cap Long 0 -2.0 Industrials 623 VIRT 12 4.65 small-cap Long 1 -2.0 Financial Services 248 NDAQ 6 2.46 small-cap Long 0 -2.5 Financial Services 379 MOH 14 4.19 small-cap Long 1 -2.5 Healthcare 336 KB 6 5.12 small-cap Long 1 -3.5 Financial Services 456 WSM 11 24.83 small-cap Long 1 -6.0 Consumer Cyclical Mean Return: 5.366875 Mean Day/Week: 11.479166666666666 Accuracy:0.9583333333333334 *******************Part 2.4 Small Cap Short Maintaiance********************* small_short_signal_maintainance Symbol Day Return Market Cap Long/Short Weak Entry Score industry 242 STNE 15 -17.85 small-cap Short 0 0.0 Technology 299 PAGS 15 -15.79 small-cap Short 0 0.0 Technology 605 TPTX 11 -22.58 small-cap Short 0 0.0 Healthcare 516 YY 10 -20.48 small-cap Short 0 0.0 Communication Services 401 KC 16 -20.50 small-cap Short 0 0.0 Technology 395 BAP 16 -10.90 small-cap Short 0 0.0 Financial Services 666 BHVN 10 -17.58 small-cap Short 1 0.0 Healthcare 269 GDS 21 -28.23 small-cap Short 0 0.0 Technology 568 HQY 10 -10.57 small-cap Short 0 -0.5 Healthcare 367 IEP 9 -6.40 small-cap Short 0 -0.5 Industrials 475 SFIX 16 -45.19 small-cap Short 0 -0.5 Consumer Cyclical 462 MNSO 23 -21.34 small-cap Short 0 -0.5 Consumer Cyclical 441 PLAN 19 -20.38 small-cap Short 0 -0.5 Technology 634 MPLN 14 -8.35 small-cap Short 0 -0.5 Healthcare 502 ASND 9 -11.73 small-cap Short 0 -1.0 Healthcare 427 AXON 8 -4.41 small-cap Short 0 -1.0 Industrials 589 MDLA 19 -40.51 small-cap Short 0 -1.0 Technology 544 RCM 8 -4.75 small-cap Short 1 -1.0 Healthcare 244 COUP 17 -17.90 small-cap Short 0 -1.0 Technology 532 DQ 8 -28.72 small-cap Short 0 -1.0 Technology 250 MDB 18 -26.03 small-cap Short 0 -1.0 Technology 504 OCFT 8 -13.79 small-cap Short 0 -1.0 Technology 474 NKLA 8 -7.34 small-cap Short 0 -1.0 Consumer Cyclical 594 CD 8 -15.57 small-cap Short 0 -1.0 Technology 646 BIGC 10 -6.64 small-cap Short 0 -1.0 Technology 628 NVRO 8 -7.55 small-cap Short 0 -1.5 Healthcare 537 QTWO 8 -6.45 small-cap Short 0 -1.5 Technology 423 QDEL 26 -31.22 small-cap Short 0 -1.5 Healthcare 567 IOVA 8 -6.51 small-cap Short 0 -1.5 Healthcare 451 MRTX 9 -17.06 small-cap Short 0 -1.5 Healthcare 565 ORA 9 -5.99 small-cap Short 0 -1.5 Utilities 659 ARRY 9 -15.43 small-cap Short 0 -1.5 Technology 376 AVLR 8 -7.67 small-cap Short 1 -1.5 Technology 430 PEGA 8 -0.09 small-cap Short 0 -2.0 Technology 546 DCT 8 -1.75 small-cap Short 0 -2.0 Technology 518 ADPT 8 -11.56 small-cap Short 0 -2.0 Healthcare 601 HUYA 8 -19.28 small-cap Short 0 -2.5 Communication Services 616 HAE 18 -4.00 small-cap Short 0 -2.5 Healthcare 359 ZLAB 8 -4.14 small-cap Short 0 -2.5 Healthcare 602 GMED 9 -1.88 small-cap Short 0 -2.5 Healthcare 414 BYND 8 -5.69 small-cap Short 0 -2.5 Consumer Defensive 627 ASAN 8 -15.05 small-cap Short 0 -2.5 Technology 519 BL 8 -5.58 small-cap Short 0 -2.5 Technology 440 SKLZ 8 -41.35 small-cap Short 0 -2.5 Communication Services 281 WMG 8 -3.00 small-cap Short 0 -2.5 Communication Services 549 ONEM 8 -4.95 small-cap Short 0 -2.5 Healthcare 561 VRT 7 -6.01 small-cap Short 1 -3.0 Industrials 600 PRLB 8 -1.97 small-cap Short 0 -3.0 Industrials 346 WIX 7 -7.24 small-cap Short 0 -3.0 Technology 579 CYBR 8 -7.23 small-cap Short 0 -3.0 Technology 429 PCTY 8 -1.61 small-cap Short 0 -3.0 Technology 527 API 8 -21.53 small-cap Short 0 -3.0 Technology 507 FVRR 6 -16.18 small-cap Short 0 -3.0 Communication Services 637 UPWK 8 -8.62 small-cap Short 0 -3.0 Industrials 632 PSTH 7 -7.43 small-cap Short 0 -3.0 Financial Services 620 VRNS 8 -7.30 small-cap Short 0 -3.0 Technology 509 IAA 8 -2.50 small-cap Short 1 -3.5 Industrials 560 NCNO 6 -7.48 small-cap Short 0 -3.5 Technology 357 CDAY 7 -1.76 small-cap Short 0 -3.5 Technology 663 ABCM 6 -5.63 small-cap Short 0 -3.5 Healthcare 489 LMND 6 -16.91 small-cap Short 0 -3.5 Financial Services 278 SNN 8 -1.52 small-cap Short 0 -4.0 Healthcare 454 RARE 6 -14.82 small-cap Short 0 -4.0 Healthcare 515 RDFN 6 -10.62 small-cap Short 0 -4.0 Real Estate 337 ARGX 6 -12.68 small-cap Short 0 -4.5 Healthcare 575 AZEK 6 -5.97 small-cap Short 1 -4.5 Industrials 636 INSP 8 -6.70 small-cap Short 1 -4.5 Healthcare 595 MSA 7 -7.70 small-cap Short 1 -5.0 Industrials 289 HUBS 7 -5.87 small-cap Short 0 -5.0 Technology 503 AMWL 11 -29.54 small-cap Short 0 -5.0 Healthcare 243 GSX 6 -117.74 small-cap Short 1 -5.5 Consumer Defensive 501 EXPI 6 -18.73 small-cap Short 0 -9.5 Real Estate 520 DCI 7 -1.32 small-cap Short 1 -10.0 Industrials 606 HELE 9 -0.76 small-cap Short 1 -10.0 Consumer Defensive 308 AES 6 0.39 small-cap Short 0 -11.5 Utilities 596 FIZZ 8 -3.66 small-cap Short 2 -14.5 Consumer Defensive 534 ALLK 8 -2.55 small-cap Short 1 -14.5 Healthcare 434 MORN 6 -2.04 small-cap Short 1 -15.0 Financial Services 415 TREX 8 -2.81 small-cap Short 1 -17.0 Industrials 564 CCIV 7 -24.22 small-cap Short 0 -17.5 Financial Services 558 IRDM 8 -1.87 small-cap Short 1 -18.5 Communication Services 338 CGC 6 -7.10 small-cap Short 1 -19.5 Healthcare 526 MANH 8 -2.06 small-cap Short 1 -19.5 Technology 356 FUTU 7 -2.12 small-cap Short 0 -21.0 Financial Services 433 NRG 8 3.76 small-cap Short 1 -23.5 Utilities 538 FCEL 8 -15.83 small-cap Short 0 -25.0 Industrials 548 MSTR 6 -14.39 small-cap Short 1 -29.5 Technology 630 JMIA 7 -29.04 small-cap Short 1 -33.5 Consumer Cyclical Mean Return: -12.689090909090908 Mean Day/Week: 9.409090909090908 Accuracy:0.9772727272727273 *******************Part 2.5 Small Cap Long Exit********************* small_long_signal_exit Symbol Day Return Market Cap Long/Short Weak Entry Score industry 643 SKX 14 8.38 small-cap Exit Long 0 -2.0 Consumer Cyclical 461 WSO 9 0.96 small-cap Exit Long 1 -2.5 Industrials 311 BPYPP 1 0.36 small-cap Exit Long 0 -4.0 Real Estate 409 WHR 2 0.25 small-cap Exit Long 1 -3.5 Consumer Cyclical 445 HGH 10 0.11 small-cap Exit Long 0 -2.0 unknown 431 DNB 2 0.01 small-cap Exit Long 0 -4.0 Technology 664 AER 1 -0.56 small-cap Exit Long 0 -3.5 Industrials 323 BPY 1 -0.61 small-cap Exit Long 0 -2.5 Real Estate 543 LECO 1 -0.70 small-cap Exit Long 0 -8.0 Industrials 633 ORI 1 -0.91 small-cap Exit Long 0 -6.5 Financial Services 383 L 1 -1.00 small-cap Exit Long 0 -3.5 Financial Services 563 AXTA 1 -1.26 small-cap Exit Long 0 -13.5 Basic Materials 662 OMCL 10 -1.35 small-cap Exit Long 0 -3.0 Healthcare 271 RYAAY 1 -1.80 small-cap Exit Long 0 -7.0 Industrials 407 NLY 1 -2.05 small-cap Exit Long 0 -3.5 Real Estate 530 WWD 1 -2.17 small-cap Exit Long 0 -6.0 Industrials 464 WU 1 -2.34 small-cap Exit Long 1 -9.0 Financial Services 453 FIVE 1 -3.03 small-cap Exit Long 0 -8.0 Consumer Cyclical 267 IX 7 -3.10 small-cap Exit Long 0 -4.5 Financial Services 533 SITE 1 -3.70 small-cap Exit Long 0 -7.5 Industrials 364 LBTYB 8 -4.88 small-cap Exit Long 0 -10.0 Communication Services 566 TPL 1 -6.89 small-cap Exit Long 0 -47.0 Energy 316 NMR 7 -12.90 small-cap Exit Long 0 -20.0 Financial Services Mean Return: -4.3533333333333335 Mean Day/Week: 9.222222222222221 Accuracy:0.6666666666666666 *******************Part 2.6 Small Cap Short Exit********************* small_short_signal_exit Symbol Day Return Market Cap Long/Short Weak Entry Score industry 449 AU 3 9.86 small-cap Exit Short 0 -29.0 Basic Materials 499 SID 3 6.59 small-cap Exit Short 2 -9.0 Basic Materials 582 PHI 4 3.28 small-cap Exit Short 0 -17.0 Communication Services 444 VST 8 1.63 small-cap Exit Short 0 -3.5 Utilities 228 WORK 3 0.31 small-cap Exit Short 0 -4.0 Technology 324 GME 2 -1.35 small-cap Exit Short 0 -38.5 Consumer Cyclical 658 RAMP 5 -4.69 small-cap Exit Short 0 -3.5 Technology Mean Return: 2.2328571428571427 Mean Day/Week: 4.0 Accuracy:0.2857142857142857 *******************Part 2.7 Overall Long Position********************* overall long Symbol Day Return Market Cap Long/Short Weak Entry Score industry 456 WSM 11 24.83 small-cap Long 1 -6.0 Consumer Cyclical 275 KSU 12 16.28 small-cap Long 0 0.0 Industrials 435 AAP 21 12.70 small-cap Long 0 -1.0 Consumer Cyclical 332 EXPD 16 11.56 small-cap Long 1 -1.0 Industrials 318 CAH 13 11.23 small-cap Long 0 -0.5 Healthcare 439 ALLE 15 9.98 small-cap Long 1 -1.5 Industrials 655 BWXT 16 9.13 small-cap Long 0 -1.0 Industrials 392 LNT 13 8.75 small-cap Long 0 -1.5 Utilities 419 RPM 13 8.61 small-cap Long 0 -0.5 Basic Materials 643 SKX 14 8.38 small-cap Exit Long 0 -2.0 Consumer Cyclical 284 AEE 13 8.23 small-cap Long 0 -0.5 Utilities 393 EVRG 17 8.19 small-cap Long 1 -1.0 Utilities 420 LII 14 8.05 small-cap Long 1 -1.0 Industrials 413 ATO 12 7.73 small-cap Long 0 0.0 Utilities 339 NUE 3 7.47 small-cap Long 0 -3.5 Basic Materials 238 ODFL 16 7.25 small-cap Long 0 -2.0 Industrials 263 K 12 6.76 small-cap Long 1 -0.5 Consumer Defensive 486 NI 12 6.74 small-cap Long 1 -1.0 Utilities 574 HII 4 6.52 small-cap Long 0 -3.0 Industrials 447 RH 3 6.32 small-cap Long 0 -12.0 Consumer Cyclical 639 FR 15 6.19 small-cap Long 1 -1.5 Real Estate 257 ABC 14 6.12 small-cap Long 0 -1.0 Healthcare 304 BR 3 5.85 small-cap Long 0 -1.0 Technology 309 CMS 10 5.81 small-cap Long 0 -0.5 Utilities 523 G 15 5.70 small-cap Long 1 -1.5 Technology 422 TAP 3 5.38 small-cap Long 0 -1.0 Consumer Defensive 280 FTS 13 5.17 small-cap Long 0 -0.5 Utilities 336 KB 6 5.12 small-cap Long 1 -3.5 Financial Services 510 AIZ 13 5.12 small-cap Long 0 -1.0 Financial Services 233 ED 11 4.90 small-cap Long 0 -0.5 Utilities 232 DLTR 6 4.81 small-cap Long 0 -1.0 Consumer Defensive 623 VIRT 12 4.65 small-cap Long 1 -2.0 Financial Services 261 CHD 4 4.60 small-cap Long 0 -1.0 Consumer Defensive 379 MOH 14 4.19 small-cap Long 1 -2.5 Healthcare 241 DTE 5 3.96 small-cap Long 1 -2.5 Utilities 506 ACI 3 3.93 small-cap Long 0 -3.5 Consumer Defensive 484 PNW 12 3.80 small-cap Long 0 -1.0 Utilities 256 EFX 3 3.66 small-cap Long 0 -6.0 Industrials 473 AOS 3 3.58 small-cap Long 0 -3.0 Industrials 347 JBHT 3 3.55 small-cap Long 0 -4.5 Industrials 350 MAS 3 3.50 small-cap Long 0 -3.5 Industrials 608 DOOO 2 3.43 small-cap Long 0 -2.0 Consumer Cyclical 377 SJM 3 3.39 small-cap Long 1 -1.5 Consumer Defensive 334 DRE 9 3.25 small-cap Long 0 -0.5 Real Estate 469 COLD 10 3.21 small-cap Long 0 -1.5 Real Estate 382 SMG 3 3.15 small-cap Long 0 -1.5 Basic Materials 264 GIB 11 3.09 small-cap Long 0 -2.0 Technology 342 SHG 3 2.96 small-cap Long 0 -5.0 Financial Services 320 STE 7 2.88 small-cap Long 0 -1.0 Healthcare 341 NTAP 3 2.75 small-cap Long 0 -3.0 Technology 480 ATR 12 2.74 small-cap Long 0 -1.0 Consumer Cyclical 513 CSL 3 2.72 small-cap Long 0 -5.5 Industrials 446 AMH 11 2.70 small-cap Long 0 -1.0 Real Estate 343 AGR 5 2.66 small-cap Long 0 -3.0 Utilities 300 INVH 11 2.58 small-cap Long 0 -0.5 Real Estate 248 NDAQ 6 2.46 small-cap Long 0 -2.5 Financial Services 365 BEN 2 2.36 small-cap Long 1 -4.0 Financial Services 411 JKHY 3 2.33 small-cap Long 0 -10.5 Technology 286 QSR 5 2.12 small-cap Long 1 -3.5 Consumer Cyclical 345 CPB 2 2.10 small-cap Long 0 -3.0 Consumer Defensive 306 CAG 3 2.10 small-cap Long 1 -2.5 Consumer Defensive 252 O 5 1.97 small-cap Long 0 -2.5 Real Estate 581 REYN 2 1.91 small-cap Long 0 -4.5 Consumer Cyclical 303 DOV 4 1.84 small-cap Long 0 -2.5 Industrials 313 TSCO 3 1.80 small-cap Long 0 -2.5 Consumer Cyclical 285 DGX 6 1.65 small-cap Long 0 -2.0 Healthcare 354 FMC 3 1.62 small-cap Long 0 -7.0 Basic Materials 591 POST 3 1.62 small-cap Long 0 -4.5 Consumer Defensive 326 MAA 11 1.61 small-cap Long 0 -1.0 Real Estate 545 CASY 3 1.49 small-cap Long 0 -1.0 Consumer Defensive 255 EIX 9 1.42 small-cap Long 0 -1.5 Utilities 485 AGNC 11 1.39 small-cap Long 0 -1.5 Real Estate 479 AGNCM 10 1.31 small-cap Long 0 -0.5 Real Estate 360 TDY 2 1.31 small-cap Long 0 -6.0 Technology 556 RBA 3 1.26 small-cap Long 0 -3.0 Industrials 246 LH 3 1.22 small-cap Long 0 -14.5 Healthcare 344 DPZ 3 1.20 small-cap Long 0 -1.5 Consumer Cyclical 403 CHRW 3 1.16 small-cap Long 1 -4.5 Industrials 559 SEE 2 1.16 small-cap Long 0 -5.5 Consumer Cyclical 593 OGE 2 1.16 small-cap Long 0 -6.5 Utilities 551 BERY 5 1.15 small-cap Long 0 -6.0 Consumer Cyclical 371 FICO 3 1.12 small-cap Long 0 -3.0 Technology 258 PPL 3 1.12 small-cap Long 0 -2.5 Utilities 240 FNV 9 0.97 small-cap Long 0 -2.0 Basic Materials 461 WSO 9 0.96 small-cap Exit Long 1 -2.5 Industrials 370 J 3 0.94 small-cap Long 0 -5.0 Industrials 400 FDS 4 0.80 small-cap Long 0 -4.0 Financial Services 645 TX 2 0.79 small-cap Long 0 -10.0 Basic Materials 437 CPT 11 0.78 small-cap Long 0 -1.0 Real Estate 352 IEX 2 0.76 small-cap Long 0 -7.0 Industrials 279 NTRS 2 0.68 small-cap Long 1 -12.0 Financial Services 649 KT 3 0.63 small-cap Long 0 -3.0 Communication Services 547 KNX 2 0.58 small-cap Long 0 -7.5 Industrials 557 REXR 6 0.57 small-cap Long 0 -1.0 Real Estate 380 NLOK 2 0.51 small-cap Long 0 -7.0 Technology 331 EXR 2 0.46 small-cap Long 0 -4.0 Real Estate 482 AGNCN 3 0.39 small-cap Long 0 -2.5 Real Estate 311 BPYPP 1 0.36 small-cap Exit Long 0 -4.0 Real Estate 578 HRC 2 0.31 small-cap Long 0 -4.5 Healthcare 409 WHR 2 0.25 small-cap Exit Long 1 -3.5 Consumer Cyclical 251 FTV 3 0.25 small-cap Long 2 -17.5 Technology 276 ETR 10 0.23 small-cap Long 0 -2.0 Utilities 402 WPC 2 0.21 small-cap Long 1 -8.0 Real Estate 270 GWW 2 0.20 small-cap Long 0 -4.5 Industrials 282 PKX 2 0.19 small-cap Long 0 -4.5 Basic Materials 373 ACGL 2 0.18 small-cap Long 0 -6.5 Financial Services 372 HBANO 8 0.16 small-cap Long 0 -1.0 Financial Services 317 VAR 4 0.15 small-cap Long 0 -3.0 Healthcare 235 CAJ 2 0.13 small-cap Long 0 -5.5 Technology 445 HGH 10 0.11 small-cap Exit Long 0 -2.0 unknown 363 GPC 3 0.10 small-cap Long 0 -5.5 Consumer Cyclical 237 ARE 2 0.10 small-cap Long 0 -2.0 Real Estate 391 FBHS 2 0.07 small-cap Long 0 -4.0 Consumer Cyclical 319 SUI 2 0.05 small-cap Long 0 -9.0 Real Estate 471 PNR 2 0.02 small-cap Long 0 -4.0 Industrials 431 DNB 2 0.01 small-cap Exit Long 0 -4.0 Technology 586 ESLT 2 -0.01 small-cap Long 0 -9.0 Industrials 580 HTA 2 -0.07 small-cap Long 0 -4.0 Real Estate 410 ELS 9 -0.31 small-cap Long 0 -1.5 Real Estate 290 XYL 2 -0.47 small-cap Long 0 -8.0 Industrials 525 AIZP 2 -0.49 small-cap Long 0 -6.0 Financial Services 664 AER 1 -0.56 small-cap Exit Long 0 -3.5 Industrials 614 SON 2 -0.60 small-cap Long 0 -3.5 Consumer Cyclical 375 HAS 2 -0.61 small-cap Long 0 -2.0 Consumer Cyclical 323 BPY 1 -0.61 small-cap Exit Long 0 -2.5 Real Estate 629 EGP 2 -0.61 small-cap Long 0 -8.0 Real Estate 498 JNPR 2 -0.62 small-cap Long 0 -7.5 Technology 226 STT 2 -0.66 small-cap Long 0 -8.0 Financial Services 543 LECO 1 -0.70 small-cap Exit Long 0 -8.0 Industrials 327 ACGLO 3 -0.76 small-cap Long 0 -11.0 Financial Services 436 TTC 2 -0.78 small-cap Long 0 -6.0 Industrials 463 RZA 2 -0.79 small-cap Long 0 -5.5 unknown 394 FFIV 2 -0.80 small-cap Long 0 -4.0 Technology 432 NWL 2 -0.83 small-cap Long 1 -5.0 Consumer Defensive 633 ORI 1 -0.91 small-cap Exit Long 0 -6.5 Financial Services 383 L 1 -1.00 small-cap Exit Long 0 -3.5 Financial Services 617 BJ 2 -1.02 small-cap Long 0 -4.5 Consumer Defensive 310 PEAK 2 -1.07 small-cap Long 1 -5.0 Real Estate 573 JBL 2 -1.17 small-cap Long 0 -4.0 Technology 563 AXTA 1 -1.26 small-cap Exit Long 0 -13.5 Basic Materials 487 CIEN 2 -1.27 small-cap Long 0 -7.0 Technology 404 PPD 2 -1.34 small-cap Long 0 -4.5 Healthcare 662 OMCL 10 -1.35 small-cap Exit Long 0 -3.0 Healthcare 562 AN 2 -1.42 small-cap Long 0 -4.5 Consumer Cyclical 517 ACM 2 -1.58 small-cap Long 0 -4.5 Industrials 302 GRFS 2 -1.62 small-cap Long 0 -8.5 Healthcare 405 ENIA 2 -1.67 small-cap Long 0 -7.0 Utilities 478 OC 2 -1.67 small-cap Long 0 -8.5 Industrials 271 RYAAY 1 -1.80 small-cap Exit Long 0 -7.0 Industrials 522 ARW 2 -1.85 small-cap Long 0 -6.5 Technology 396 PHM 2 -1.96 small-cap Long 0 -9.5 Consumer Cyclical 407 NLY 1 -2.05 small-cap Exit Long 0 -3.5 Real Estate 293 TRU 2 -2.13 small-cap Long 1 -16.5 Industrials 530 WWD 1 -2.17 small-cap Exit Long 0 -6.0 Industrials 464 WU 1 -2.34 small-cap Exit Long 1 -9.0 Financial Services 322 SKM 2 -2.52 small-cap Long 0 -9.0 Communication Services 292 HIG 7 -2.68 small-cap Long 0 -1.5 Financial Services 470 MKSI 2 -2.69 small-cap Long 0 -15.5 Technology 230 MT 2 -2.89 small-cap Long 0 -10.5 Basic Materials 453 FIVE 1 -3.03 small-cap Exit Long 0 -8.0 Consumer Cyclical 267 IX 7 -3.10 small-cap Exit Long 0 -4.5 Financial Services 465 GFL 2 -3.21 small-cap Long 0 -1.0 Industrials 361 ENTG 2 -3.22 small-cap Long 0 -12.0 Technology 266 UI 2 -3.48 small-cap Long 0 -5.0 Technology 533 SITE 1 -3.70 small-cap Exit Long 0 -7.5 Industrials 247 PCG 2 -4.87 small-cap Long 0 -12.0 Utilities 364 LBTYB 8 -4.88 small-cap Exit Long 0 -10.0 Communication Services 566 TPL 1 -6.89 small-cap Exit Long 0 -47.0 Energy 316 NMR 7 -12.90 small-cap Exit Long 0 -20.0 Financial Services Mean Return: 1.72 Mean Day/Week: 5.2485207100591715 Accuracy:0.6863905325443787 *******************Part 2.8 Overall Short Position********************* overall short Symbol Day Return Market Cap Long/Short Weak Entry Score industry 449 AU 3 9.86 small-cap Exit Short 0 -29.0 Basic Materials 499 SID 3 6.59 small-cap Exit Short 2 -9.0 Basic Materials 433 NRG 8 3.76 small-cap Short 1 -23.5 Utilities 654 QRTEB 4 3.62 small-cap Short 1 -15.0 Consumer Cyclical 296 CVAC 4 3.43 small-cap Short 1 -29.0 Healthcare 539 GRUB 4 3.38 small-cap Short 0 -13.0 Communication Services 669 ASR 3 3.29 small-cap Short 0 -21.0 Industrials 582 PHI 4 3.28 small-cap Exit Short 0 -17.0 Communication Services 496 IONS 5 2.97 small-cap Short 1 -6.0 Healthcare 635 SAIC 2 2.79 small-cap Short 1 -20.5 Technology 374 TTM 3 2.60 small-cap Short 0 -1.0 Consumer Cyclical 661 FOXF 4 2.42 small-cap Short 1 -11.5 Consumer Cyclical 508 ALV 4 2.36 small-cap Short 0 -7.0 Consumer Cyclical 259 BKR 5 2.03 small-cap Short 0 -6.5 Energy 599 WMS 4 1.98 small-cap Short 0 -7.5 Industrials 406 IHG 4 1.96 small-cap Short 0 -4.5 Consumer Cyclical 576 PLNT 4 1.93 small-cap Short 0 -6.5 Consumer Cyclical 598 SRCL 5 1.74 small-cap Short 0 -12.5 Industrials 442 TECK 5 1.71 small-cap Short 0 -7.5 Basic Materials 358 ELAN 4 1.69 small-cap Short 0 -14.0 Healthcare 321 ULTA 4 1.68 small-cap Short 0 -1.5 Consumer Cyclical 444 VST 8 1.63 small-cap Exit Short 0 -3.5 Utilities 494 NYT 5 1.57 small-cap Short 1 -3.0 Communication Services 428 MTN 3 1.44 small-cap Short 0 -8.0 Consumer Cyclical 490 OHI 4 1.19 small-cap Short 0 -9.5 Real Estate 652 QRTEA 4 1.12 