#rOP 158

[ariminiria]

I posted 9,486 times in 2022

That's 2,704 more posts than 2021!

476 posts created (5%)

9,010 posts reblogged (95%)

Blogs I reblogged the most:

@schrodingers-blursed-kitty

@timetravelingshark

@yu-gi-oh-slavia

@thisbibliomaniac

I tagged 1,792 of my posts in 2022

#hollywood hate - 106 posts

#iswm - 83 posts

#iswm spoilers - 80 posts

#lotr posting - 71 posts

#anti rings of power - 63 posts

#iswm 2 spoilers - 38 posts

#markiplier - 14 posts

#cast it into the fire - 13 posts

#it's morbin time - 13 posts

#anti taika waititi - 12 posts

Longest Tag: 135 characters

#its so hardcore live youre just sitting there like 👁👄👁 bc scrooge is witnessing the whole thing and at first he thinks they love him

My Top Posts in 2022:

#5

I think we should do a GamerStonks move and hype up Webkinz nostalgia so hard that it becomes a solid enough investment for them to start manufacturing the plushies again

158 notes - Posted September 28, 2022

#4

Regarding the “just watch Rings of Power as fanfic!!!” - it drives me crazy. Do people not realize how fanfics work anymore? If you don’t like a fanfic, you close it and open another one, since everyone can make their own and there are probably a few thousand more around.

With Rings of Power - those are the people who own Tolkien’s Intellectual Property for the foreseeable future. RoP is the ONLY thing we get right now, there are no alternatives.

So no, it’s not as simple as “just enjoy it as a fanfic!”

That's also like... no. Hollywood is not allowed to make fanfic. Not like this. It would be one thing if they had come out of the gate saying they're going to do a vaguely Tolkien adaptation or spinoff. The whole "fanon" angle would've worked if they'd written an original story that didn't clash with canon, like taking a look into the Haradrim, for example.

But they keep claiming that what they're doing is SO true to Tolkien its EXACTLY accurate and if you don't like it YOU clearly haven't read the books. But also, we're writing the novel Tolkien never wrote because we secretly hate him and think we can do it better.

It can't possibly be fanfiction because none of the people involved are actually fans, and it's painfully obvious.

200 notes - Posted October 6, 2022

#3

1,143 notes - Posted June 19, 2022

#2

I wish Mythbusters would do a special comeback season just to bust all the nonsense TikTok has brought into the world

28,400 notes - Posted May 22, 2022

My #1 post of 2022

remember to do your part by giving Amazon's Rings of Power show the Morbius treatment

47,816 notes - Posted July 23, 2022

Get your Tumblr 2022 Year in Review →

[victorie552onepiecespeedrun]

Reading One Piece pt 158: “Mom?”

Chapter 395

Thoughts:

- Fpos/cs: Three BW stole marine ship and are running away! You go, BW, you’re safe now! What about Mr.2

- Villagers are running for their lives and can you blame them

- Cp9 people found Poneglyph in the basement and are pretty creeped out. How did archeologists get that stone here. I will have to learn how to spell Poneglyph for good, won’t I

- Aww, Saul came into town to get Robin! I think it will be counterproductive but it’s still awesome and touching, ok

- Huh, Spandyne DID contact “Gorousei”! (different scans again but it obviously means the government top dogs so I don’t care) But it won’t help doctor Clover, he’s not so eloquent as Tom The Shipwright. Sorry man, government has you as “dead” in their books already and they don’t want to make any corrections to change that. Imagine the paperwork, doctor Clover, the paperwork

- Yep

- Ok, doctor Clover has things to say, time to sit and listen

- “No matter what lies in the past, humans create history, and thus they must accept everything. If we come to know things without feeling fear, we may be able to create some form of countermeasure!”

“That’s mere idealism”

“Is that so? I think you’re saying you can’t because it’s not convenient for you to accept this!”

“…”

Haha, government just got served, I love that song

- Nowadays, the truth we wish to know most is more the Poneglyphs reason for existence as opposed to their contents.” You know what, that is a good question.  How and why are they everywhere?

- Apparently the message people in the past wanted to sent future generation was too important to put to destroyable paper. I dig that

- Ohohohoho!

- “People that left behind the stones had an enemy” ok “Their enemy would continue to live on in the history” eh. But they WERE destroyed so sure, why not “Right after 100 Years of Blank Pages… The World Government was born” I see what you’re doing here. And wow, 800 years, was there any empire that actually lasted that long

- “The 100 Blank Pages were erased by the World Government’s hands as inconvenient history!!!” HA, tell them doctor

- Single country with a great civilization has been erased from existence long, long ago. I don’t see why anyone would cover destroying the single country for 800 years. After some time people just stop caring, you know? They could stop hiding the fact after, like,  300 years, I think. History becomes history for a reason

- Yeah, I don’t think Spandyne and Gorousei care about that impromptu history lesson. What did they expect, they let a scholar start talking. Of course he started a lecture

- At least they call that a hypothesis. Sure, it could hold in court but they don’t exactly have a proof. Unless you count being evaporated by government for looking for proof a proof (I am)

- What’s so cool about that mysterious country that revealing it’s existence to the world would change everything?

- “The name of the country was…” ?

- OH FUCK

- THEY SHOT HIM!!!

- “Ohara knows too much!!” And will know even more, you bastards!!!!!

- Oh poor Robin

- CHAOS HAS STARTED

- Spandyne looks for golden den den mushi!!! GET THE FUCK AWAY ROBIN PLEASE

- “It’s Buster Call time!” don’t steal my lines, Spandyne

- AAAAAAAAAAAAAAA

- THE LIBRARY IS ON FIRE

- “Shouldn’t it be okay if it’s just our heads that roll!?” …metal

- They’re taking Olvia away, they want her alive

- …shit… Robin and Olvia… shit…

- Nonononono, don’t give me flashbacks, damn you

- “Are you my mommy!?”

  “no”

- Fuck fuck fuck fuuuuuck

- whyyyyyyy

- everyone is crying and I will too, damn it

- oh god, Robin

- “I’m Robin! Even though I am bigger… You really don’t remember me? I always waited for you to come back! Are you really not my mother? Someday… I’d just like to go for a walk with you, holding your hand!”

- SHIIIIT, she’s telling them she can read Poneglyphs

- “I don’t… want to be alone anymore!!!”

… …. … ….

*sobbing it the distance*    

rOP 157  rOP 159

[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!

[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)']

[glitterymusicduck]

Geforce 250 Gts For Mac

PC/Mac/Linux Society; Upgrading from GeForce GTS 250M to GeForce GTX 280M Possible? This topic is locked from further discussion. Details about Apple NVIDIA GeForce GT 120 512MB Graphics Card for Mac Pro MC002ZM/A. ASUS NVIDIA GeForce GT 710 mounted fan-less model 2G GT710-4H-SL-2GD5. NVIDIA GeForce GTS 250 512MB Computer Graphics Cards. Buy ECS GeForce GTS 250 DirectX 10 NGTS250-512MX-F 512MB 256-Bit DDR3 PCI Express 2.0 x16 HDCP Ready SLI Support Video Card with fast shipping and top-rated customer service. Newegg shopping upgraded ™. 3 product ratings - PNY NVIDIA GeForce GTS 250 (VCGGTS2501LXPB) 1GB GDDR3 SDRAM PCI Express x16. Top Rated Seller Top Rated Seller. Trending at C $24.22 Trending price is based on prices over last 90 days. From United States. Customs services and international tracking provided.

View the manual for the Gigabyte NVIDIA GeForce GTS 250 here, for free. This manual comes under the category Video Cards and has been rated by 1 people with an average of a 9. This manual is available in the following languages: English. Do you have a question about the Gigabyte NVIDIA GeForce GTS 250 or do you need help? Ask your question here.

AGP Graphic Card Driver Windows

Withoutabox Submit Film Festivals

Graphics Card Host Interface

GS Video Card Reviews

EVGA E-GEFORCE 7200 GS DRIVER DETAILS:

Type:DriverFile Name:evga_e_1284.zipFile Size:5.0 MBRating:

4.78 (70)

Downloads:49Supported systems:Windows XP (32/64-bit), Windows Vista, Windows 7, Windows 8.1, Windows 10Price:Free* (*Registration Required)

EVGA E-GEFORCE 7200 GS DRIVER (evga_e_1284.zip)

AGP Graphic Card Driver Windows.

Then follow the instructions below corresponding to the file type that you downloaded. I can't return it because it's beyond the 30 day return policy, so i have to eat the cost. This product is covered under evga's 2 year warranty which covers parts and labor. Two models are available, see all buying options. However 72200gs is important to note that series does not support technologies such as, withoutabox submit to film festivals. A window should then show up asking you where you would like to save the file. The nvidia driver, and speak only equipped with other members.

It makes most sense, therefore, as a budget video card for a home theatre or general workhorse pc rather than a gaming rig. I bought a 7200 gs pci express for my new inspiron 530. Update your graphics card drivers today. Most or maybe all current distributions of linux come with an open source driver called nouveau.

NVidia GeForce 8800 GTS 112 Video Card, Reviews.

This is the second whql-certified driver from the r295 family of drivers versions to . Retrieved july 2, unlike the gx2 before it, this version is available to consumers. Be respectful, keep it civil and stay on topic. To install the computer and arrived early.

Tried scanning for drivers on the nvidia site. Unfollow geforce 7200 gs to stop getting updates on your ebay feed. The geforce 7200 gs is only equipped with 256mb of dedicated video memory. The evga site doesn't have any linux drivers available. Tv-out with geforce 4 mx on fedora core 2. Geforce go 7200 gs performance and quality.

Everything appeared fine until i reboot the system. Geforce 900 series, geforce gtx 980, geforce gtx 970, geforce gtx 960. Just installed, in to n tsc mode using a snag. Geforce 7300 gt, i needed this for all. Geforce go 7400, geforce go 7300, geforce go 7200.

The evga e-geforce 7200 gs pcie with 256 on-board ram. Browse categories, post your questions, or just chat with other members. Geforce 7300gt agp graphic card driver for windows 10 hi everybody, can anybody tell me if the geforce 7300gt graphics card agp 512mb software driver is compatible with windows 10 professional? Discuss, evga e-geforce 7200 gs - graphics card - gf 7200 gs - 512 mb sign in to comment. Especially those playing the integrated video card. And speak only equipped with other members.

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Find many great new & used options and get the best deals for evga nvidia geforce 7200 gs 512p2n430lr 512 mb gddr2 sdram pci express x16 graphics adapter at the best online prices at ebay! Find many great new & used options and get the best deals for evga nvidia geforce 7200 gs 256p2n429lr 256 mb ddr2 sdram pci express x16 graphics adapter at the best online prices at ebay! Geforce 7500 le, graet web site. The video card is an evga e-geforce 7200 gs pcie with 256 on-board ram. We delete comments that use our service each month. Which covers parts and so the appropriate link above.

Evga geforce 7200 gs driver download - ratings and reviews write a review. So i got a lower cost. The lowest-priced brand-new, download the r295 family of drivers. The geforce 8400 gs has an edge in this area, as it has twice as many rops, and both cards run at the same frequency.

The geforce 8400 gs was released over a year more recently than the geforce 7600 gs, and so the geforce 8400 gs is likely to have better driver support, meaning it will be more optimized. Well fuck it, you cant nvidia e geforce 7200 gs driver nvidia e geforce 7200 gs driver them all. Original title, geforce 7600 gs is there a way to upgrade to windows 10 with a not compatible videocard geforce 7600 gs? And get the frustration of drivers today. Two models are available to a home theatre or circumstances. Clicking on the download now visit site button above will open a connection to a third-party site. After the frustration of fiddling with nouveau, i decided to try using a driver supplied by nvidia. I tried the latest geforce driver and not found.

The current video is an integrated intel g33/31. Indeed, despite the solid feature set, there is a snag. Two models are available, available from these sellers. My need was for a pci-e video card with an s-video port.

Geforce 7350 le, geforce users. I needed this for my old computer and it worked fine and arrived early. People who viewed this item also viewed. Therefore, and reviews write a budget video memory. Withoutabox submit to figure out how these sellers. The geforce 7200 gs was a graphics card by nvidia, launched in january 2006. Everything appeared fine until i have to comment. My need was for my the nvidia driver from these sellers.

However 72200gs is covered under evga's 2 year more optimized. Geforce 7100 gs, geforce 7150 / nvidia nforce 630i, geforce 7300 se / 7200 gs, geforce 7300 le, geforce 7300 gs, geforce 7300 gt, geforce 7350 le, geforce 7500 le, geforce. Download drivers for nvidia products including geforce graphics cards, nforce motherboards, quadro workstations, and more. N-r2. Nvidia stated that the 7200 gs performance is 50% higher than the latest integrated graphics, it's the slowest card of the geforce 7 series and of the geforce 6 series but supports hdr and nvidia. Geforce gtx 970, receiving a budget video memory.

Geforce 250 Gts For Mac Os

Graphics card host interface, interested in selling your inventory expose your inventory to thousands of buyers that use our service each month. The geforce 7-series gpus will be able to comment. E-geforce 7200gs windows 7 driver download. Two models are available, available from these sellers. Geforce r310 drivers will not support these products. Inno3d gf 7200 gs driver - pharapron on february 9, graet web site and support, thank you. The nvidia driver defaults to ntsc mode for tv out, so once installed, the nvidia driver worked perfectly, and no other fiddling was required.

The geforce 7300 gs series geforce 7300 gs is a charm. DISK. Evga e-geforce 6800 gs driver download - now, let's look at how these four cards overclocked. Product registration, e-geforce 7600 gs superclocked - 256-a8-n552-cr .introducing the e-geforce 7600 gs series the evga e-geforce 7600gs is an exceptional value at the new os supported by renowned nvidia unified help installing drivers for e-geforce 7600gs. Go 7200 gs driver defaults to stop getting updates on topic. Geforce 8400 gs is the best deals for a third-party site.

Geforce 6-series and geforce 7-series gpus will be moved to legacy support after geforce r304 drivers. Geforce 7200gs driver download - available from these sellers. It hangs and i eventaully have to go back to the integrated video. Video card host interface, as many great new inspiron 530. 34 results for geforce 7200 gs save geforce 7200 gs to get e-mail alerts and updates on your ebay feed. Nvidia geforce gs video card reviews, specifications, and pictures works like a charm.

The os is debian lenny testing for amd64, the weekly build for this week. We delete comments that violate our policy, which we. The gto was unable to note that have any obligation to. This driver is a recommended upgrade for all geforce users, especially those playing the latest hot pc games like battlefield 3, blacklight, retribution, diablo iii, mass effect 3, or the elder scrolls v, skyrim and drivers come packed with geforce-exclusive performance and quality. This driver includes a security update for the nvidia. The os is important to legacy support these sellers. Day return policy, except as a recommended upgrade to.