small-cap Short 1 -7.0 Consumer Cyclical 514 MBT 5 1.08 small-cap Short 0 -15.0 Communication Services 467 FLEX 5 0.87 small-cap Short 1 -11.0 Technology 335 BMRN 4 0.86 small-cap Short 0 -7.0 Healthcare 333 HEI 5 0.81 small-cap Short 3 -8.5 Industrials 353 ATHM 3 0.71 small-cap Short 0 -6.5 Communication Services 651 DSGX 3 0.60 small-cap Short 1 -7.0 Technology 536 NCLH 3 0.58 small-cap Short 0 -12.0 Consumer Cyclical 308 AES 6 0.39 small-cap Short 0 -11.5 Utilities 458 GLPI 4 0.32 small-cap Short 0 -11.0 Real Estate 228 WORK 3 0.31 small-cap Exit Short 0 -4.0 Technology 553 EEFT 3 0.29 small-cap Short 0 -5.0 Technology 571 SDGR 5 0.20 small-cap Short 0 -6.5 Healthcare 287 ALB 5 -0.09 small-cap Short 0 -10.0 Basic Materials 430 PEGA 8 -0.09 small-cap Short 0 -2.0 Technology 450 FWONK 2 -0.37 small-cap Short 0 -6.0 Communication Services 521 PAAS 4 -0.41 small-cap Short 1 -13.0 Basic Materials 665 TNET 4 -0.42 small-cap Short 0 -5.0 Industrials 387 CRSP 2 -0.47 small-cap Short 0 -25.0 Healthcare 606 HELE 9 -0.76 small-cap Short 1 -10.0 Consumer Defensive 274 CTLT 4 -0.84 small-cap Short 0 -7.0 Healthcare 378 ERIE 5 -0.89 small-cap Short 0 -3.0 Financial Services 612 TIMB 2 -0.99 small-cap Short 0 -25.0 Communication Services 254 YNDX 5 -1.16 small-cap Short 1 -20.0 Communication Services 398 DT 2 -1.24 small-cap Short 0 -17.0 Technology 369 NUAN 4 -1.28 small-cap Short 1 -20.5 Technology 452 FWONA 2 -1.29 small-cap Short 0 -7.0 Communication Services 294 ZEN 4 -1.29 small-cap Short 0 -3.5 Technology 389 IPGP 5 -1.30 small-cap Short 0 -6.5 Technology 520 DCI 7 -1.32 small-cap Short 1 -10.0 Industrials 324 GME 2 -1.35 small-cap Exit Short 0 -38.5 Consumer Cyclical 491 DNLI 4 -1.51 small-cap Short 0 -5.0 Healthcare 278 SNN 8 -1.52 small-cap Short 0 -4.0 Healthcare 429 PCTY 8 -1.61 small-cap Short 0 -3.0 Technology 587 HLF 5 -1.65 small-cap Short 0 -11.0 Consumer Defensive 644 VRNT 3 -1.69 small-cap Short 0 -7.5 Technology 667 FEYE 3 -1.74 small-cap Short 2 -21.5 Technology 546 DCT 8 -1.75 small-cap Short 0 -2.0 Technology 357 CDAY 7 -1.76 small-cap Short 0 -3.5 Technology 558 IRDM 8 -1.87 small-cap Short 1 -18.5 Communication Services 362 SQM 5 -1.88 small-cap Short 2 -3.5 Basic Materials 602 GMED 9 -1.88 small-cap Short 0 -2.5 Healthcare 541 ANGI 2 -1.92 small-cap Short 0 -28.5 Communication Services 600 PRLB 8 -1.97 small-cap Short 0 -3.0 Industrials 330 SUZ 3 -1.99 small-cap Short 0 -21.0 Basic Materials 434 MORN 6 -2.04 small-cap Short 1 -15.0 Financial Services 526 MANH 8 -2.06 small-cap Short 1 -19.5 Technology 356 FUTU 7 -2.12 small-cap Short 0 -21.0 Financial Services 555 KOD 4 -2.14 small-cap Short 0 -24.0 Healthcare 524 ACAD 5 -2.35 small-cap Short 0 -1.0 Healthcare 509 IAA 8 -2.50 small-cap Short 1 -3.5 Industrials 288 APO 4 -2.52 small-cap Short 1 -8.5 Financial Services 534 ALLK 8 -2.55 small-cap Short 1 -14.5 Healthcare 481 CIB 5 -2.70 small-cap Short 0 -3.5 Financial Services 412 RGEN 4 -2.78 small-cap Short 1 -12.5 Healthcare 415 TREX 8 -2.81 small-cap Short 1 -17.0 Industrials 468 AZPN 5 -2.97 small-cap Short 0 -4.0 Technology 281 WMG 8 -3.00 small-cap Short 0 -2.5 Communication Services 229 YUMC 5 -3.01 small-cap Short 1 -10.0 Consumer Cyclical 329 SEDG 4 -3.06 small-cap Short 1 -14.0 Technology 531 AVAL 4 -3.11 small-cap Short 1 -12.0 Financial Services 227 NET 4 -3.36 small-cap Short 0 -20.5 Technology 466 PEN 4 -3.37 small-cap Short 0 -4.5 Healthcare 325 GH 5 -3.38 small-cap Short 1 -11.5 Healthcare 301 HZNP 2 -3.53 small-cap Short 0 -8.0 Healthcare 618 TNDM 4 -3.54 small-cap Short 0 -11.5 Healthcare 291 ALNY 5 -3.63 small-cap Short 0 -6.0 Healthcare 596 FIZZ 8 -3.66 small-cap Short 2 -14.5 Consumer Defensive 572 PACB 4 -3.74 small-cap Short 1 -42.0 Healthcare 307 NVCR 4 -3.80 small-cap Short 0 -7.0 Healthcare 616 HAE 18 -4.00 small-cap Short 0 -2.5 Healthcare 359 ZLAB 8 -4.14 small-cap Short 0 -2.5 Healthcare 417 FIVN 4 -4.37 small-cap Short 0 -3.0 Technology 624 FROG 2 -4.40 small-cap Short 0 -7.0 Technology 427 AXON 8 -4.41 small-cap Short 0 -1.0 Industrials 597 NEO 3 -4.41 small-cap Short 1 -22.0 Healthcare 425 BILL 4 -4.51 small-cap Short 0 -4.5 Technology 641 SDC 5 -4.62 small-cap Short 1 -10.0 Healthcare 658 RAMP 5 -4.69 small-cap Exit Short 0 -3.5 Technology 544 RCM 8 -4.75 small-cap Short 1 -1.0 Healthcare 621 ALGM 5 -4.76 small-cap Short 0 -5.0 Technology 424 WB 4 -4.78 small-cap Short 0 -6.0 Communication Services 448 NVTA 3 -4.81 small-cap Short 0 -38.5 Healthcare 234 SIVB 2 -4.81 small-cap Short 0 -13.5 Financial Services 476 SMAR 4 -4.87 small-cap Short 0 -10.5 Technology 549 ONEM 8 -4.95 small-cap Short 0 -2.5 Healthcare 295 IQ 2 -5.32 small-cap Short 1 -21.5 Communication Services 519 BL 8 -5.58 small-cap Short 0 -2.5 Technology 569 PSTG 5 -5.61 small-cap Short 1 -18.5 Technology 663 ABCM 6 -5.63 small-cap Short 0 -3.5 Healthcare 414 BYND 8 -5.69 small-cap Short 0 -2.5 Consumer Defensive 289 HUBS 7 -5.87 small-cap Short 0 -5.0 Technology 575 AZEK 6 -5.97 small-cap Short 1 -4.5 Industrials 565 ORA 9 -5.99 small-cap Short 0 -1.5 Utilities 561 VRT 7 -6.01 small-cap Short 1 -3.0 Industrials 384 SPCE 5 -6.03 small-cap Short 0 -5.0 Industrials 388 CHGG 4 -6.08 small-cap Short 0 -9.5 Consumer Defensive 315 PENN 4 -6.25 small-cap Short 0 -28.0 Consumer Cyclical 367 IEP 9 -6.40 small-cap Short 0 -0.5 Industrials 570 HALO 5 -6.42 small-cap Short 0 -7.0 Healthcare 537 QTWO 8 -6.45 small-cap Short 0 -1.5 Technology 540 BBIO 2 -6.51 small-cap Short 1 -11.5 Healthcare 567 IOVA 8 -6.51 small-cap Short 0 -1.5 Healthcare 646 BIGC 10 -6.64 small-cap Short 0 -1.0 Technology 636 INSP 8 -6.70 small-cap Short 1 -4.5 Healthcare 338 CGC 6 -7.10 small-cap Short 1 -19.5 Healthcare 579 CYBR 8 -7.23 small-cap Short 0 -3.0 Technology 346 WIX 7 -7.24 small-cap Short 0 -3.0 Technology 620 VRNS 8 -7.30 small-cap Short 0 -3.0 Technology 474 NKLA 8 -7.34 small-cap Short 0 -1.0 Consumer Cyclical 511 GLOB 4 -7.41 small-cap Short 0 -11.0 Technology 632 PSTH 7 -7.43 small-cap Short 0 -3.0 Financial Services 560 NCNO 6 -7.48 small-cap Short 0 -3.5 Technology 628 NVRO 8 -7.55 small-cap Short 0 -1.5 Healthcare 376 AVLR 8 -7.67 small-cap Short 1 -1.5 Technology 595 MSA 7 -7.70 small-cap Short 1 -5.0 Industrials 495 ARWR 5 -7.71 small-cap Short 0 -3.5 Healthcare 653 MP 3 -7.78 small-cap Short 0 -18.5 Basic Materials 272 IAC 4 -7.97 small-cap Short 1 -4.5 Communication Services 328 QS 3 -8.30 small-cap Short 1 -49.5 Consumer Cyclical 634 MPLN 14 -8.35 small-cap Short 0 -0.5 Healthcare 622 BEAM 4 -8.52 small-cap Short 1 -44.5 Healthcare 637 UPWK 8 -8.62 small-cap Short 0 -3.0 Industrials 492 LSPD 5 -8.66 small-cap Short 1 -17.5 Technology 368 ESTC 5 -8.71 small-cap Short 0 -2.5 Technology 438 DADA 4 -8.75 small-cap Short 0 -3.0 Consumer Cyclical 477 TWST 4 -8.81 small-cap Short 0 -31.0 Healthcare 497 BB 5 -9.35 small-cap Short 1 -24.0 Technology 460 NTRA 5 -9.39 small-cap Short 0 -4.5 Healthcare 660 SAIL 5 -9.54 small-cap Short 0 -2.5 Technology 236 ENPH 5 -9.69 small-cap Short 0 -6.5 Technology 493 SPWR 5 -10.43 small-cap Short 1 -25.5 Technology 568 HQY 10 -10.57 small-cap Short 0 -0.5 Healthcare 515 RDFN 6 -10.62 small-cap Short 0 -4.0 Real Estate 395 BAP 16 -10.90 small-cap Short 0 0.0 Financial Services 443 BLDP 5 -10.95 small-cap Short 0 -6.0 Industrials 518 ADPT 8 -11.56 small-cap Short 0 -2.0 Healthcare 502 ASND 9 -11.73 small-cap Short 0 -1.0 Healthcare 265 FTCH 4 -12.68 small-cap Short 0 -15.5 Consumer Cyclical 337 ARGX 6 -12.68 small-cap Short 0 -4.5 Healthcare 504 OCFT 8 -13.79 small-cap Short 0 -1.0 Technology 592 BE 5 -13.97 small-cap Short 1 -35.5 Industrials 548 MSTR 6 -14.39 small-cap Short 1 -29.5 Technology 454 RARE 6 -14.82 small-cap Short 0 -4.0 Healthcare 283 NVAX 4 -15.03 small-cap Short 1 -47.0 Healthcare 627 ASAN 8 -15.05 small-cap Short 0 -2.5 Technology 659 ARRY 9 -15.43 small-cap Short 0 -1.5 Technology 594 CD 8 -15.57 small-cap Short 0 -1.0 Technology 299 PAGS 15 -15.79 small-cap Short 0 0.0 Technology 538 FCEL 8 -15.83 small-cap Short 0 -25.0 Industrials 507 FVRR 6 -16.18 small-cap Short 0 -3.0 Communication Services 489 LMND 6 -16.91 small-cap Short 0 -3.5 Financial Services 451 MRTX 9 -17.06 small-cap Short 0 -1.5 Healthcare 666 BHVN 10 -17.58 small-cap Short 1 0.0 Healthcare 585 AVIR 5 -17.61 small-cap Short 1 -54.5 Healthcare 242 STNE 15 -17.85 small-cap Short 0 0.0 Technology 244 COUP 17 -17.90 small-cap Short 0 -1.0 Technology 501 EXPI 6 -18.73 small-cap Short 0 -9.5 Real Estate 483 FATE 5 -18.74 small-cap Short 0 -7.5 Healthcare 601 HUYA 8 -19.28 small-cap Short 0 -2.5 Communication Services 340 APPN 5 -19.86 small-cap Short 0 -8.5 Technology 441 PLAN 19 -20.38 small-cap Short 0 -0.5 Technology 516 YY 10 -20.48 small-cap Short 0 0.0 Communication Services 401 KC 16 -20.50 small-cap Short 0 0.0 Technology 462 MNSO 23 -21.34 small-cap Short 0 -0.5 Consumer Cyclical 527 API 8 -21.53 small-cap Short 0 -3.0 Technology 642 DM 5 -22.53 small-cap Short 1 -39.0 Technology 605 TPTX 11 -22.58 small-cap Short 0 0.0 Healthcare 355 OPEN 5 -23.83 small-cap Short 1 -22.0 Real Estate 564 CCIV 7 -24.22 small-cap Short 0 -17.5 Financial Services 250 MDB 18 -26.03 small-cap Short 0 -1.0 Technology 269 GDS 21 -28.23 small-cap Short 0 0.0 Technology 532 DQ 8 -28.72 small-cap Short 0 -1.0 Technology 630 JMIA 7 -29.04 small-cap Short 1 -33.5 Consumer Cyclical 503 AMWL 11 -29.54 small-cap Short 0 -5.0 Healthcare 423 QDEL 26 -31.22 small-cap Short 0 -1.5 Healthcare 626 FUBO 5 -38.00 small-cap Short 0 -4.5 Communication Services 589 MDLA 19 -40.51 small-cap Short 0 -1.0 Technology 440 SKLZ 8 -41.35 small-cap Short 0 -2.5 Communication Services 475 SFIX 16 -45.19 small-cap Short 0 -0.5 Consumer Cyclical 243 GSX 6 -117.74 small-cap Short 1 -5.5 Consumer Defensive Mean Return: -7.465922330097087 Mean Day/Week: 6.330097087378641 Accuracy:0.8155339805825242 ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 11 Communication Services 5 Consumer Cyclical 13 Consumer Defensive 8 Energy 5 Financial Services 29 Healthcare 6 Industrials 11 Real Estate 8 Technology 8 Utilities 14 unknown 7 **************************************** penny_industry_downtrending_count tickers industry Basic Materials 24 Communication Services 25 Consumer Cyclical 50 Consumer Defensive 15 Energy 23 Financial Services 42 Healthcare 153 Industrial Goods 1 Industrials 44 Real Estate 21 Technology 87 Utilities 4 unknown 6 *******************Part 3.1 Penny Cap Long Entry********************* penny_long_signal_entry Symbol Day Return Market Cap Long/Short Weak Entry Score industry 1336 TANNZ 4 1.24 penny-cap Long 0 -0.5 unknown 809 PSN 4 2.89 penny-cap Long 0 -0.5 Industrials 1230 EHTH 3 5.16 penny-cap Long 0 -0.5 Financial Services 881 ADV 5 0.32 penny-cap Long 0 -0.5 Communication Services 1083 UTG 5 2.42 penny-cap Long 0 -1.0 Financial Services 846 CMD 3 1.14 penny-cap Long 0 -1.5 Healthcare 1299 TGP 2 -1.67 penny-cap Long 0 -2.0 Energy 1225 OXSQL 2 0.39 penny-cap Long 0 -2.0 unknown 1185 MSEX 5 3.63 penny-cap Long 0 -2.0 Utilities 1119 SBLKZ 1 0.00 penny-cap Long 0 -2.0 unknown 1331 NXRT 5 0.84 penny-cap Long 1 -2.5 Real Estate 1182 SG 5 -0.00 penny-cap Long 1 -2.5 Financial Services 1101 RQI 3 1.87 penny-cap Long 0 -2.5 Financial Services 687 FLO 3 1.85 penny-cap Long 0 -2.5 Consumer Defensive 1217 BXMX 3 1.20 penny-cap Long 0 -3.0 Financial Services 733 GPK 3 2.63 penny-cap Long 1 -3.0 Consumer Cyclical 690 MMS 1 0.00 penny-cap Long 0 -3.0 Industrials 1318 ETW 2 1.07 penny-cap Long 0 -3.0 Financial Services 922 LGIH 3 1.24 penny-cap Long 1 -3.5 Consumer Cyclical 793 BKH 4 1.97 penny-cap Long 1 -3.5 Utilities 755 THG 3 0.05 penny-cap Long 1 -3.5 Financial Services 713 IDA 3 1.09 penny-cap Long 0 -3.5 Utilities 784 POR 1 0.00 penny-cap Long 0 -4.0 Utilities 1321 TANNI 2 0.04 penny-cap Long 0 -4.0 unknown 1002 CENTA 3 4.94 penny-cap Long 0 -4.0 Consumer Defensive 1065 EPC 1 0.00 penny-cap Long 0 -4.0 Consumer Defensive 893 ETRN 2 -3.23 penny-cap Long 0 -4.0 Energy 1283 SNEX 2 -0.94 penny-cap Long 1 -4.0 Financial Services 884 ENR 3 2.25 penny-cap Long 0 -4.5 Industrials 826 UFPI 2 -2.09 penny-cap Long 0 -4.5 Basic Materials 1019 SANM 1 0.00 penny-cap Long 0 -5.0 Technology 1001 OMI 2 -4.40 penny-cap Long 0 -5.0 Healthcare 1280 UVV 2 -0.41 penny-cap Long 0 -5.0 Consumer Defensive 900 ABG 2 -2.68 penny-cap Long 0 -5.0 Consumer Cyclical 754 SLGN 3 1.32 penny-cap Long 0 -5.0 Consumer Cyclical 985 RUSHA 2 0.26 penny-cap Long 0 -5.0 Consumer Cyclical 1304 AMSF 2 -0.32 penny-cap Long 0 -5.0 Financial Services 1122 TY 2 0.28 penny-cap Long 0 -5.0 Financial Services 702 STAG 2 0.09 penny-cap Long 0 -5.0 Real Estate 1057 ADX 1 0.00 penny-cap Long 0 -5.5 Financial Services 964 COKE 2 1.70 penny-cap Long 1 -5.5 Consumer Defensive 1322 GRBK 1 0.00 penny-cap Long 0 -5.5 Consumer Cyclical 1017 NAVI 3 0.60 penny-cap Long 0 -5.5 Financial Services 1099 EVT 1 0.00 penny-cap Long 0 -5.5 Financial Services 798 NFG 1 0.00 penny-cap Long 0 -5.5 Energy 830 SWX 1 0.00 penny-cap Long 0 -5.5 Utilities 1166 CSGS 1 0.00 penny-cap Long 0 -6.0 Technology 1224 IRT 4 2.50 penny-cap Long 0 -6.0 Real Estate 1077 CPK 2 0.47 penny-cap Long 0 -6.0 Utilities 1216 FORTY 3 1.14 penny-cap Long 0 -6.0 Technology 1120 LOB 4 3.04 penny-cap Long 0 -6.5 Financial Services 1030 TDS 2 1.10 penny-cap Long 0 -6.5 Communication Services 936 SCL 2 -1.10 penny-cap Long 0 -6.5 Basic Materials 781 OGS 3 1.37 penny-cap Long 0 -6.5 Utilities 924 USM 2 0.84 penny-cap Long 0 -6.5 Communication Services 1063 HUBG 2 -0.61 penny-cap Long 0 -7.0 Industrials 788 PSB 2 -0.19 penny-cap Long 0 -7.0 Real Estate 1300 CHCT 2 -2.56 penny-cap Long 0 -7.0 Real Estate 930 FUL 2 -1.19 penny-cap Long 0 -7.5 Basic Materials 1169 ILPT 2 -1.37 penny-cap Long 1 -7.5 Real Estate 1058 PTY 2 0.11 penny-cap Long 0 -7.5 Financial Services 718 MSM 1 0.00 penny-cap Long 0 -8.5 Industrials 746 HR 2 -0.10 penny-cap Long 0 -8.5 Real Estate 833 TMHC 2 -3.91 penny-cap Long 0 -9.5 Consumer Cyclical 727 NEOG 2 -2.51 penny-cap Long 0 -9.5 Healthcare 1168 FPF 2 -0.29 penny-cap Long 1 -10.0 Financial Services 1055 JPS 1 0.00 penny-cap Long 0 -10.0 Financial Services 921 TDA 1 0.00 penny-cap Long 0 -10.5 unknown 757 KBH 2 -4.56 penny-cap Long 0 -10.5 Consumer Cyclical 785 ESGRO 3 -0.29 penny-cap Long 0 -11.0 Financial Services 709 AYI 2 -0.91 penny-cap Long 2 -11.5 Industrials 966 UTF 4 1.58 penny-cap Long 0 -11.5 Financial Services 738 KBR 2 1.01 penny-cap Long 1 -13.0 Industrials 1246 TBPH 1 0.00 penny-cap Long 0 -13.5 Healthcare 971 CMC 1 0.00 penny-cap Long 0 -13.5 Basic Materials 1146 HTLD 2 -0.51 penny-cap Long 1 -14.0 Industrials 1190 MHO 2 -3.62 penny-cap Long 1 -14.0 Consumer Cyclical 1028 OI 2 2.42 penny-cap Long 1 -14.0 Consumer Cyclical 1041 MFGP 2 3.31 penny-cap Long 2 -14.5 Technology 860 UNVR 2 -0.69 penny-cap Long 1 -14.5 Basic Materials 752 OLN 2 -0.39 penny-cap Long 0 -15.0 Basic Materials 1301 ICHR 2 -3.97 penny-cap Long 0 -15.5 Technology 1170 NWN 1 0.00 penny-cap Long 0 -16.0 Utilities 961 FLR 1 0.00 penny-cap Long 1 -16.0 Industrials 758 MTG 1 0.00 penny-cap Long 1 -16.5 Financial Services 941 EXLS 2 -2.97 penny-cap Long 0 -16.5 Technology 879 BIPC 2 0.56 penny-cap Long 0 -17.0 Utilities 927 FHI 1 0.00 penny-cap Long 2 -17.0 Financial Services 887 MTH 2 -3.09 penny-cap Long 2 -18.0 Consumer Cyclical 1252 MGNX 3 -3.76 penny-cap Long 0 -18.0 Healthcare 938 SWN 2 -3.44 penny-cap Long 0 -18.0 Energy 914 CNX 1 0.00 penny-cap Long 0 -19.0 Energy 725 PFSI 1 0.00 penny-cap Long 1 -20.0 Financial Services 743 NEA 1 0.00 penny-cap Long 1 -21.5 Financial Services 815 NVG 2 -0.12 penny-cap Long 1 -21.5 Financial Services 771 X 1 0.00 penny-cap Long 0 -21.5 Basic Materials 983 NZF 2 -0.12 penny-cap Long 1 -22.5 Financial Services 1327 LGVW 4 -3.74 penny-cap Long 0 -25.0 Financial Services 1104 KRO 1 0.00 penny-cap Long 2 -29.0 Basic Materials 722 CC 1 0.00 penny-cap Long 1 -32.0 Basic Materials Mean Return: 0.0024324324324324735 Mean Day/Week: 2.972972972972973 Accuracy:0.5405405405405406 *******************Part 3.2 Penny Cap Short Entry********************* penny_short_signal_entry Symbol Day Return Market Cap Long/Short Weak Entry Score industry 1201 RILY 2 -0.26 penny-cap Short 0 0.0 Financial Services 1279 EPZM 5 -12.62 penny-cap Short 0 -1.5 Healthcare 779 AAON 1 0.00 penny-cap Short 0 -2.0 Industrials 1202 RYTM 5 -15.92 penny-cap Short 0 -2.5 Healthcare 1215 BWMX 1 0.00 penny-cap Short 0 -2.5 Consumer Cyclical 861 TRN 1 0.00 penny-cap Short 0 -2.5 Industrials 707 JOBS 1 0.00 penny-cap Short 0 -2.5 Industrials 1140 GBIO 4 -10.82 penny-cap Short 0 -2.5 Healthcare 856 VG 1 0.00 penny-cap Short 0 -2.5 Communication Services 802 EYE 1 0.00 penny-cap Short 0 -2.5 Consumer Cyclical 708 FGEN 5 -4.71 penny-cap Short 1 -3.0 Healthcare 1121 HBM 5 0.66 penny-cap Short 0 -3.0 Basic Materials 1103 VRTS 1 0.00 penny-cap Short 0 -3.5 Financial Services 1052 BUR 3 2.85 penny-cap Short 0 -3.5 Financial Services 1290 PHAT 5 -15.63 penny-cap Short 0 -4.0 Healthcare 928 JELD 4 2.08 penny-cap Short 1 -4.0 Industrials 817 CARG 4 2.02 penny-cap Short 0 -4.0 Communication Services 691 ALRM 1 0.00 penny-cap Short 0 -4.5 Technology 1124 QURE 5 -4.05 penny-cap Short 0 -4.5 Healthcare 838 CDLX 5 -12.58 penny-cap Short 0 -4.5 Communication Services 770 SRNE 5 -15.69 penny-cap Short 0 -5.0 Healthcare 753 IMAB 5 -10.03 penny-cap Short 0 -5.0 Healthcare 1189 AROC 1 0.00 penny-cap Short 0 -5.0 Energy 768 MSGS 2 -0.07 penny-cap Short 0 -5.0 Communication Services 1231 CHRS 5 -3.70 penny-cap Short 0 -5.0 Healthcare 799 NKTR 5 -5.44 penny-cap Short 1 -5.0 Healthcare 912 VEON 2 1.18 penny-cap Short 0 -5.0 Communication Services 1307 RES 3 2.15 penny-cap Short 0 -5.0 Energy 975 MANU 2 -1.25 penny-cap Short 0 -5.0 Consumer Cyclical 789 GOOS 2 -3.70 penny-cap Short 0 -5.0 Consumer Cyclical 934 KRTX 5 -5.27 penny-cap Short 0 -5.0 Healthcare 1059 INSG 5 -9.75 penny-cap Short 0 -5.5 Technology 1081 ACMR 5 -14.98 penny-cap Short 0 -5.5 Technology 965 PING 4 1.01 penny-cap Short 0 -5.5 Technology 1037 WHD 1 0.00 penny-cap Short 0 -5.5 Energy 1325 CTS 5 -0.39 penny-cap Short 1 -5.5 Technology 958 SSYS 5 -8.77 penny-cap Short 0 -5.5 Technology 1229 LASR 5 -4.05 penny-cap Short 0 -5.5 Technology 705 RLAY 4 -7.71 penny-cap Short 0 -5.5 Healthcare 1018 HCAT 4 -3.54 penny-cap Short 0 -6.0 Healthcare 1130 WDR 1 0.00 penny-cap Short 1 -6.0 Financial Services 1187 DK 1 0.00 penny-cap Short 0 -6.0 Energy 1209 BST 5 -2.09 penny-cap Short 0 -6.0 Financial Services 911 LTHM 5 -11.55 penny-cap Short 0 -6.0 Basic Materials 1009 GTH 5 -7.68 penny-cap Short 0 -6.0 Healthcare 1160 GNL 1 0.00 penny-cap Short 0 -6.0 Real Estate 679 AG 5 -3.15 penny-cap Short 1 -6.0 Basic Materials 1258 ESTA 3 -4.32 penny-cap Short 0 -6.0 Healthcare 967 B 4 0.50 penny-cap Short 0 -6.5 Industrials 952 MATX 3 -1.84 penny-cap Short 0 -6.5 Industrials 849 CPA 3 -6.18 penny-cap Short 0 -6.5 Industrials 946 XNCR 2 -0.19 penny-cap Short 0 -6.5 Healthcare 835 AIMC 3 -2.04 penny-cap Short 0 -6.5 Industrials 827 INO 5 -5.24 penny-cap Short 0 -6.5 Healthcare 1337 CDMO 2 -2.12 penny-cap Short 0 -6.5 Healthcare 1107 FSM 5 -6.24 penny-cap Short 1 -6.5 Basic Materials 859 PRLD 5 -35.72 penny-cap Short 0 -6.5 Healthcare 1334 MRUS 5 -11.87 penny-cap Short 4 -6.5 Healthcare 776 CDNA 5 -10.03 penny-cap Short 0 -6.5 Healthcare 1278 ALEX 4 -1.82 penny-cap Short 0 -6.5 Real Estate 1206 CEVA 5 -8.31 penny-cap Short 0 -6.5 Technology 1034 CMP 1 0.00 penny-cap Short 0 -7.0 Basic Materials 875 NSP 3 -0.07 penny-cap Short 0 -7.0 Industrials 1088 GTN 2 -1.85 penny-cap Short 0 -7.0 Communication Services 688 NARI 2 -4.16 penny-cap Short 0 -7.0 Healthcare 990 MSGE 3 -14.08 penny-cap Short 0 -7.0 Communication Services 960 EAF 4 2.67 penny-cap Short 0 -7.0 Industrials 1053 MTOR 4 4.78 penny-cap Short 0 -7.0 Consumer Cyclical 711 ARNA 5 -8.44 penny-cap Short 1 -7.5 Healthcare 1317 KRA 1 0.00 penny-cap Short 0 -7.5 Basic Materials 841 SPT 4 -4.89 penny-cap Short 0 -7.5 Technology 947 HGV 1 0.00 penny-cap Short 0 -7.5 Consumer Cyclical 1044 TWNK 5 -0.45 penny-cap Short 2 -7.5 Consumer Defensive 1214 AVO 1 0.00 penny-cap Short 0 -7.5 Consumer Defensive 1157 AMWD 1 0.00 penny-cap Short 0 -7.5 Consumer Cyclical 1237 AZZ 3 -0.67 penny-cap Short 0 -8.0 Industrials 1143 HLG 4 -2.27 penny-cap Short 0 -8.0 Consumer Defensive 764 CCXI 5 -10.25 penny-cap Short 0 -8.0 Healthcare 823 VCYT 4 -3.08 penny-cap Short 0 -8.0 Healthcare 683 SAGE 5 -3.15 penny-cap Short 3 -8.0 Healthcare 820 WNS 1 0.00 penny-cap Short 0 -8.0 Industrials 908 MIME 3 -0.78 penny-cap Short 0 -8.0 Technology 797 VC 4 -1.81 penny-cap Short 0 -8.0 Consumer Cyclical 736 GOCO 4 4.84 penny-cap Short 0 -8.0 Financial Services 1250 DGNR 3 -0.51 penny-cap Short 0 -8.5 Financial Services 1295 ZUMZ 1 0.00 penny-cap Short 0 -8.5 Consumer Cyclical 1015 REAL 5 -10.28 penny-cap Short 0 -8.5 Consumer Cyclical 671 ALLO 1 0.00 penny-cap Short 0 -8.5 Healthcare 806 VIAV 1 0.00 penny-cap Short 1 -8.5 Technology 795 JBT 1 0.00 penny-cap Short 0 -8.5 Industrials 766 GKOS 5 -1.80 penny-cap Short 0 -8.5 Healthcare 862 SOGO 2 0.98 penny-cap Short 0 -9.0 Communication Services 1025 KURA 1 0.00 penny-cap Short 0 -9.0 Healthcare 1212 TRIL 4 2.58 penny-cap Short 0 -9.0 Healthcare 1193 MTRN 3 0.47 penny-cap Short 0 -9.0 Basic Materials 1263 RMAX 4 4.12 penny-cap Short 0 -9.0 Real Estate 1268 TVTY 1 0.00 penny-cap Short 0 -9.0 Healthcare 903 JKS 1 0.00 penny-cap Short 0 -9.0 Technology 1223 PI 5 -6.81 penny-cap Short 0 -9.0 Technology 1078 SPNS 1 0.00 penny-cap Short 1 -9.0 Technology 678 HHC 3 -0.44 penny-cap Short 0 -9.0 Real Estate 1045 ARCT 5 -7.96 penny-cap Short 0 -9.0 Healthcare 1270 RGR 4 0.91 penny-cap Short 2 -9.5 Industrials 1222 NTGR 1 0.00 penny-cap Short 1 -9.5 Technology 896 TCBIL 1 0.00 penny-cap Short 1 -9.5 unknown 899 BVN 4 0.29 penny-cap Short 1 -9.5 Basic Materials 989 NTCT 1 0.00 penny-cap Short 1 -9.5 Technology 1066 NMIH 1 0.00 penny-cap Short 0 -9.5 Financial Services 1092 FMTX 5 -17.52 penny-cap Short 1 -9.5 Healthcare 1329 SRG 2 -7.83 penny-cap Short 0 -10.0 Real Estate 1326 TELL 5 -6.37 penny-cap Short 1 -10.0 Energy 1303 DRQ 3 -0.32 penny-cap Short 0 -10.0 Energy 1161 UPLD 1 0.00 penny-cap Short 2 -10.0 Technology 1153 PAR 5 -20.94 penny-cap Short 1 -10.0 Technology 682 LPRO 3 -0.01 penny-cap Short 1 -10.0 Financial Services 1087 CSTL 4 -4.52 penny-cap Short 0 -10.0 Healthcare 763 JBGS 1 0.00 penny-cap Short 0 -10.0 Real Estate 1164 MSC 3 -4.29 penny-cap Short 2 -10.5 Consumer Cyclical 723 NAV 1 0.00 penny-cap Short 0 -10.5 Industrials 836 CRSR 2 0.40 penny-cap Short 0 -10.5 Technology 1127 SUPN 1 0.00 penny-cap Short 0 -10.5 Healthcare 1046 CVA 5 1.24 penny-cap Short 0 -10.5 Industrials 1320 ARCO 5 -2.28 penny-cap Short 0 -10.5 Consumer Cyclical 885 FRHC 1 0.00 penny-cap Short 0 -10.5 Financial Services 1292 MORF 1 0.00 penny-cap Short 0 -10.5 Healthcare 895 UNIT 5 -2.08 penny-cap Short 0 -10.5 Real Estate 714 JAMF 4 -2.33 penny-cap Short 1 -11.0 Technology 910 PJT 5 -0.01 penny-cap Short 0 -11.0 Financial Services 870 MMYT 1 0.00 penny-cap Short 0 -11.0 Consumer Cyclical 1075 MDGL 1 0.00 penny-cap Short 1 -11.0 Healthcare 1076 ABR 1 0.00 penny-cap Short 1 -11.0 Real Estate 1131 YPF 3 -0.25 penny-cap Short 1 -11.0 Energy 1137 EVH 1 0.00 penny-cap Short 1 -11.0 Healthcare 901 GHC 4 -3.04 penny-cap Short 1 -11.0 Consumer Defensive 759 HLNE 1 0.00 penny-cap Short 0 -11.0 Financial Services 907 COLB 1 0.00 penny-cap Short 1 -11.0 Financial Services 1162 GES 5 -4.90 penny-cap Short 0 -11.0 Consumer Cyclical 1145 BSIG 1 0.00 penny-cap Short 1 -11.0 Financial Services 1051 AVYA 3 -3.96 penny-cap Short 0 -11.0 Technology 972 CNK 4 0.34 penny-cap Short 0 -11.0 Communication Services 698 RPD 4 -0.88 penny-cap Short 0 -11.0 Technology 751 PD 4 -3.83 penny-cap Short 0 -11.5 Technology 1094 RVT 1 0.00 penny-cap Short 1 -11.5 Financial Services 1180 KALU 1 0.00 penny-cap Short 0 -11.5 Basic Materials 1198 BRMK 1 0.00 penny-cap Short 2 -11.5 Real Estate 1195 FFG 5 -0.24 penny-cap Short 0 -11.5 Financial Services 693 SHAK 4 -0.23 penny-cap Short 1 -11.5 Consumer Cyclical 1172 KAMN 1 0.00 penny-cap Short 1 -11.5 Industrials 994 RMBS 5 -2.15 penny-cap Short 0 -12.0 Technology 1016 VRRM 1 0.00 penny-cap Short 1 -12.0 Industrials 878 NOAH 5 -2.03 penny-cap Short 1 -12.0 Financial Services 883 CVLT 1 0.00 penny-cap Short 1 -12.0 Technology 1093 DRNA 4 1.31 penny-cap Short 0 -12.0 Healthcare 829 SLQT 1 0.00 penny-cap Short 0 -12.0 Financial Services 1248 LINX 4 -2.77 penny-cap Short 3 -12.0 Technology 750 FSR 3 -7.46 penny-cap Short 0 -12.0 Consumer Cyclical 969 GCMG 1 0.00 penny-cap Short 2 -12.0 Financial Services 968 RCUS 5 -18.80 penny-cap Short 1 -12.0 Healthcare 1247 VLRS 2 -2.65 penny-cap Short 0 -12.0 Industrials 739 DCP 1 0.00 penny-cap Short 0 -12.0 Energy 1324 CHEF 4 1.35 penny-cap Short 0 -12.5 Consumer Defensive 1105 TTCF 4 -2.17 penny-cap Short 0 -12.5 Consumer Defensive 1102 NS 4 1.93 penny-cap Short 0 -12.5 Energy 1008 GB 1 0.00 penny-cap Short 1 -12.5 Technology 1061 RPAY 4 0.60 penny-cap Short 1 -12.5 Technology 731 GTLS 4 0.21 penny-cap Short 0 -13.0 Industrial Goods 1323 PASG 5 -10.87 penny-cap Short 0 -13.0 Healthcare 1200 KRYS 2 0.36 penny-cap Short 0 -13.0 Healthcare 1211 NXGN 5 -1.84 penny-cap Short 1 -13.0 Healthcare 1319 BPFH 3 -4.38 penny-cap Short 0 -13.0 Financial Services 782 HL 4 -0.84 penny-cap Short 1 -13.0 Basic Materials 1302 CHY 4 -0.07 penny-cap Short 1 -13.0 Financial Services 1259 EVRI 1 0.00 penny-cap Short 0 -13.0 Consumer Cyclical 772 DAO 5 -29.38 penny-cap Short 2 -13.0 Communication Services 1024 THRM 1 0.00 penny-cap Short 0 -13.0 Consumer Cyclical 904 LAUR 1 0.00 penny-cap Short 1 -13.0 Consumer Defensive 1033 EVA 2 -1.96 penny-cap Short 1 -13.0 Basic Materials 1014 AMCX 1 0.00 penny-cap Short 0 -13.0 Communication Services 1181 OCUL 3 -13.52 penny-cap Short 1 -13.5 Healthcare 1111 CCCC 5 -14.40 penny-cap Short 1 -13.5 Healthcare 1117 PAGP 1 0.00 penny-cap Short 2 -13.5 Energy 1276 ITOS 5 -12.54 penny-cap Short 0 -13.5 Healthcare 684 VERX 1 0.00 penny-cap Short 0 -13.5 Technology 974 MXL 5 -5.26 penny-cap Short 0 -13.5 Technology 1311 CLS 5 -0.39 penny-cap Short 2 -13.5 Technology 1068 BTT 1 0.00 penny-cap Short 1 -13.5 Financial Services 1249 GLNG 5 -6.31 penny-cap Short 1 -13.5 Energy 1266 MESO 3 1.13 penny-cap Short 0 -14.0 Healthcare 976 SBGI 4 -1.15 penny-cap Short 0 -14.5 Communication Services 951 PTVE 2 -2.36 penny-cap Short 1 -14.5 Consumer Cyclical 876 GBT 4 -0.81 penny-cap Short 0 -14.5 Healthcare 1156 CRS 1 0.00 penny-cap Short 0 -14.5 Industrials 1158 SA 1 0.00 penny-cap Short 0 -14.5 Basic Materials 837 TSEM 5 -3.45 penny-cap Short 1 -14.5 Technology 1167 RTLR 1 0.00 penny-cap Short 0 -14.5 Energy 694 FTDR 4 -2.68 penny-cap Short 1 -15.0 Consumer Cyclical 1109 IAG 1 0.00 penny-cap Short 0 -15.0 Basic Materials 866 VSAT 4 -1.90 penny-cap Short 0 -15.0 Technology 891 ROCK 1 0.00 penny-cap Short 1 -15.5 Industrials 898 BNGO 5 -14.08 penny-cap Short 0 -15.5 Healthcare 880 TDC 5 -5.29 penny-cap Short 1 -15.5 Technology 1084 SVC 3 -3.54 penny-cap Short 0 -15.5 Real Estate 1332 ENTA 5 -1.51 penny-cap Short 1 -15.5 Healthcare 1031 ATGE 1 0.00 penny-cap Short 2 -16.0 Consumer Defensive 680 SMTC 5 -2.98 penny-cap Short 1 -16.0 Technology 681 DDD 5 -5.22 penny-cap Short 0 -16.0 Technology 1097 VXRT 4 -4.50 penny-cap Short 0 -16.5 Healthcare 814 SPSC 5 -5.30 penny-cap Short 0 -16.5 Technology 853 WTM 1 0.00 penny-cap Short 0 -16.5 Financial Services 831 IRBT 5 -6.58 penny-cap Short 2 -16.5 Technology 1328 SPH 5 0.32 penny-cap Short 1 -16.5 Utilities 933 CDE 3 -0.55 penny-cap Short 2 -17.0 Basic Materials 1286 STRO 1 0.00 penny-cap Short 1 -17.0 Healthcare 981 KLIC 1 0.00 penny-cap Short 0 -17.0 Technology 917 GDOT 3 -1.46 penny-cap Short 0 -17.5 Financial Services 729 CRNC 5 -17.73 penny-cap Short 0 -17.5 Technology 812 OPCH 5 -4.66 penny-cap Short 0 -18.0 Healthcare 1089 PGEN 5 -13.40 penny-cap Short 0 -18.0 Healthcare 1260 ATRI 2 -0.32 penny-cap Short 0 -18.0 Healthcare 745 GTES 1 0.00 penny-cap Short 1 -18.5 Industrials 816 SBRA 4 -2.44 penny-cap Short 1 -18.5 Real Estate 675 CROX 1 0.00 penny-cap Short 1 -18.5 Consumer Cyclical 1233 OMER 2 -6.06 penny-cap Short 1 -18.5 Healthcare 803 BBBY 4 2.74 penny-cap Short 1 -19.0 Consumer Cyclical 1035 EGO 3 0.44 penny-cap Short 0 -19.0 Basic Materials 872 GOLF 1 0.00 penny-cap Short 2 -19.0 Consumer Cyclical 1013 MYOV 1 0.00 penny-cap Short 1 -19.0 Healthcare 825 AMN 1 0.00 penny-cap Short 1 -19.5 Healthcare 1204 SKT 1 0.00 penny-cap Short 0 -19.5 Real Estate 1036 IDCC 5 -0.58 penny-cap Short 1 -19.5 Communication Services 767 AMKR 1 0.00 penny-cap Short 1 -19.5 Technology 769 RSI 2 -5.67 penny-cap Short 0 -19.5 Consumer Cyclical 1163 PRIM 4 -0.51 penny-cap Short 0 -19.5 Industrials 905 ARNC 1 0.00 penny-cap Short 0 -20.0 Industrials 1050 ENDP 2 -12.32 penny-cap Short 2 -20.0 Healthcare 676 FTI 1 0.00 penny-cap Short 1 -20.0 Energy 1091 YMAB 3 -9.34 penny-cap Short 0 -20.0 Healthcare 996 LBRT 4 7.02 penny-cap Short 0 -20.0 Energy 845 IBP 1 0.00 penny-cap Short 1 -20.0 Industrials 1135 GNW 1 0.00 penny-cap Short 0 -20.0 Financial Services 1194 HSC 5 -0.47 penny-cap Short 1 -20.5 Industrials 1254 RAVN 5 4.21 penny-cap Short 0 -20.5 Industrials 873 SJIU 5 0.46 penny-cap Short 0 -20.5 unknown 982 SJI 5 0.45 penny-cap Short 0 -20.5 Utilities 1289 DMTK 4 -15.48 penny-cap Short 1 -20.5 Healthcare 801 MTLS 4 -6.63 penny-cap Short 0 -21.0 Technology 828 IGT 3 -6.19 penny-cap Short 0 -21.0 Consumer Cyclical 1213 RDWR 1 0.00 penny-cap Short 0 -21.0 Technology 950 AZUL 5 -5.68 penny-cap Short 1 -21.0 Industrials 1314 AKRO 1 0.00 penny-cap Short 0 -21.5 Healthcare 848 BLKB 1 0.00 penny-cap Short 0 -21.5 Technology 1227 GNOG 2 -5.77 penny-cap Short 0 -21.5 Consumer Cyclical 747 PGNY 3 -2.88 penny-cap Short 1 -21.5 Healthcare 1291 EXTR 5 -1.56 penny-cap Short 1 -21.5 Technology 839 CORT 4 0.76 penny-cap Short 1 -22.0 Healthcare 1090 RLGY 5 0.36 penny-cap Short 1 -22.0 Real Estate 1032 FLWS 5 -6.53 penny-cap Short 1 -22.0 Consumer Cyclical 1098 CVI 4 -0.95 penny-cap Short 0 -22.0 Energy 1123 CERE 2 -1.20 penny-cap Short 0 -22.0 Healthcare 1305 RBBN 5 -3.36 penny-cap Short 1 -22.0 Communication Services 1244 NXE 3 3.12 penny-cap Short 0 -22.0 Energy 674 NOV 4 1.89 penny-cap Short 0 -22.5 Energy 992 VNOM 4 -5.40 penny-cap Short 0 -22.5 Energy 1316 GTHX 1 0.00 penny-cap Short 0 -23.5 Healthcare 1106 BOOT 1 0.00 penny-cap Short 1 -24.0 Consumer Cyclical 1272 DBD 4 -1.22 penny-cap Short 0 -24.0 Technology 810 GOEV 2 -5.59 penny-cap Short 1 -24.0 Consumer Cyclical 850 FORM 1 0.00 penny-cap Short 1 -24.5 Technology 864 NSTG 4 -9.24 penny-cap Short 1 -24.5 Healthcare 1100 ZUO 1 0.00 penny-cap Short 1 -25.0 Technology 1112 GOL 3 -4.46 penny-cap Short 0 -25.0 Industrials 1330 AXL 1 0.00 penny-cap Short 0 -25.0 Consumer Cyclical 1042 SRRK 1 0.00 penny-cap Short 0 -25.0 Healthcare 1159 LX 4 -8.16 penny-cap Short 0 -25.5 Financial Services 777 APHA 5 -6.87 penny-cap Short 1 -26.0 Healthcare 1147 CDXS 4 -3.29 penny-cap Short 1 -26.0 Healthcare 1023 BCRX 1 0.00 penny-cap Short 0 -26.0 Healthcare 762 SWAV 2 -1.43 penny-cap Short 1 -26.0 Healthcare 999 SITM 1 0.00 penny-cap Short 0 -27.0 Technology 1238 AMTI 4 -1.73 penny-cap Short 0 -27.0 Healthcare 1154 ROAD 4 4.84 penny-cap Short 0 -28.0 Industrials 1126 PMVP 3 -8.00 penny-cap Short 1 -28.0 Healthcare 1297 TCMD 1 0.00 penny-cap Short 1 -29.0 Healthcare 1043 DOMO 1 0.00 penny-cap Short 1 -29.0 Technology 1192 PLT 1 0.00 penny-cap Short 1 -29.0 Technology 1082 COHU 5 -2.17 penny-cap Short 1 -29.5 Technology 1188 STKL 1 0.00 penny-cap Short 1 -30.5 Consumer Defensive 892 RVMD 2 -4.24 penny-cap Short 1 -30.5 Healthcare 1221 BLFS 1 0.00 penny-cap Short 1 -31.0 Healthcare 1232 PCVX 5 -1.04 penny-cap Short 1 -31.5 Healthcare 902 LGND 2 -3.06 penny-cap Short 1 -32.0 Healthcare 854 AGIO 1 0.00 penny-cap Short 2 -32.5 Healthcare 1072 VSTO 5 -7.26 penny-cap Short 1 -32.5 Consumer Cyclical 834 RCKT 5 -12.95 penny-cap Short 1 -33.0 Healthcare 1142 ZNTL 1 0.00 penny-cap Short 0 -34.0 Healthcare 932 QFIN 1 0.00 penny-cap Short 0 -36.0 unknown 824 NIU 4 -0.24 penny-cap Short 1 -36.5 Consumer Cyclical 840 OSTK 5 -8.92 penny-cap Short 1 -36.5 Consumer Cyclical 1021 CLNE 5 -6.61 penny-cap Short 1 -36.5 Energy 963 GRWG 3 -9.57 penny-cap Short 1 -36.5 Consumer Cyclical 986 MCRB 1 0.00 penny-cap Short 0 -37.0 Healthcare 1242 ACLS 1 0.00 penny-cap Short 0 -40.0 Technology 1219 RAD 3 2.17 penny-cap Short 1 -40.0 Healthcare 1003 SI 1 0.00 penny-cap Short 0 -44.5 Financial Services 940 KYMR 5 -24.13 penny-cap Short 0 -45.0 Healthcare 704 M 1 0.00 penny-cap Short 0 -45.0 Consumer Cyclical 1040 BLNK 1 0.00 penny-cap Short 0 -45.0 Consumer Cyclical 1264 EOSE 3 3.55 penny-cap Short 1 -45.5 Industrials 863 NNOX 2 -1.65 penny-cap Short 0 -46.5 Healthcare 874 IGMS 2 -6.30 penny-cap Short 1 -47.5 Healthcare 1056 HIMX 5 -11.06 penny-cap Short 1 -48.5 Technology 844 FLGT 2 3.03 penny-cap Short 2 -49.0 Healthcare 1171 ALEC 2 4.22 penny-cap Short 1 -50.5 Healthcare 1281 MVIS 4 -9.26 penny-cap Short 1 -53.0 Technology 805 DNMR 4 -9.01 penny-cap Short 1 -54.5 Basic Materials 1203 RIOT 3 -0.59 penny-cap Short 0 -59.0 Technology 749 MGNI 4 -2.34 penny-cap Short 1 -60.0 Communication Services 1096 GEVO 5 -13.88 penny-cap Short 1 -69.0 Basic Materials 756 YALA 4 7.67 penny-cap Short 1 -71.0 Technology Mean Return: -4.174018691588786 Mean Day/Week: 4.4485981308411215 Accuracy:0.794392523364486 *******************Part 3.3 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Symbol Day Return Market Cap Long/Short Weak Entry Score industry 1141 CXP 13 15.83 penny-cap Long 0 0.0 Real Estate 774 FCN 20 18.56 penny-cap Long 0 0.0 Industrials 807 HE 21 22.93 penny-cap Long 0 0.0 Utilities 1079 HOVNP 14 17.58 penny-cap Long 0 0.0 unknown 819 MUSA 11 16.78 penny-cap Long 1 0.0 Consumer Cyclical 954 AVA 22 17.03 penny-cap Long 0 -0.5 Utilities 744 PNM 7 0.22 penny-cap Long 0 -0.5 Utilities 956 STAY 27 21.69 penny-cap Long 0 -1.0 Consumer Cyclical 1136 BDJ 17 4.98 penny-cap Long 0 -1.0 Financial Services 998 CENT 16 10.40 penny-cap Long 0 -1.0 Consumer Defensive 1298 RNP 10 1.74 penny-cap Long 0 -1.0 Financial Services 724 SNX 16 17.66 penny-cap Long 0 -1.0 Technology 923 CCOI 12 5.23 penny-cap Long 0 -1.5 Communication Services 987 SFBS 35 31.89 penny-cap Long 0 -1.5 Financial Services 794 BAK 11 8.67 penny-cap Long 0 -1.5 Basic Materials 712 NOMD 11 7.04 penny-cap Long 0 -1.5 Consumer Defensive 979 MGEE 13 2.65 penny-cap Long 0 -2.0 Utilities 919 NWE 14 6.18 penny-cap Long 0 -2.0 Utilities 1049 CUB 6 1.11 penny-cap Long 0 -2.0 Industrials 1085 NSS 17 5.18 penny-cap Long 0 -2.0 unknown 1288 LOMA 11 3.95 penny-cap Long 0 -2.0 Basic Materials 949 SFM 6 10.29 penny-cap Long 1 -4.0 Consumer Defensive 720 TV 10 3.52 penny-cap Long 0 -6.5 Communication Services 811 TTEC 13 3.82 penny-cap Long 0 -7.0 Technology 1269 CYH 12 10.52 penny-cap Long 0 -21.5 Healthcare Mean Return: 10.618 Mean Day/Week: 14.6 Accuracy:1.0 *******************Part 3.4 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Symbol Day Return Market Cap Long/Short Weak Entry Score industry 920 CSOD 8 -5.23 penny-cap Short 0 0.0 Technology 1007 STOK 20 -53.20 penny-cap Short 0 0.0 Healthcare 780 REGI 10 -22.85 penny-cap Short 0 0.0 Energy 800 AMBA 8 -10.36 penny-cap Short 0 0.0 Technology 1039 STTK 28 -46.30 penny-cap Short 0 0.0 Healthcare 1220 VERI 19 -57.25 penny-cap Short 0 0.0 Technology 851 ELP 8 -3.60 penny-cap Short 1 0.0 Utilities 1239 MODN 13 -22.44 penny-cap Short 0 0.0 Technology 1218 EVER 16 -13.74 penny-cap Short 0 0.0 Communication Services 1306 ORIC 12 -26.04 penny-cap Short 1 0.0 Healthcare 988 ALVR 23 -68.92 penny-cap Short 0 0.0 Healthcare 821 FOCS 10 -11.80 penny-cap Short 0 -0.5 Financial Services 1197 HPK 20 -81.59 penny-cap Short 0 -0.5 Energy 1186 TRS 10 -6.15 penny-cap Short 0 -0.5 Industrials 1174 MLAB 18 -10.00 penny-cap Short 0 -0.5 Technology 730 DOYU 12 -30.80 penny-cap Short 0 -0.5 Communication Services 791 MOR 10 -5.49 penny-cap Short 0 -0.5 Healthcare 1245 VSTA 17 -31.85 penny-cap Short 0 -0.5 Consumer Defensive 1048 ARCE 20 -31.16 penny-cap Short 0 -0.5 Consumer Defensive 1257 LXRX 10 -14.35 penny-cap Short 0 -0.5 Healthcare 1026 MAG 20 -23.73 penny-cap Short 1 -0.5 Basic Materials 689 CVET 10 -5.87 penny-cap Short 0 -0.5 Healthcare 1312 GOGO 13 -22.33 penny-cap Short 0 -0.5 Communication Services 677 WK 12 -18.00 penny-cap Short 0 -0.5 Technology 804 ITRI 11 -11.52 penny-cap Short 0 -1.0 Technology 997 QTRX 16 -14.96 penny-cap