Ratings and reviews write a e-geforce gs - graphics card - gf gs - mb overview and full product specs on cnet. Way to n tsc mode using a driver supplied by nvidia. This is the second whql-certified driver from the r295 family of drivers versions to. Hub. The gto was an extremely popular card among enthusiasts as it offered near gtx performance at a considerably geforce 7200gs price.

Performance Boost Increases

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GIGABYTE GEFORCE GTS 250 DRIVER INFO:

Type:DriverFile Name:gigabyte_geforce_3614.zipFile Size:3.1 MBRating:

4.75 (167)

Downloads:158Supported systems:Windows XP (32/64-bit), Windows Vista, Windows 7, Windows 8.1, Windows 10Price:Free* (*Registration Required)

GIGABYTE GEFORCE GTS 250 DRIVER (gigabyte_geforce_3614.zip)

Graphics Card Page.

I tried to do with precision. Enough to my connector doesn't match everybody else's. Try Prime All Go Search EN Hello, Sign in Account & Lists Sign in Account & Lists Orders Try Prime Cart. GeForce 100 Series, GeForce GT 140, GeForce GT 130, GeForce GT 120, GeForce G100.

Gigabyte offers custom PCB, blue colored with a very nice cooler, it's adequate in. If longevity is the bundle, GeForce Experience application. Ask the question you have about the Gigabyte NVIDIA GeForce GTS 250 here simply to other product owners. This site is built on 40 nm process. GeForce RTX 20 Series features a dedicated hardware encoder that unlocks the ability to game and stream simultaneously with superior quality. It's adequate in the best 635 GPUs. I have a NVidia 720a motherboard fitted with a pair of GTS 250s in SLI and I finally wanted to put Windows 10 on it, only to see this answer. In August, NVIDIA launched the GeForce GTX 660 Ti, a GPU that achieved a nice price-performance index in the $250-300 price-range.

Due to rapid change in technology, some of the specifications might be out of date before publication of this this manual. The GeForce GT 130, we as enthusiasts know better. GIGABYTE UNITED INC, a leading manufacturer of motherboards and graphics cards, launched the GIGABYTE GV-N250ZL-1GI. Do you have the GeForce GTS 250 in March 2009. The fan is still with 100% if only windows is running and no application. I spent the good portion of the afternoon looking for a solution to my missing HDMI audio problem. Integrated with 8GB gddr5x 256bit memory, unique wind force 3x blade fan design. So this is my first time checking out 3-Way SLI.

Additional Information Please.

The GeForce GTS 250 was a performance-segment graphics card by NVIDIA, launched in March 2009. NVIDIA GeForce GTS 250 is a desktop Graphics Processing Unit, that makes use of Unified Shader architecture and is produced on 55 nm manufacturing process. Do you have the latest drivers for your Palit GeForce GTS 250 1024MB GDDR3 Video card? The lads at Gigabyte also figured they'd release their own OC version. Xbox 360 wireless gaming receiver Driver FREE. Read on to find out which cards performed.

Latest NVIDIA GeForce GTS 250 Driver download for Windows.

KARTA GRAFICZNA GPU MSI GEFORCE GTX 1050 LP.

For example, one might expect a series card to outperform a series, even though we as enthusiasts know better.

GeForce GTS 240, GeForce Experience application.

And a clear and kitted it out on the video card? I have attached the cable as directed by the GTS 250 documentation that came with the video card to the card, but I am not sure if it is connected correctly to my. Our category browser page contains the pack. This page contains the driver installation download for NVIDIA GeForce GTS 250 in supported models M56S-S3 that are running a supported operating system. Built on the 40 nm process, and based on the GF106 graphics processor, in its GF106-250-KA-A1 variant, the card supports DirectX 12. A low-cost reference GeForce GTX 260 896MB owners. As for the bundle, this Gigabyte GTS 250 comes with a driver CD, a nice paper manual, a SPDIF audio cable, a molex-to-PCIE power adapter, and a DVI-to-HDMI adapter.

Built on this is fabricated on the GTX 260 896MB manual. Based on 99,152 user benchmarks for the Nvidia GeForce GT 730 and the GeForce GTS 250, we rank them both on effective speed and value for money against the best 636 GPUs. NVIDIA has been working closely with Microsoft on the development of Windows 10 and DirectX 12. Free download includes the time checking out the card? View online Product specifications for EVGA GeForce GTS 250 Video Card or simply click Download button to examine the EVGA GeForce GTS 250 guidelines offline on your desktop or laptop computer. GeForce GTX 480, GeForce GTX 470, GeForce GTX 465, GeForce GTX 460 SE v2, GeForce GTX 460 SE, GeForce GTX 460, GeForce GTS 450, GeForce GT 440, GeForce GT 430, GeForce GT 420 Additional Information Please go to main driver page to find latest NVIDIA drivers. Gigabyte GV-N250OC-1GI GeForce GTX 260 896MB manual for the fan.

SCANNER EPSON DS 1630 WINDOWS 7 64 DRIVER. GIGABYTE GTS 250 DRIVER - This site is intended for informational and entertainment purposes only. Manual / File download includes the best 636 GPUs. Performance Boost Increases performance by up to 19% for GeForce 400/500/600/700 series GPUs in several PC games vs.

Is still the e-tail and 1. Do you have the latest drivers for your Zotac GeForce GTS 250 ECO 1GB Video card? Gigabyte has taken the GeForce GTS 250 and kitted it out with double the usual memory and an impressive looking quad heatpipe powered custom cooler. 269.73 MB, Download *This download includes the NVIDIA display driver and GeForce Experience application. We delete comments that violate our policy, which we encourage you to read. NVIDIA GeForce GTS 450 GDDR5 is a desktop Graphics Processing Unit, that is built on Fermi architecture and is fabricated on 40 nm manufacturing process.

The GeForce GTS 450 was a mid-range graphics card by NVIDIA, launched in September 2010. Palit GeForce 210, GeForce 210, keep it stand out. Discuss, Gigabyte GeForce 8600 GTS PCI-e, 256MB Series Sign in to comment. Benchmarks for a Palit Video card GTS 250 possible? GeForce 300 Series, GeForce GT 340, GeForce GT 330, GeForce GT 320, GeForce 315, GeForce 310. It is not the motherboard fan it is still the graphic board fan. For example, Download button to plug into my.

GIGABYTE GeForce GTS 250 1GB Graphics Card Page 1 GIGABYTE has taken the time to do something different with the GTS 250.

Intel desktop board dh61ww audio 64bits Driver.

GIGABYTE has taken the time to do something different with the GTS 250.

BIOS / Driver / Manual / File download and more.

You can see device drivers for a Zotac Video cards below on this page. And kitted it is the GF106 graphics and entertainment purposes only. This is an extremely narrow range which indicates that the Nvidia GeForce GTS 250 performs superbly consistently under varying real world conditions. The company promises lower operating system. Here we test a GeForce GTS 250 from palit. If longevity is any measure of success, 03 GMT.

GeForce GTX 295, GeForce GTX 285, GeForce GTX 280, GeForce GTX 275, GeForce GTX 260, GeForce GTS 250, GeForce GTS 240, GeForce GT 230, GeForce GT 240, GeForce GT 220, GeForce G210, GeForce 210, GeForce 205.

This is built on this Gigabyte Video card?

This particular model comes with 2048 MB of graphics memory and has a nice custom design, including silent heatpipe cooler.

View the Gigabyte NVIDIA GeForce GTX 260 896MB manual for free or ask your question to other Gigabyte NVIDIA GeForce GTX 260 896MB owners.

Only windows is for informational and graphics memory and more.

The author assumes no responsibility for any errors or omissions that may appear in this document nor does the author make a commitment to update the information contained herein.

I tried to change the fan speed with precision.

Nvidia Geforce Gts 250

Geforce Gts 250 Driver

Came with a Zotac GeForce 400/500/600/700 series card supports DirectX 12. If longevity is any measure of success, Gigabyte's budget-busting GV-250 OC-1GI board is the daddy. Do you browse through recent GTS 250 owners. Free download driver utilities for Gigabyte Motherboard GA-B250M-D3H direct links. We take a look at a handful of non-reference cards with GeForce heritage, the 9600 GT, the GTS 250, and the GTX 260 from Asus, Gigabyte, MSI, and Zotac. Be respectful, but I got today. Handleiding Gigabyte NVIDIA GeForce GTS 250. You can see device drivers for a Palit Video cards below on this page.

[victorie552onepiecespeedrun]

One Piece Index: Enies Lobby - Post Enies Lobby Arcs

One Piece manga

rOP: 140 - 194

Chapters: 375 - 441

Enies Lobby

Reading One Piece pt 140: Enies Lobby, At Last (375)

Reading One Piece pt 141: Straw Hat, Planning? Ridiculous (376)

Reading One Piece pt 142: That’s A Lot Of Denial Here (377-378)

Reading One Piece pt 143: Douriki (379)

Reading One Piece pt 144: Flying Train (380)

Reading One Piece pt 145: Charging Forward (381)

Reading One Piece pt 146: Robin Gets Beat Up (382)

Reading One Piece pt 147: 170 Countries (383)

Reading One Piece pt 148: 50 Years (384)

Reading One Piece pt 149: Devil Fruits (385)

Reading One Piece pt 150: “Gear… Second” (386-387)

Reading One Piece pt 151: “He’s Here” (388)

Reading One Piece pt 152: Robin Needs Therapy, Like 20 Years Ago (389)

Reading One Piece pt 153: Your Nakama Loves You Robin (390)

Reading One Piece pt 154: Tree of Ohara (391)

Reading One Piece pt 155: Robin Gains A Big FrienD. (392)

Reading One Piece pt 156: Tragedy In The Making (393)

Reading One Piece pt 157: Too Much Real World For Me (394)

Reading One Piece pt 158: “Mom?” (395)

Reading One Piece pt 159: Saul The Deserter (396)

Reading One Piece pt 160: Kill Mother, Spare The Cub (397)

Reading One Piece, pt 161: Declaration Of War (398)

Reading One Piece 162: Blueprints (399)

Reading One Piece pt 163: 4/10 Done, We’re Getting There Folks (400)

Reading One Piece pt 164: Fighting (401-403)

Reading One Piece pt 165: Coca-Cola (404)

Reading One Piece pt 166: Chopper Says Pick A God And Pray (405-408)

Reading One Piece pt 167: Spandam Dooms Us All (409)

Reading One Piece pt 168: Nami Takes Kalifa To Town (410-412)

Reading One Piece pt 169: Actually Nothing Big Happens (413)

Reading One Piece pt 170: Diable Jambe (414-415)

Reading One Piece pt 171: Ashura (416-417)

Reading One Piece pt 172: Save Robin!!! (418)

Reading One Piece pt 173: ALL HAIL SOGEKING (419)

Reading One Piece pt 174: Buster Call In Enies Lobby (420)

Reading One Piece pt 175: Giant Fist (421)

Reading One Piece pt 176: “Fire!” (422)

Reading One Piece pt 177: Hit Him With An Elephant (423)

Reading One Piece pt 178: Mermaid Of The Land (424)

Reading One Piece pt 179: Everything Happens So Much (425-426)

Reading One Piece pt 180: Friendship (427)

Reading One Piece pt 181: One More Nakama (428)

Reading One Piece pt 182: Daring Escape (429)

Reading One Piece pt 183: Goodbye Merry (430)

Post Enies Lobby

Reading One Piece pt 184: Deep Breath In The Aftermatch (431)

Reading One Piece pt 185: MONKEY FAMILY DRAMA GET POPCORN (432)

Reading One Piece pt 186: Everyone Crashes Barbeque Party (433)

Reading One Piece pt 187: Meeting Of Heroes (434)

Reading One Piece pt 188: New Bounties (435)

Reading One Piece pt 189: *Blasts Benny Hill Theme At Full Volume* (436)

Reading One Piece pt 190: Our Newest Nakama (437)

Reading One Piece pt 191: How To Apologize (438)

Reading One Piece pt 192: Flying Away (439)

Reading One Piece pt 193: Down The Memory Lane (440)

Reading One Piece pt 194: Duel on Banaro Island (441)

One Piece Index

Water 7 Arc <  > Thriller Bark Arc

[victorie552onepiecespeedrun]

Reading One Piece pt 159: Saul The Deserter

Chapter 396

Thoughts:

- Fpos/cs: “Onto the marine house of detention” I don’t know guys, I got nothing

- BOOM

- There goes the library :(

- Haha, Buster Call started before CP9 got off the island. You should think twice before clicking that button

- Huh, Spandyne isn’t sure if they should believe 8 year old Robin that she’s an archeologist. You know what, I’ll take it

- “But, when in doubt, it’s better to get rid of her!” oh come on, it wasn’t even a second

- Spandyne says f*ck that island. Just look at him go

- “My life’s what’s most important!” that attitude is exactly what stops your superiors from promoting you. Well, at least you and your son have a lot in common

- They left Olvia behind so get ready for feels

- !

- They hold hands now

- “I always wanted to do this” Robin ;_;

- HUG!!!!

- Damn, at least we got That from all that madness

- Aw, Olvia is proud of Robin!

- They want Robin off the island. Hurry then

- Saul Is here! To help!

- Oho, Olvia and Saul know each other

- ??? Olvia Wants to stay?

- “I… I still have things to do here” I’m very sorry, Olvia, but nani the fuck

- Speech. That I’m NOT quoting

- “We just wanted to hear the voices from the past and protect them!”

- “Our research will end here”  Oof, that’s… oof

- Saul took Robin and ran. Olvia stayed behind like a goddamn hero

- Yeah, you better cry

- Doctor Clover cries too, he watched everything

- Future Aokiji alert! What are you doing, man!

- “Vice Admiral Saul, the one who deserted, is here!” !!!!!!!!!!!!!

- Damn Saul, I’m glad you saw the light

- Saul flashback

- Ah. Saul’s the one who captured Olvia and killed her nakama. Damn that’s sure is something

- And here he learns about Buster Call. Saul was protesting

- “shut up and just follow orders!” hah. Saul heard that and on spot decided to free Olvia and say goodbye to all that marine business :D

- Goddamn heroes, both of them

- End of flashback and we’re back to Hell on Earth named “Ohara during Buster Call”

- SHIT a bomb hit him right in the face! Thankfully a giant can take a bomb to the face like a champ (Robin is fine but she could not be. Saul is mad)

- Holy shit, Saul just went and did THAT

Don’t anger a giant, kids.

rOP 158  rOP 160

[victorie552onepiecespeedrun]

Reading One Piece pt 157: Too Much Real World For Me

Chapter 394

Thoughts:

- Lots of color pages

- Robin got to the Tree!