Short 0 -1.0 Healthcare 993 BCAT 12 -3.78 penny-cap Short 0 -1.0 unknown 783 PTCT 8 -15.03 penny-cap Short 0 -1.0 Healthcare 672 KWR 16 -10.01 penny-cap Short 0 -1.0 Basic Materials 925 BMI 8 -4.54 penny-cap Short 0 -1.0 Industrials 1235 HURN 11 -8.76 penny-cap Short 1 -1.0 Industrials 1226 SY 14 -20.85 penny-cap Short 0 -1.0 Healthcare 1271 FAX 23 -2.52 penny-cap Short 0 -1.0 Financial Services 699 CLDR 16 -17.83 penny-cap Short 0 -1.0 Technology 1285 GSAH 9 -8.06 penny-cap Short 0 -1.0 Financial Services 740 TREE 8 -5.83 penny-cap Short 0 -1.0 Financial Services 945 AXSM 8 -9.84 penny-cap Short 0 -1.5 Healthcare 1261 SCWX 10 -5.16 penny-cap Short 0 -1.5 Technology 926 MED 8 -12.87 penny-cap Short 1 -1.5 Consumer Cyclical 1149 SBE 9 -19.79 penny-cap Short 0 -1.5 Financial Services 852 MOMO 9 -10.43 penny-cap Short 0 -1.5 Communication Services 700 BLI 8 -11.84 penny-cap Short 0 -1.5 Healthcare 1267 QNST 8 -8.92 penny-cap Short 0 -1.5 Communication Services 1165 IMGN 9 -8.65 penny-cap Short 0 -1.5 Healthcare 1128 PNTG 10 -10.40 penny-cap Short 1 -1.5 Healthcare 1062 SILK 8 -6.49 penny-cap Short 0 -1.5 Healthcare 1071 BSM 8 -3.42 penny-cap Short 0 -1.5 Energy 1110 ICLK 9 -15.20 penny-cap Short 0 -1.5 Communication Services 1234 BTAI 8 -12.26 penny-cap Short 0 -1.5 Healthcare 1173 VCRA 13 -12.53 penny-cap Short 0 -1.5 Technology 991 TTGT 8 -9.61 penny-cap Short 0 -2.0 Communication Services 1310 EOS 8 0.46 penny-cap Short 0 -2.0 Financial Services 1183 MRSN 8 -7.34 penny-cap Short 0 -2.0 Healthcare 1000 ACB 8 -10.33 penny-cap Short 0 -2.0 Healthcare 1139 ARQT 8 -13.41 penny-cap Short 1 -2.0 Healthcare 1150 TUP 14 -7.45 penny-cap Short 0 -2.0 Consumer Cyclical 1240 NKTX 8 -23.73 penny-cap Short 0 -2.0 Healthcare 1335 IH 6 -27.52 penny-cap Short 0 -2.0 Consumer Defensive 719 TRUP 8 -8.28 penny-cap Short 0 -2.0 Financial Services 721 NOVA 9 -14.35 penny-cap Short 1 -2.0 Technology 732 LPSN 8 -3.61 penny-cap Short 0 -2.0 Technology 894 PHR 8 -6.03 penny-cap Short 0 -2.5 Healthcare 929 JOE 8 -9.13 penny-cap Short 0 -2.5 Real Estate 717 BAND 8 -3.89 penny-cap Short 0 -2.5 Technology 1255 NRC 6 -0.62 penny-cap Short 0 -2.5 Healthcare 1262 LOTZ 8 -7.11 penny-cap Short 0 -2.5 Consumer Cyclical 1129 PSNL 8 -18.22 penny-cap Short 0 -2.5 Healthcare 673 GSHD 8 -9.77 penny-cap Short 0 -2.5 Financial Services 1005 AFYA 8 -7.90 penny-cap Short 0 -3.0 Consumer Defensive 1265 PRPB 8 -1.54 penny-cap Short 0 -3.0 Financial Services 1184 MMI 7 -2.84 penny-cap Short 1 -3.0 Real Estate 792 RETA 6 -14.31 penny-cap Short 0 -3.0 Healthcare 1275 CERS 8 -3.47 penny-cap Short 0 -3.0 Healthcare 813 CRON 6 -6.38 penny-cap Short 0 -3.0 Healthcare 953 HYLN 7 -22.22 penny-cap Short 0 -3.0 Consumer Cyclical 1020 YEXT 6 -8.49 penny-cap Short 0 -3.5 Technology 1067 RGNX 8 -16.04 penny-cap Short 0 -3.5 Healthcare 909 AMRC 8 -6.21 penny-cap Short 0 -3.5 Industrials 697 EVBG 8 -7.92 penny-cap Short 0 -3.5 Technology 882 CYRX 8 -8.86 penny-cap Short 0 -3.5 Industrials 984 LAC 7 -14.22 penny-cap Short 0 -3.5 Basic Materials 1282 CRHC 8 -2.05 penny-cap Short 0 -3.5 Financial Services 942 XL 6 -26.30 penny-cap Short 0 -4.0 Consumer Cyclical 748 KRNT 6 -9.97 penny-cap Short 0 -4.0 Industrials 692 WKHS 6 -19.83 penny-cap Short 0 -4.0 Consumer Cyclical 1144 CMPS 7 -11.70 penny-cap Short 0 -4.0 Healthcare 948 TIGR 6 -31.40 penny-cap Short 0 -4.0 Financial Services 1134 ATRA 8 -8.01 penny-cap Short 0 -4.0 Healthcare 1095 HSKA 7 -6.26 penny-cap Short 0 -4.0 Healthcare 760 UNF 6 0.09 penny-cap Short 0 -4.5 Industrials 1177 SVM 6 -7.60 penny-cap Short 0 -4.5 Basic Materials 728 CEF 6 -2.51 penny-cap Short 0 -4.5 unknown 1115 USPH 6 -12.00 penny-cap Short 0 -4.5 Healthcare 1309 ALGS 6 -17.37 penny-cap Short 1 -4.5 Healthcare 957 PSLV 6 -3.76 penny-cap Short 0 -4.5 unknown 886 VNE 6 -9.18 penny-cap Short 0 -4.5 Consumer Cyclical 1294 ZGNX 6 -9.84 penny-cap Short 0 -4.5 Healthcare 832 SUMO 23 -57.77 penny-cap Short 0 -5.0 Technology 741 RIDE 25 -61.59 penny-cap Short 0 -5.0 Consumer Cyclical 868 BZUN 6 -23.80 penny-cap Short 0 -5.0 Consumer Cyclical 1176 KNSA 6 -10.73 penny-cap Short 0 -5.0 Healthcare 1029 AUPH 6 -7.37 penny-cap Short 0 -5.0 Healthcare 1273 KPTI 6 -18.75 penny-cap Short 0 -5.0 Healthcare 1132 SLP 8 -8.20 penny-cap Short 0 -5.0 Healthcare 796 EGHT 8 -2.14 penny-cap Short 0 -5.5 Technology 1064 GCP 10 -0.33 penny-cap Short 1 -5.5 Basic Materials 786 VICR 8 -7.92 penny-cap Short 0 -5.5 Technology 787 INSM 11 -12.58 penny-cap Short 0 -6.0 Healthcare 1086 CSII 7 -6.70 penny-cap Short 1 -6.0 Healthcare 1108 HRTX 10 -11.18 penny-cap Short 0 -6.5 Healthcare 685 TKC 6 -4.21 penny-cap Short 1 -6.5 Communication Services 939 MAXR 9 -19.57 penny-cap Short 1 -6.5 Technology 1080 GSAT 6 -26.88 penny-cap Short 0 -6.5 Communication Services 1011 EAR 11 -25.12 penny-cap Short 0 -7.0 Healthcare 695 AY 8 1.74 penny-cap Short 0 -7.0 Utilities 734 RYN 8 -0.40 penny-cap Short 1 -7.0 Real Estate 857 GATX 7 2.56 penny-cap Short 0 -7.0 Industrials 1047 PRAX 8 -26.21 penny-cap Short 0 -7.0 Healthcare 1027 HRMY 23 -23.61 penny-cap Short 0 -7.0 Healthcare 943 MDRX 7 -2.45 penny-cap Short 1 -7.5 Healthcare 1152 CLB 7 -13.38 penny-cap Short 0 -7.5 Energy 761 SWTX 8 -5.39 penny-cap Short 0 -7.5 Healthcare 822 APLS 8 -1.27 penny-cap Short 0 -7.5 Healthcare 696 IIPR 8 -2.75 penny-cap Short 1 -8.0 Real Estate 1333 VITL 6 -27.68 penny-cap Short 1 -8.5 Consumer Defensive 847 LCII 6 -6.72 penny-cap Short 1 -8.5 Consumer Cyclical 1118 IDEX 7 -10.24 penny-cap Short 0 -8.5 Technology 1054 PRO 6 -6.06 penny-cap Short 0 -9.0 Technology 790 SGMS 6 -16.90 penny-cap Short 0 -9.0 Consumer Cyclical 995 PRPL 6 -10.15 penny-cap Short 2 -9.0 Consumer Cyclical 775 SAFE 6 -3.24 penny-cap Short 0 -10.5 Real Estate 935 ELY 7 -8.13 penny-cap Short 1 -11.0 Consumer Cyclical 978 HCSG 10 -4.03 penny-cap Short 1 -11.5 Healthcare 1236 FTOC 8 -6.89 penny-cap Short 1 -11.5 Financial Services 1070 DEA 6 0.04 penny-cap Short 0 -11.5 Real Estate 1199 JRVR 6 -0.18 penny-cap Short 0 -11.5 Financial Services 1287 CVM 8 -20.48 penny-cap Short 1 -12.0 Healthcare 944 ITCI 6 -9.41 penny-cap Short 1 -12.0 Healthcare 808 ARVN 10 -22.93 penny-cap Short 1 -12.0 Healthcare 1243 ADVM 6 -15.15 penny-cap Short 1 -12.0 Healthcare 1253 HCC 8 -11.37 penny-cap Short 0 -12.5 Basic Materials 962 MEOH 6 -4.07 penny-cap Short 0 -12.5 Basic Materials 706 HASI 9 -1.33 penny-cap Short 1 -13.0 Real Estate 701 ACIW 7 -5.07 penny-cap Short 1 -13.0 Technology 858 PRG 6 -4.80 penny-cap Short 0 -13.0 Industrials 1155 PAYA 6 -7.31 penny-cap Short 0 -13.0 Technology 1012 BDC 6 -7.15 penny-cap Short 1 -13.0 Industrials 1038 LUNG 7 -18.27 penny-cap Short 2 -13.0 Healthcare 737 MTSI 6 -4.73 penny-cap Short 1 -13.5 Technology 1022 MAC 8 -14.52 penny-cap Short 1 -13.5 Real Estate 1138 HY 6 -3.90 penny-cap Short 0 -14.0 Industrials 1313 AUDC 8 -7.12 penny-cap Short 1 -15.0 Technology 1060 PBI 6 -12.11 penny-cap Short 1 -15.0 Industrials 931 PLMR 12 -17.22 penny-cap Short 0 -15.5 Financial Services 1151 FREQ 16 -350.99 penny-cap Short 0 -15.5 Healthcare 1004 AVNS 7 -4.22 penny-cap Short 1 -15.5 Healthcare 1241 PRCH 6 -7.96 penny-cap Short 1 -16.5 Technology 867 AMRN 7 -5.21 penny-cap Short 1 -17.0 Healthcare 890 ALXO 8 -11.83 penny-cap Short 1 -18.0 Healthcare 977 BTRS 7 -14.12 penny-cap Short 1 -18.0 Technology 1191 SOL 8 -26.69 penny-cap Short 0 -20.0 Technology 1125 STPK 6 -13.61 penny-cap Short 0 -20.0 Financial Services 1228 INBX 18 -55.62 penny-cap Short 0 -20.5 Healthcare 1210 KROS 8 1.36 penny-cap Short 0 -21.5 Healthcare 1293 CRTX 7 -11.83 penny-cap Short 1 -23.0 Healthcare 1069 TBIO 8 -9.56 penny-cap Short 1 -23.0 Healthcare 1315 WPRT 7 -31.08 penny-cap Short 1 -23.5 Consumer Cyclical 715 EH 6 -27.33 penny-cap Short 1 -28.5 Industrials 1205 MAXN 8 -13.73 penny-cap Short 1 -30.5 Technology 742 HIMS 7 -12.63 penny-cap Short 1 -33.5 Consumer Defensive 1148 CNST 8 -16.13 penny-cap Short 1 -39.0 Healthcare 918 TLRY 7 -16.31 penny-cap Short 1 -39.5 Healthcare 843 MAX 6 -29.84 penny-cap Short 0 -40.5 Communication Services 1178 NRIX 6 -15.60 penny-cap Short 1 -45.5 Healthcare 970 NNDM 6 -19.12 penny-cap Short 1 -46.5 Technology 1207 SNDL 6 -16.06 penny-cap Short 1 -51.0 Healthcare Mean Return: -15.58977272727273 Mean Day/Week: 9.147727272727273 Accuracy:0.9659090909090909 *******************Part 3.5 Penny Cap Long Exit********************* penny_long_signal_exit Symbol Day Return Market Cap Long/Short Weak Entry Score industry 1175 ORGO 11 2.38 penny-cap Exit Long 0 -7.5 Healthcare 1277 AFINP 2 1.50 penny-cap Exit Long 0 -5.5 Real Estate 703 ENSG 3 0.84 penny-cap Exit Long 0 -9.5 Healthcare 897 CWST 6 0.67 penny-cap Exit Long 0 -5.0 Industrials 1274 LRN 11 0.35 penny-cap Exit Long 1 -7.5 Consumer Defensive 1006 UZC 2 -0.31 penny-cap Exit Long 0 -9.5 unknown 1074 GSBD 2 -0.36 penny-cap Exit Long 0 -4.0 Financial Services 871 PS 1 -0.45 penny-cap Exit Long 1 -5.5 Technology 773 ESGRP 3 -0.64 penny-cap Exit Long 0 -9.5 Financial Services 726 LAZ 1 -0.97 penny-cap Exit Long 0 -8.5 Financial Services 842 VLYPO 4 -1.02 penny-cap Exit Long 0 -8.0 Financial Services 735 RXT 1 -1.16 penny-cap Exit Long 0 -2.0 Technology 915 TDI 2 -1.36 penny-cap Exit Long 0 -11.0 unknown 889 EBC 1 -1.57 penny-cap Exit Long 0 -5.5 Financial Services 1114 HMN 1 -1.74 penny-cap Exit Long 0 -7.0 Financial Services 1010 JACK 1 -1.76 penny-cap Exit Long 0 -3.5 Consumer Cyclical 1113 SMCI 1 -1.87 penny-cap Exit Long 1 -4.0 Technology 1179 TLND 13 -2.42 penny-cap Exit Long 1 -5.5 Technology 973 ANAT 2 -2.97 penny-cap Exit Long 0 -10.0 Financial Services 778 APAM 1 -3.95 penny-cap Exit Long 0 -6.0 Financial Services 1133 SYKE 1 -4.55 penny-cap Exit Long 0 -6.5 Technology 955 TPH 1 -4.61 penny-cap Exit Long 1 -20.5 Consumer Cyclical 959 ABM 1 -4.79 penny-cap Exit Long 0 -9.5 Industrials 1256 DIN 1 -5.33 penny-cap Exit Long 0 -13.5 Consumer Cyclical 1116 UCTT 1 -5.56 penny-cap Exit Long 0 -21.5 Technology 765 LOPE 1 -5.96 penny-cap Exit Long 0 -7.5 Consumer Defensive 1251 FRO 1 -10.97 penny-cap Exit Long 0 -31.5 Energy Mean Return: -4.881666666666666 Mean Day/Week: 6.333333333333333 Accuracy:0.4166666666666667 *******************Part 3.6 Penny Cap Short Exit********************* penny_short_signal_exit Symbol Day Return Market Cap Long/Short Weak Entry Score industry 1296 HGEN 6 24.41 penny-cap Exit Short 0 -27.5 Healthcare 1073 SIM 3 6.70 penny-cap Exit Short 1 -21.5 Basic Materials 686 SHI 3 4.39 penny-cap Exit Short 0 -5.0 Energy 877 BFT 3 4.18 penny-cap Exit Short 1 -26.5 Financial Services 916 UTZ 1 2.60 penny-cap Exit Short 1 -12.5 Consumer Defensive 855 CNS 3 2.57 penny-cap Exit Short 0 -15.0 Financial Services 913 ACCD 4 2.54 penny-cap Exit Short 0 -16.5 Healthcare 906 BSTZ 7 2.51 penny-cap Exit Short 0 -4.0 unknown 716 NEU 3 2.10 penny-cap Exit Short 0 -16.0 Basic Materials 888 MMSI 4 2.01 penny-cap Exit Short 1 -19.0 Healthcare 1208 NEXA 2 1.66 penny-cap Exit Short 1 -25.0 Basic Materials 1308 HQH 3 1.37 penny-cap Exit Short 1 -17.5 Financial Services 980 NUV 2 1.00 penny-cap Exit Short 1 -18.0 Financial Services 1196 HYT 1 0.95 penny-cap Exit Short 1 -16.0 Financial Services 937 BRP 4 0.86 penny-cap Exit Short 0 -9.5 Financial Services 869 BNR 10 0.79 penny-cap Exit Short 0 -3.5 Healthcare 1284 INGN 5 0.71 penny-cap Exit Short 1 -7.0 Healthcare 710 HCM 5 0.25 penny-cap Exit Short 0 -6.0 Healthcare 865 DNP 17 -1.91 penny-cap Exit Short 0 -3.0 Financial Services 818 IFS 14 -5.37 penny-cap Exit Short 0 -1.5 Financial Services Mean Return: 3.017777777777778 Mean Day/Week: 5.555555555555555 Accuracy:0.1111111111111111 *******************Part 3.7 Overall Long Position********************* overall long Symbol Day Return Market Cap Long/Short Weak Entry Score industry 987 SFBS 35 31.89 penny-cap Long 0 -1.5 Financial Services 807 HE 21 22.93 penny-cap Long 0 0.0 Utilities 956 STAY 27 21.69 penny-cap Long 0 -1.0 Consumer Cyclical 774 FCN 20 18.56 penny-cap Long 0 0.0 Industrials 724 SNX 16 17.66 penny-cap Long 0 -1.0 Technology 1079 HOVNP 14 17.58 penny-cap Long 0 0.0 unknown 954 AVA 22 17.03 penny-cap Long 0 -0.5 Utilities 819 MUSA 11 16.78 penny-cap Long 1 0.0 Consumer Cyclical 1141 CXP 13 15.83 penny-cap Long 0 0.0 Real Estate 1269 CYH 12 10.52 penny-cap Long 0 -21.5 Healthcare 998 CENT 16 10.40 penny-cap Long 0 -1.0 Consumer Defensive 949 SFM 6 10.29 penny-cap Long 1 -4.0 Consumer Defensive 794 BAK 11 8.67 penny-cap Long 0 -1.5 Basic Materials 712 NOMD 11 7.04 penny-cap Long 0 -1.5 Consumer Defensive 919 NWE 14 6.18 penny-cap Long 0 -2.0 Utilities 923 CCOI 12 5.23 penny-cap Long 0 -1.5 Communication Services 1085 NSS 17 5.18 penny-cap Long 0 -2.0 unknown 1230 EHTH 3 5.16 penny-cap Long 0 -0.5 Financial Services 1136 BDJ 17 4.98 penny-cap Long 0 -1.0 Financial Services 1002 CENTA 3 4.94 penny-cap Long 0 -4.0 Consumer Defensive 1288 LOMA 11 3.95 penny-cap Long 0 -2.0 Basic Materials 811 TTEC 13 3.82 penny-cap Long 0 -7.0 Technology 1185 MSEX 5 3.63 penny-cap Long 0 -2.0 Utilities 720 TV 10 3.52 penny-cap Long 0 -6.5 Communication Services 1041 MFGP 2 3.31 penny-cap Long 2 -14.5 Technology 1120 LOB 4 3.04 penny-cap Long 0 -6.5 Financial Services 809 PSN 4 2.89 penny-cap Long 0 -0.5 Industrials 979 MGEE 13 2.65 penny-cap Long 0 -2.0 Utilities 733 GPK 3 2.63 penny-cap Long 1 -3.0 Consumer Cyclical 1224 IRT 4 2.50 penny-cap Long 0 -6.0 Real Estate 1028 OI 2 2.42 penny-cap Long 1 -14.0 Consumer Cyclical 1083 UTG 5 2.42 penny-cap Long 0 -1.0 Financial Services 1175 ORGO 11 2.38 penny-cap Exit Long 0 -7.5 Healthcare 884 ENR 3 2.25 penny-cap Long 0 -4.5 Industrials 793 BKH 4 1.97 penny-cap Long 1 -3.5 Utilities 1101 RQI 3 1.87 penny-cap Long 0 -2.5 Financial Services 687 FLO 3 1.85 penny-cap Long 0 -2.5 Consumer Defensive 1298 RNP 10 1.74 penny-cap Long 0 -1.0 Financial Services 964 COKE 2 1.70 penny-cap Long 1 -5.5 Consumer Defensive 966 UTF 4 1.58 penny-cap Long 0 -11.5 Financial Services 1277 AFINP 2 1.50 penny-cap Exit Long 0 -5.5 Real Estate 781 OGS 3 1.37 penny-cap Long 0 -6.5 Utilities 754 SLGN 3 1.32 penny-cap Long 0 -5.0 Consumer Cyclical 922 LGIH 3 1.24 penny-cap Long 1 -3.5 Consumer Cyclical 1336 TANNZ 4 1.24 penny-cap Long 0 -0.5 unknown 1217 BXMX 3 1.20 penny-cap Long 0 -3.0 Financial Services 846 CMD 3 1.14 penny-cap Long 0 -1.5 Healthcare 1216 FORTY 3 1.14 penny-cap Long 0 -6.0 Technology 1049 CUB 6 1.11 penny-cap Long 0 -2.0 Industrials 1030 TDS 2 1.10 penny-cap Long 0 -6.5 Communication Services 713 IDA 3 1.09 penny-cap Long 0 -3.5 Utilities 1318 ETW 2 1.07 penny-cap Long 0 -3.0 Financial Services 738 KBR 2 1.01 penny-cap Long 1 -13.0 Industrials 1331 NXRT 5 0.84 penny-cap Long 1 -2.5 Real Estate 924 USM 2 0.84 penny-cap Long 0 -6.5 Communication Services 703 ENSG 3 0.84 penny-cap Exit Long 0 -9.5 Healthcare 897 CWST 6 0.67 penny-cap Exit Long 0 -5.0 Industrials 1017 NAVI 3 0.60 penny-cap Long 0 -5.5 Financial Services 879 BIPC 2 0.56 penny-cap Long 0 -17.0 Utilities 1077 CPK 2 0.47 penny-cap Long 0 -6.0 Utilities 1225 OXSQL 2 0.39 penny-cap Long 0 -2.0 unknown 1274 LRN 11 0.35 penny-cap Exit Long 1 -7.5 Consumer Defensive 881 ADV 5 0.32 penny-cap Long 0 -0.5 Communication Services 1122 TY 2 0.28 penny-cap Long 0 -5.0 Financial Services 985 RUSHA 2 0.26 penny-cap Long 0 -5.0 Consumer Cyclical 744 PNM 7 0.22 penny-cap Long 0 -0.5 Utilities 1058 PTY 2 0.11 penny-cap Long 0 -7.5 Financial Services 702 STAG 2 0.09 penny-cap Long 0 -5.0 Real Estate 755 THG 3 0.05 penny-cap Long 1 -3.5 Financial Services 1321 TANNI 2 0.04 penny-cap Long 0 -4.0 unknown 1182 SG 5 -0.00 penny-cap Long 1 -2.5 Financial Services 746 HR 2 -0.10 penny-cap Long 0 -8.5 Real Estate 983 NZF 2 -0.12 penny-cap Long 1 -22.5 Financial Services 815 NVG 2 -0.12 penny-cap Long 1 -21.5 Financial Services 788 PSB 2 -0.19 penny-cap Long 0 -7.0 Real Estate 785 ESGRO 3 -0.29 penny-cap Long 0 -11.0 Financial Services 1168 FPF 2 -0.29 penny-cap Long 1 -10.0 Financial Services 1006 UZC 2 -0.31 penny-cap Exit Long 0 -9.5 unknown 1304 AMSF 2 -0.32 penny-cap Long 0 -5.0 Financial Services 1074 GSBD 2 -0.36 penny-cap Exit Long 0 -4.0 Financial Services 752 OLN 2 -0.39 penny-cap Long 0 -15.0 Basic Materials 1280 UVV 2 -0.41 penny-cap Long 0 -5.0 Consumer Defensive 871 PS 1 -0.45 penny-cap Exit Long 1 -5.5 Technology 1146 HTLD 2 -0.51 penny-cap Long 1 -14.0 Industrials 1063 HUBG 2 -0.61 penny-cap Long 0 -7.0 Industrials 773 ESGRP 3 -0.64 penny-cap Exit Long 0 -9.5 Financial Services 860 UNVR 2 -0.69 penny-cap Long 1 -14.5 Basic Materials 709 AYI 2 -0.91 penny-cap Long 2 -11.5 Industrials 1283 SNEX 2 -0.94 penny-cap Long 1 -4.0 Financial Services 726 LAZ 1 -0.97 penny-cap Exit Long 0 -8.5 Financial Services 842 VLYPO 4 -1.02 penny-cap Exit Long 0 -8.0 Financial Services 936 SCL 2 -1.10 penny-cap Long 0 -6.5 Basic Materials 735 RXT 1 -1.16 penny-cap Exit Long 0 -2.0 Technology 930 FUL 2 -1.19 penny-cap Long 0 -7.5 Basic Materials 915 TDI 2 -1.36 penny-cap Exit Long 0 -11.0 unknown 1169 ILPT 2 -1.37 penny-cap Long 1 -7.5 Real Estate 889 EBC 1 -1.57 penny-cap Exit Long 0 -5.5 Financial Services 1299 TGP 2 -1.67 penny-cap Long 0 -2.0 Energy 1114 HMN 1 -1.74 penny-cap Exit Long 0 -7.0 Financial Services 1010 JACK 1 -1.76 penny-cap Exit Long 0 -3.5 Consumer Cyclical 1113 SMCI 1 -1.87 penny-cap Exit Long 1 -4.0 Technology 826 UFPI 2 -2.09 penny-cap Long 0 -4.5 Basic Materials 1179 TLND 13 -2.42 penny-cap Exit Long 1 -5.5 Technology 727 NEOG 2 -2.51 penny-cap Long 0 -9.5 Healthcare 1300 CHCT 2 -2.56 penny-cap Long 0 -7.0 Real Estate 900 ABG 2 -2.68 penny-cap Long 0 -5.0 Consumer Cyclical 973 ANAT 2 -2.97 penny-cap Exit Long 0 -10.0 Financial Services 941 EXLS 2 -2.97 penny-cap Long 0 -16.5 Technology 887 MTH 2 -3.09 penny-cap Long 2 -18.0 Consumer Cyclical 893 ETRN 2 -3.23 penny-cap Long 0 -4.0 Energy 938 SWN 2 -3.44 penny-cap Long 0 -18.0 Energy 1190 MHO 2 -3.62 penny-cap Long 1 -14.0 Consumer Cyclical 1327 LGVW 4 -3.74 penny-cap Long 0 -25.0 Financial Services 1252 MGNX 3 -3.76 penny-cap Long 0 -18.0 Healthcare 833 TMHC 2 -3.91 penny-cap Long 0 -9.5 Consumer Cyclical 778 APAM 1 -3.95 penny-cap Exit Long 0 -6.0 Financial Services 1301 ICHR 2 -3.97 penny-cap Long 0 -15.5 Technology 1001 OMI 2 -4.40 penny-cap Long 0 -5.0 Healthcare 1133 SYKE 1 -4.55 penny-cap Exit Long 0 -6.5 Technology 757 KBH 2 -4.56 penny-cap Long 0 -10.5 Consumer Cyclical 955 TPH 1 -4.61 penny-cap Exit Long 1 -20.5 Consumer Cyclical 959 ABM 1 -4.79 penny-cap Exit Long 0 -9.5 Industrials 1256 DIN 1 -5.33 penny-cap Exit Long 0 -13.5 Consumer Cyclical 1116 UCTT 1 -5.56 penny-cap Exit Long 0 -21.5 Technology 765 LOPE 1 -5.96 penny-cap Exit Long 0 -7.5 Consumer Defensive 1251 FRO 1 -10.97 penny-cap Exit Long 0 -31.5 Energy Mean Return: 1.6432539682539684 Mean Day/Week: 5.0396825396825395 Accuracy:0.5555555555555556 *******************Part 3.8 Overall Short Position********************* overall short Symbol Day Return Market Cap Long/Short Weak Entry Score industry 1296 HGEN 6 24.41 penny-cap Exit Short 0 -27.5 Healthcare 756 YALA 4 7.67 penny-cap Short 1 -71.0 Technology 996 LBRT 4 7.02 penny-cap Short 0 -20.0 Energy 1073 SIM 3 6.70 penny-cap Exit Short 1 -21.5 Basic Materials 1154 ROAD 4 4.84 penny-cap Short 0 -28.0 Industrials 736 GOCO 4 4.84 penny-cap Short 0 -8.0 Financial Services 1053 MTOR 4 4.78 penny-cap Short 0 -7.0 Consumer Cyclical 686 SHI 3 4.39 penny-cap Exit Short 0 -5.0 Energy 1171 ALEC 2 4.22 penny-cap Short 1 -50.5 Healthcare 1254 RAVN 5 4.21 penny-cap Short 0 -20.5 Industrials 877 BFT 3 4.18 penny-cap Exit Short 1 -26.5 Financial Services 1263 RMAX 4 4.12 penny-cap Short 0 -9.0 Real Estate 1264 EOSE 3 3.55 penny-cap Short 1 -45.5 Industrials 1244 NXE 3 3.12 penny-cap Short 0 -22.0 Energy 844 FLGT 2 3.03 penny-cap Short 2 -49.0 Healthcare 1052 BUR 3 2.85 penny-cap Short 0 -3.5 Financial Services 803 BBBY 4 2.74 penny-cap Short 1 -19.0 Consumer Cyclical 960 EAF 4 2.67 penny-cap Short 0 -7.0 Industrials 916 UTZ 1 2.60 penny-cap Exit Short 1 -12.5 Consumer Defensive 1212 TRIL 4 2.58 penny-cap Short 0 -9.0 Healthcare 855 CNS 3 2.57 penny-cap Exit Short 0 -15.0 Financial Services 857 GATX 7 2.56 penny-cap Short 0 -7.0 Industrials 913 ACCD 4 2.54 penny-cap Exit Short 0 -16.5 Healthcare 906 BSTZ 7 2.51 penny-cap Exit Short 0 -4.0 unknown 1219 RAD 3 2.17 penny-cap Short 1 -40.0 Healthcare 1307 RES 3 2.15 penny-cap Short 0 -5.0 Energy 716 NEU 3 2.10 penny-cap Exit Short 0 -16.0 Basic Materials 928 JELD 4 2.08 penny-cap Short 1 -4.0 Industrials 817 CARG 4 2.02 penny-cap Short 0 -4.0 Communication Services 888 MMSI 4 2.01 penny-cap Exit Short 1 -19.0 Healthcare 1102 NS 4 1.93 penny-cap Short 0 -12.5 Energy 674 NOV 4 1.89 penny-cap Short 0 -22.5 Energy 695 AY 8 1.74 penny-cap Short 0 -7.0 Utilities 1208 NEXA 2 1.66 penny-cap Exit Short 1 -25.0 Basic Materials 1308 HQH 3 1.37 penny-cap Exit Short 1 -17.5 Financial Services 1210 KROS 8 1.36 penny-cap Short 0 -21.5 Healthcare 1324 CHEF 4 1.35 penny-cap Short 0 -12.5 Consumer Defensive 1093 DRNA 4 1.31 penny-cap Short 0 -12.0 Healthcare 1046 CVA 5 1.24 penny-cap Short 0 -10.5 Industrials 912 VEON 2 1.18 penny-cap Short 0 -5.0 Communication Services 1266 MESO 3 1.13 penny-cap Short 0 -14.0 Healthcare 965 PING 4 1.01 penny-cap Short 0 -5.5 Technology 980 NUV 2 1.00 penny-cap Exit Short 1 -18.0 Financial Services 862 SOGO 2 0.98 penny-cap Short 0 -9.0 Communication Services 1196 HYT 1 0.95 penny-cap Exit Short 1 -16.0 Financial Services 1270 RGR 4 0.91 penny-cap Short 2 -9.5 Industrials 937 BRP 4 0.86 penny-cap Exit Short 0 -9.5 Financial Services 869 BNR 10 0.79 penny-cap Exit Short 0 -3.5 Healthcare 839 CORT 4 0.76 penny-cap Short 1 -22.0 Healthcare 1284 INGN 5 0.71 penny-cap Exit Short 1 -7.0 Healthcare 1121 HBM 5 0.66 penny-cap Short 0 -3.0 Basic Materials 1061 RPAY 4 0.60 penny-cap Short 1 -12.5 Technology 967 B 4 0.50 penny-cap Short 0 -6.5 Industrials 1193 MTRN 3 0.47 penny-cap Short 0 -9.0 Basic Materials 873 SJIU 5 0.46 penny-cap Short 0 -20.5 unknown 1310 EOS 8 0.46 penny-cap Short 0 -2.0 Financial Services 982 SJI 5 0.45 penny-cap Short 0 -20.5 Utilities 1035 EGO 3 0.44 penny-cap Short 0 -19.0 Basic Materials 836 CRSR 2 0.40 penny-cap Short 0 -10.5 Technology 1200 KRYS 2 0.36 penny-cap Short 0 -13.0 Healthcare 1090 RLGY 5 0.36 penny-cap Short 1 -22.0 Real Estate 972 CNK 4 0.34 penny-cap Short 0 -11.0 Communication Services 1328 SPH 5 0.32 penny-cap Short 1 -16.5 Utilities 899 BVN 4 0.29 penny-cap Short 1 -9.5 Basic Materials 710 HCM 5 0.25 penny-cap Exit Short 0 -6.0 Healthcare 731 GTLS 4 0.21 penny-cap Short 0 -13.0 Industrial Goods 760 UNF 6 0.09 penny-cap Short 0 -4.5 Industrials 1070 DEA 6 0.04 penny-cap Short 0 -11.5 Real Estate 682 LPRO 3 -0.01 penny-cap Short 1 -10.0 Financial Services 910 PJT 5 -0.01 penny-cap Short 0 -11.0 Financial Services 1302 CHY 4 -0.07 penny-cap Short 1 -13.0 Financial Services 768 MSGS 2 -0.07 penny-cap Short 0 -5.0 Communication Services 875 NSP 3 -0.07 penny-cap Short 0 -7.0 Industrials 1199 JRVR 6 -0.18 penny-cap Short 0 -11.5 Financial Services 946 XNCR 2 -0.19 penny-cap Short 0 -6.5 Healthcare 693 SHAK 4 -0.23 penny-cap Short 1 -11.5 Consumer Cyclical 1195 FFG 5 -0.24 penny-cap Short 0 -11.5 Financial Services 824 NIU 4 -0.24 penny-cap Short 1 -36.5 Consumer Cyclical 1131 YPF 3 -0.25 penny-cap Short 1 -11.0 Energy 1201 RILY 2 -0.26 penny-cap Short 0 0.0 Financial Services 1303 DRQ 3 -0.32 penny-cap Short 0 -10.0 Energy 1260 ATRI 2 -0.32 penny-cap Short 0 -18.0 Healthcare 1064 GCP 10 -0.33 penny-cap Short 1 -5.5 Basic Materials 1325 CTS 5 -0.39 penny-cap Short 1 -5.5 Technology 1311 CLS 5 -0.39 penny-cap Short 2 -13.5 Technology 734 RYN 8 -0.40 penny-cap Short 1 -7.0 Real Estate 678 HHC 3 -0.44 penny-cap Short 0 -9.0 Real Estate 1044 TWNK 5 -0.45 penny-cap Short 2 -7.5 Consumer Defensive 1194 HSC 5 -0.47 penny-cap Short 1 -20.5 Industrials 1250 DGNR 3 -0.51 penny-cap Short 0 -8.5 Financial Services 1163 PRIM 4 -0.51 penny-cap Short 0 -19.5 Industrials 933 CDE 3 -0.55 penny-cap Short 2 -17.0 Basic Materials 1036 IDCC 5 -0.58 penny-cap Short 1 -19.5 Communication Services 1203 RIOT 3 -0.59 penny-cap Short 0 -59.0 Technology 1255 NRC 6 -0.62 penny-cap Short 0 -2.5 Healthcare 1237 AZZ 3 -0.67 penny-cap Short 0 -8.0 Industrials 908 MIME 3 -0.78 penny-cap Short 0 -8.0 Technology 876 GBT 4 -0.81 penny-cap Short 0 -14.5 Healthcare 782 HL 4 -0.84 penny-cap Short 1 -13.0 Basic Materials 698 RPD 4 -0.88 penny-cap Short 0 -11.0 Technology 1098 CVI 4 -0.95 penny-cap Short 0 -22.0 Energy 1232 PCVX 5 -1.04 penny-cap Short 1 -31.5 Healthcare 976 SBGI 4 -1.15 penny-cap Short 0 -14.5 Communication Services 1123 CERE 2 -1.20 penny-cap Short 0 -22.0 Healthcare 1272 DBD 4 -1.22 penny-cap Short 0 -24.0 Technology 975 MANU 2 -1.25 penny-cap Short 0 -5.0 Consumer Cyclical 822 APLS 8 -1.27 penny-cap Short 0 -7.5 Healthcare 706 HASI 9 -1.33 penny-cap Short 1 -13.0 Real Estate 762 SWAV 2 -1.43 penny-cap Short 1 -26.0 Healthcare 917 GDOT 3 -1.46 penny-cap Short 0 -17.5 Financial Services 1332 ENTA 5 -1.51 penny-cap Short 1 -15.5 Healthcare 1265 PRPB 8 -1.54 penny-cap Short 0 -3.0 Financial Services 1291 EXTR 5 -1.56 penny-cap Short 1 -21.5 Technology 863 NNOX 2 -1.65 penny-cap Short 0 -46.5 Healthcare 1238 AMTI 4 -1.73 penny-cap Short 0 -27.0 Healthcare 766 GKOS 5 -1.80 penny-cap Short 0 -8.5 Healthcare 797 VC 4 -1.81 penny-cap Short 0 -8.0 Consumer Cyclical 1278 ALEX 4 -1.82 penny-cap Short 0 -6.5 Real Estate 952 MATX 3 -1.84 penny-cap Short 0 -6.5 Industrials 1211 NXGN 5 -1.84 penny-cap Short 1 -13.0 Healthcare 1088 GTN 2 -1.85 penny-cap Short 0 -7.0 Communication Services 866 VSAT 4 -1.90 penny-cap Short 0 -15.0 Technology 865 DNP 17 -1.91 penny-cap Exit Short 0 -3.0 Financial Services 1033 EVA 2 -1.96 penny-cap Short 1 -13.0 Basic Materials 878 NOAH 5 -2.03 penny-cap Short 1 -12.0 Financial Services 835 AIMC 3 -2.04 penny-cap Short 0 -6.5 Industrials 1282 CRHC 8 -2.05 penny-cap Short 0 -3.5 Financial Services 895 UNIT 5 -2.08 penny-cap Short 0 -10.5 Real Estate 1209 BST 5 -2.09 penny-cap Short 0 -6.0 Financial Services 1337 CDMO 2 -2.12 penny-cap Short 0 -6.5 Healthcare 796 EGHT 8 -2.14 penny-cap Short 0 -5.5 Technology 994 RMBS 5 -2.15 penny-cap Short 0 -12.0 Technology 1105 TTCF 4 -2.17 penny-cap Short 0 -12.5 Consumer Defensive 1082 COHU 5 -2.17 penny-cap Short 1 -29.5 Technology 1143 HLG 4 -2.27 penny-cap Short 0 -8.0 Consumer Defensive 1320 ARCO 5 -2.28 penny-cap Short 0 -10.5 Consumer Cyclical 714 JAMF 4 -2.33 penny-cap Short 1 -11.0 Technology 749 MGNI 4 -2.34 penny-cap Short 1 -60.0 Communication Services 951 PTVE 2 -2.36 penny-cap Short 1 -14.5 Consumer Cyclical 816 SBRA 4 -2.44 penny-cap Short 1 -18.5 Real Estate 943 MDRX 7 -2.45 penny-cap Short 1 -7.5 Healthcare 728 CEF 6 -2.51 penny-cap Short 0 -4.5 unknown 1271 FAX 23 -2.52 penny-cap Short 0 -1.0 Financial Services 1247 VLRS 2 -2.65 penny-cap Short 0 -12.0 Industrials 694 FTDR 4 -2.68 penny-cap Short 1 -15.0 Consumer Cyclical 696 IIPR 8 -2.75 penny-cap Short 1 -8.0 Real Estate 1248 LINX 4 -2.77 penny-cap Short 3 -12.0 Technology 1184 MMI 7 -2.84 penny-cap Short 1 -3.0 Real Estate 747 PGNY 3 -2.88 penny-cap Short 1 -21.5 Healthcare 680 SMTC 5 -2.98 penny-cap Short 1 -16.0 Technology 901 GHC 4 -3.04 penny-cap Short 1 -11.0 Consumer Defensive 902 LGND 2 -3.06 penny-cap Short 1 -32.0 Healthcare 823 VCYT 4 -3.08 penny-cap Short 0 -8.0 Healthcare 683 SAGE 5 -3.15 penny-cap Short 3 -8.0 Healthcare 679 AG 5 -3.15 penny-cap Short 1 -6.0 Basic Materials 775 SAFE 6 -3.24 penny-cap Short 0 -10.5 Real Estate 1147 CDXS 4 -3.29 penny-cap Short 1 -26.0 Healthcare 1305 RBBN 5 -3.36 penny-cap Short 1 -22.0 Communication Services 1071 BSM 8 -3.42 penny-cap Short 0 -1.5 Energy 837 TSEM 5 -3.45 penny-cap Short 1 -14.5 Technology 1275 CERS 8 -3.47 penny-cap Short 0 -3.0 Healthcare 1018 HCAT 4 -3.54 penny-cap Short 0 -6.0 Healthcare 1084 SVC 3 -3.54 penny-cap Short 0 -15.5 Real Estate 851 ELP 8 -3.60 penny-cap Short 1 0.0 Utilities 732 LPSN 8 -3.61 penny-cap Short 0 -2.0 Technology 1231 CHRS 5 -3.70 penny-cap Short 0 -5.0 Healthcare 789 GOOS 2 -3.70 penny-cap Short 0 -5.0 Consumer Cyclical 957 PSLV 6 -3.76 penny-cap Short 0 -4.5 unknown 993 BCAT 12 -3.78 penny-cap Short 0 -1.0 unknown 751 PD 4 -3.83 penny-cap Short 0 -11.5 Technology 717 BAND 8 -3.89 penny-cap Short 0 -2.5 Technology 1138 HY 6 -3.90 penny-cap Short 0 -14.0 Industrials 1051 AVYA 3 -3.96 penny-cap Short 0 -11.0 Technology 978 HCSG 10 -4.03 penny-cap Short 1 -11.5 Healthcare 1124 QURE 5 -4.05 penny-cap Short 0 -4.5 Healthcare 1229 LASR 5 -4.05 penny-cap Short 0 -5.5 Technology 962 MEOH 6 -4.07 penny-cap Short 0 -12.5 Basic Materials 688 NARI 2 -4.16 penny-cap Short 0 -7.0 Healthcare 685 TKC 6 -4.21 penny-cap Short 1 -6.5 Communication Services 1004 AVNS 7 -4.22 penny-cap Short 1 -15.5 Healthcare 892 RVMD 2 -4.24 penny-cap Short 1 -30.5 Healthcare 1164 MSC 3 -4.29 penny-cap Short 2 -10.5 Consumer Cyclical 1258 ESTA 3 -4.32 penny-cap Short 0 -6.0 Healthcare 1319 BPFH 3 -4.38 penny-cap Short 0 -13.0 Financial Services 1112 GOL 3 -4.46 penny-cap Short 0 -25.0 Industrials 1097 VXRT 4 -4.50 penny-cap Short 0 -16.5 Healthcare 1087 CSTL 4 -4.52 penny-cap Short 0 -10.0 Healthcare 925 BMI 8 -4.54 penny-cap Short 0 -1.0 Industrials 812 OPCH 5 -4.66 penny-cap Short 0 -18.0 Healthcare 708 FGEN 5 -4.71 penny-cap Short 1 -3.0 Healthcare 737 MTSI 6 -4.73 penny-cap Short 1 -13.5 Technology 858 PRG 6 -4.80 penny-cap Short 0 -13.0 Industrials 841 SPT 4 -4.89 penny-cap Short 0 -7.5 Technology 1162 GES 5 -4.90 penny-cap Short 0 -11.0 Consumer Cyclical 701 ACIW 7 -5.07 penny-cap Short 1 -13.0 Technology 1261 SCWX 10 -5.16 penny-cap Short 0 -1.5 Technology 867 AMRN 7 -5.21 penny-cap Short 1 -17.0 Healthcare 681 DDD 5 -5.22 penny-cap Short 0 -16.0 Technology 920 CSOD 8 -5.23 penny-cap Short 0 0.0 Technology 827 INO 5 -5.24 penny-cap Short 0 -6.5 Healthcare 974 MXL 5 -5.26 penny-cap Short 0 -13.5 Technology 934 KRTX 5 -5.27 penny-cap Short 0 -5.0 Healthcare 880 TDC 5 -5.29 penny-cap Short 1 -15.5 Technology 814 SPSC 5 -5.30 penny-cap Short 0 -16.5 Technology 818 IFS 14 -5.37 penny-cap Exit Short 0 -1.5 Financial Services 761 SWTX 8 -5.39 penny-cap Short 0 -7.5 Healthcare 992 VNOM 4 -5.40 penny-cap Short 0 -22.5 Energy 799 NKTR 5 -5.44 penny-cap Short 1 -5.0 Healthcare 791 MOR 10 -5.49 penny-cap Short 0 -0.5 Healthcare 810 GOEV 2 -5.59 penny-cap Short 1 -24.0 Consumer Cyclical 769 RSI 2 -5.67 penny-cap Short 0 -19.5 Consumer Cyclical 950 AZUL 5 -5.68 penny-cap Short 1 -21.0 Industrials 1227 GNOG 2 -5.77 penny-cap Short 0 -21.5 Consumer Cyclical 740 TREE 8 -5.83 penny-cap Short 0 -1.0 Financial Services 689 CVET 10 -5.87 penny-cap Short 0 -0.5 Healthcare 894 PHR 8 -6.03 penny-cap Short 0 -2.5 Healthcare 1054 PRO 6 -6.06 penny-cap Short 0 -9.0 Technology 1233 OMER 2 -6.06 penny-cap Short 1 -18.5 Healthcare 1186 TRS 10 -6.15 penny-cap Short 0 -0.5 Industrials 849 CPA 3 -6.18 penny-cap Short 0 -6.5 Industrials 828 IGT 3 -6.19 penny-cap Short 0 -21.0 Consumer Cyclical 909 AMRC 8 -6.21 penny-cap Short 0 -3.5 Industrials 1107 FSM 5 -6.24 penny-cap Short 1 -6.5 Basic Materials 1095 HSKA 7 -6.26 penny-cap Short 0 -4.0 Healthcare 874 IGMS 2 -6.30 penny-cap Short 1 -47.5 Healthcare 1249 GLNG 5 -6.31 penny-cap Short 1 -13.5 Energy 1326 TELL 5 -6.37 penny-cap Short 1 -10.0 Energy 813 CRON 6 -6.38 penny-cap Short 0 -3.0 Healthcare 1062 SILK 8 -6.49 penny-cap Short 0 -1.5 Healthcare 1032 FLWS 5 -6.53 penny-cap Short 1 -22.0 Consumer Cyclical 831 IRBT 5 -6.58 penny-cap Short 2 -16.5 Technology 1021 CLNE 5 -6.61 penny-cap Short 1 -36.5 Energy 801 MTLS 4 -6.63 penny-cap Short 0 -21.0 Technology 1086 CSII 7 -6.70 penny-cap Short 1 -6.0 Healthcare 847 LCII 6 -6.72 penny-cap Short 1 -8.5 Consumer Cyclical 1223 PI 5 -6.81 penny-cap Short 0 -9.0 Technology 777 APHA 5 -6.87 penny-cap Short 1 -26.0 Healthcare 1236 FTOC 8 -6.89 penny-cap Short 1 -11.5 Financial Services 1262 LOTZ 8 -7.11 penny-cap Short 0 -2.5 Consumer Cyclical 1313 AUDC 8 -7.12 penny-cap Short 1 -15.0 Technology 1012 BDC 6 -7.15 penny-cap Short 1 -13.0 Industrials 1072 VSTO 5 -7.26 penny-cap Short 1 -32.5 Consumer Cyclical 1155 PAYA 6 -7.31 penny-cap Short 0 -13.0 Technology 1183 MRSN 8 -7.34 penny-cap Short 0 -2.0 Healthcare 1029 AUPH 6 -7.37 penny-cap Short 0 -5.0 Healthcare 1150 TUP 14 -7.45 penny-cap Short 0 -2.0 Consumer Cyclical 750 FSR 3 -7.46 penny-cap Short 0 -12.0 Consumer Cyclical 1177 SVM 6 -7.60 penny-cap Short 0 -4.5 Basic Materials 1009 GTH 5 -7.68 penny-cap Short 0 -6.0 Healthcare 705 RLAY 4 -7.71 penny-cap Short 0 -5.5 Healthcare 1329 SRG 2 -7.83 penny-cap Short 0 -10.0 Real Estate 1005 AFYA 8 -7.90 penny-cap Short 0 -3.0 Consumer Defensive 697 EVBG 8 -7.92 penny-cap Short 0 -3.5 Technology 786 VICR 8 -7.92 penny-cap Short 0 -5.5 Technology 1241 PRCH 6 -7.96 penny-cap Short 1 -16.5 Technology 1045 ARCT 5 -7.96 penny-cap Short 0 -9.0 Healthcare 1126 PMVP 3 -8.00 penny-cap Short 1 -28.0 Healthcare 1134 ATRA 8 -8.01 penny-cap Short 0 -4.0 Healthcare 1285 GSAH 9 -8.06 penny-cap Short 0 -1.0 Financial Services 935 ELY 7 -8.13 penny-cap Short 1 -11.0 Consumer Cyclical 1159 LX 4 -8.16 penny-cap Short 0 -25.5 Financial Services 1132 SLP 8 -8.20 penny-cap Short 0 -5.0 Healthcare 719 TRUP 8 -8.28 penny-cap Short 0 -2.0 Financial Services 1206 CEVA 5 -8.31 penny-cap Short 0 -6.5 Technology 711 ARNA 5 -8.44 penny-cap Short 1 -7.5 Healthcare 1020 YEXT 6 -8.49 penny-cap Short 0 -3.5 Technology 1165 IMGN 9 -8.65 penny-cap Short 0 -1.5 Healthcare 1235 HURN 11 -8.76 penny-cap Short 1 -1.0 Industrials 958 SSYS 5 -8.77 penny-cap Short 0 -5.5 Technology 882 CYRX 8 -8.86 penny-cap Short 0 -3.5 Industrials 1267 QNST 8 -8.92 penny-cap Short 0 -1.5 Communication Services 840 OSTK 5 -8.92 penny-cap Short 1 -36.5 Consumer Cyclical 805 DNMR 4 -9.01 penny-cap Short 1 -54.5 Basic Materials 929 JOE 8 -9.13 penny-cap Short 0 -2.5 Real Estate 886 VNE 6 -9.18 penny-cap Short 0 -4.5 Consumer Cyclical 864 NSTG 4 -9.24 penny-cap Short 1 -24.5 Healthcare 1281 MVIS 4 -9.26 penny-cap Short 1 -53.0 Technology 1091 YMAB 3 -9.34 penny-cap Short 0 -20.0 Healthcare 944 ITCI 6 -9.41 penny-cap Short 1 -12.0 Healthcare 1069 TBIO 8 -9.56 penny-cap Short 1 -23.0 Healthcare 963 GRWG 3 -9.57 penny-cap Short 1 -36.5 Consumer Cyclical 991 TTGT 8 -9.61 penny-cap Short 0 -2.0 Communication Services 1059 INSG 5 -9.75 penny-cap Short 0 -5.5 Technology 673 GSHD 8 -9.77 penny-cap Short 0 -2.5 Financial Services 945 AXSM 8 -9.84 penny-cap Short 0 -1.5 Healthcare 1294 ZGNX 6 -9.84 penny-cap Short 0 -4.5 Healthcare 748 KRNT 6 -9.97 penny-cap Short 0 -4.0 Industrials 1174 MLAB 18 -10.00 penny-cap Short 0 -0.5 Technology 672 KWR 16 -10.01 penny-cap Short 0 -1.0 Basic Materials 776 CDNA 5 -10.03 penny-cap Short 0 -6.5 Healthcare 753 IMAB 5 -10.03 penny-cap Short 0 -5.0 Healthcare 995 PRPL 6 -10.15 penny-cap Short 2 -9.0 Consumer Cyclical 1118 IDEX 7 -10.24 penny-cap Short 0 -8.5 Technology 764 CCXI 5 -10.25 penny-cap Short 0 -8.0 Healthcare 1015 REAL 5 -10.28 penny-cap Short 0 -8.5 Consumer Cyclical 1000 ACB 8 -10.33 penny-cap Short 0 -2.0 Healthcare 800 AMBA 8 -10.36 penny-cap Short 0 0.0 Technology 1128 PNTG 10 -10.40 penny-cap Short 1 -1.5 Healthcare 852 MOMO 9 -10.43 penny-cap Short 0 -1.5 Communication Services 1176 KNSA 6 -10.73 penny-cap Short 0 -5.0 Healthcare 1140 GBIO 4 -10.82 penny-cap Short 0 -2.5 Healthcare 1323 PASG 5 -10.87 penny-cap Short 0 -13.0 Healthcare 1056 HIMX 5 -11.06 penny-cap Short 1 -48.5 Technology 1108 HRTX 10 -11.18 penny-cap Short 0 -6.5 Healthcare 1253 HCC 8 -11.37 penny-cap Short 0 -12.5 Basic Materials 804 ITRI 11 -11.52 penny-cap Short 0 -1.0 Technology 911 LTHM 5 -11.55 penny-cap Short 0 -6.0 Basic Materials 1144 CMPS 7 -11.70 penny-cap Short 0 -4.0 Healthcare 821 FOCS 10 -11.80 penny-cap Short 0 -0.5 Financial Services 890 ALXO 8 -11.83 penny-cap Short 1 -18.0 Healthcare 1293 CRTX 7 -11.83 penny-cap Short 1 -23.0 Healthcare 700 BLI 8 -11.84 penny-cap Short 0 -1.5 Healthcare 1334 MRUS 5 -11.87 penny-cap Short 4 -6.5 Healthcare 1115 USPH 6 -12.00 penny-cap Short 0 -4.5 Healthcare 1060 PBI 6 -12.11 penny-cap Short 1 -15.0 Industrials 1234 BTAI 8 -12.26 penny-cap Short 0 -1.5 Healthcare 1050 ENDP 2 -12.32 penny-cap Short 2 -20.0 Healthcare 1173 VCRA 13 -12.53 penny-cap Short 0 -1.5 Technology 1276 ITOS 5 -12.54 penny-cap Short 0 -13.5 Healthcare 838 CDLX 5 -12.58 penny-cap Short 0 -4.5 Communication Services 787 INSM 11 -12.58 penny-cap Short 0 -6.0 Healthcare 1279 EPZM 5 -12.62 penny-cap Short 0 -1.5 Healthcare 742 HIMS 7 -12.63 penny-cap Short 1 -33.5 Consumer Defensive 926 MED 8 -12.87 penny-cap Short 1 -1.5 Consumer Cyclical 834 RCKT 5 -12.95 penny-cap Short 1 -33.0 Healthcare 1152 CLB 7 -13.38 penny-cap Short 0 -7.5 Energy 1089 PGEN 5 -13.40 penny-cap Short 0 -18.0 Healthcare 1139 ARQT 8 -13.41 penny-cap Short 1 -2.0 Healthcare 1181 OCUL 3 -13.52 penny-cap Short 1 -13.5 Healthcare 1125 STPK 6 -13.61 penny-cap Short 0 -20.0 Financial Services 1205 MAXN 8 -13.73 penny-cap Short 1 -30.5 Technology 1218 EVER 16 -13.74 penny-cap Short 0 0.0 Communication Services 1096 GEVO 5 -13.88 penny-cap Short 1 -69.0 Basic Materials 990 MSGE 3 -14.08 penny-cap Short 0 -7.0 Communication Services 898 BNGO 5 -14.08 penny-cap Short 0 -15.5 Healthcare 977 BTRS 7 -14.12 penny-cap Short 1 -18.0 Technology 984 LAC 7 -14.22 penny-cap Short 0 -3.5 Basic Materials 792 RETA 6 -14.31 penny-cap Short 0 -3.0 Healthcare 1257 LXRX 10 -14.35 penny-cap Short 0 -0.5 Healthcare 721 NOVA 9 -14.35 penny-cap Short 1 -2.0 Technology 1111 CCCC 5 -14.40 penny-cap Short 1 -13.5 Healthcare 1022 MAC 8 -14.52 penny-cap Short 1 -13.5 Real Estate 997 QTRX 16 -14.96 penny-cap Short 0 -1.0 Healthcare 1081 ACMR 5 -14.98 penny-cap Short 0 -5.5 Technology 783 PTCT 8 -15.03 penny-cap Short 0 -1.0 Healthcare 1243 ADVM 6 -15.15 penny-cap Short 1 -12.0 Healthcare 1110 ICLK 9 -15.20 penny-cap Short 0 -1.5 Communication Services 1289 DMTK 4 -15.48 penny-cap Short 1 -20.5 Healthcare 1178 NRIX 6 -15.60 penny-cap Short 1 -45.5 Healthcare 1290 PHAT 5 -15.63 penny-cap Short 0 -4.0 Healthcare 770 SRNE 5 -15.69 penny-cap Short 0 -5.0 Healthcare 1202 RYTM 5 -15.92 penny-cap Short 0 -2.5 Healthcare 1067 RGNX 8 -16.04 penny-cap Short 0 -3.5 Healthcare 1207 SNDL 6 -16.06 penny-cap Short 1 -51.0 Healthcare 1148 CNST 8 -16.13 penny-cap Short 1 -39.0 Healthcare 918 TLRY 7 -16.31 penny-cap Short 1 -39.5 Healthcare 790 SGMS 6 -16.90 penny-cap Short 0 -9.0 Consumer Cyclical 931 PLMR 12 -17.22 penny-cap Short 0 -15.5 Financial Services 1309 ALGS 6 -17.37 penny-cap Short 1 -4.5 Healthcare 1092 FMTX 5 -17.52 penny-cap Short 1 -9.5 Healthcare 729 CRNC 5 -17.73 penny-cap Short 0 -17.5 Technology 699 CLDR 16 -17.83 penny-cap Short 0 -1.0 Technology 677 WK 12 -18.00 penny-cap Short 0 -0.5 Technology 1129 PSNL 8 -18.22 penny-cap Short 0 -2.5 Healthcare 1038 LUNG 7 -18.27 penny-cap Short 2 -13.0 Healthcare 1273 KPTI 6 -18.75 penny-cap Short 0 -5.0 Healthcare 968 RCUS 5 -18.80 penny-cap Short 1 -12.0 Healthcare 970 NNDM 6 -19.12 penny-cap Short 1 -46.5 Technology 939 MAXR 9 -19.57 penny-cap Short 1 -6.5 Technology 1149 SBE 9 -19.79 penny-cap Short 0 -1.5 Financial Services 692 WKHS 6 -19.83 penny-cap Short 0 -4.0 Consumer Cyclical 1287 CVM 8 -20.48 penny-cap Short 1 -12.0 Healthcare 1226 SY 14 -20.85 penny-cap Short 0 -1.0 Healthcare 1153 PAR 5 -20.94 penny-cap Short 1 -10.0 Technology 953 HYLN 7 -22.22 penny-cap Short 0 -3.0 Consumer Cyclical 1312 GOGO 13 -22.33 penny-cap Short 0 -0.5 Communication Services 1239 MODN 13 -22.44 penny-cap Short 0 0.0 Technology 780 REGI 10 -22.85 penny-cap Short 0 0.0 Energy 808 ARVN 10 -22.93 penny-cap Short 1 -12.0 Healthcare 1027 HRMY 23 -23.61 penny-cap Short 0 -7.0 Healthcare 1026 MAG 20 -23.73 penny-cap Short 1 -0.5 Basic Materials 1240 NKTX 8 -23.73 penny-cap Short 0 -2.0 Healthcare 868 BZUN 6 -23.80 penny-cap Short 0 -5.0 Consumer Cyclical 940 KYMR 5 -24.13 penny-cap Short 0 -45.0 Healthcare 1011 EAR 11 -25.12 penny-cap Short 0 -7.0 Healthcare 1306 ORIC 12 -26.04 penny-cap Short 1 0.0 Healthcare 1047 PRAX 8 -26.21 penny-cap Short 0 -7.0 Healthcare 942 XL 6 -26.30 penny-cap Short 0 -4.0 Consumer Cyclical 1191 SOL 8 -26.69 penny-cap Short 0 -20.0 Technology 1080 GSAT 6 -26.88 penny-cap Short 0 -6.5 Communication Services 715 EH 6 -27.33 penny-cap Short 1 -28.5 Industrials 1335 IH 6 -27.52 penny-cap Short 0 -2.0 Consumer Defensive 1333 VITL 6 -27.68 penny-cap Short 1 -8.5 Consumer Defensive 772 DAO 5 -29.38 penny-cap Short 2 -13.0 Communication Services 843 MAX 6 -29.84 penny-cap Short 0 -40.5 Communication Services 730 DOYU 12 -30.80 penny-cap Short 0 -0.5 Communication Services 1315 WPRT 7 -31.08 penny-cap Short 1 -23.5 Consumer Cyclical 1048 ARCE 20 -31.16 penny-cap Short 0 -0.5 Consumer Defensive 948 TIGR 6 -31.40 penny-cap Short 0 -4.0 Financial Services 1245 VSTA 17 -31.85 penny-cap Short 0 -0.5 Consumer Defensive 859 PRLD 5 -35.72 penny-cap Short 0 -6.5 Healthcare 1039 STTK 28 -46.30 penny-cap Short 0 0.0 Healthcare 1007 STOK 20 -53.20 penny-cap Short 0 0.0 Healthcare 1228 INBX 18 -55.62 penny-cap Short 0 -20.5 Healthcare 1220 VERI 19 -57.25 penny-cap Short 0 0.0 Technology 832 SUMO 23 -57.77 penny-cap Short 0 -5.0 Technology 741 RIDE 25 -61.59 penny-cap Short 0 -5.0 Consumer Cyclical 988 ALVR 23 -68.92 penny-cap Short 0 0.0 Healthcare 1197 HPK 20 -81.59 penny-cap Short 0 -0.5 Energy 1151 FREQ 16 -350.99 penny-cap Short 0 -15.5 Healthcare Mean Return: -8.738341463414633 Mean Day/Week: 6.236585365853658 Accuracy:0.8341463414634146 ************************************** ************************************** ************************************** Error: ['OPK2 Error: Expecting value: line 1 column 1 (char 0)', 'CELH2 Error: Expecting value: line 1 column 1 (char 0)', 'VVNT2 Error: Expecting value: line 1 column 1 (char 0)']

[stock-filter]

Stock daily Filter Report for 2021/06/11 05-40-09

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 9 Communication Services 17 Consumer Cyclical 13 Consumer Defensive 12 Energy 28 Financial Services 23 Healthcare 32 Industrials 15 Real Estate 30 Technology 29 Utilities 7 unknown 3 **************************************** big_industry_downtrending_count tickers industry Basic Materials 3 Communication Services 6 Consumer Cyclical 6 Consumer Defensive 5 Financial Services 6 Healthcare 5 Industrials 6 Real Estate 1 Technology 9 Utilities 1 *******************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 219 CPB 2 -0.44 big-cap Short NaN -2.0 2.073714e+08 -4.0 Consumer Defensive Mean Return: -0.44 Mean Day/Week: 2.0 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 219 CPB 2 -0.44 big-cap Short NaN -2.0 2.073714e+08 -4.0 Consumer Defensive Mean Return: -0.44 Mean Day/Week: 2.0 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 0 GOOG 4 2.24 big-cap Long NaN 4.0 3.911158e+09 78.0 Communication Services 1 GOOGL 2 1.13 big-cap Long NaN 2.0 3.078732e+09 78.0 Communication Services 74 BIIB 4 4.71 big-cap Long NaN 4.0 1.944510e+09 28.0 Healthcare 14 XOM 3 1.00 big-cap Long NaN 3.0 1.714131e+09 8.0 Energy 7 ADBE 1 0.00 big-cap Long NaN 5.0 1.610431e+09 49.0 Technology 15 ORCL 4 -1.93 big-cap Long NaN 4.0 1.299825e+09 77.0 Technology 3 V 1 0.00 big-cap Long NaN 1.0 1.035016e+09 57.0 Financial Services 22 IBM 2 -0.09 big-cap Long NaN 2.0 6.726271e+08 65.0 Technology 32 GILD 1 0.00 big-cap Long NaN 1.0 5.990673e+08 28.0 Healthcare 57 REGN 2 1.95 big-cap Long NaN 5.0 4.893134e+08 34.0 Healthcare 36 ZTS 1 0.00 big-cap Long NaN 1.0 3.427634e+08 43.0 Healthcare 28 GSK 2 1.72 big-cap Long NaN 2.0 2.623562e+08 40.0 Healthcare 232 NUAN 1 0.00 big-cap Long NaN 1.0 2.595408e+08 43.0 Technology 136 KR 4 -0.44 big-cap Long NaN 5.0 2.395686e+08 34.0 Consumer Defensive 228 IFF 1 0.00 big-cap Long NaN 1.0 2.205454e+08 78.0 Basic Materials 82 EXC 3 2.09 big-cap Long NaN 3.0 2.184740e+08 55.0 Utilities 97 ALXN 1 0.00 big-cap Long NaN 1.0 2.123925e+08 40.0 Healthcare 218 DPZ 2 1.29 big-cap Long NaN 2.0 1.998872e+08 47.0 Consumer Cyclical 54 DELL 2 -0.16 big-cap Long NaN 2.0 1.808395e+08 78.0 Technology 214 NTAP 3 2.17 big-cap Long NaN 3.0 1.697099e+08 66.0 Technology 186 AVTR 1 0.00 big-cap Long NaN 1.0 1.643107e+08 49.0 Basic Materials 146 FTNT 5 3.22 big-cap Long NaN 5.0 1.598934e+08 78.0 Technology 85 PSA 5 2.32 big-cap Long NaN 5.0 1.429147e+08 78.0 Real Estate 231 CRL 1 0.00 big-cap Long NaN 1.0 1.374198e+08 78.0 Healthcare 166 EPAM 4 3.65 big-cap Long NaN 4.0 1.256592e+08 66.0 Technology 83 ROP 1 0.00 big-cap Long NaN 1.0 1.060662e+08 49.0 Industrials 190 WAT 2 1.76 big-cap Long NaN 2.0 1.006343e+08 54.0 Healthcare 235 TECH 1 0.00 big-cap Long NaN 1.0 8.585173e+07 78.0 Healthcare 188 PKI 1 0.00 big-cap Long NaN 1.0 7.775580e+07 26.0 Healthcare 192 PEAK 2 0.95 big-cap Long NaN 2.0 7.230777e+07 67.0 Real Estate 206 EXR 5 3.21 big-cap Long NaN 5.0 7.108165e+07 78.0 Real Estate 224 VICI 3 -0.93 big-cap Long NaN 3.0 6.771411e+07 78.0 Real Estate 185 AEM 1 0.00 big-cap Long NaN 1.0 6.310674e+07 28.0 Basic Materials 145 MPLX 1 0.00 big-cap Long NaN 1.0 4.585982e+07 78.0 Energy Mean Return: 1.4929999999999999 Mean Day/Week: 3.85 Accuracy:0.75 *******************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 5 NFLX 2 0.30 big-cap Short NaN -2.0 2.129010e+09 -36.0 Communication Services 31 MU 2 0.79 big-cap Short NaN -2.0 1.789199e+09 -29.0 Technology 210 ON 5 -1.14 big-cap Short NaN -5.0 2.624814e+08 -8.0 Technology 219 CPB 2 -0.44 big-cap Short NaN -2.0 2.073714e+08 -4.0 Consumer Defensive 158 MKTX 2 -0.17 big-cap Short NaN -2.0 1.900885e+08 -37.0 Financial Services 38 BEKE 4 5.71 big-cap Short NaN -4.0 1.290639e+08 -70.0 Real Estate 245 PLTK 1 0.00 big-cap Short NaN -1.0 2.565319e+07 -6.0 Communication Services 241 QGEN 5 2.46 big-cap Short NaN -5.0 1.893930e+07 -8.0 Healthcare 239 ZNH 4 0.66 big-cap Short NaN -4.0 2.619792e+05 -29.0 Industrials 263 CEA 2 -0.67 big-cap Short NaN -2.0 1.774668e+05 -32.0 Industrials Mean Return: 0.8333333333333334 Mean Day/Week: 3.2222222222222223 Accuracy:0.4444444444444444 *******************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 4 NVDA 12 11.03 big-cap Long NaN 12.0 4.988881e+09 46.0 Technology 2 FB 12 1.48 big-cap Long NaN 12.0 4.279379e+09 64.0 Communication Services 47 MRNA 10 19.50 big-cap Long NaN 10.0 2.517830e+09 41.0 Healthcare 29 GS 10 1.11 big-cap Long NaN 10.0 1.393669e+09 78.0 Financial Services 10 CRM 9 0.95 big-cap Long NaN 13.0 1.115412e+09 15.0 Technology 72 F 10 1.88 big-cap Long NaN 14.0 1.100776e+09 14.0 Consumer Cyclical 133 PXD 6 -4.14 big-cap Long NaN 6.0 8.842351e+08 8.0 Energy 126 BNTX 24 29.20 big-cap Long NaN 49.0 6.835036e+08 51.0 Healthcare 9 KO 8 1.15 big-cap Long NaN 8.0 6.026480e+08 54.0 Consumer Defensive 20 MS 25 5.62 big-cap Long NaN 29.0 5.868121e+08 78.0 Financial Services 6 ASML 8 4.18 big-cap Long NaN 8.0 5.575967e+08 66.0 Technology 39 LRCX 6 0.86 big-cap Long NaN 10.0 5.382641e+08 62.0 Technology 24 INTU 16 11.43 big-cap Long NaN 16.0 5.332199e+08 22.0 Technology 30 TGT 15 4.40 big-cap Long NaN 15.0 5.186105e+08 58.0 Consumer Defensive 41 CCI 8 4.50 big-cap Long NaN 8.0 5.082368e+08 63.0 Real Estate 42 EQIX 20 14.58 big-cap Long NaN 57.0 4.462639e+08 40.0 Real Estate 122 MPC 25 7.58 big-cap Long NaN 27.0 4.428045e+08 78.0 Energy 25 RTX 20 5.89 big-cap Long NaN 33.0 4.250465e+08 78.0 Industrials 17 TMUS 11 4.84 big-cap Long NaN 66.0 4.238720e+08 49.0 Communication Services 43 PBR 19 19.34 big-cap Long NaN 54.0 4.106669e+08 23.0 Energy 105 SLB 8 6.29 big-cap Long NaN 27.0 3.901786e+08 28.0 Energy 152 AVB 19 8.18 big-cap Long NaN 19.0 3.805791e+08 78.0 Real Estate 23 AMT 8 4.67 big-cap Long NaN 8.0 3.513616e+08 57.0 Real Estate 61 ITUB 23 20.41 big-cap Long NaN 62.0 3.373577e+08 35.0 Financial Services 27 AXP 8 -0.92 big-cap Long NaN 8.0 3.332608e+08 78.0 Financial Services 63 BX 13 2.67 big-cap Long NaN 13.0 3.148285e+08 78.0 Financial Services 255 DVN 21 15.38 big-cap Long NaN 27.0 3.136855e+08 34.0 Energy 107 SPG 10 4.89 big-cap Long NaN 10.0 2.975869e+08 78.0 Real Estate 104 SBAC 9 6.71 big-cap Long NaN 9.0 2.934566e+08 57.0 Real Estate 59 EW 13 4.72 big-cap Long NaN 13.0 2.930349e+08 44.0 Healthcare 33 PLD 8 5.28 big-cap Long NaN 8.0 2.927944e+08 63.0 Real Estate 112 EOG 7 1.09 big-cap Long NaN 7.0 2.690194e+08 78.0 Energy 215 CZR 12 4.02 big-cap Long NaN 12.0 2.646285e+08 78.0 Consumer Cyclical 151 EQR 10 5.28 big-cap Long NaN 10.0 2.568766e+08 78.0 Real Estate 153 VLO 7 -2.92 big-cap Long NaN 27.0 2.374233e+08 33.0 Energy 99 CARR 9 -0.11 big-cap Long NaN 9.0 2.368153e+08 64.0 Industrials 147 ANET 20 15.20 big-cap Long NaN 53.0 2.299036e+08 46.0 Technology 213 NUE 9 4.15 big-cap Long NaN 27.0 2.277417e+08 78.0 Basic Materials 34 BP 8 1.85 big-cap Long NaN 8.0 2.242567e+08 78.0 Energy 138 DFS 8 1.09 big-cap Long NaN 8.0 2.118391e+08 78.0 Financial Services 142 CERN 23 4.82 big-cap Long NaN 58.0 2.061225e+08 30.0 Healthcare 62 EMR 8 0.51 big-cap Long NaN 8.0 2.048450e+08 78.0 Industrials 164 SYF 29 11.68 big-cap Long NaN 29.0 2.041306e+08 78.0 unknown 116 PSX 6 2.73 big-cap Long NaN 27.0 2.006737e+08 10.0 Energy 101 PAYX 14 3.97 big-cap Long NaN 14.0 1.952597e+08 66.0 Industrials 11 NVS 7 5.11 big-cap Long NaN 23.0 1.906004e+08 25.0 Healthcare 134 WMB 29 13.10 big-cap Long NaN 29.0 1.880726e+08 78.0 Energy 144 YUMC 18 8.85 big-cap Long NaN 31.0 1.841687e+08 20.0 Consumer Cyclical 80 DLR 7 5.81 big-cap Long NaN 7.0 1.838890e+08 53.0 Real Estate 93 APTV 6 -0.22 big-cap Long NaN 10.0 1.821179e+08 10.0 Consumer Cyclical 207 EXPD 26 10.71 big-cap Long NaN 26.0 1.801549e+08 68.0 Industrials 78 IDXX 12 4.53 big-cap Long NaN 12.0 1.745613e+08 20.0 Healthcare 225 BXP 17 8.91 big-cap Long NaN 17.0 1.688844e+08 76.0 Real Estate 132 WELL 6 3.14 big-cap Long NaN 7.0 1.595446e+08 78.0 Real Estate 240 NLOK 21 14.20 big-cap Long NaN 21.0 1.571152e+08 24.0 Technology 135 SU 8 2.49 big-cap Long NaN 26.0 1.545821e+08 78.0 Energy 243 CVE 8 12.97 big-cap Long NaN 8.0 1.526865e+08 10.0 Energy 120 NOK 19 10.80 big-cap Long NaN 45.0 1.420570e+08 30.0 Technology 257 HWM 17 3.90 big-cap Long NaN 17.0 1.410549e+08 78.0 Industrials 195 LNG 30 13.52 big-cap Long NaN 30.0 1.406392e+08 78.0 Energy 160 BKR 8 0.03 big-cap Long NaN 27.0 1.401828e+08 24.0 Energy 198 HAL 6 -3.22 big-cap Long NaN 25.0 1.390697e+08 10.0 Energy 140 WORK 9 0.97 big-cap Long NaN 13.0 1.389001e+08 17.0 Technology 248 NLY 18 3.67 big-cap Long NaN 18.0 1.386380e+08 63.0 Real Estate 150 ARE 7 6.29 big-cap Long NaN 7.0 1.373954e+08 49.0 Real Estate 182 ALB 10 -0.23 big-cap Long NaN 10.0 1.319323e+08 35.0 Basic Materials 81 TEL 8 -0.39 big-cap Long NaN 8.0 1.316087e+08 20.0 Technology 88 BBD 11 11.26 big-cap Long NaN 28.0 1.292779e+08 26.0 Financial Services 174 AKAM 25 7.83 big-cap Long NaN 58.0 1.256086e+08 26.0 Technology 184 ET 8 7.50 big-cap Long NaN 31.0 1.107592e+08 78.0 Energy 69 EPD 7 3.06 big-cap Long NaN 7.0 1.107563e+08 72.0 Energy 250 CNP 19 4.35 big-cap Long NaN 19.0 1.063955e+08 63.0 Utilities 191 NVCR 8 7.14 big-cap Long NaN 8.0 1.061309e+08 42.0 Healthcare 264 CPT 12 7.56 big-cap Long NaN 12.0 1.060360e+08 78.0 Real Estate 123 NTR 21 7.64 big-cap Long NaN 27.0 1.002095e+08 27.0 Basic Materials 189 HES 28 15.26 big-cap Long NaN 28.0 9.815370e+07 78.0 Energy 50 BAM 18 2.58 big-cap Long NaN 18.0 9.613148e+07 72.0 Financial Services 249 BSY 7 7.08 big-cap Long NaN 14.0 9.451086e+07 50.0 Technology 187 INVH 20 9.16 big-cap Long NaN 62.0 9.296615e+07 65.0 Real Estate 178 VTR 6 1.40 big-cap Long NaN 8.0 9.296161e+07 13.0 Real Estate 60 SAN 21 7.52 big-cap Long NaN 31.0 9.128415e+07 78.0 Financial Services 113 MSI 23 6.08 big-cap Long NaN 23.0 8.869497e+07 78.0 Technology 65 STLA 18 11.19 big-cap Long NaN 19.0 8.603875e+07 26.0 unknown 256 LW 7 -2.48 big-cap Long NaN 12.0 8.487171e+07 9.0 Consumer Defensive 237 LUMN 7 3.62 big-cap Long NaN 23.0 8.342126e+07 25.0 Communication Services 197 BPY 16 1.25 big-cap Long NaN 16.0 7.871216e+07 78.0 Real Estate 194 SUI 8 5.06 big-cap Long NaN 8.0 7.567323e+07 63.0 Real Estate 202 MAA 7 3.47 big-cap Long NaN 7.0 7.525707e+07 78.0 Real Estate 26 DEO 21 5.50 big-cap Long NaN 47.0 7.378584e+07 71.0 Consumer Defensive 127 CNQ 11 9.34 big-cap Long NaN 25.0 7.076824e+07 78.0 Energy 230 BEN 10 0.77 big-cap Long NaN 26.0 6.811581e+07 78.0 Financial Services 67 ABEV 25 20.23 big-cap Long NaN 25.0 6.785913e+07 41.0 Consumer Defensive 252 BAH 13 2.88 big-cap Long NaN 13.0 6.783217e+07 32.0 Industrials 199 ESS 7 1.92 big-cap Long NaN 7.0 6.714898e+07 78.0 Real Estate 254 UDR 8 2.95 big-cap Long NaN 8.0 6.683205e+07 78.0 Real Estate 84 TRP 7 2.42 big-cap Long NaN 7.0 6.506010e+07 70.0 Energy 64 BMO 31 10.93 big-cap Long NaN 31.0 6.333092e+07 78.0 Financial Services 258 TAP 7 1.03 big-cap Long NaN 7.0 6.223272e+07 53.0 Consumer Defensive 180 CNHI 10 1.21 big-cap Long NaN 24.0 6.122923e+07 28.0 Industrials 209 DRE 8 5.33 big-cap Long NaN 8.0 5.393837e+07 64.0 Real Estate 19 BUD 38 14.40 big-cap Long NaN 63.0 5.382069e+07 44.0 Consumer Defensive 253 ELS 13 7.32 big-cap Long NaN 13.0 5.203635e+07 63.0 Real Estate 159 CCEP 42 12.52 big-cap Long NaN 42.0 5.105758e+07 78.0 Consumer Defensive 246 WPC 8 0.66 big-cap Long NaN 8.0 5.094074e+07 54.0 Real Estate 71 AMX 24 9.43 big-cap Long NaN 24.0 4.847866e+07 45.0 Communication Services 226 ZLAB 9 -2.67 big-cap Long NaN 14.0 4.722421e+07 20.0 Healthcare 49 EQNR 10 6.22 big-cap Long NaN 31.0 4.521618e+07 42.0 Energy 90 CM 31 14.50 big-cap Long NaN 31.0 4.448630e+07 78.0 Financial Services 208 HEI 8 1.43 big-cap Long NaN 8.0 4.197182e+07 45.0 Industrials 46 ABB 7 -0.42 big-cap Long NaN 7.0 3.912387e+07 68.0 Industrials 212 LDOS 7 2.85 big-cap Long NaN 7.0 3.639740e+07 30.0 Technology 12 TM 18 12.87 big-cap Long NaN 18.0 3.480573e+07 21.0 Consumer Cyclical 89 BCE 49 10.76 big-cap Long NaN 70.0 3.398936e+07 68.0 Communication Services 58 UBS 6 -2.07 big-cap Long NaN 14.0 3.162349e+07 15.0 Financial Services 141 FMX 7 2.60 big-cap Long NaN 7.0 2.872349e+07 62.0 Consumer Defensive 79 TRI 11 1.02 big-cap Long NaN 11.0 2.809870e+07 76.0 Industrials 102 BGNE 6 0.98 big-cap Long NaN 17.0 2.743756e+07 18.0 Healthcare 222 IMO 30 23.55 big-cap Long NaN 30.0 2.588372e+07 78.0 Energy 129 TU 23 5.32 big-cap Long NaN 31.0 2.320445e+07 25.0 Communication Services 68 HMC 7 1.36 big-cap Long NaN 9.0 2.255861e+07 68.0 Consumer Cyclical 217 AGR 6 3.14 big-cap Long NaN 6.0 2.168263e+07 68.0 Utilities 130 GMAB 18 13.47 big-cap Long NaN 48.0 2.005828e+07 26.0 Healthcare 98 CRH 25 3.54 big-cap Long NaN 25.0 1.895221e+07 54.0 Basic Materials 251 WTRG 13 1.09 big-cap Long NaN 13.0 1.744093e+07 43.0 Utilities 196 SKM 8 0.44 big-cap Long NaN 8.0 1.158224e+07 53.0 Communication Services 227 VIV 8 5.93 big-cap Long NaN 37.0 1.111274e+07 17.0 Communication Services 111 BBVA 24 7.57 big-cap Long NaN 30.0 9.607423e+06 33.0 Financial Services 21 PTR 9 6.62 big-cap Long NaN 26.0 7.699901e+06 31.0 Energy 100 WIT 17 10.18 big-cap Long NaN 38.0 6.762123e+06 40.0 Technology 244 NTCO 20 18.47 big-cap