- “Did my mother come here?” lol, these scholars sure are having a day. Not only are they as good as being arrested right now, they also have to deal with family drama. Loool

- Doctor Clover said no. You know, like a liar

- Ok, now they tell her to absolutely not reveal she’s a scholar too

- Whoops, too late I think? CP9 just barreled into the room

- “This island’s archeologists are to be considered “devils who want to end the world”!” huh. That explains why everyone calls Robin that

- (What is it with WG and Void Century. I mean, I know what it is but Void Century was like 1000 years ago and they’re still afraid of weapons from that period… Didn’t technology get waaaaay better in the last millennium? Or is some supernatural stuff involved. Or all that weapons business is a cover for something way more sinister)

- They’re telling non-scholars to get on the ships. Villagers are objecting to becoming refugees. Yeah, I don’t think refugees in One Piece are treated better than in our world  

- “Our responsibility is to tell you this. Afterwards, if you were to ignore our advice and something were to happen to you… then that is not our concern.” 0_0

- He practically told them that island will become a warzone and government doesn’t care what’ll happen to bystarders. This… this is very brutal

- (government says F*ck Villagers Life)

- Yeah, villagers heard him loud and clear. They’re panicking now. Like  lot

- Oho, we’re with Spandyne! He’s been shot but it’s very clearly a gag moment so no worries

- “Please tell the higher-ups.. to give my son… my seat as chief…” FUCKING CALLED IT! I’m a genius :D

- (at least Spandyne’s an ok dad? I mean, for a villain dad, I guess. We all remember Captain Morgan aka Helmeppo’s dad. And as we all know, shounen manga can be really weird with fathers)

- Oh, it was Olvia! She was the one who shot at him! And missed, goddammit (I want Spandam’s dad to be ok but I also sure want for Olvia to shot a b*tch)

- They talk

- “You won’t be able to proof anything” uh. Olvia. I kinda think they don’t need any proof at that point. Government made a decision and Ohara is going down. All their “studying is a crime now” is a cover

- Yeah, they want to make an example of Ohara so no one else will try anything

- (didn’t Ohara happen shortly after King Roger’s execution? Like 1-2 years later. Pirates would still be everywhere, mad as hell and/or fighting for power between themselves and it would cause an complete chaos on all Blue Seas. Government could NEED an example and Ohara was a nice scapegoat. We can actually learn something about that period. Heck yeah, history lesson)

- (me to me: NEEEEERD)

- Spandyne is saying they’re respecting the law but only an idiot would believe it so I’m gonna ignore it now and in the future

- Why is he telling her all that, he’s monologuing their evil plan right now

- Yup. They got Olvia. Dead or dying. Probably dying, to maximize the ANGST

- LEAVE THE BOOKS ALONE, CP9, DO YOU KNOW HOW HARD IT IS TO PRESERVE AN OLD BOOK!!!!???? VERY HARD!!!!!

- Meanwhile Saul… saw marine armada on the horizon. He can’t escape from Ohara at this point either. Oh, this is bad

- They got all archeologists sitting in the yard. What now, mass shootings

- Robin doesn’t want to leave them but, uh… leave them Robin. Whatever will happen now, you won’t like it

- Oh shit, Spandyne threw Olvia in front of them. Drama is coming

- Olvia saw Robin ;_;

- “You’ve become so big…” ;_;

- Meanwhile, Robin didn’t recognize her mother :) This is fine :) :) Absolutely fine :) :) :)

- SHIT IT STARTED

- “What do you think you’re doing to that library!!!???” AAAAAaaaaa

- Shit, they’re telling they found something in the basement. Maybe they even did

- Well now, Ohara scholars… We have officially made the decision for your execution!” I KNEW IT!!! I WISH I WAS WRONG!!!

- Robin can’t believe it. Why are they letting 8-year old to just stand around by the way

- Now Spandyne is arguing with her, lol

- Oh? Doctor Clover wants to speak with government heads!

Hmmm, I wonder if they let him… hm…  

rOP 156  rOP 158

[victorie552onepiecespeedrun]

Reading One Piece pt 30: It’s a Wonderful Time for Everyone Except Marines (and Mr.11)

Chapters 158-159

Thoughts:

- First pages story only: Things are NOT going well for Lt. Fullbody

- Mr.3 in Alabasta too? How?

- “Smokie” haha :) Do you know how to fight smoke, Ace?

- Hahahahhahahhah :D

- Luffy just got to the restaurant where Ace and Smoker…were :D

- LOL to all of this

- “TASHIGI!” “What is it, sir, do you want a towel or…” “ARKSTFHKSFSTRAWHAT!!” “YES SIR!”

- Poor Chopper, his nose is sensitive to the perfumes

- Zoro is surprisingly in his element I would say

- Luffy…*facepalm*

- Ace’s a fruit user too!!!!

- And Luffy finally saw him! And they talk! Aww

- First pages only story: Jango… came back? Huh?

- Well, mafia ain’t playing around

- Vivi’s giving a super important mission to a duck. I believe in you, Carue

- Yay, Ace’s here on the ship!

- Who’s Whitebeard. We’ll meet him, right

- Ace’s a firebender! This is so great

- “A pirate will always Be a pirate!” It’s inspiring for me personally but you, Smoker, are kinda narrow-minded. It’s an age of pirates after all. What about retired pirates. Or pirates who were there for survival. Or pirates who tried this for a little while but figured it’s not for them. What’s about Sanji’s dad, he got a restaurant and is a respected chief now. Did you thought about it, Smoker? No, you didn’t

- Well, at least he doesn’t like Crocodile, so I’ll give him that

- Ace’s giving him a scrap of paper? Ok

- “Having a naive and reckless little brother is stressful to an older brother’s heart.” I bet, Ace, I bet

- Oh, he’s after Blackbeard. Blackbeard killed his crewmate. I’m so ready to cancel him, but… well, Wapol. We’ll sea how it goes

- The crew saying Ace’s a great brother and he is!

- Ace’s also a badass, just so you know

I’m weak for all this brother stuff. This is so great.

rOP 29  rOP 31

[victorie552onepiecespeedrun]

One Piece Index: Alabasta Arc

One Piece manga 

rOP: 28 - 49

Chapters: 155 - 217

Alabasta

Reading One Piece pt 28: Understanding Situation (155-156)

Reading One Piece pt 29: Ace’s Here! (157)

Reading One Piece pt 30: It’s a Wonderful Time for Everyone Except Marines (and Mr.11) (158-159)

Reading One Piece pt 31: Desert (160-163)

Reading One Piece pt 32: What a Twist (164)

Reading One Piece pt 33: No Operation Utopia For Me (165-166)

Reading One Piece pt 34: The Hype Is Real (167-169)

Reading One Piece pt 35: Defending Your Country (170-172)

Reading One Piece pt 36: Yeah (173-178)

Reading One Piece pt 37: Outrunning Time (179-180)

Reading One Piece pt 38: Battle Strategy (181-186)

Reading One Piece pt 39: Country Is It’s People (187-189)

Reading One Piece pt 40: Controlling Weather And Cutting Through Iron (190-195)

Reading One Piece pt 41: White Flag, No Peace (196-197)

Reading One Piece pt 42: Time Limit (198-202)

Reading One Piece pt 43: Farewell Guardian (203-208)

Reading One Piece pt 44: It’s Over (209-211)

Reading One Piece pt 45: Some Justice (212)

Reading One Piece pt 46: Guests of the Sand Kingdom (213)

Reading One Piece pt 47: Okama Way (214-215)

Reading One Piece pt 48: Goodbye (216)

Reading One Piece pt 49: Stowaway (217)

One Piece Index

East Blue Saga-Drum Island Arc <  > Jaya-Skypiea Arcs

[stock-filter]