Long NaN 45.0 6.579411e+06 26.0 Consumer Defensive 125 BSBR 20 21.32 big-cap Long NaN 40.0 5.609850e+06 26.0 Financial Services 95 E 6 0.56 big-cap Long NaN 6.0 3.460261e+06 78.0 Energy 109 CHT 8 0.25 big-cap Long NaN 8.0 2.565860e+06 42.0 Communication Services 216 SHG 11 2.08 big-cap Long NaN 11.0 1.847428e+06 68.0 Financial Services 48 WBK 11 1.58 big-cap Long NaN 11.0 1.313579e+06 78.0 Financial Services 87 BBDO 15 12.80 big-cap Long NaN 26.0 4.715325e+04 31.0 Financial Services 70 AMOV 23 8.68 big-cap Long NaN 24.0 3.119882e+04 37.0 Communication Services 44 CCZ 6 1.33 big-cap Long NaN 28.0 2.434288e+04 22.0 unknown Mean Return: 6.055652173913043 Mean Day/Week: 14.043478260869565 Accuracy:0.9130434782608695 *******************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 66 TAL 25 -50.65 big-cap Short NaN -25.0 1.031764e+09 -65.0 Consumer Defensive 40 FISV 6 -3.13 big-cap Short NaN -32.0 8.201995e+08 -23.0 Technology 115 EDU 23 -31.86 big-cap Short NaN -23.0 7.053379e+08 -62.0 Consumer Defensive 8 ABT 8 4.10 big-cap Short NaN -31.0 6.793953e+08 -31.0 Healthcare 92 LVS 6 -2.42 big-cap Short NaN -6.0 3.579649e+08 -27.0 Consumer Cyclical 52 WDAY 10 -0.06 big-cap Short NaN -30.0 3.551401e+08 -29.0 Technology 148 DLTR 10 -0.27 big-cap Short NaN -33.0 2.508934e+08 -10.0 Consumer Defensive 56 GPN 6 -0.90 big-cap Short NaN -27.0 2.492231e+08 -26.0 Industrials 173 DISCA 18 -11.27 big-cap Short NaN -54.0 2.356730e+08 -48.0 Communication Services 76 CMG 6 0.89 big-cap Short NaN -33.0 2.348044e+08 -23.0 Consumer Cyclical 131 CLX 12 -1.29 big-cap Short NaN -31.0 2.261197e+08 -22.0 Consumer Defensive 201 GH 7 2.80 big-cap Short NaN -27.0 2.192737e+08 -27.0 Healthcare 168 VIPS 7 -6.79 big-cap Short NaN -54.0 1.370139e+08 -50.0 Consumer Cyclical 170 KMX 16 -0.71 big-cap Short NaN -25.0 1.022731e+08 -22.0 Consumer Cyclical 265 PLAN 9 -0.89 big-cap Short NaN -9.0 9.325164e+07 -74.0 Technology 242 SMG 6 -3.69 big-cap Short NaN -40.0 9.251101e+07 -16.0 Basic Materials 223 ATHM 16 -15.52 big-cap Short NaN -16.0 2.868799e+07 -67.0 Communication Services 238 ERIE 29 -11.78 big-cap Short NaN -29.0 1.306752e+07 -69.0 Financial Services 247 ENIA 29 -4.44 big-cap Short NaN -40.0 9.361016e+06 -36.0 Utilities 205 SUZ 17 -8.19 big-cap Short NaN -70.0 4.139067e+06 -35.0 Basic Materials Mean Return: -7.303499999999998 Mean Day/Week: 13.3 Accuracy:0.85 ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 2 Communication Services 3 Consumer Cyclical 8 Consumer Defensive 3 Energy 10 Financial Services 8 Healthcare 11 Industrials 5 Real Estate 26 Technology 12 Utilities 5 unknown 4 **************************************** small_industry_downtrending_count tickers industry Communication Services 2 Consumer Cyclical 8 Financial Services 2 Healthcare 7 Industrials 7 Technology 3 *******************Part 2.1 Small Cap Long Entry SPAN MACD********************* small_long_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 341 TMX 1 0.0 small-cap Long NaN 5.0 1.759153e+07 5.0 Consumer Cyclical 357 PAC 1 0.0 small-cap Long NaN 2.0 1.448016e+07 3.0 Industrials Mean Return: nan Mean Day/Week: inf 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 316 SRPT 1 0.0 small-cap Long NaN 73.0 1.209814e+08 4.0 Healthcare 341 TMX 1 0.0 small-cap Long NaN 5.0 1.759153e+07 5.0 Consumer Cyclical 357 PAC 1 0.0 small-cap Long NaN 2.0 1.448016e+07 3.0 Industrials Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************Part 2.4 Small Cap Short Entry SPAN********************* small_short_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 2.5 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 308 CLF 2 -1.12 small-cap Long NaN 2.0 1.688931e+09 51.0 Basic Materials 288 JAZZ 2 2.25 small-cap Long NaN 2.0 1.832013e+08 26.0 Healthcare 360 YETI 3 -2.22 small-cap Long NaN 3.0 1.262208e+08 49.0 Consumer Cyclical 267 IVZ 5 -1.57 small-cap Long NaN 5.0 1.048019e+08 78.0 Financial Services 330 REXR 5 4.89 small-cap Long NaN 5.0 1.024647e+08 63.0 Real Estate 297 JNPR 5 4.02 small-cap Long NaN 5.0 9.651288e+07 33.0 Technology 282 COLD 1 0.00 small-cap Long NaN 3.0 6.963921e+07 62.0 Real Estate 379 STWD 3 -0.11 small-cap Long NaN 3.0 5.405111e+07 78.0 Real Estate 303 JLL 3 -0.61 small-cap Long NaN 3.0 4.843440e+07 78.0 Real Estate 348 OGE 1 0.00 small-cap Long NaN 1.0 4.287984e+07 54.0 Utilities 286 BRKR 1 0.00 small-cap Long NaN 2.0 4.085494e+07 78.0 Healthcare 266 AMH 1 0.00 small-cap Long NaN 1.0 3.732326e+07 66.0 Real Estate 290 PNW 1 0.00 small-cap Long NaN 1.0 3.620075e+07 62.0 Utilities 341 TMX 1 0.00 small-cap Long NaN 5.0 1.759153e+07 5.0 Consumer Cyclical 374 FFIN 4 -1.51 small-cap Long NaN 4.0 1.521960e+07 78.0 Financial Services 351 WES 1 0.00 small-cap Long NaN 1.0 1.499511e+07 78.0 Energy 357 PAC 1 0.00 small-cap Long NaN 2.0 1.448016e+07 3.0 Industrials 334 CAE 1 0.00 small-cap Long NaN 2.0 1.216625e+07 76.0 Industrials 320 BSMX 4 7.23 small-cap Long NaN 4.0 1.013220e+07 53.0 Financial Services 354 FSV 3 1.05 small-cap Long NaN 3.0 3.109231e+06 78.0 Real Estate Mean Return: 1.1181818181818182 Mean Day/Week: 4.363636363636363 Accuracy:0.45454545454545453 *******************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 369 PSTH 4 0.26 small-cap Short NaN -4.0 7.798726e+07 -62.0 Financial Services 328 ONEM 2 -0.21 small-cap Short NaN -2.0 3.781775e+07 -69.0 Healthcare Mean Return: 0.02500000000000001 Mean Day/Week: 3.0 Accuracy:0.5 *******************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 361 MRO 8 -2.10 small-cap Long NaN 10.0 2.441680e+08 14.0 Energy 365 APA 7 -3.61 small-cap Long NaN 8.0 1.564061e+08 11.0 Energy 280 FANG 7 0.71 small-cap Long NaN 7.0 1.537116e+08 10.0 Energy 284 NKLA 6 -0.02 small-cap Long NaN 32.0 1.496054e+08 10.0 Consumer Cyclical 270 IRM 24 11.94 small-cap Long NaN 24.0 1.274894e+08 78.0 Real Estate 349 DKS 10 -1.35 small-cap Long NaN 10.0 1.165509e+08 78.0 Consumer Cyclical 338 TRGP 11 21.55 small-cap Long NaN 33.0 1.164511e+08 78.0 Energy 277 MRVI 6 8.43 small-cap Long NaN 6.0 9.033237e+07 78.0 Healthcare 279 CONE 15 11.66 small-cap Long NaN 15.0 8.836941e+07 43.0 Real Estate 291 CIEN 6 1.14 small-cap Long NaN 9.0 8.794779e+07 15.0 Technology 337 DXC 34 26.56 small-cap Long NaN 51.0 8.523997e+07 54.0 Technology 301 VER 13 4.76 small-cap Long NaN 49.0 7.738125e+07 76.0 Real Estate 333 FRT 7 2.52 small-cap Long NaN 7.0 7.601492e+07 78.0 Real Estate 343 NTNX 10 7.90 small-cap Long NaN 45.0 6.905389e+07 15.0 Technology 317 KIM 6 -0.05 small-cap Long NaN 6.0 6.829100e+07 78.0 Real Estate 364 CCJ 24 8.19 small-cap Long NaN 26.0 6.773447e+07 78.0 Energy 309 VNO 7 1.63 small-cap Long NaN 8.0 6.338950e+07 11.0 Real Estate 268 MMP 15 8.70 small-cap Long NaN 46.0 6.234072e+07 48.0 Energy 332 VRT 19 10.67 small-cap Long NaN 19.0 6.207538e+07 49.0 Industrials 359 PRGO 22 10.51 small-cap Long NaN 40.0 5.966817e+07 25.0 Healthcare 377 FR 8 4.65 small-cap Long NaN 8.0 5.963073e+07 78.0 Real Estate 339 OMF 8 -1.41 small-cap Long NaN 9.0 5.682991e+07 54.0 Financial Services 299 REG 6 1.89 small-cap Long NaN 6.0 5.139156e+07 78.0 Real Estate 331 SEE 10 2.81 small-cap Long NaN 68.0 4.899981e+07 57.0 Consumer Cyclical 311 MANH 11 5.68 small-cap Long NaN 11.0 4.690803e+07 32.0 Technology 382 THC 11 5.17 small-cap Long NaN 33.0 4.414382e+07 78.0 Healthcare 346 HLF 11 3.60 small-cap Long NaN 42.0 4.357740e+07 20.0 Consumer Defensive 363 JHG 36 16.23 small-cap Long NaN 64.0 4.123232e+07 48.0 Financial Services 292 DNLI 7 15.80 small-cap Long NaN 18.0 3.998138e+07 13.0 Healthcare 389 BRX 7 1.25 small-cap Long NaN 7.0 3.900988e+07 78.0 Real Estate 367 EGP 8 5.93 small-cap Long NaN 8.0 3.837131e+07 65.0 Real Estate 344 AIRC 13 8.50 small-cap Long NaN 13.0 3.804111e+07 25.0 Real Estate 352 PAA 23 20.96 small-cap Long NaN 31.0 3.707389e+07 34.0 Energy 314 CLR 22 15.71 small-cap Long NaN 26.0 3.183342e+07 33.0 Energy 272 GLPI 7 0.87 small-cap Long NaN 7.0 3.133836e+07 51.0 Real Estate 347 LSI 11 8.65 small-cap Long NaN 11.0 3.035210e+07 78.0 Real Estate 340 JBL 9 1.59 small-cap Long NaN 9.0 2.940911e+07 68.0 Technology 271 MGP 9 3.79 small-cap Long NaN 9.0 2.923012e+07 78.0 Real Estate 362 ACC 12 4.30 small-cap Long NaN 54.0 2.881735e+07 40.0 Real Estate 304 MBT 17 2.74 small-cap Long NaN 39.0 2.861477e+07 25.0 Communication Services 306 UGI 6 1.91 small-cap Long NaN 6.0 2.850090e+07 78.0 Utilities 312 ADT 16 18.26 small-cap Long NaN 16.0 2.529185e+07 43.0 Industrials 322 CUBE 8 4.16 small-cap Long NaN 8.0 2.376063e+07 78.0 Real Estate 368 CHH 20 5.10 small-cap Long NaN 24.0 1.834734e+07 55.0 Consumer Cyclical 371 PSXP 25 16.90 small-cap Long NaN 76.0 1.278219e+07 70.0 Energy 278 KOF 9 4.75 small-cap Long NaN 23.0 1.276919e+07 47.0 Consumer Defensive 350 MSA 12 -0.03 small-cap Long NaN 36.0 1.125815e+07 25.0 Industrials 372 MPLN 17 13.56 small-cap Long NaN 45.0 1.040757e+07 20.0 Healthcare 313 CHNG 9 0.43 small-cap Long NaN 9.0 9.833647e+06 19.0 Healthcare 384 KT 22 9.91 small-cap Long NaN 22.0 5.555721e+06 78.0 Communication Services 283 EBR 20 17.42 small-cap Long NaN 75.0 5.462525e+06 50.0 Utilities 323 ICL 13 4.76 small-cap Long NaN 13.0 1.042633e+06 78.0 Basic Materials 327 JSM 12 2.68 small-cap Long NaN 12.0 6.615271e+05 47.0 unknown 378 HNP 7 3.32 small-cap Long NaN 7.0 6.474201e+05 38.0 Utilities 358 WF 7 1.20 small-cap Long NaN 7.0 2.625264e+05 64.0 Financial Services 387 BOKFL 7 0.57 small-cap Long NaN 9.0 1.438124e+04 10.0 unknown Mean Return: 6.488392857142856 Mean Day/Week: 12.732142857142858 Accuracy:0.875 *******************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 336 THO 9 -6.09 small-cap Short NaN -23.0 1.486786e+08 -18.0 Consumer Cyclical 376 BPMC 8 -5.73 small-cap Short NaN -8.0 1.374853e+08 -29.0 Healthcare 325 BLD 6 -2.16 small-cap Short NaN -24.0 1.286429e+08 -14.0 Industrials 285 LAD 6 -3.14 small-cap Short NaN -56.0 1.196164e+08 -26.0 Consumer Cyclical 269 RARE 8 -0.14 small-cap Short NaN -8.0 1.165163e+08 -77.0 Healthcare 305 YY 31 -26.97 small-cap Short NaN -69.0 7.947093e+07 -53.0 Communication Services 385 VNET 31 -27.28 small-cap Short NaN -80.0 4.947084e+07 -69.0 Technology 302 RNR 16 -6.38 small-cap Short NaN -28.0 4.415770e+07 -23.0 Financial Services 281 AZPN 8 2.65 small-cap Short NaN -8.0 4.277501e+07 -30.0 Technology 375 INSP 7 1.04 small-cap Short NaN -25.0 4.170165e+07 -26.0 Healthcare 295 NYT 6 -0.64 small-cap Short NaN -69.0 3.286280e+07 -65.0 Communication Services 315 ALLK 6 1.68 small-cap Short NaN -6.0 2.721311e+07 -77.0 Healthcare 307 MLCO 24 -5.08 small-cap Short NaN -55.0 2.548591e+07 -30.0 Consumer Cyclical 329 KOD 25 -22.24 small-cap Short NaN -25.0 2.478286e+07 -137.0 Healthcare 324 RCM 11 -4.99 small-cap Short NaN -26.0 2.475651e+07 -28.0 Healthcare 276 UHAL 10 -2.92 small-cap Short NaN -55.0 1.835270e+07 -16.0 Industrials 390 TNET 9 -4.06 small-cap Short NaN -31.0 1.283752e+07 -23.0 Industrials 345 ESLT 8 2.00 small-cap Short NaN -37.0 3.434880e+06 -13.0 Industrials Mean Return: -6.136111111111111 Mean Day/Week: 12.722222222222221 Accuracy:0.7777777777777778 ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 21 Communication Services 8 Consumer Cyclical 24 Consumer Defensive 17 Energy 43 Financial Services 62 Healthcare 45 Industrials 29 Real Estate 59 Technology 27 Utilities 4 unknown 6 **************************************** penny_industry_downtrending_count tickers industry Basic Materials 4 Communication Services 7 Consumer Cyclical 20 Consumer Defensive 3 Financial Services 31 Healthcare 21 Industrials 22 Real Estate 2 Technology 13 Utilities 1 unknown 5 *******************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 463 DOC 1 0.00 penny-cap Long NaN 3.0 3.263079e+07 4.0 Real Estate 746 NYMT 2 -1.45 penny-cap Long NaN 3.0 1.359980e+07 5.0 Real Estate 658 FTAI 1 0.00 penny-cap Long NaN 5.0 7.325066e+06 4.0 Industrials Mean Return: -1.45 Mean Day/Week: 4.0 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 474 IFS 1 0.0 penny-cap Short NaN -1.0 3.016255e+06 -4.0 Financial Services Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************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 419 WWE 1 0.00 penny-cap Long NaN 12.0 8.025214e+07 3.0 Communication Services 470 OPCH 2 1.76 penny-cap Long NaN 12.0 5.937110e+07 4.0 Healthcare 591 BGS 3 -0.46 penny-cap Long NaN 12.0 4.553884e+07 4.0 Consumer Defensive 463 DOC 1 0.00 penny-cap Long NaN 3.0 3.263079e+07 4.0 Real Estate 746 NYMT 2 -1.45 penny-cap Long NaN 3.0 1.359980e+07 5.0 Real Estate 531 TR 1 0.00 penny-cap Long NaN 7.0 1.072716e+07 2.0 Consumer Defensive 596 MODV 2 0.19 penny-cap Long NaN 25.0 1.034405e+07 3.0 Healthcare 658 FTAI 1 0.00 penny-cap Long NaN 5.0 7.325066e+06 4.0 Industrials Mean Return: 0.010000000000000009 Mean Day/Week: 3.25 Accuracy:0.5 *******************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 474 IFS 1 0.0 penny-cap Short NaN -1.0 3.016255e+06 -4.0 Financial Services Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************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 451 X 1 0.00 penny-cap Long NaN 1.0 8.850888e+08 54.0 Basic Materials 571 SFM 5 5.14 penny-cap Long NaN 5.0 1.327680e+08 78.0 Consumer Defensive 582 MIC 4 -0.72 penny-cap Long NaN 4.0 5.100651e+07 46.0 Industrials 827 OXM 1 0.00 penny-cap Long NaN 1.0 4.150239e+07 78.0 Consumer Cyclical 424 TV 4 -1.89 penny-cap Long NaN 4.0 3.646507e+07 64.0 Communication Services 502 AGIO 4 -0.23 penny-cap Long NaN 4.0 3.488592e+07 50.0 Healthcare 564 OUT 2 -2.78 penny-cap Long NaN 2.0 3.454830e+07 78.0 Real Estate 463 DOC 1 0.00 penny-cap Long NaN 3.0 3.263079e+07 4.0 Real Estate 412 STAG 4 3.20 penny-cap Long NaN 4.0 3.055153e+07 78.0 Real Estate 494 HRB 3 -0.08 penny-cap Long NaN 3.0 2.852569e+07 78.0 Consumer Cyclical 619 SITC 3 0.89 penny-cap Long NaN 3.0 2.691929e+07 74.0 Real Estate 535 WRI 3 -0.68 penny-cap Long NaN 3.0 2.642115e+07 78.0 Real Estate 649 CVA 2 -0.91 penny-cap Long NaN 2.0 2.612601e+07 29.0 Industrials 588 CLNY 5 9.62 penny-cap Long NaN 5.0 2.393631e+07 78.0 Real Estate 548 SHOO 3 -2.48 penny-cap Long NaN 3.0 2.150024e+07 68.0 Consumer Cyclical 452 TRNO 4 2.15 penny-cap Long NaN 4.0 1.812170e+07 49.0 Real Estate 696 MFA 4 2.87 penny-cap Long NaN 4.0 1.771771e+07 73.0 Real Estate 725 CXP 3 1.16 penny-cap Long NaN 3.0 1.706130e+07 72.0 Real Estate 799 CRTO 4 -9.77 penny-cap Long NaN 4.0 1.381803e+07 78.0 Communication Services 702 ROIC 4 1.31 penny-cap Long NaN 4.0 1.364206e+07 78.0 Real Estate 405 ACHC 4 2.54 penny-cap Long NaN 4.0 1.361279e+07 78.0 Healthcare 746 NYMT 2 -1.45 penny-cap Long NaN 3.0 1.359980e+07 5.0 Real Estate 465 NFG 4 1.68 penny-cap Long NaN 4.0 1.349503e+07 78.0 Energy 484 AB 3 -0.77 penny-cap Long NaN 3.0 1.318849e+07 78.0 Financial Services 789 AKR 3 -0.13 penny-cap Long NaN 3.0 9.646458e+06 78.0 Real Estate 595 HCSG 2 -0.58 penny-cap Long NaN 2.0 7.717501e+06 24.0 Healthcare 454 INOV 2 0.84 penny-cap Long NaN 2.0 7.348455e+06 78.0 Healthcare 658 FTAI 1 0.00 penny-cap Long NaN 5.0 7.325066e+06 4.0 Industrials 694 HSKA 2 1.52 penny-cap Long NaN 2.0 7.156117e+06 19.0 Healthcare 685 PDI 3 -0.51 penny-cap Long NaN 3.0 7.022148e+06 75.0 Financial Services 684 RVNC 2 0.37 penny-cap Long NaN 2.0 6.901600e+06 36.0 Healthcare 464 BAK 5 0.84 penny-cap Long NaN 5.0 6.246136e+06 78.0 Basic Materials 764 ETV 1 0.00 penny-cap Long NaN 1.0 5.149662e+06 52.0 Financial Services 606 VNOM 3 -1.43 penny-cap Long NaN 3.0 4.800585e+06 42.0 Energy 777 RPTX 2 -2.78 penny-cap Long NaN 2.0 4.423407e+06 33.0 Healthcare 686 MNR 4 1.62 penny-cap Long NaN 4.0 4.378506e+06 26.0 Real Estate 752 ILPT 4 1.96 penny-cap Long NaN 4.0 4.168502e+06 63.0 Real Estate 706 OTTR 3 0.41 penny-cap Long NaN 3.0 4.113572e+06 67.0 Utilities 785 NFJ 4 1.89 penny-cap Long NaN 4.0 3.834644e+06 53.0 Financial Services 779 BXMX 5 2.35 penny-cap Long NaN 5.0 3.162106e+06 72.0 Financial Services 812 ARKO 4 0.37 penny-cap Long NaN 4.0 3.086578e+06 69.0 Consumer Cyclical 847 ETW 2 0.71 penny-cap Long NaN 2.0 2.607313e+06 66.0 Financial Services 778 USAC 3 -0.95 penny-cap Long NaN 4.0 2.542078e+06 20.0 Energy 662 ADX 3 0.51 penny-cap Long NaN 3.0 1.598893e+06 68.0 Financial Services 742 VCTR 3 -0.64 penny-cap Long NaN 3.0 1.283023e+06 68.0 Financial Services 626 IBA 3 -0.50 penny-cap Long NaN 3.0 2.337993e+05 42.0 Consumer Defensive Mean Return: 0.35780487804878036 Mean Day/Week: 3.4390243902439024 Accuracy:0.5365853658536586 *******************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 573 SAVE 5 -3.50 penny-cap Short NaN -5.0 9.937336e+07 -23.0 Industrials 526 SIX 1 0.00 penny-cap Short NaN -1.0 8.083311e+07 -27.0 Consumer Cyclical 398 NYCB 2 -1.93 penny-cap Short NaN -2.0 5.090492e+07 -27.0 Financial Services 518 PCRX 5 -2.87 penny-cap Short NaN -5.0 3.335935e+07 -49.0 Healthcare 607 TPIC 1 0.00 penny-cap Short NaN -1.0 3.192324e+07 -9.0 Industrials 499 TRTN 2 -2.04 penny-cap Short NaN -2.0 3.148359e+07 -30.0 Industrials 413 AL 1 0.00 penny-cap Short NaN -1.0 1.920524e+07 -24.0 Industrials 716 BALY 1 0.00 penny-cap Short NaN -1.0 1.790507e+07 -38.0 Consumer Cyclical 421 NEU 4 0.31 penny-cap Short NaN -4.0 1.256619e+07 -137.0 Basic Materials 408 FTDR 5 -2.17 penny-cap Short NaN -5.0 1.141556e+07 -35.0 Consumer Cyclical 675 KN 4 -0.74 penny-cap Short NaN -4.0 1.024347e+07 -27.0 Technology 676 ADUS 2 0.03 penny-cap Short NaN -2.0 8.995639e+06 -30.0 Healthcare 516 BIPC 1 0.00 penny-cap Short NaN -1.0 8.740015e+06 -6.0 Utilities 710 HMN 2 -0.39 penny-cap Short NaN -2.0 5.663195e+06 -35.0 Financial Services 656 PRK 1 0.00 penny-cap Short NaN -2.0 4.806452e+06 -29.0 Financial Services 474 IFS 1 0.00 penny-cap Short NaN -1.0 3.016255e+06 -4.0 Financial Services 837 ORIC 5 3.85 penny-cap Short NaN -5.0 2.708153e+06 -69.0 Healthcare 724 HY 2 -0.42 penny-cap Short NaN -2.0 2.359586e+06 -45.0 Industrials Mean Return: -0.8972727272727273 Mean Day/Week: 4.090909090909091 Accuracy:0.7272727272727273 *******************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 418 SLG 15 12.64 penny-cap Long NaN 15.0 1.488104e+08 77.0 Real Estate 790 ERJ 12 20.83 penny-cap Long NaN 12.0 1.262773e+08 78.0 Industrials 643 ASO 9 9.31 penny-cap Long NaN 9.0 1.221093e+08 78.0 Consumer Cyclical 491 OSTK 6 -2.15 penny-cap Long NaN 17.0 7.722230e+07 17.0 Consumer Cyclical 628 BCRX 18 18.86 