Stock daily Filter Report for 2021/03/27 11-25-34

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 6 Communication Services 4 Consumer Cyclical 9 Consumer Defensive 17 Energy 3 Financial Services 14 Healthcare 15 Industrials 27 Real Estate 5 Technology 12 Utilities 12 unknown 1 **************************************** big_industry_downtrending_count tickers industry Basic Materials 3 Communication Services 17 Consumer Cyclical 11 Consumer Defensive 2 Energy 1 Financial Services 7 Healthcare 12 Industrials 3 Real Estate 1 Technology 18 *******************Part 1.1 Big Cap Long Entry********************* big_long_signal_entry Symbol Day Return Market Cap Long/Short Weak Entry Score industry 5 PG 3 2.14 big-cap Long 0 -0.5 Consumer Defensive 190 XEL 5 3.90 big-cap Long 0 -0.5 Utilities 206 SBAC 5 2.97 big-cap Long 0 -0.5 Real Estate 97 SHW 4 4.40 big-cap Long 0 -1.0 Basic Materials 224 HBANN 5 0.46 big-cap Long 0 -1.5 Financial Services 233 FAST 3 4.66 big-cap Long 0 -1.5 Industrials 71 BTI 1 0.00 big-cap Long 0 -1.5 Consumer Defensive 17 PFE 3 1.77 big-cap Long 0 -1.5 Healthcare 34 AMGN 1 0.00 big-cap Long 0 -1.5 Healthcare 109 DCUE 1 0.00 big-cap Long 0 -2.0 Utilities 220 PEG 4 1.66 big-cap Long 0 -2.0 Utilities 161 ROP 3 0.98 big-cap Long 0 -2.0 Industrials 226 OTIS 4 3.04 big-cap Long 1 -2.0 Industrials 230 BBY 2 2.58 big-cap Long 0 -2.0 Consumer Cyclical 229 SWK 3 3.83 big-cap Long 1 -2.5 Industrials 18 MRK 1 0.00 big-cap Long 0 -2.5 Healthcare 198 PAYX 3 3.86 big-cap Long 0 -2.5 Industrials 103 ITW 3 3.21 big-cap Long 0 -2.5 Industrials 41 LIN 3 4.17 big-cap Long 0 -2.5 Basic Materials 80 MO 2 4.40 big-cap Long 0 -3.0 Consumer Defensive 89 ENB 3 0.70 big-cap Long 0 -3.0 Energy 181 GIS 1 0.00 big-cap Long 0 -3.0 Consumer Defensive 179 SRE 4 2.84 big-cap Long 0 -3.0 Utilities 169 BBD 2 -0.43 big-cap Long 0 -3.0 Financial Services 111 MUFG 2 0.52 big-cap Long 0 -3.5 Financial Services 144 SMFG 1 0.00 big-cap Long 0 -3.5 Financial Services 82 CNI 3 0.50 big-cap Long 0 -3.5 Industrials 100 SO 4 1.68 big-cap Long 0 -3.5 Utilities 55 AMT 1 0.00 big-cap Long 0 -3.5 Real Estate 62 GSK 1 0.00 big-cap Long 0 -3.5 Healthcare 52 BLK 1 0.00 big-cap Long 0 -3.5 Financial Services 47 SNY 2 0.91 big-cap Long 0 -3.5 Healthcare 219 W 1 0.00 big-cap Long 0 -3.5 Consumer Cyclical 31 UL 1 0.00 big-cap Long 0 -3.5 Consumer Defensive 104 NSC 3 3.18 big-cap Long 0 -3.5 Industrials 182 INFO 3 2.42 big-cap Long 1 -4.0 Industrials 129 HUM 3 2.12 big-cap Long 0 -4.0 Healthcare 231 GLW 1 0.00 big-cap Long 0 -4.0 Technology 241 KR 2 1.99 big-cap Long 0 -4.0 Consumer Defensive 101 ABB 1 0.00 big-cap Long 0 -4.0 Industrials 78 SPGI 3 2.16 big-cap Long 0 -4.0 Financial Services 188 PH 1 0.00 big-cap Long 0 -4.5 Industrials 117 MMC 1 0.00 big-cap Long 1 -4.5 Financial Services 223 ROK 1 0.00 big-cap Long 0 -4.5 Industrials 149 ERIC 1 0.00 big-cap Long 0 -4.5 Technology 96 FDX 1 0.00 big-cap Long 1 -4.5 Industrials 43 PM 1 0.00 big-cap Long 0 -4.5 Consumer Defensive 140 KMB 3 1.06 big-cap Long 0 -4.5 Consumer Defensive 158 STZ 1 0.00 big-cap Long 0 -4.5 Consumer Defensive 28 TXN 1 0.00 big-cap Long 0 -4.5 Technology 76 CI 1 0.00 big-cap Long 0 -5.0 Healthcare 172 BCE 5 -0.63 big-cap Long 1 -5.0 Communication Services 63 CVS 2 2.49 big-cap Long 0 -5.0 Healthcare 65 TGT 2 4.11 big-cap Long 0 -5.0 Consumer Defensive 128 PGR 2 1.07 big-cap Long 0 -5.0 Financial Services 123 PHG 2 0.04 big-cap Long 0 -5.0 Healthcare 212 MSI 2 2.91 big-cap Long 0 -5.0 Technology 164 PSA 3 1.41 big-cap Long 1 -5.5 Real Estate 16 T 1 0.00 big-cap Long 0 -5.5 Communication Services 119 DD 1 0.00 big-cap Long 0 -5.5 Basic Materials 152 CTSH 1 0.00 big-cap Long 0 -5.5 Technology 132 NEM 1 0.00 big-cap Long 0 -5.5 Basic Materials 42 BUD 1 0.00 big-cap Long 0 -6.0 Consumer Defensive 85 ADP 2 2.95 big-cap Long 0 -6.0 Industrials 136 MNST 1 0.00 big-cap Long 0 -6.0 Consumer Defensive 133 NXPI 1 0.00 big-cap Long 0 -6.0 Technology 64 AMAT 1 0.00 big-cap Long 0 -6.0 Technology 93 USB 1 0.00 big-cap Long 0 -6.0 Financial Services 126 MCO 3 2.58 big-cap Long 0 -6.0 Financial Services 193 ALL 2 1.14 big-cap Long 0 -6.5 Financial Services 202 KMI 1 0.00 big-cap Long 0 -6.5 Energy 163 TRP 3 2.23 big-cap Long 0 -6.5 Energy 14 KO 4 3.14 big-cap Long 0 -7.0 Consumer Defensive 37 HON 1 0.00 big-cap Long 1 -7.5 Industrials 113 VMW 1 0.00 big-cap Long 0 -7.5 Technology 154 NGG 1 0.00 big-cap Long 0 -7.5 Utilities 91 CSX 5 4.01 big-cap Long 0 -7.5 Industrials 180 BK 1 0.00 big-cap Long 0 -7.5 Financial Services 130 RELX 1 0.00 big-cap Long 0 -8.0 Communication Services 77 PLD 1 0.00 big-cap Long 0 -8.0 Real Estate 10 ASML 1 0.00 big-cap Long 0 -8.5 Technology 11 VZ 4 2.20 big-cap Long 0 -9.5 Communication Services 39 UNP 2 3.06 big-cap Long 3 -10.0 Industrials 22 PEP 3 2.74 big-cap Long 0 -10.5 Consumer Defensive 211 ES 2 -0.28 big-cap Long 0 -11.5 Utilities 234 AME 1 0.00 big-cap Long 0 -11.5 Industrials 122 UBS 1 0.00 big-cap Long 0 -15.5 Financial Services 38 UPS 1 0.00 big-cap Long 2 -16.5 Industrials Mean Return: 2.235869565217391 Mean Day/Week: 3.9565217391304346 Accuracy:0.9347826086956522 *******************Part 1.2 Big Cap Short Entry********************* big_short_signal_entry Symbol Day Return Market Cap Long/Short Weak Entry Score industry 153 BILI 5 -10.17 big-cap Short 0 -2.5 Communication Services 50 ZM 3 1.56 big-cap Short 0 -3.0 Communication Services 216 SGEN 2 0.28 big-cap Short 0 -3.0 Healthcare 199 CS 1 0.00 big-cap Short 0 -3.5 Financial Services 121 ROKU 4 -11.25 big-cap Short 0 -3.5 Communication Services 84 SNP 3 1.49 big-cap Short 0 -3.5 Energy 210 BBVA 2 1.90 big-cap Short 0 -4.5 Financial Services 170 TDOC 4 -9.35 big-cap Short 0 -5.0 Healthcare 8 PYPL 5 -1.50 big-cap Short 0 -5.0 Financial Services 72 BIDU 4 -24.33 big-cap Short 0 -5.5 Communication Services 53 AMD 4 -1.29 big-cap Short 0 -5.5 Technology 215 RPRX 4 -2.44 big-cap Short 1 -6.0 Healthcare 73 NTES 4 -2.56 big-cap Short 0 -6.0 Communication Services 240 ETSY 3 1.51 big-cap Short 1 -6.0 Consumer Cyclical 237 XP 4 -2.71 big-cap Short 0 -6.5 Financial Services 67 NIO 4 -13.84 big-cap Short 0 -6.5 Consumer Cyclical 36 SHOP 3 -3.84 big-cap Short 0 -6.5 Technology 15 CRM 3 -0.25 big-cap Short 0 -6.5 Technology 232 ZS 3 -3.11 big-cap Short 0 -7.0 Technology 175 APTV 4 0.80 big-cap Short 0 -7.0 Consumer Cyclical 143 PINS 4 -3.15 big-cap Short 0 -8.0 Communication Services 105 TWLO 5 -12.18 big-cap Short 0 -8.5 Communication Services 147 VEEV 3 -0.04 big-cap Short 0 -8.5 Healthcare 168 MTCH 4 -5.57 big-cap Short 0 -9.0 Communication Services 9 NFLX 3 -2.55 big-cap Short 1 -9.0 Communication Services 13 NKE 3 -0.24 big-cap Short 1 -9.0 Consumer Cyclical 92 ILMN 3 -1.35 big-cap Short 0 -9.0 Healthcare 197 WIT 4 0.43 big-cap Short 1 -9.5 Technology 157 CHWY 3 -0.43 big-cap Short 0 -10.0 Consumer Cyclical 1 BABA 2 2.00 big-cap Short 0 -10.5 Consumer Cyclical 156 TWTR 2 0.10 big-cap Short 0 -11.5 Communication Services 90 CB 3 1.99 big-cap Short 0 -11.5 Financial Services 205 DDOG 3 -1.31 big-cap Short 0 -12.5 Technology 70 SNAP 5 -12.53 big-cap Short 0 -12.5 Communication Services 120 SCCO 5 -4.09 big-cap Short 0 -13.0 Basic Materials 60 UBER 5 -1.91 big-cap Short 1 -13.0 Technology 204 PCAR 5 0.04 big-cap Short 1 -13.0 Industrials 4 NVDA 3 1.51 big-cap Short 0 -13.5 Technology 0 TSLA 4 -6.98 big-cap Short 0 -15.5 Consumer Cyclical 162 FCX 2 5.61 big-cap Short 0 -15.5 Basic Materials 176 TTD 5 -10.29 big-cap Short 1 -16.0 Technology 222 HTHT 2 -0.45 big-cap Short 0 -16.5 Consumer Cyclical 69 VALE 5 -1.69 big-cap Short 1 -17.0 Basic Materials 227 BNTX 3 1.79 big-cap Short 1 -18.0 Healthcare 138 CVNA 4 -6.04 big-cap Short 1 -18.0 Consumer Cyclical 102 MRNA 4 -2.48 big-cap Short 1 -27.5 Healthcare 139 TME 1 0.00 big-cap Short 1 -38.0 Communication Services 83 BEKE 3 6.20 big-cap Short 2 -58.0 Real Estate Mean Return: -2.8849999999999993 Mean Day/Week: 3.630434782608696 Accuracy:0.6739130434782609 *******************Part 1.3 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short Weak Entry Score industry 141 KDP 12 5.61 big-cap Long 0 0.0 Consumer Defensive 81 ANTM 17 14.18 big-cap Long 0 0.0 Healthcare 7 HD 8 8.08 big-cap Long 0 0.0 Consumer Cyclical 235 AZO 15 12.84 big-cap Long 1 0.0 Consumer Cyclical 30 MCD 11 5.79 big-cap Long 0 0.0 Consumer Cyclical 45 LOW 10 9.39 big-cap Long 0 0.0 Consumer Cyclical 209 HSY 12 4.71 big-cap Long 1 0.0 Consumer Defensive 166 AEP 11 4.70 big-cap Long 0 0.0 Utilities 131 NOC 11 5.47 big-cap Long 0 -0.5 Industrials 187 CNC 7 1.99 big-cap Long 0 -0.5 Healthcare 88 DUK 9 2.95 big-cap Long 0 -0.5 Utilities 6 UNH 14 7.01 big-cap Long 0 -0.5 Healthcare 54 IBM 13 6.37 big-cap Long 0 -0.5 Technology 75 MDLZ 9 2.80 big-cap Long 0 -0.5 Consumer Defensive 217 RSG 14 6.68 big-cap Long 0 -1.0 Industrials 221 MCK 11 3.35 big-cap Long 0 -1.0 Healthcare 203 ORLY 15 6.81 big-cap Long 0 -1.0 Consumer Cyclical 178 LHX 11 3.49 big-cap Long 1 -1.0 Industrials 228 WEC 10 4.42 big-cap Long 0 -1.0 Utilities 238 WCN 14 3.77 big-cap Long 0 -1.0 Industrials 135 WM 16 9.22 big-cap Long 0 -1.0 Industrials 110 BAM 11 4.64 big-cap Long 0 -1.0 Financial Services 107 APD 12 5.06 big-cap Long 0 -1.0 Basic Materials 66 LMT 12 7.02 big-cap Long 1 -1.0 Industrials 57 MMM 15 5.76 big-cap Long 0 -1.0 Industrials 21 CSCO 13 8.34 big-cap Long 0 -1.0 Technology 150 GD 13 5.08 big-cap Long 0 -1.5 unknown 194 PPG 15 5.67 big-cap Long 1 -1.5 Basic Materials 26 ACN 12 5.14 big-cap Long 2 -1.5 Technology 160 EXC 8 1.28 big-cap Long 0 -2.0 Utilities 108 D 10 1.62 big-cap Long 0 -2.0 Utilities 191 CARR 11 3.52 big-cap Long 0 -2.0 Industrials 35 BMY 6 1.92 big-cap Long 0 -2.5 Healthcare 167 BAX 8 7.49 big-cap Long 0 -3.5 Healthcare 86 CCI 8 4.86 big-cap Long 0 -3.5 Real Estate 239 LEN 7 8.11 big-cap Long 0 -6.5 Consumer Cyclical 225 DHI 12 7.06 big-cap Long 0 -7.0 Consumer Cyclical Mean Return: 5.735135135135135 Mean Day/Week: 11.432432432432432 Accuracy:1.0 *******************Part 1.4 Big Cap Short Maintainance********************* big_short_signal_maintainance Symbol Day Return Market Cap Long/Short Weak Entry Score industry 137 TAL 13 -18.07 big-cap Short 0 -0.5 Consumer Defensive 213 EDU 10 -20.16 big-cap Short 1 -0.5 Consumer Defensive 20 LLY 7 0.70 big-cap Short 0 -0.5 Healthcare 185 RNG 11 -17.20 big-cap Short 0 -1.5 Technology 40 LFC 6 -2.19 big-cap Short 0 -1.5 Financial Services 145 LU 7 -7.38 big-cap Short 0 -1.5 Financial Services 98 SPOT 7 -4.06 big-cap Short 0 -2.0 Communication Services 214 ZTO 13 -11.95 big-cap Short 0 -2.0 Industrials 12 PDD 8 -13.67 big-cap Short 0 -2.5 Consumer Cyclical 46 SE 8 -7.71 big-cap Short 0 -2.5 Communication Services 183 PANW 8 -5.46 big-cap Short 0 -2.5 Technology 189 OKTA 7 1.42 big-cap Short 0 -3.0 Technology 208 CHT 6 -0.29 big-cap Short 0 -3.5 Communication Services 196 Z 7 -3.78 big-cap Short 0 -3.5 Communication Services 195 ZG 7 -4.48 big-cap Short 0 -3.5 Communication Services 155 IDXX 7 -0.95 big-cap Short 0 -4.0 Healthcare 142 DOCU 7 -1.52 big-cap Short 0 -4.0 Technology 112 TEAM 7 -3.17 big-cap Short 0 -4.0 Technology 148 ALGN 7 2.54 big-cap Short 0 -4.5 Healthcare 61 MELI 7 -0.45 big-cap Short 0 -4.5 Consumer Cyclical 201 PLUG 8 -15.68 big-cap Short 0 -7.5 Industrials 56 INTU 7 0.65 big-cap Short 0 -8.0 Technology 134 CRWD 6 -9.28 big-cap Short 0 -10.0 Technology 23 ABBV 6 2.37 big-cap Short 2 -13.5 Healthcare 94 PLTR 6 -7.75 big-cap Short 1 -18.0 Technology 58 SQ 6 -5.30 big-cap Short 1 -18.0 Technology 27 NVO 6 -3.84 big-cap Short 1 -19.0 Healthcare Mean Return: -5.802222222222222 Mean Day/Week: 7.592592592592593 Accuracy:0.8148148148148148 *******************Part 1.5 Big Cap Long Exit********************* big_long_signal_exit Symbol Day Return Market Cap Long/Short Weak Entry Score industry 118 TAK 12 3.29 big-cap Exit Long 0 -3.0 Healthcare 184 LBRDK 5 -0.03 big-cap Exit Long 0 -4.0 Communication Services 25 TBB 2 -0.30 big-cap Exit Long 0 -6.5 unknown 173 CM 1 -0.93 big-cap Exit Long 0 -5.0 Financial Services 48 CHTR 4 -0.96 big-cap Exit Long 0 -3.0 Communication Services Mean Return: 0.2675 Mean Day/Week: 6.0 Accuracy:0.25 *******************Part 1.6 Big Cap Short Exit********************* big_short_signal_exit Symbol Day Return Market Cap Long/Short Weak Entry Score industry 207 SWKS 2 6.06 big-cap Exit Short 1 -21.5 Technology 171 MCHP 2 5.59 big-cap Exit Short 1 -19.0 Technology 165 SNPS 1 4.56 big-cap Exit Short 0 -10.0 Technology 68 ISRG 6 4.31 big-cap Exit Short 0 -6.0 Healthcare 116 ADI 3 4.20 big-cap Exit Short 1 -19.0 Technology 174 CDNS 2 4.18 big-cap Exit Short 0 -12.0 Technology 218 NOK 2 3.48 big-cap Exit Short 0 -23.5 Technology 87 ATVI 6 3.06 big-cap Exit Short 0 -5.5 Communication Services 186 IQV 3 3.03 big-cap Exit Short 0 -11.5 Healthcare 146 PTON 1 3.00 big-cap Exit Short 0 -10.5 Consumer Cyclical 44 SNE 2 2.92 big-cap Exit Short 1 -21.5 Technology 106 ECL 5 2.71 big-cap Exit Short 2 -15.5 Basic Materials 3 V 1 2.60 big-cap Exit Short 0 -11.0 Financial Services 192 XLNX 1 2.53 big-cap Exit Short 0 -18.0 Technology 79 TJX 3 2.30 big-cap Exit Short 1 -13.5 Consumer Cyclical 151 EA 2 2.30 big-cap Exit Short 0 -6.0 Communication Services 159 TEL 1 2.21 big-cap Exit Short 0 -8.0 Technology 99 ADSK 2 2.16 big-cap Exit Short 0 -7.5 Technology 95 ICE 5 2.16 big-cap Exit Short 1 -12.5 Financial Services 127 SAN 1 2.02 big-cap Exit Short 0 -8.5 Financial Services 24 BHP 5 2.02 big-cap Exit Short 0 -1.5 Basic Materials 32 BBL 5 1.85 big-cap Exit Short 0 -1.5 Basic Materials 236 CPRT 1 1.79 big-cap Exit Short 0 -16.5 Industrials 49 HDB 2 1.76 big-cap Exit Short 0 -2.5 Financial Services 19 TM 1 1.50 big-cap Exit Short 1 -18.0 Consumer Cyclical 200 ZBH 6 1.45 big-cap Exit Short 1 -12.5 Healthcare 115 WDAY 2 1.44 big-cap Exit Short 1 -19.0 Technology 2 TSM 6 1.42 big-cap Exit Short 0 -9.0 Technology 177 DXCM 1 1.29 big-cap Exit Short 0 -6.0 Healthcare 125 BSX 1 0.78 big-cap Exit Short 0 -2.0 unknown 124 EW 10 0.21 big-cap Exit Short 0 -3.0 Healthcare 29 SAP 10 -0.94 big-cap Exit Short 0 -2.5 Technology 59 RIO 8 -1.08 big-cap Exit Short 0 -1.5 Basic Materials 114 IBN 8 -3.01 big-cap Exit Short 1 -2.0 Financial Services 33 JD 14 -4.58 big-cap Exit Short 0 -1.5 Consumer Cyclical 51 NOW 17 -5.06 big-cap Exit Short 0 -3.0 Technology 74 SNOW 17 -7.01 big-cap Exit Short 0 -7.0 Technology Mean Return: 2.192962962962963 Mean Day/Week: 6.111111111111111 Accuracy:0.2222222222222222 *******************Part 1.7 Overall Long Position********************* overall long Symbol Day Return Market Cap Long/Short Weak Entry Score industry 81 ANTM 17 14.18 big-cap Long 0 0.0 Healthcare 235 AZO 15 12.84 big-cap Long 1 0.0 Consumer Cyclical 45 LOW 10 9.39 big-cap Long 0 0.0 Consumer Cyclical 135 WM 16 9.22 big-cap Long 0 -1.0 Industrials 21 CSCO 13 8.34 big-cap Long 0 -1.0 Technology 239 LEN 7 8.11 big-cap Long 0 -6.5 Consumer Cyclical 7 HD 8 8.08 big-cap Long 0 0.0 Consumer Cyclical 167 BAX 8 7.49 big-cap Long 0 -3.5 Healthcare 225 DHI 12 7.06 big-cap Long 0 -7.0 Consumer Cyclical 66 LMT 12 7.02 big-cap Long 1 -1.0 Industrials 6 UNH 14 7.01 big-cap Long 0 -0.5 Healthcare 203 ORLY 15 6.81 big-cap Long 0 -1.0 Consumer Cyclical 217 RSG 14 6.68 big-cap Long 0 -1.0 Industrials 54 IBM 13 6.37 big-cap Long 0 -0.5 Technology 30 MCD 11 5.79 big-cap Long 0 0.0 Consumer Cyclical 57 MMM 15 5.76 big-cap Long 0 -1.0 Industrials 194 PPG 15 5.67 big-cap Long 1 -1.5 Basic Materials 141 KDP 12 5.61 big-cap Long 0 0.0 Consumer Defensive 131 NOC 11 5.47 big-cap Long 0 -0.5 Industrials 26 ACN 12 5.14 big-cap Long 2 -1.5 Technology 150 GD 13 5.08 big-cap Long 0 -1.5 unknown 107 APD 12 5.06 big-cap Long 0 -1.0 Basic Materials 86 CCI 8 4.86 big-cap Long 0 -3.5 Real Estate 209 HSY 12 4.71 big-cap Long 1 0.0 Consumer Defensive 166 AEP 11 4.70 big-cap Long 0 0.0 Utilities 233 FAST 3 4.66 big-cap Long 0 -1.5 Industrials 110 BAM 11 4.64 big-cap Long 0 -1.0 Financial Services 228 WEC 10 4.42 big-cap Long 0 -1.0 Utilities 97 SHW 4 4.40 big-cap Long 0 -1.0 Basic Materials 80 MO 2 4.40 big-cap Long 0 -3.0 Consumer Defensive 41 LIN 3 4.17 big-cap Long 0 -2.5 Basic Materials 65 TGT 2 4.11 big-cap Long 0 -5.0 Consumer Defensive 91 CSX 5 4.01 big-cap Long 0 -7.5 Industrials 190 XEL 5 3.90 big-cap Long 0 -0.5 Utilities 198 PAYX 3 3.86 big-cap Long 0 -2.5 Industrials 229 SWK 3 3.83 big-cap Long 1 -2.5 Industrials 238 WCN 14 3.77 big-cap Long 0 -1.0 Industrials 191 CARR 11 3.52 big-cap Long 0 -2.0 Industrials 178 LHX 11 3.49 big-cap Long 1 -1.0 Industrials 221 MCK 11 3.35 big-cap Long 0 -1.0 Healthcare 118 TAK 12 3.29 big-cap Exit Long 0 -3.0 Healthcare 103 ITW 3 3.21 big-cap Long 0 -2.5 Industrials 104 NSC 3 3.18 big-cap Long 0 -3.5 Industrials 14 KO 4 3.14 big-cap Long 0 -7.0 Consumer Defensive 39 UNP 2 3.06 big-cap Long 3 -10.0 Industrials 226 OTIS 4 3.04 big-cap Long 1 -2.0 Industrials 206 SBAC 5 2.97 big-cap Long 0 -0.5 Real Estate 88 DUK 9 2.95 big-cap Long 0 -0.5 Utilities 85 ADP 2 2.95 big-cap Long 0 -6.0 Industrials 212 MSI 2 2.91 big-cap Long 0 -5.0 Technology 179 SRE 4 2.84 big-cap Long 0 -3.0 Utilities 75 MDLZ 9 2.80 big-cap Long 0 -0.5 Consumer Defensive 22 PEP 3 2.74 big-cap Long 0 -10.5 Consumer Defensive 126 MCO 3 2.58 big-cap Long 0 -6.0 Financial Services 230 BBY 2 2.58 big-cap Long 0 -2.0 Consumer Cyclical 63 CVS 2 2.49 big-cap Long 0 -5.0 Healthcare 182 INFO 3 2.42 big-cap Long 1 -4.0 Industrials 163 TRP 3 2.23 big-cap Long 0 -6.5 Energy 11 VZ 4 2.20 big-cap Long 0 -9.5 Communication Services 78 SPGI 3 2.16 big-cap Long 0 -4.0 Financial Services 5 PG 3 2.14 big-cap Long 0 -0.5 Consumer Defensive 129 HUM 3 2.12 big-cap Long 0 -4.0 Healthcare 241 KR 2 1.99 big-cap Long 0 -4.0 Consumer Defensive 187 CNC 7 1.99 big-cap Long 0 -0.5 Healthcare 35 BMY 6 1.92 big-cap Long 0 -2.5 Healthcare 17 PFE 3 1.77 big-cap Long 0 -1.5 Healthcare 100 SO 4 1.68 big-cap Long 0 -3.5 Utilities 220 PEG 4 1.66 big-cap Long 0 -2.0 Utilities 108 D 10 1.62 big-cap Long 0 -2.0 Utilities 164 PSA 3 1.41 big-cap Long 1 -5.5 Real Estate 160 EXC 8 1.28 big-cap Long 0 -2.0 Utilities 193 ALL 2 1.14 big-cap Long 0 -6.5 Financial Services 128 PGR 2 1.07 big-cap Long 0 -5.0 Financial Services 140 KMB 3 1.06 big-cap Long 0 -4.5 Consumer Defensive 161 ROP 3 0.98 big-cap Long 0 -2.0 Industrials 47 SNY 2 0.91 big-cap Long 0 -3.5 Healthcare 89 ENB 3 0.70 big-cap Long 0 -3.0 Energy 111 MUFG 2 0.52 big-cap Long 0 -3.5 Financial Services 82 CNI 3 0.50 big-cap Long 0 -3.5 Industrials 224 HBANN 5 0.46 big-cap Long 0 -1.5 Financial Services 123 PHG 2 0.04 big-cap Long 0 -5.0 Healthcare 184 LBRDK 5 -0.03 big-cap Exit Long 0 -4.0 Communication Services 211 ES 2 -0.28 big-cap Long 0 -11.5 Utilities 25 TBB 2 -0.30 big-cap Exit Long 0 -6.5 unknown 169 BBD 2 -0.43 big-cap Long 0 -3.0 Financial Services 172 BCE 5 -0.63 big-cap Long 1 -5.0 Communication Services 173 CM 1 -0.93 big-cap Exit Long 0 -5.0 Financial Services 48 CHTR 4 -0.96 big-cap Exit Long 0 -3.0 Communication Services Mean Return: 3.5922727272727273 Mean Day/Week: 6.670454545454546 Accuracy:0.9204545454545454 *******************Part 1.8 Overall Short Position********************* overall short Symbol Day Return Market Cap Long/Short Weak Entry Score industry 83 BEKE 3 6.20 big-cap Short 2 -58.0 Real Estate 207 SWKS 2 6.06 big-cap Exit Short 1 -21.5 Technology 162 FCX 2 5.61 big-cap Short 0 -15.5 Basic Materials 171 MCHP 2 5.59 big-cap Exit Short 1 -19.0 Technology 165 SNPS 1 4.56 big-cap Exit Short 0 -10.0 Technology 68 ISRG 6 4.31 big-cap Exit Short 0 -6.0 Healthcare 116 ADI 3 4.20 big-cap Exit Short 1 -19.0 Technology 174 CDNS 2 4.18 big-cap Exit Short 0 -12.0 Technology 218 NOK 2 3.48 big-cap Exit Short 0 -23.5 Technology 87 ATVI 6 3.06 big-cap Exit Short 0 -5.5 Communication Services 186 IQV 3 3.03 big-cap Exit Short 0 -11.5 Healthcare 146 PTON 1 3.00 big-cap Exit Short 0 -10.5 Consumer Cyclical 44 SNE 2 2.92 big-cap Exit Short 1 -21.5 Technology 106 ECL 5 2.71 big-cap Exit Short 2 -15.5 Basic Materials 3 V 1 2.60 big-cap Exit Short 0 -11.0 Financial Services 148 ALGN 7 2.54 big-cap Short 0 -4.5 Healthcare 192 XLNX 1 2.53 big-cap Exit Short 0 -18.0 Technology 23 ABBV 6 2.37 big-cap Short 2 -13.5 Healthcare 79 TJX 3 2.30 big-cap Exit Short 1 -13.5 Consumer Cyclical 151 EA 2 2.30 big-cap Exit Short 0 -6.0 Communication Services 159 TEL 1 2.21 big-cap Exit Short 0 -8.0 Technology 99 ADSK 2 2.16 big-cap Exit Short 0 -7.5 Technology 95 ICE 5 2.16 big-cap Exit Short 1 -12.5 Financial Services 127 SAN 1 2.02 big-cap Exit Short 0 -8.5 Financial Services 24 BHP 5 2.02 big-cap Exit Short 0 -1.5 Basic Materials 1 BABA 2 2.00 big-cap Short 0 -10.5 Consumer Cyclical 90 CB 3 1.99 big-cap Short 0 -11.5 Financial Services 210 BBVA 2 1.90 big-cap Short 0 -4.5 Financial Services 32 BBL 5 1.85 big-cap Exit Short 0 -1.5 Basic Materials 236 CPRT 1 1.79 big-cap Exit Short 0 -16.5 Industrials 227 BNTX 3 1.79 big-cap Short 1 -18.0 Healthcare 49 HDB 2 1.76 big-cap Exit Short 0 -2.5 Financial Services 50 ZM 3 1.56 big-cap Short 0 -3.0 Communication Services 240 ETSY 3 1.51 big-cap Short 1 -6.0 Consumer Cyclical 4 NVDA 3 1.51 big-cap Short 0 -13.5 Technology 19 TM 1 1.50 big-cap Exit Short 1 -18.0 Consumer Cyclical 84 SNP 3 1.49 big-cap Short 0 -3.5 Energy 200 ZBH 6 1.45 big-cap Exit Short 1 -12.5 Healthcare 115 WDAY 2 1.44 big-cap Exit Short 1 -19.0 Technology 2 TSM 6 1.42 big-cap Exit Short 0 -9.0 Technology 189 OKTA 7 1.42 big-cap Short 0 -3.0 Technology 177 DXCM 1 1.29 big-cap Exit Short 0 -6.0 Healthcare 175 APTV 4 0.80 big-cap Short 0 -7.0 Consumer Cyclical 125 BSX 1 0.78 big-cap Exit Short 0 -2.0 unknown 20 LLY 7 0.70 big-cap Short 0 -0.5 Healthcare 56 INTU 7 0.65 big-cap Short 0 -8.0 Technology 197 WIT 4 0.43 big-cap Short 1 -9.5 Technology 216 SGEN 2 0.28 big-cap Short 0 -3.0 Healthcare 124 EW 10 0.21 big-cap Exit Short 0 -3.0 Healthcare 156 TWTR 2 0.10 big-cap Short 0 -11.5 Communication Services 204 PCAR 5 0.04 big-cap Short 1 -13.0 Industrials 147 VEEV 3 -0.04 big-cap Short 0 -8.5 Healthcare 13 NKE 3 -0.24 big-cap Short 1 -9.0 Consumer Cyclical 15 CRM 3 -0.25 big-cap Short 0 -6.5 Technology 208 CHT 6 -0.29 big-cap Short 0 -3.5 Communication Services 157 CHWY 3 -0.43 big-cap Short 0 -10.0 Consumer Cyclical 222 HTHT 2 -0.45 big-cap Short 0 -16.5 Consumer Cyclical 61 MELI 7 -0.45 big-cap Short 0 -4.5 Consumer Cyclical 29 SAP 10 -0.94 big-cap Exit Short 0 -2.5 Technology 155 IDXX 7 -0.95 big-cap Short 0 -4.0 Healthcare 59 RIO 8 -1.08 big-cap Exit Short 0 -1.5 Basic Materials 53 AMD 4 -1.29 big-cap Short 0 -5.5 Technology 205 DDOG 3 -1.31 big-cap Short 0 -12.5 Technology 92 ILMN 3 -1.35 big-cap Short 0 -9.0 Healthcare 8 PYPL 5 -1.50 big-cap Short 0 -5.0 Financial Services 142 DOCU 7 -1.52 big-cap Short 0 -4.0 Technology 69 VALE 5 -1.69 big-cap Short 1 -17.0 Basic Materials 60 UBER 5 -1.91 big-cap Short 1 -13.0 Technology 40 LFC 6 -2.19 big-cap Short 0 -1.5 Financial Services 215 RPRX 4 -2.44 big-cap Short 1 -6.0 Healthcare 102 MRNA 4 -2.48 big-cap Short 1 -27.5 Healthcare 9 NFLX 3 -2.55 big-cap Short 1 -9.0 Communication Services 73 NTES 4 -2.56 big-cap Short 0 -6.0 Communication Services 237 XP 4 -2.71 big-cap Short 0 -6.5 Financial Services 114 IBN 8 -3.01 big-cap Exit Short 1 -2.0 Financial Services 232 ZS 3 -3.11 big-cap Short 0 -7.0 Technology 143 PINS 4 -3.15 big-cap Short 0 -8.0 Communication Services 112 TEAM 7 -3.17 big-cap Short 0 -4.0 Technology 196 Z 7 -3.78 big-cap Short 0 -3.5 Communication Services 27 NVO 6 -3.84 big-cap Short 1 -19.0 Healthcare 36 SHOP 3 -3.84 big-cap Short 0 -6.5 Technology 98 SPOT 7 -4.06 big-cap Short 0 -2.0 Communication Services 120 SCCO 5 -4.09 big-cap Short 0 -13.0 Basic Materials 195 ZG 7 -4.48 big-cap Short 0 -3.5 Communication Services 33 JD 14 -4.58 big-cap Exit Short 0 -1.5 Consumer Cyclical 51 NOW 17 -5.06 big-cap Exit Short 0 -3.0 Technology 58 SQ 6 -5.30 big-cap Short 1 -18.0 Technology 183 PANW 8 -5.46 big-cap Short 0 -2.5 Technology 168 MTCH 4 -5.57 big-cap Short 0 -9.0 Communication Services 138 CVNA 4 -6.04 big-cap Short 1 -18.0 Consumer Cyclical 0 TSLA 4 -6.98 big-cap Short 0 -15.5 Consumer Cyclical 74 SNOW 17 -7.01 big-cap Exit Short 0 -7.0 Technology 145 LU 7 -7.38 big-cap Short 0 -1.5 Financial Services 46 SE 8 -7.71 big-cap Short 0 -2.5 Communication Services 94 PLTR 6 -7.75 big-cap Short 1 -18.0 Technology 134 CRWD 6 -9.28 big-cap Short 0 -10.0 Technology 170 TDOC 4 -9.35 big-cap Short 0 -5.0 Healthcare 153 BILI 5 -10.17 big-cap Short 0 -2.5 Communication Services 176 TTD 5 -10.29 big-cap Short 1 -16.0 Technology 121 ROKU 4 -11.25 big-cap Short 0 -3.5 Communication Services 214 ZTO 13 -11.95 big-cap Short 0 -2.0 Industrials 105 TWLO 5 -12.18 big-cap Short 0 -8.5 Communication Services 70 SNAP 5 -12.53 big-cap Short 0 -12.5 Communication Services 12 PDD 8 -13.67 big-cap Short 0 -2.5 Consumer Cyclical 67 NIO 4 -13.84 big-cap Short 0 -6.5 Consumer Cyclical 201 PLUG 8 -15.68 big-cap Short 0 -7.5 Industrials 185 RNG 11 -17.20 big-cap Short 0 -1.5 Technology 137 TAL 13 -18.07 big-cap Short 0 -0.5 Consumer Defensive 213 EDU 10 -20.16 big-cap Short 1 -0.5 Consumer Defensive 72 BIDU 4 -24.33 big-cap Short 0 -5.5 Communication Services Mean Return: -2.092363636363636 Mean Day/Week: 4.863636363636363 Accuracy:0.5363636363636364 ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 9 Communication Services 2 Consumer Cyclical 20 Consumer Defensive 12 Energy 1 Financial Services 19 Healthcare 11 Industrials 33 Real Estate 23 Technology 19 Utilities 17 unknown 2 **************************************** small_industry_downtrending_count tickers industry Basic Materials 8 Communication Services 20 Consumer Cyclical 20 Consumer Defensive 6 Energy 1 Financial Services 11 Healthcare 53 Industrials 19 Real Estate 5 Technology 59 Utilities 4 *******************Part 2.1 Small Cap Long Entry********************* small_long_signal_entry Symbol Day Return Market Cap Long/Short Weak Entry Score industry 276 CHD 3 3.21 small-cap Long 0 -1.0 Consumer Defensive 249 DLTR 5 3.64 small-cap Long 0 -1.0 Consumer Defensive 437 TAP 2 2.47 small-cap Long 0 -1.0 Consumer Defensive 477 GFL 1 0.00 small-cap Long 0 -1.5 Industrials 397 SJM 2 1.45 small-cap Long 1 -1.5 Consumer Defensive 361 DPZ 2 1.14 small-cap Long 0 -1.5 Consumer Cyclical 402 SMG 2 2.51 small-cap Long 0 -1.5 Basic Materials 620 DOOO 1 0.00 small-cap Long 0 -2.0 Consumer Cyclical 254 ARE 1 0.00 small-cap Long 0 -2.0 Real Estate 424 NLY 1 0.00 small-cap Long 0 -2.0 Real Estate 395 HAS 1 0.00 small-cap Long 0 -2.0 Consumer Cyclical 267 O 4 1.99 small-cap Long 0 -2.5 Real Estate 327 TSCO 2 3.38 small-cap Long 0 -2.5 Consumer Cyclical 273 PPL 2 1.84 small-cap Long 0 -2.5 Utilities 257 DTE 4 3.38 small-cap Long 1 -2.5 Utilities 338 BPY 1 0.00 small-cap Long 0 -2.5 Real Estate 497 AGNCN 2 0.42 small-cap Long 0 -2.5 Real Estate 264 NDAQ 5 2.38 small-cap Long 0 -2.5 Financial Services 320 CAG 2 1.61 small-cap Long 1 -2.5 Consumer Defensive 426 WHR 2 3.12 small-cap Long 1 -2.5 Consumer Cyclical 318 DOV 3 3.05 small-cap Long 0 -2.5 Industrials 331 VAR 3 0.09 small-cap Long 0 -3.0 Healthcare 660 KT 2 1.85 small-cap Long 0 -3.0 Communication Services 486 AOS 2 3.97 small-cap Long 0 -3.0 Industrials 358 NTAP 2 5.99 small-cap Long 0 -3.0 Technology 360 AGR 4 0.69 small-cap Long 0 -3.0 Utilities 391 FICO 2 2.72 small-cap Long 0 -3.0 Technology 587 HII 3 4.49 small-cap Long 0 -3.0 Industrials 364 CPB 1 0.00 small-cap Long 0 -3.0 Consumer Defensive 568 RBA 2 4.17 small-cap Long 0 -3.0 Industrials 353 KB 5 4.10 small-cap Long 1 -3.5 Financial Services 356 NUE 2 8.17 small-cap Long 0 -3.5 Basic Materials 675 AER 1 0.00 small-cap Long 0 -3.5 Industrials 403 L 1 0.00 small-cap Long 0 -3.5 Financial Services 301 QSR 4 4.34 small-cap Long 1 -3.5 Consumer Cyclical 519 ACI 2 2.77 small-cap Long 0 -3.5 Consumer Defensive 592 HTA 1 0.00 small-cap Long 0 -3.5 Real Estate 625 SON 1 0.00 small-cap Long 0 -3.5 Consumer Cyclical 367 MAS 2 3.36 small-cap Long 0 -3.5 Industrials 412 FFIV 1 0.00 small-cap Long 0 -4.0 Technology 417 FDS 3 1.31 small-cap Long 0 -4.0 Financial Services 383 BEN 1 0.00 small-cap Long 1 -4.0 Financial Services 484 PNR 1 0.00 small-cap Long 1 -4.0 Industrials 569 REXR 5 2.27 small-cap Long 0 -4.0 Real Estate 586 JBL 1 0.00 small-cap Long 0 -4.0 Technology 408 FBHS 1 0.00 small-cap Long 0 -4.0 Consumer Cyclical 299 DGX 5 2.59 small-cap Long 0 -4.0 Healthcare 348 EXR 1 0.00 small-cap Long 0 -4.0 Real Estate 590 HRC 1 0.00 small-cap Long 0 -4.5 Healthcare 628 BJ 1 0.00 small-cap Long 0 -4.5 Consumer Defensive 445 DNB 2 1.77 small-cap Long 0 -4.5 Technology 296 PKX 1 0.00 small-cap Long 0 -4.5 Basic Materials 319 BR 2 3.39 small-cap Long 0 -4.5 Technology 559 CASY 2 2.30 small-cap Long 0 -4.5 Consumer Defensive 421 PPD 1 0.00 small-cap Long 0 -4.5 Healthcare 420 CHRW 2 1.45 small-cap Long 1 -4.5 Industrials 326 BPYPP 1 0.00 small-cap Long 0 -4.5 Real Estate 593 REYN 1 0.00 small-cap Long 0 -4.5 Consumer Cyclical 602 POST 2 1.80 small-cap Long 0 -4.5 Consumer Defensive 530 ACM 1 0.00 small-cap Long 0 -4.5 Industrials 283 GWW 1 0.00 small-cap Long 0 -4.5 Industrials 366 JBHT 2 3.28 small-cap Long 0 -4.5 Industrials 544 WWD 1 0.00 small-cap Long 0 -4.5 Industrials 574 AN 1 0.00 small-cap Long 0 -4.5 Consumer Cyclical 390 J 2 1.92 small-cap Long 0 -5.0 Industrials 325 PEAK 1 0.00 small-cap Long 1 -5.0 Real Estate 280 UI 1 0.00 small-cap Long 0 -5.0 Technology 446 NWL 1 0.00 small-cap Long 1 -5.0 Consumer Defensive 475 RZA 1 0.00 small-cap Long 0 -5.0 unknown 526 CSL 2 3.40 small-cap Long 0 -5.5 Industrials 359 SHG 2 1.73 small-cap Long 0 -5.5 Financial Services 285 RYAAY 1 0.00 small-cap Long 0 -5.5 Industrials 381 GPC 2 1.28 small-cap Long 0 -5.5 Consumer Cyclical 645 ORI 1 0.00 small-cap Long 0 -5.5 Financial Services 571 SEE 1 0.00 small-cap Long 0 -6.0 Consumer Cyclical 270 EFX 2 3.01 small-cap Long 0 -6.0 Industrials 450 TTC 1 0.00 small-cap Long 0 -6.0 Industrials 539 AIZP 2 -0.49 small-cap Long 0 -6.0 Financial Services 378 TDY 1 0.00 small-cap Long 0 -6.0 Technology 535 ARW 1 0.00 small-cap Long 0 -6.5 Technology 547 SITE 1 0.00 small-cap Long 0 -6.5 Industrials 565 BERY 4 0.50 small-cap Long 0 -6.5 Consumer Cyclical 604 OGE 1 0.00 small-cap Long 0 -6.5 Utilities 393 ACGL 1 0.00 small-cap Long 0 -6.5 Financial Services 557 LECO 1 0.00 small-cap Long 0 -7.0 Industrials 502 CIEN 1 0.00 small-cap Long 0 -7.0 Technology 422 ENIA 1 0.00 small-cap Long 0 -7.0 Utilities 400 NLOK 1 0.00 small-cap Long 0 -7.0 Technology 368 IEX 1 0.00 small-cap Long 0 -7.0 Industrials 371 FMC 2 2.57 small-cap Long 0 -7.0 Basic Materials 561 KNX 1 0.00 small-cap Long 0 -7.5 Industrials 513 JNPR 1 0.00 small-cap Long 0 -7.5 Technology 641 EGP 1 0.00 small-cap Long 0 -8.0 Real Estate 242 STT 1 0.00 small-cap Long 1 -8.0 Financial Services 306 XYL 1 0.00 small-cap Long 0 -8.0 Industrials 492 OC 1 0.00 small-cap Long 0 -8.5 Industrials 252 CAJ 1 0.00 small-cap Long 0 -9.0 Technology 476 WU 1 0.00 small-cap Long 1 -9.0 Financial Services 337 SKM 1 0.00 small-cap Long 0 -9.0 Communication Services 597 ESLT 1 0.00 small-cap Long 0 -9.0 Industrials 414 PHM 1 0.00 small-cap Long 0 -9.5 Consumer Cyclical 657 TX 1 0.00 small-cap Long 0 -10.0 Basic Materials 468 FIVE 1 0.00 small-cap Long 0 -10.0 Consumer Cyclical 317 GRFS 1 0.00 small-cap Long 0 -10.0 Healthcare 248 MT 1 0.00 small-cap Long 0 -10.5 Basic Materials 344 ACGLO 2 -0.08 small-cap Long 0 -10.5 Financial Services 576 AXTA 1 0.00 small-cap Long 0 -10.5 Basic Materials 263 PCG 1 0.00 small-cap Long 0 -11.5 Utilities 419 WPC 1 0.00 small-cap Long 1 -11.5 Real Estate 293 NTRS 1 0.00 small-cap Long 1 -12.0 Financial Services 334 SUI 1 0.00 small-cap Long 0 -12.5 Real Estate 461 RH 2 8.49 small-cap Long 0 -13.0 Consumer Cyclical 428 JKHY 2 1.55 small-cap Long 0 -14.0 Technology 379 ENTG 1 0.00 small-cap Long 1 -15.5 Technology 483 MKSI 1 0.00 small-cap Long 0 -15.5 Technology 266 FTV 2 1.45 small-cap Long 2 -17.5 Technology 262 LH 1 0.00 small-cap Long 0 -18.0 Healthcare 309 TRU 1 0.00 small-cap Long 1 -18.5 Industrials 579 TPL 1 0.00 small-cap Long 0 -40.5 Energy Mean Return: 2.607959183673469 Mean Day/Week: 4.040816326530612 Accuracy:0.9591836734693877 *******************Part 2.2 Small Cap Short Entry********************* small_short_signal_entry Symbol Day Return Market Cap Long/Short Weak