penny-cap Long NaN 25.0 7.546086e+07 25.0 Healthcare 862 SM 10 9.21 penny-cap Long NaN 10.0 7.331538e+07 78.0 Energy 627 MAC 13 15.62 penny-cap Long NaN 35.0 7.102993e+07 25.0 Real Estate 657 AR 24 22.03 penny-cap Long NaN 24.0 6.894781e+07 78.0 Energy 659 DDS 19 31.83 penny-cap Long NaN 19.0 6.575144e+07 34.0 Consumer Cyclical 585 RRC 21 27.03 penny-cap Long NaN 28.0 6.267167e+07 28.0 Energy 461 SGMS 32 27.24 penny-cap Long NaN 40.0 6.251505e+07 36.0 Consumer Cyclical 396 FTI 7 2.31 penny-cap Long NaN 28.0 6.172655e+07 10.0 Energy 485 ALKS 11 12.14 penny-cap Long NaN 40.0 6.003541e+07 34.0 Healthcare 666 PRFT 43 18.28 penny-cap Long NaN 43.0 5.997703e+07 78.0 Technology 395 NOV 8 -0.20 penny-cap Long NaN 30.0 5.742376e+07 28.0 Energy 435 OVV 7 3.25 penny-cap Long NaN 9.0 5.702991e+07 11.0 Energy 816 CYH 10 14.38 penny-cap Long NaN 26.0 5.581994e+07 29.0 Healthcare 559 SWN 23 19.84 penny-cap Long NaN 26.0 5.560423e+07 32.0 Energy 568 BNL 30 20.12 penny-cap Long NaN 50.0 5.498021e+07 40.0 Real Estate 441 PGNY 15 12.63 penny-cap Long NaN 15.0 5.066042e+07 44.0 Healthcare 652 WBT 8 -1.91 penny-cap Long NaN 8.0 4.959060e+07 78.0 Industrials 854 TELL 10 26.05 penny-cap Long NaN 29.0 4.917367e+07 14.0 Energy 598 PDCE 11 13.84 penny-cap Long NaN 24.0 4.715683e+07 78.0 Energy 433 SWCH 19 14.41 penny-cap Long NaN 50.0 4.684744e+07 41.0 Technology 670 MUR 21 17.80 penny-cap Long NaN 26.0 4.542166e+07 33.0 Energy 448 WCC 8 0.46 penny-cap Long NaN 32.0 4.513234e+07 78.0 Industrials 410 HLI 7 5.74 penny-cap Long NaN 21.0 4.488543e+07 21.0 Financial Services 578 RVLV 7 -6.62 penny-cap Long NaN 10.0 4.107337e+07 20.0 Consumer Cyclical 665 MTDR 27 21.34 penny-cap Long NaN 27.0 4.034066e+07 78.0 Energy 426 CC 28 19.76 penny-cap Long NaN 53.0 3.974739e+07 53.0 Basic Materials 460 AM 23 11.20 penny-cap Long NaN 27.0 3.801306e+07 36.0 Energy 397 DEI 14 6.14 penny-cap Long NaN 15.0 3.726103e+07 76.0 Real Estate 394 STAA 11 6.19 penny-cap Long NaN 11.0 3.488188e+07 50.0 Healthcare 589 CIM 18 12.90 penny-cap Long NaN 18.0 3.420996e+07 78.0 Real Estate 446 SWAV 16 7.95 penny-cap Long NaN 16.0 3.382800e+07 51.0 Healthcare 527 ETRN 8 4.86 penny-cap Long NaN 25.0 3.356192e+07 65.0 Energy 711 PAGP 24 27.78 penny-cap Long NaN 31.0 3.353195e+07 34.0 Energy 487 IGT 22 20.07 penny-cap Long NaN 31.0 3.196255e+07 22.0 Consumer Cyclical 515 COMM 24 15.09 penny-cap Long NaN 24.0 3.134422e+07 78.0 Technology 537 EPR 6 1.36 penny-cap Long NaN 8.0 3.075576e+07 15.0 Real Estate 471 SEM 11 2.49 penny-cap Long NaN 11.0 3.041083e+07 73.0 Healthcare 539 ARNC 10 3.32 penny-cap Long NaN 47.0 3.032679e+07 41.0 Industrials 478 FOCS 9 4.97 penny-cap Long NaN 35.0 3.000698e+07 15.0 Financial Services 416 SRC 8 4.94 penny-cap Long NaN 8.0 2.965224e+07 78.0 Real Estate 737 DEN 15 14.39 penny-cap Long NaN 15.0 2.940028e+07 78.0 Energy 664 CRC 17 13.05 penny-cap Long NaN 24.0 2.835981e+07 18.0 Energy 429 NAV 8 0.20 penny-cap Long NaN 8.0 2.752110e+07 49.0 Industrials 479 APLS 11 17.14 penny-cap Long NaN 40.0 2.751262e+07 18.0 Healthcare 623 NAVI 11 6.47 penny-cap Long NaN 11.0 2.706496e+07 78.0 Financial Services 669 CSTM 27 18.27 penny-cap Long NaN 33.0 2.699145e+07 68.0 Basic Materials 500 AQUA 14 8.03 penny-cap Long NaN 14.0 2.691419e+07 44.0 Industrials 717 CPG 7 -3.12 penny-cap Long NaN 7.0 2.687908e+07 8.0 Energy 621 MLHR 23 10.85 penny-cap Long NaN 23.0 2.663907e+07 77.0 Consumer Cyclical 430 ESI 14 5.58 penny-cap Long NaN 34.0 2.590975e+07 78.0 Basic Materials 629 SGRY 33 29.38 penny-cap Long NaN 33.0 2.557928e+07 78.0 Healthcare 773 SKT 7 -3.88 penny-cap Long NaN 8.0 2.556210e+07 9.0 Real Estate 492 SPT 6 13.72 penny-cap Long NaN 12.0 2.503645e+07 14.0 Technology 529 LXP 8 2.67 penny-cap Long NaN 8.0 2.418339e+07 68.0 Real Estate 780 BGCP 7 1.04 penny-cap Long NaN 7.0 2.392821e+07 78.0 Financial Services 677 VSTO 21 18.26 penny-cap Long NaN 27.0 2.388329e+07 28.0 Consumer Cyclical 513 BRFS 12 12.95 penny-cap Long NaN 15.0 2.361064e+07 15.0 Consumer Defensive 507 UNVR 34 17.57 penny-cap Long NaN 53.0 2.343147e+07 68.0 Basic Materials 482 AMN 8 3.14 penny-cap Long NaN 35.0 2.341060e+07 36.0 Healthcare 574 NSA 7 5.38 penny-cap Long NaN 7.0 2.336247e+07 78.0 Real Estate 546 ESRT 8 4.11 penny-cap Long NaN 8.0 2.324100e+07 78.0 Real Estate 579 COKE 19 28.30 penny-cap Long NaN 19.0 2.297953e+07 68.0 Consumer Defensive 540 APLE 8 -1.07 penny-cap Long NaN 8.0 2.285835e+07 78.0 Real Estate 701 TTCF 7 -3.22 penny-cap Long NaN 19.0 2.285551e+07 15.0 Consumer Defensive 554 RRR 31 14.13 penny-cap Long NaN 31.0 2.260425e+07 78.0 Consumer Cyclical 509 SXT 20 4.03 penny-cap Long NaN 41.0 2.257722e+07 68.0 Basic Materials 572 AZUL 13 22.91 penny-cap Long NaN 35.0 2.207085e+07 24.0 Industrials 542 MIME 22 11.87 penny-cap Long NaN 41.0 2.163611e+07 24.0 Technology 736 ROAD 9 1.47 penny-cap Long NaN 10.0 2.156458e+07 39.0 Industrials 639 IDCC 11 4.08 penny-cap Long NaN 11.0 2.064597e+07 46.0 Communication Services 680 ABR 11 6.46 penny-cap Long NaN 11.0 2.038390e+07 78.0 Real Estate 575 SUM 25 11.85 penny-cap Long NaN 25.0 1.997585e+07 78.0 Basic Materials 563 MDRX 19 6.59 penny-cap Long NaN 41.0 1.990984e+07 22.0 Healthcare 420 NOMD 13 2.44 penny-cap Long NaN 13.0 1.970966e+07 62.0 Consumer Defensive 423 VVV 40 23.88 penny-cap Long NaN 40.0 1.948326e+07 78.0 Energy 814 CLI 7 0.54 penny-cap Long NaN 7.0 1.881836e+07 78.0 Real Estate 436 DCP 8 11.82 penny-cap Long NaN 31.0 1.834078e+07 27.0 Energy 660 BDN 13 6.02 penny-cap Long NaN 13.0 1.810983e+07 77.0 Real Estate 593 PSEC 6 1.17 penny-cap Long NaN 8.0 1.782856e+07 78.0 Financial Services 734 CLB 8 15.94 penny-cap Long NaN 30.0 1.705952e+07 17.0 Energy 850 MDP 6 10.81 penny-cap Long NaN 6.0 1.694020e+07 78.0 Communication Services 801 PTEN 7 4.99 penny-cap Long NaN 26.0 1.664937e+07 11.0 Energy 800 GLNG 10 3.88 penny-cap Long NaN 19.0 1.629083e+07 19.0 Energy 625 ENLC 9 25.63 penny-cap Long NaN 33.0 1.615982e+07 19.0 Energy 635 OI 10 2.98 penny-cap Long NaN 54.0 1.591311e+07 54.0 Consumer Cyclical 709 EURN 12 -1.39 penny-cap Long NaN 24.0 1.530173e+07 20.0 Energy 704 IAG 18 5.71 penny-cap Long NaN 24.0 1.480260e+07 25.0 Basic Materials 647 DOMO 6 6.19 penny-cap Long NaN 13.0 1.464767e+07 15.0 Technology 406 FLS 10 1.31 penny-cap Long NaN 27.0 1.430092e+07 78.0 Industrials 610 MGY 8 7.20 penny-cap Long NaN 10.0 1.402492e+07 11.0 Energy 466 VIAV 11 1.12 penny-cap Long NaN 14.0 1.393435e+07 20.0 Technology 781 SAND 22 13.86 penny-cap Long NaN 66.0 1.368125e+07 49.0 Basic Materials 438 CIG 6 1.92 penny-cap Long NaN 57.0 1.359710e+07 20.0 Utilities 504 VG 6 5.19 penny-cap Long NaN 16.0 1.333872e+07 20.0 Communication Services 473 BCPC 8 -0.60 penny-cap Long NaN 8.0 1.327607e+07 77.0 Basic Materials 744 GNL 9 1.65 penny-cap Long NaN 9.0 1.301672e+07 20.0 Real Estate 401 LANC 6 2.60 penny-cap Long NaN 6.0 1.286058e+07 40.0 Consumer Defensive 449 JBGS 6 2.25 penny-cap Long NaN 9.0 1.285097e+07 9.0 Real Estate 543 AMRC 6 4.56 penny-cap Long NaN 46.0 1.278589e+07 11.0 Industrials 648 PGRE 13 5.67 penny-cap Long NaN 13.0 1.257949e+07 76.0 Real Estate 634 PBH 23 9.96 penny-cap Long NaN 23.0 1.232910e+07 28.0 Healthcare 511 SUN 6 3.06 penny-cap Long NaN 6.0 1.218066e+07 55.0 Energy 807 EVRI 15 12.46 penny-cap Long NaN 32.0 1.216571e+07 36.0 Consumer Cyclical 642 GGAL 13 25.18 penny-cap Long NaN 31.0 1.206722e+07 19.0 Financial Services 447 ADC 7 1.92 penny-cap Long NaN 7.0 1.184186e+07 64.0 Real Estate 442 WTS 11 4.79 penny-cap Long NaN 40.0 1.178461e+07 35.0 Industrials 713 ARI 6 2.21 penny-cap Long NaN 6.0 1.143874e+07 78.0 Real Estate 699 VRTS 17 5.60 penny-cap Long NaN 17.0 1.127156e+07 78.0 Financial Services 760 MSEX 6 0.32 penny-cap Long NaN 11.0 1.116860e+07 54.0 Utilities 858 AXL 6 -7.82 penny-cap Long NaN 24.0 1.115735e+07 10.0 Consumer Cyclical 672 EPC 7 2.86 penny-cap Long NaN 25.0 1.115378e+07 63.0 Consumer Defensive 741 CNR 18 18.13 penny-cap Long NaN 18.0 1.094176e+07 78.0 Industrials 641 RPAI 8 1.20 penny-cap Long NaN 8.0 1.090261e+07 20.0 Real Estate 651 CALX 6 1.04 penny-cap Long NaN 8.0 1.076227e+07 19.0 Technology 594 BRC 10 3.70 penny-cap Long NaN 10.0 1.067969e+07 15.0 Industrials 640 WHD 7 4.16 penny-cap Long NaN 27.0 1.067896e+07 14.0 Energy 769 XPEL 24 33.54 penny-cap Long NaN 43.0 1.053170e+07 49.0 Consumer Cyclical 650 PDM 8 5.74 penny-cap Long NaN 8.0 1.039958e+07 20.0 Real Estate 415 JOBS 8 1.88 penny-cap Long NaN 47.0 1.038002e+07 27.0 Industrials 480 LEGN 18 30.27 penny-cap Long NaN 34.0 1.035287e+07 37.0 Healthcare 865 CDMO 6 -2.83 penny-cap Long NaN 6.0 1.027295e+07 78.0 Healthcare 733 NPO 8 4.08 penny-cap Long NaN 8.0 1.015792e+07 78.0 Industrials 765 FFG 17 0.38 penny-cap Long NaN 17.0 1.006323e+07 17.0 Financial Services 828 CRTX 6 10.12 penny-cap Long NaN 17.0 9.707896e+06 13.0 Healthcare 770 KRG 7 4.24 penny-cap Long NaN 7.0 9.671272e+06 78.0 Real Estate 440 GTES 8 -1.03 penny-cap Long NaN 8.0 9.644801e+06 78.0 Industrials 534 JJSF 30 6.67 penny-cap Long NaN 35.0 9.567251e+06 39.0 Consumer Defensive 632 MAG 14 16.73 penny-cap Long NaN 44.0 9.352016e+06 19.0 Basic Materials 719 YPF 9 20.11 penny-cap Long NaN 23.0 9.251602e+06 19.0 Energy 787 CASH 30 5.93 penny-cap Long NaN 30.0 8.993284e+06 78.0 Financial Services 555 IBTX 7 -2.36 penny-cap Long NaN 9.0 8.969844e+06 14.0 Financial Services 536 FSKR 8 -1.65 penny-cap Long NaN 8.0 8.440763e+06 78.0 Financial Services 560 EXLS 26 7.12 penny-cap Long NaN 26.0 8.189966e+06 70.0 Technology 708 UE 7 0.14 penny-cap Long NaN 7.0 8.147234e+06 78.0 Real Estate 783 IRT 8 6.86 penny-cap Long NaN 8.0 7.927588e+06 78.0 Real Estate 620 BDC 8 3.36 penny-cap Long NaN 26.0 7.897198e+06 26.0 Industrials 695 AAT 9 5.64 penny-cap Long NaN 10.0 7.863685e+06 77.0 Real Estate 841 CNDT 10 4.85 penny-cap Long NaN 10.0 7.662077e+06 78.0 Technology 663 PTY 6 0.80 penny-cap Long NaN 15.0 7.617598e+06 51.0 Financial Services 393 DAVA 17 14.66 penny-cap Long NaN 33.0 7.590906e+06 36.0 Technology 600 ENBL 31 28.31 penny-cap Long NaN 31.0 7.478004e+06 78.0 Energy 817 RGR 22 8.94 penny-cap Long NaN 22.0 7.194050e+06 25.0 Industrials 750 SILV 12 4.34 penny-cap Long NaN 49.0 7.154450e+06 26.0 Basic Materials 654 OR 28 15.54 penny-cap Long NaN 63.0 7.030331e+06 46.0 Basic Materials 697 RQI 8 4.05 penny-cap Long NaN 8.0 6.919238e+06 78.0 Financial Services 569 EXG 17 3.63 penny-cap Long NaN 17.0 6.833603e+06 68.0 Financial Services 766 EGBN 7 0.05 penny-cap Long NaN 8.0 6.603852e+06 78.0 Financial Services 811 GTY 7 3.58 penny-cap Long NaN 7.0 6.576566e+06 68.0 Real Estate 592 FCFS 34 15.37 penny-cap Long NaN 43.0 6.380989e+06 69.0 Financial Services 739 USA 6 0.35 penny-cap Long NaN 7.0 6.363090e+06 68.0 Financial Services 849 CMRE 7 3.84 penny-cap Long NaN 7.0 6.294347e+06 78.0 Industrials 748 MEI 13 2.58 penny-cap Long NaN 13.0 6.056080e+06 54.0 Technology 510 DNP 12 0.53 penny-cap Long NaN 44.0 5.972461e+06 18.0 Financial Services 633 NVMI 6 2.73 penny-cap Long NaN 11.0 5.581529e+06 17.0 Technology 700 PIPR 20 4.87 penny-cap Long NaN 20.0 5.290799e+06 78.0 Financial Services 726 PRAA 9 2.15 penny-cap Long NaN 11.0 5.231458e+06 53.0 Financial Services 806 ESTA 13 2.83 penny-cap Long NaN 13.0 5.199643e+06 78.0 Healthcare 776 AVO 6 8.12 penny-cap Long NaN 12.0 5.068546e+06 19.0 Consumer Defensive 808 SCWX 6 10.44 penny-cap Long NaN 18.0 5.023218e+06 8.0 Technology 689 DCBO 15 5.08 penny-cap Long NaN 49.0 4.952546e+06 34.0 Technology 505 NAD 15 2.74 penny-cap Long NaN 15.0 4.874102e+06 46.0 Financial Services 838 ALGS 12 9.77 penny-cap Long NaN 14.0 4.697222e+06 15.0 Healthcare 856 NESR 6 6.63 penny-cap Long NaN 6.0 4.660145e+06 26.0 Energy 753 KAMN 7 -0.92 penny-cap Long NaN 9.0 4.595690e+06 10.0 Industrials 646 GDV 13 1.63 penny-cap Long NaN 13.0 4.464441e+06 78.0 Financial Services 439 NEA 12 2.15 penny-cap Long NaN 12.0 4.386429e+06 47.0 Financial Services 763 HSC 10 3.77 penny-cap Long NaN 44.0 4.362267e+06 27.0 Industrials 796 NXE 11 8.21 penny-cap Long NaN 26.0 4.307389e+06 31.0 Energy 503 CNS 23 6.45 penny-cap Long NaN 52.0 4.062840e+06 34.0 Financial Services 691 DSL 8 0.38 penny-cap Long NaN 8.0 3.992067e+06 78.0 Financial Services 820 ALEX 8 0.34 penny-cap Long NaN 16.0 3.961974e+06 20.0 Real Estate 860 NXRT 10 9.65 penny-cap Long NaN 10.0 3.863479e+06 67.0 Real Estate 815 TVTY 14 6.86 penny-cap Long NaN 15.0 3.820122e+06 37.0 Healthcare 553 USM 22 5.34 penny-cap Long NaN 22.0 3.732799e+06 68.0 Communication Services 472 NVG 11 1.37 penny-cap Long NaN 11.0 3.496291e+06 47.0 Financial Services 859 AWF 6 2.04 penny-cap Long NaN 12.0 3.413259e+06 19.0 Financial Services 845 CLNC 20 15.42 penny-cap Long NaN 25.0 3.372329e+06 20.0 Real Estate 813 BUSE 11 0.73 penny-cap Long NaN 11.0 3.221820e+06 20.0 Financial Services 863 SRCE 6 -2.24 penny-cap Long NaN 8.0 3.202666e+06 11.0 Financial Services 759 BTZ 16 2.00 penny-cap Long NaN 50.0 3.196001e+06 30.0 Financial Services 636 IPAR 7 -0.35 penny-cap Long NaN 9.0 3.148529e+06 20.0 Consumer Defensive 721 BDJ 13 2.60 penny-cap Long NaN 13.0 3.072847e+06 78.0 Financial Services 802 BPMP 26 10.40 penny-cap Long NaN 34.0 3.015426e+06 70.0 Energy 843 AUDC 6 2.82 penny-cap Long NaN 45.0 3.011083e+06 26.0 Technology 758 MMI 12 2.32 penny-cap Long NaN 44.0 2.994529e+06 20.0 Real Estate 614 AFYA 9 8.59 penny-cap Long NaN 9.0 2.974264e+06 24.0 Consumer Defensive 673 ETY 9 3.67 penny-cap Long NaN 15.0 2.928135e+06 65.0 Financial Services 832 TGP 8 1.26 penny-cap Long NaN 8.0 2.655988e+06 78.0 Energy 602 NZF 9 1.00 penny-cap Long NaN 9.0 2.591499e+06 46.0 Financial Services 468 CIGI 6 2.25 penny-cap Long NaN 6.0 2.316841e+06 78.0 Real Estate 612 NAC 15 2.27 penny-cap Long NaN 53.0 2.199049e+06 46.0 Financial Services 771 ETG 11 3.59 penny-cap Long NaN 11.0 2.040168e+06 78.0 Financial Services 831 RNP 9 3.08 penny-cap Long NaN 9.0 1.975499e+06 78.0 Financial Services 848 ARCO 9 0.87 penny-cap Long NaN 39.0 1.652657e+06 33.0 Consumer Cyclical 703 AMK 14 3.26 penny-cap Long NaN 29.0 1.505767e+06 20.0 Financial Services 826 LOMA 11 11.20 penny-cap Long NaN 18.0 1.369544e+06 64.0 Basic Materials 798 NRK 7 0.93 penny-cap Long NaN 7.0 1.256818e+06 45.0 Financial Services 457 WTFCM 6 0.12 penny-cap Long NaN 6.0 3.397748e+05 49.0 Financial Services 797 LINX 9 1.91 penny-cap Long NaN 38.0 1.229728e+05 35.0 Technology 551 OGCP 7 6.42 penny-cap Long NaN 7.0 5.832000e+04 76.0 Real Estate 547 TDI 18 2.32 penny-cap Long NaN 18.0 1.743053e+04 48.0 unknown 550 ESBA 9 7.48 penny-cap Long NaN 9.0 1.097280e+04 78.0 Real Estate 558 FISK 8 5.85 penny-cap Long NaN 8.0 1.351500e+03 13.0 Real Estate Mean Return: 7.5497584541062785 Mean Day/Week: 12.96135265700483 Accuracy:0.9130434782608695 *******************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 523 ALGT 7 -6.78 penny-cap Short NaN -57.0 5.323779e+07 -28.0 Industrials 481 VCYT 8 0.78 penny-cap Short NaN -38.0 3.557932e+07 -61.0 Healthcare 495 CPA 6 -2.95 penny-cap Short NaN -7.0 2.203042e+07 -22.0 Industrials 392 ALLO 29 -17.01 penny-cap Short NaN -30.0 2.182158e+07 -31.0 Healthcare 450 MSGS 7 -0.92 penny-cap Short NaN -7.0 2.180315e+07 -11.0 Communication Services 743 MBUU 11 -5.09 penny-cap Short NaN -55.0 1.864718e+07 -17.0 Consumer Cyclical 490 BCO 9 -0.91 penny-cap Short NaN -55.0 1.698937e+07 -17.0 Industrials 498 KMT 6 -3.63 penny-cap Short NaN -37.0 1.698308e+07 -16.0 Industrials 608 PRPL 7 -0.17 penny-cap Short NaN -26.0 1.596376e+07 -16.0 Consumer Cyclical 427 RLI 11 -0.76 penny-cap Short NaN -42.0 1.571237e+07 -19.0 Financial Services 476 CNNE 22 -3.12 penny-cap Short NaN -31.0 1.353022e+07 -27.0 Consumer Cyclical 404 KMPR 11 -2.99 penny-cap Short NaN -29.0 1.327509e+07 -23.0 Financial Services 597 THS 10 -0.34 penny-cap Short NaN -12.0 1.236456e+07 -27.0 Consumer Defensive 603 FUN 6 0.26 penny-cap Short NaN -57.0 1.211665e+07 -23.0 Consumer Cyclical 577 ESE 21 -10.93 penny-cap Short NaN -29.0 1.077096e+07 -23.0 Technology 609 EPAY 10 -2.40 penny-cap Short NaN -26.0 1.043411e+07 -27.0 Technology 738 AMWD 10 -6.47 penny-cap Short NaN -29.0 1.016987e+07 -21.0 Consumer Cyclical 428 EXPO 12 -2.89 penny-cap Short NaN -37.0 9.669244e+06 -26.0 Industrials 437 IMVT 7 8.54 penny-cap Short NaN -7.0 9.622052e+06 -137.0 Healthcare 584 RCUS 18 -11.37 penny-cap Short NaN -26.0 9.021164e+06 -55.0 Healthcare 631 KURA 26 -15.89 penny-cap Short NaN -26.0 8.664819e+06 -137.0 Healthcare 567 XNCR 25 -5.82 penny-cap Short NaN -25.0 7.341419e+06 -59.0 Healthcare 722 LTC 6 0.05 penny-cap Short NaN -55.0 7.090661e+06 -28.0 Real Estate 456 AAON 6 -0.65 penny-cap Short NaN -6.0 7.012452e+06 -56.0 Industrials 524 ROCK 7 -3.92 penny-cap Short NaN -26.0 5.985958e+06 -26.0 Industrials 730 HTLD 16 -4.32 penny-cap Short NaN -36.0 5.450912e+06 -22.0 Industrials 605 TTGT 7 -4.39 penny-cap Short NaN -26.0 5.347289e+06 -56.0 Communication Services 661 NGM 13 8.24 penny-cap Short NaN -13.0 5.291258e+06 -14.0 Healthcare 723 EVH 7 1.16 penny-cap Short NaN -25.0 5.211032e+06 -9.0 Healthcare 803 ATEC 7 0.03 penny-cap Short NaN -54.0 4.668269e+06 -29.0 Healthcare 681 SPNS 6 0.23 penny-cap Short NaN -27.0 4.146019e+06 -27.0 Technology 772 RYTM 7 -0.70 penny-cap Short NaN -7.0 3.948164e+06 -137.0 Healthcare 818 PLUS 8 -2.14 penny-cap Short NaN -55.0 3.814678e+06 -16.0 Technology 793 SWM 9 -0.49 penny-cap Short NaN -57.0 3.811492e+06 -22.0 Basic Materials 821 JOUT 12 1.39 penny-cap Short NaN -37.0 3.138718e+06 -17.0 Consumer Cyclical 834 ECOL 9 -6.53 penny-cap Short NaN -53.0 2.722822e+06 -16.0 Industrials 839 PFC 7 -3.03 penny-cap Short NaN -56.0 2.678887e+06 -31.0 Financial Services 757 BATRK 7 0.54 penny-cap Short NaN -7.0 1.814757e+06 -34.0 Communication Services 756 BATRA 6 0.67 penny-cap Short NaN -6.0 1.411904e+06 -37.0 Communication Services 528 TCBIP 9 -0.08 penny-cap Short NaN -26.0 2.220888e+05 -137.0 Financial Services 615 UZC 10 0.08 penny-cap Short NaN -36.0 2.024144e+05 -137.0 unknown 727 HLG 56 -37.09 penny-cap Short NaN -56.0 1.590577e+05 -137.0 Consumer Defensive 617 HWCPL 9 -0.36 penny-cap Short NaN -30.0 7.749399e+04 -31.0 unknown 618 GB 25 -11.34 penny-cap Short NaN -42.0 4.023200e+04 -137.0 Technology Mean Return: -3.4888636363636367 Mean Day/Week: 12.0 Accuracy:0.7272727272727273 ************************************** ************************************** ************************************** Error: []