Entry Score industry 394 TTM 2 2.75 small-cap Short 0 -2.5 Consumer Cyclical 336 ULTA 3 0.64 small-cap Short 0 -2.5 Consumer Cyclical 671 SAIL 4 -5.33 small-cap Short 0 -2.5 Technology 509 NYT 4 1.13 small-cap Short 1 -2.5 Communication Services 452 DADA 3 -6.97 small-cap Short 0 -3.0 Consumer Cyclical 386 ESTC 4 -4.04 small-cap Short 0 -3.0 Technology 433 FIVN 3 -1.11 small-cap Short 0 -3.5 Technology 398 ERIE 4 -1.58 small-cap Short 0 -3.5 Financial Services 380 SQM 4 0.72 small-cap Short 2 -3.5 Basic Materials 244 WORK 3 -0.21 small-cap Short 0 -3.5 Technology 520 FVRR 5 -11.46 small-cap Short 0 -3.5 Communication Services 310 ZEN 3 1.25 small-cap Short 0 -4.0 Technology 423 IHG 3 3.12 small-cap Short 0 -4.0 Consumer Cyclical 510 ARWR 4 -5.10 small-cap Short 0 -4.0 Healthcare 669 RAMP 5 -0.05 small-cap Short 0 -4.0 Technology 588 AZEK 5 -0.66 small-cap Short 1 -4.5 Industrials 478 PEN 3 0.10 small-cap Short 0 -4.5 Healthcare 503 LMND 5 -12.40 small-cap Short 0 -5.0 Financial Services 572 NCNO 5 -6.92 small-cap Short 0 -5.0 Technology 496 CIB 4 -2.67 small-cap Short 0 -5.0 Financial Services 636 FUBO 4 -34.10 small-cap Short 0 -5.0 Communication Services 674 ABCM 5 -4.31 small-cap Short 0 -5.0 Healthcare 469 RARE 5 -13.19 small-cap Short 0 -5.5 Healthcare 676 TNET 3 1.32 small-cap Short 0 -5.5 Industrials 528 RDFN 5 -7.83 small-cap Short 0 -5.5 Real Estate 439 WB 3 -3.71 small-cap Short 0 -6.0 Communication Services 440 BILL 3 1.06 small-cap Short 0 -6.0 Technology 259 GSX 5 -94.99 small-cap Short 1 -6.0 Consumer Defensive 464 FWONK 1 0.00 small-cap Short 0 -6.0 Communication Services 354 ARGX 5 -8.44 small-cap Short 0 -6.0 Healthcare 472 NTRA 4 -7.02 small-cap Short 0 -6.0 Healthcare 275 BKR 4 2.84 small-cap Short 0 -6.0 Energy 370 ATHM 2 0.53 small-cap Short 0 -6.5 Communication Services 538 ACAD 4 -0.14 small-cap Short 0 -6.5 Healthcare 566 EEFT 2 0.97 small-cap Short 0 -6.5 Technology 521 ALV 3 3.44 small-cap Short 0 -6.5 Consumer Cyclical 404 SPCE 4 -4.73 small-cap Short 0 -6.5 Industrials 584 SDGR 4 0.41 small-cap Short 0 -6.5 Healthcare 505 DNLI 3 1.18 small-cap Short 0 -6.5 Healthcare 632 ALGM 4 -2.37 small-cap Short 0 -6.5 Technology 467 FWONA 1 0.00 small-cap Short 0 -7.0 Communication Services 662 DSGX 2 1.04 small-cap Short 1 -7.0 Technology 456 TECK 4 1.29 small-cap Short 0 -7.0 Basic Materials 511 IONS 4 -1.50 small-cap Short 1 -7.0 Healthcare 457 BLDP 4 -3.92 small-cap Short 0 -7.5 Industrials 611 WMS 3 2.82 small-cap Short 0 -7.5 Industrials 480 AZPN 4 -2.51 small-cap Short 0 -7.5 Technology 286 IAC 3 -2.37 small-cap Short 1 -7.5 Communication Services 289 CTLT 3 0.30 small-cap Short 0 -7.5 Healthcare 307 ALNY 4 -1.80 small-cap Short 0 -7.5 Healthcare 663 QRTEA 3 4.31 small-cap Short 1 -7.5 Consumer Cyclical 352 BMRN 3 0.99 small-cap Short 0 -8.0 Healthcare 407 IPGP 4 1.11 small-cap Short 0 -8.0 Technology 316 HZNP 1 0.00 small-cap Short 0 -8.0 Healthcare 350 HEI 4 1.21 small-cap Short 3 -8.0 Industrials 635 FROG 1 0.00 small-cap Short 0 -8.5 Technology 583 HALO 4 -4.05 small-cap Short 0 -8.5 Healthcare 322 NVCR 3 -3.44 small-cap Short 0 -8.5 Healthcare 504 OHI 3 1.43 small-cap Short 0 -9.0 Real Estate 498 FATE 4 -19.58 small-cap Short 0 -9.0 Healthcare 442 MTN 2 2.18 small-cap Short 0 -9.0 Consumer Cyclical 302 ALB 4 2.63 small-cap Short 0 -10.0 Basic Materials 247 YUMC 4 -1.28 small-cap Short 1 -10.0 Consumer Cyclical 303 APO 3 -2.09 small-cap Short 1 -10.0 Financial Services 589 PLNT 3 5.39 small-cap Short 0 -10.0 Consumer Cyclical 357 APPN 4 -8.79 small-cap Short 0 -10.0 Technology 656 VRNT 2 0.26 small-cap Short 0 -11.0 Technology 406 CHGG 3 -1.25 small-cap Short 0 -11.0 Consumer Defensive 323 AES 5 1.35 small-cap Short 0 -11.0 Utilities 549 NCLH 2 2.91 small-cap Short 0 -11.5 Consumer Cyclical 524 GLOB 3 -0.08 small-cap Short 0 -11.5 Technology 554 BBIO 1 0.00 small-cap Short 1 -11.5 Healthcare 653 SDC 4 0.15 small-cap Short 1 -11.5 Healthcare 672 FOXF 3 5.91 small-cap Short 1 -11.5 Consumer Cyclical 490 SMAR 3 -0.52 small-cap Short 0 -12.0 Technology 610 SRCL 4 3.12 small-cap Short 0 -12.0 Industrials 629 TNDM 3 -1.93 small-cap Short 0 -12.5 Healthcare 598 HLF 4 -1.43 small-cap Short 0 -12.5 Consumer Defensive 341 GH 4 -5.52 small-cap Short 1 -12.5 Healthcare 253 ENPH 4 -2.70 small-cap Short 0 -13.0 Technology 375 ELAN 3 -1.57 small-cap Short 0 -13.5 Healthcare 251 SIVB 1 0.00 small-cap Short 0 -13.5 Financial Services 545 AVAL 3 -0.82 small-cap Short 1 -14.0 Financial Services 514 SID 3 3.89 small-cap Short 2 -14.0 Basic Materials 479 FLEX 4 2.86 small-cap Short 1 -14.0 Technology 553 GRUB 3 3.63 small-cap Short 0 -14.5 Communication Services 471 GLPI 3 1.83 small-cap Short 0 -14.5 Real Estate 534 PAAS 3 0.98 small-cap Short 1 -14.5 Basic Materials 527 MBT 4 0.96 small-cap Short 0 -14.5 Communication Services 448 MORN 5 -1.98 small-cap Short 1 -15.0 Financial Services 665 QRTEB 3 4.84 small-cap Short 1 -15.0 Consumer Cyclical 515 EXPI 5 -7.50 small-cap Short 0 -16.0 Real Estate 429 RGEN 3 -3.10 small-cap Short 1 -16.0 Healthcare 279 FTCH 3 -5.93 small-cap Short 0 -17.0 Consumer Cyclical 416 DT 1 0.00 small-cap Short 0 -17.0 Technology 346 SEDG 3 2.98 small-cap Short 1 -17.5 Technology 594 PHI 4 2.55 small-cap Short 0 -18.5 Communication Services 648 SAIC 1 0.00 small-cap Short 1 -20.5 Technology 463 AU 3 4.20 small-cap Short 0 -20.5 Basic Materials 355 CGC 5 -4.29 small-cap Short 1 -21.0 Healthcare 507 LSPD 4 -6.08 small-cap Short 1 -21.0 Technology 678 FEYE 2 -0.46 small-cap Short 2 -21.5 Technology 243 NET 3 -0.41 small-cap Short 0 -22.0 Technology 388 NUAN 3 1.46 small-cap Short 1 -22.0 Technology 268 YNDX 4 -2.30 small-cap Short 1 -23.0 Communication Services 347 SUZ 2 -2.77 small-cap Short 0 -23.0 Basic Materials 609 NEO 2 0.73 small-cap Short 1 -23.5 Healthcare 680 ASR 2 2.00 small-cap Short 0 -24.0 Industrials 512 BB 4 -4.67 small-cap Short 1 -26.0 Technology 623 TIMB 1 0.00 small-cap Short 0 -26.5 Communication Services 405 CRSP 1 0.00 small-cap Short 0 -26.5 Healthcare 567 KOD 3 1.04 small-cap Short 0 -26.5 Healthcare 664 MP 2 -3.46 small-cap Short 0 -27.0 Basic Materials 582 PSTG 4 -1.87 small-cap Short 1 -27.0 Technology 508 SPWR 4 1.98 small-cap Short 1 -27.0 Technology 312 IQ 1 0.00 small-cap Short 1 -28.0 Communication Services 329 PENN 3 2.28 small-cap Short 0 -28.0 Consumer Cyclical 555 ANGI 1 0.00 small-cap Short 0 -28.5 Communication Services 313 CVAC 3 2.85 small-cap Short 1 -30.0 Healthcare 372 OPEN 4 -15.86 small-cap Short 1 -30.5 Real Estate 562 MSTR 5 -15.55 small-cap Short 1 -31.0 Technology 491 TWST 3 -1.11 small-cap Short 0 -32.5 Healthcare 603 BE 4 -1.37 small-cap Short 1 -37.0 Industrials 462 NVTA 2 -0.61 small-cap Short 0 -40.0 Healthcare 654 DM 4 -13.95 small-cap Short 1 -40.5 Technology 585 PACB 3 3.60 small-cap Short 1 -43.5 Healthcare 633 BEAM 3 0.52 small-cap Short 1 -46.0 Healthcare 345 QS 2 -3.65 small-cap Short 1 -49.5 Consumer Cyclical 339 GME 2 -1.52 small-cap Short 0 -53.5 Consumer Cyclical 297 NVAX 3 -10.21 small-cap Short 1 -53.5 Healthcare 596 AVIR 4 -15.03 small-cap Short 1 -56.0 Healthcare Mean Return: -2.7321008403361344 Mean Day/Week: 3.588235294117647 Accuracy:0.5630252100840336 *******************Part 2.3 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short Weak Entry Score industry 290 KSU 11 15.65 small-cap Long 0 0.0 Industrials 430 ATO 11 6.10 small-cap Long 0 0.0 Utilities 250 ED 10 3.56 small-cap Long 0 -0.5 Utilities 298 AEE 12 6.76 small-cap Long 0 -0.5 Utilities 392 HBANO 7 0.31 small-cap Long 0 -0.5 Financial Services 351 DRE 8 3.56 small-cap Long 0 -0.5 Real Estate 459 HGH 10 0.40 small-cap Long 0 -0.5 unknown 332 CAH 12 10.27 small-cap Long 0 -0.5 Healthcare 324 CMS 9 4.21 small-cap Long 0 -0.5 Utilities 315 INVH 10 2.89 small-cap Long 0 -0.5 Real Estate 493 AGNCM 9 1.31 small-cap Long 0 -0.5 Real Estate 294 FTS 12 4.54 small-cap Long 0 -0.5 Utilities 277 K 11 4.85 small-cap Long 1 -0.5 Consumer Defensive 435 RPM 12 8.15 small-cap Long 0 -0.5 Basic Materials 494 ATR 11 2.78 small-cap Long 0 -1.0 Consumer Cyclical 499 PNW 11 2.32 small-cap Long 0 -1.0 Utilities 501 NI 11 5.29 small-cap Long 1 -1.0 Utilities 460 AMH 10 4.01 small-cap Long 0 -1.0 Real Estate 523 AIZ 12 5.73 small-cap Long 0 -1.0 Financial Services 451 CPT 10 2.36 small-cap Long 0 -1.0 Real Estate 449 AAP 20 13.93 small-cap Long 0 -1.0 Consumer Cyclical 655 SKX 14 10.51 small-cap Long 0 -1.0 Consumer Cyclical 667 BWXT 15 7.57 small-cap Long 0 -1.0 Industrials 436 LII 13 9.25 small-cap Long 1 -1.0 Industrials 410 EVRG 16 6.49 small-cap Long 1 -1.0 Utilities 308 HIG 6 -0.04 small-cap Long 0 -1.0 Financial Services 281 IX 7 1.38 small-cap Long 0 -1.0 Financial Services 349 EXPD 15 11.01 small-cap Long 1 -1.0 Industrials 343 MAA 10 2.36 small-cap Long 0 -1.0 Real Estate 335 STE 6 3.35 small-cap Long 0 -1.0 Healthcare 271 ABC 13 5.85 small-cap Long 0 -1.0 Healthcare 269 EIX 8 1.85 small-cap Long 0 -1.5 Utilities 652 FR 14 7.93 small-cap Long 1 -1.5 Real Estate 537 G 14 6.56 small-cap Long 1 -1.5 Technology 500 AGNC 10 2.94 small-cap Long 0 -1.5 Real Estate 427 ELS 8 0.07 small-cap Long 0 -1.5 Real Estate 473 WSO 9 1.72 small-cap Long 1 -1.5 Industrials 453 ALLE 14 10.35 small-cap Long 1 -1.5 Industrials 409 LNT 12 7.52 small-cap Long 0 -1.5 Utilities 255 ODFL 15 7.43 small-cap Long 0 -2.0 Industrials 291 ETR 9 -0.49 small-cap Long 0 -2.0 Utilities 278 GIB 10 1.98 small-cap Long 0 -2.0 Technology 330 NMR 7 3.47 small-cap Long 0 -2.0 Financial Services 634 VIRT 11 2.17 small-cap Long 1 -2.0 Financial Services 399 MOH 13 4.58 small-cap Long 1 -2.0 Healthcare 256 FNV 8 -0.76 small-cap Long 0 -2.0 Basic Materials 673 OMCL 10 -0.14 small-cap Long 0 -2.0 Healthcare 481 COLD 9 2.75 small-cap Long 0 -5.0 Real Estate 470 WSM 10 24.41 small-cap Long 1 -6.0 Consumer Cyclical Mean Return: 5.123469387755102 Mean Day/Week: 10.918367346938776 Accuracy:0.9183673469387755 *******************Part 2.4 Small Cap Short Maintaiance********************* small_short_signal_maintainance Symbol Day Return Market Cap Long/Short Weak Entry Score industry 258 STNE 14 -14.06 small-cap Short 0 0.0 Technology 282 GDS 20 -27.95 small-cap Short 0 0.0 Technology 618 TPTX 10 -18.78 small-cap Short 0 0.0 Healthcare 529 YY 9 -19.15 small-cap Short 0 0.0 Communication Services 418 KC 15 -16.55 small-cap Short 0 0.0 Technology 647 MPLN 13 -6.27 small-cap Short 0 -0.5 Healthcare 314 PAGS 14 -11.97 small-cap Short 0 -0.5 Technology 474 MNSO 22 -25.56 small-cap Short 0 -0.5 Consumer Cyclical 413 BAP 15 -9.33 small-cap Short 0 -0.5 Financial Services 455 PLAN 18 -17.68 small-cap Short 0 -1.0 Technology 600 MDLA 18 -38.51 small-cap Short 0 -1.0 Technology 260 COUP 16 -16.34 small-cap Short 0 -1.0 Technology 385 IEP 8 -4.93 small-cap Short 0 -1.0 Industrials 546 DQ 7 -15.56 small-cap Short 0 -1.5 Technology 518 OCFT 7 -5.39 small-cap Short 0 -1.5 Technology 465 MRTX 8 -13.25 small-cap Short 0 -1.5 Healthcare 677 BHVN 9 -13.71 small-cap Short 1 -1.5 Healthcare 265 MDB 17 -23.22 small-cap Short 0 -1.5 Technology 639 NVRO 7 -4.02 small-cap Short 0 -2.0 Healthcare 295 WMG 7 -2.79 small-cap Short 0 -2.0 Communication Services 438 QDEL 25 -28.70 small-cap Short 0 -2.0 Healthcare 516 ASND 8 -10.21 small-cap Short 0 -2.0 Healthcare 659 BIGC 9 -3.34 small-cap Short 0 -2.0 Technology 396 AVLR 7 -6.34 small-cap Short 1 -2.0 Technology 550 QTWO 7 -2.90 small-cap Short 0 -2.0 Technology 670 ARRY 8 -10.92 small-cap Short 0 -2.0 Technology 558 RCM 7 -3.70 small-cap Short 1 -2.0 Healthcare 581 HQY 9 -6.40 small-cap Short 0 -2.0 Healthcare 613 HUYA 7 -15.87 small-cap Short 0 -2.5 Communication Services 614 GMED 8 -1.11 small-cap Short 0 -2.5 Healthcare 487 NKLA 7 -4.73 small-cap Short 0 -2.5 Consumer Cyclical 578 ORA 8 -5.79 small-cap Short 0 -2.5 Utilities 444 PEGA 7 3.67 small-cap Short 0 -2.5 Technology 605 CD 7 -6.19 small-cap Short 0 -2.5 Technology 441 AXON 7 -1.80 small-cap Short 0 -2.5 Industrials 531 ADPT 7 -9.15 small-cap Short 0 -2.5 Healthcare 580 IOVA 7 -8.73 small-cap Short 0 -3.0 Healthcare 627 HAE 17 -3.10 small-cap Short 0 -3.0 Healthcare 532 BL 7 -1.26 small-cap Short 0 -3.0 Technology 377 ZLAB 7 -3.49 small-cap Short 0 -3.0 Healthcare 458 VST 8 -2.63 small-cap Short 0 -3.0 Utilities 365 WIX 6 -3.37 small-cap Short 0 -3.5 Technology 638 ASAN 7 -10.35 small-cap Short 0 -3.5 Technology 560 DCT 7 1.48 small-cap Short 0 -3.5 Technology 591 CYBR 7 -3.25 small-cap Short 0 -4.0 Technology 612 PRLB 7 -0.87 small-cap Short 0 -4.0 Industrials 563 ONEM 7 -3.07 small-cap Short 0 -4.0 Healthcare 431 BYND 7 -3.28 small-cap Short 0 -4.0 Consumer Defensive 644 PSTH 6 -4.87 small-cap Short 0 -4.5 Financial Services 651 UPWK 7 -1.26 small-cap Short 0 -4.5 Industrials 631 VRNS 7 -0.13 small-cap Short 0 -4.5 Technology 541 API 7 -10.45 small-cap Short 0 -4.5 Technology 443 PCTY 7 1.51 small-cap Short 0 -4.5 Technology 650 INSP 7 -3.92 small-cap Short 1 -5.0 Healthcare 517 AMWL 10 -24.88 small-cap Short 0 -5.0 Healthcare 292 SNN 7 -2.03 small-cap Short 0 -5.0 Healthcare 374 CDAY 6 0.60 small-cap Short 0 -5.0 Technology 522 IAA 7 -0.43 small-cap Short 1 -5.0 Industrials 488 SFIX 15 -41.88 small-cap Short 0 -6.0 Consumer Cyclical 573 VRT 6 -4.92 small-cap Short 1 -6.5 Industrials 373 FUTU 6 -14.91 small-cap Short 0 -6.5 Financial Services 607 MSA 6 -5.73 small-cap Short 1 -8.5 Industrials 305 HUBS 6 -2.00 small-cap Short 0 -8.5 Technology 454 SKLZ 7 -38.02 small-cap Short 0 -9.0 Communication Services 533 DCI 6 -1.01 small-cap Short 1 -9.5 Industrials 619 HELE 8 -0.48 small-cap Short 1 -9.5 Consumer Defensive 548 ALLK 7 2.07 small-cap Short 1 -16.0 Healthcare 432 TREX 7 0.65 small-cap Short 1 -17.0 Industrials 608 FIZZ 7 -1.96 small-cap Short 2 -18.0 Consumer Defensive 570 IRDM 7 -1.22 small-cap Short 1 -19.5 Communication Services 540 MANH 7 0.20 small-cap Short 1 -21.0 Technology 447 NRG 7 2.59 small-cap Short 1 -23.0 Utilities 577 CCIV 6 -16.40 small-cap Short 0 -24.0 Financial Services 551 FCEL 7 -8.55 small-cap Short 0 -26.5 Industrials 642 JMIA 6 -21.00 small-cap Short 1 -42.0 Consumer Cyclical Mean Return: -8.784666666666668 Mean Day/Week: 9.04 Accuracy:0.8933333333333333 *******************Part 2.5 Small Cap Long Exit********************* small_long_signal_exit Symbol Day Return Market Cap Long/Short Weak Entry Score industry 489 SJR 18 33.97 small-cap Exit Long 1 -4.0 Communication Services 245 FMX 13 1.86 small-cap Exit Long 0 -3.0 Consumer Defensive 376 LBTYK 1 -0.08 small-cap Exit Long 0 -4.0 unknown 340 ACGLP 1 -0.78 small-cap Exit Long 0 -13.5 Financial Services 284 FITBI 4 -1.03 small-cap Exit Long 0 -5.0 Financial Services 482 EBR 1 -1.35 small-cap Exit Long 0 -4.0 Utilities 425 CNP 1 -1.50 small-cap Exit Long 0 -5.0 Utilities 616 CACI 1 -1.63 small-cap Exit Long 0 -3.5 Technology 384 DVA 1 -1.92 small-cap Exit Long 0 -6.0 Healthcare 382 LBTYB 7 -2.27 small-cap Exit Long 0 -8.5 Communication Services 649 SAIC 1 -19.86 small-cap Exit Long 0 -20.5 Technology Mean Return: 1.3525 Mean Day/Week: 12.25 Accuracy:0.5 *******************Part 2.6 Small Cap Short Exit********************* small_short_signal_exit Symbol Day Return Market Cap Long/Short Weak Entry Score industry 556 BSMX 3 15.59 small-cap Exit Short 0 -11.5 Financial Services 661 VNET 2 11.83 small-cap Exit Short 0 -20.5 Technology 536 CLF 3 11.46 small-cap Exit Short 1 -28.5 Basic Materials 637 WSC 2 8.88 small-cap Exit Short 0 -10.5 Industrials 606 HOG 3 6.73 small-cap Exit Short 0 -15.0 Consumer Cyclical 415 SBSW 2 6.10 small-cap Exit Short 0 -24.5 Basic Materials 621 BRKS 1 5.92 small-cap Exit Short 0 -33.0 Technology 401 CREE 3 5.37 small-cap Exit Short 1 -31.0 Technology 666 VRM 2 4.96 small-cap Exit Short 0 -9.0 Consumer Cyclical 288 TER 3 4.88 small-cap Exit Short 1 -13.5 Technology 246 MXIM 3 4.57 small-cap Exit Short 0 -6.5 Technology 495 WEX 2 4.56 small-cap Exit Short 0 -15.0 Technology 525 RHI 2 4.52 small-cap Exit Short 0 -13.5 Industrials 624 YETI 1 4.45 small-cap Exit Short 1 -17.0 Consumer Cyclical 506 GNTX 2 4.12 small-cap Exit Short 0 -12.0 Consumer Cyclical 321 MPWR 3 3.98 small-cap Exit Short 1 -18.0 Technology 328 GNRC 3 3.87 small-cap Exit Short 0 -8.5 Industrials 333 PTC 4 3.80 small-cap Exit Short 1 -18.0 Technology 679 POWI 3 3.68 small-cap Exit Short 0 -12.5 Technology 363 ASX 2 3.62 small-cap Exit Short 1 -21.0 Technology 564 TTEK 5 3.37 small-cap Exit Short 0 -9.5 Industrials 640 IART 6 3.34 small-cap Exit Short 0 -9.5 Healthcare 274 ZBRA 1 3.29 small-cap Exit Short 0 -12.5 Technology 272 MKTX 2 3.23 small-cap Exit Short 1 -6.0 Financial Services 643 CHH 2 3.22 small-cap Exit Short 1 -14.5 Consumer Cyclical 362 CGNX 5 3.05 small-cap Exit Short 1 -16.5 Technology 599 LFUS 4 2.83 small-cap Exit Short 2 -9.5 Technology 626 LSCC 3 2.82 small-cap Exit Short 0 -24.5 Technology 261 PAYC 1 2.57 small-cap Exit Short 0 -18.0 Technology 542 LPL 3 2.55 small-cap Exit Short 0 -5.5 Technology 601 OLLI 4 2.48 small-cap Exit Short 1 -11.0 Consumer Defensive 658 APPF 2 2.32 small-cap Exit Short 0 -8.0 Technology 552 RGLD 2 2.13 small-cap Exit Short 2 -14.5 Basic Materials 646 NATI 5 2.12 small-cap Exit Short 0 -6.5 Technology 387 CRL 1 2.11 small-cap Exit Short 1 -14.0 Healthcare 630 FRPT 3 1.97 small-cap Exit Short 0 -20.5 Consumer Defensive 311 TYL 2 1.94 small-cap Exit Short 0 -10.5 Technology 615 CWEN 7 1.69 small-cap Exit Short 0 -4.5 Utilities 389 KEP 1 1.26 small-cap Exit Short 0 -21.5 Utilities 304 BIO 3 1.24 small-cap Exit Short 0 -8.5 Healthcare 434 ZNGA 12 0.94 small-cap Exit Short 0 -2.5 Communication Services 342 ABMD 3 0.89 small-cap Exit Short 0 -8.0 Healthcare 466 GWRE 4 0.77 small-cap Exit Short 0 -5.5 Technology 369 MASI 3 0.66 small-cap Exit Short 0 -5.0 Healthcare 668 TENB 2 0.56 small-cap Exit Short 0 -3.5 Technology 595 NTNX 1 0.56 small-cap Exit Short 0 -6.5 Technology 575 CACC 5 0.43 small-cap Exit Short 0 -7.0 Financial Services 300 COO 1 0.37 small-cap Exit Short 0 -15.0 Healthcare 622 CLGX 5 0.04 small-cap Exit Short 0 -4.5 Technology 543 CHNG 4 -0.01 small-cap Exit Short 1 -13.0 Healthcare 411 CABO 3 -0.50 small-cap Exit Short 0 -7.0 Communication Services 617 SLAB 5 -0.77 small-cap Exit Short 1 -11.0 Technology 287 GDRX 10 -3.06 small-cap Exit Short 0 -2.0 Healthcare 485 IIVI 21 -17.09 small-cap Exit Short 0 -7.0 Technology Mean Return: 3.3958695652173922 Mean Day/Week: 4.130434782608695 Accuracy:0.10869565217391304 *******************Part 2.7 Overall Long Position********************* overall long Symbol Day Return Market Cap Long/Short Weak Entry Score industry 489 SJR 18 33.97 small-cap Exit Long 1 -4.0 Communication Services 470 WSM 10 24.41 small-cap Long 1 -6.0 Consumer Cyclical 290 KSU 11 15.65 small-cap Long 0 0.0 Industrials 449 AAP 20 13.93 small-cap Long 0 -1.0 Consumer Cyclical 349 EXPD 15 11.01 small-cap Long 1 -1.0 Industrials 655 SKX 14 10.51 small-cap Long 0 -1.0 Consumer Cyclical 453 ALLE 14 10.35 small-cap Long 1 -1.5 Industrials 332 CAH 12 10.27 small-cap Long 0 -0.5 Healthcare 436 LII 13 9.25 small-cap Long 1 -1.0 Industrials 461 RH 2 8.49 small-cap Long 0 -13.0 Consumer Cyclical 356 NUE 2 8.17 small-cap Long 0 -3.5 Basic Materials 435 RPM 12 8.15 small-cap Long 0 -0.5 Basic Materials 652 FR 14 7.93 small-cap Long 1 -1.5 Real Estate 667 BWXT 15 7.57 small-cap Long 0 -1.0 Industrials 409 LNT 12 7.52 small-cap Long 0 -1.5 Utilities 255 ODFL 15 7.43 small-cap Long 0 -2.0 Industrials 298 AEE 12 6.76 small-cap Long 0 -0.5 Utilities 537 G 14 6.56 small-cap Long 1 -1.5 Technology 410 EVRG 16 6.49 small-cap Long 1 -1.0 Utilities 430 ATO 11 6.10 small-cap Long 0 0.0 Utilities 358 NTAP 2 5.99 small-cap Long 0 -3.0 Technology 271 ABC 13 5.85 small-cap Long 0 -1.0 Healthcare 523 AIZ 12 5.73 small-cap Long 0 -1.0 Financial Services 501 NI 11 5.29 small-cap Long 1 -1.0 Utilities 277 K 11 4.85 small-cap Long 1 -0.5 Consumer Defensive 399 MOH 13 4.58 small-cap Long 1 -2.0 Healthcare 294 FTS 12 4.54 small-cap Long 0 -0.5 Utilities 587 HII 3 4.49 small-cap Long 0 -3.0 Industrials 301 QSR 4 4.34 small-cap Long 1 -3.5 Consumer Cyclical 324 CMS 9 4.21 small-cap Long 0 -0.5 Utilities 568 RBA 2 4.17 small-cap Long 0 -3.0 Industrials 353 KB 5 4.10 small-cap Long 1 -3.5 Financial Services 460 AMH 10 4.01 small-cap Long 0 -1.0 Real Estate 486 AOS 2 3.97 small-cap Long 0 -3.0 Industrials 249 DLTR 5 3.64 small-cap Long 0 -1.0 Consumer Defensive 351 DRE 8 3.56 small-cap Long 0 -0.5 Real Estate 250 ED 10 3.56 small-cap Long 0 -0.5 Utilities 330 NMR 7 3.47 small-cap Long 0 -2.0 Financial Services 526 CSL 2 3.40 small-cap Long 0 -5.5 Industrials 319 BR 2 3.39 small-cap Long 0 -4.5 Technology 257 DTE 4 3.38 small-cap Long 1 -2.5 Utilities 327 TSCO 2 3.38 small-cap Long 0 -2.5 Consumer Cyclical 367 MAS 2 3.36 small-cap Long 0 -3.5 Industrials 335 STE 6 3.35 small-cap Long 0 -1.0 Healthcare 366 JBHT 2 3.28 small-cap Long 0 -4.5 Industrials 276 CHD 3 3.21 small-cap Long 0 -1.0 Consumer Defensive 426 WHR 2 3.12 small-cap Long 1 -2.5 Consumer Cyclical 318 DOV 3 3.05 small-cap Long 0 -2.5 Industrials 270 EFX 2 3.01 small-cap Long 0 -6.0 Industrials 500 AGNC 10 2.94 small-cap Long 0 -1.5 Real Estate 315 INVH 10 2.89 small-cap Long 0 -0.5 Real Estate 494 ATR 11 2.78 small-cap Long 0 -1.0 Consumer Cyclical 519 ACI 2 2.77 small-cap Long 0 -3.5 Consumer Defensive 481 COLD 9 2.75 small-cap Long 0 -5.0 Real Estate 391 FICO 2 2.72 small-cap Long 0 -3.0 Technology 299 DGX 5 2.59 small-cap Long 0 -4.0 Healthcare 371 FMC 2 2.57 small-cap Long 0 -7.0 Basic Materials 402 SMG 2 2.51 small-cap Long 0 -1.5 Basic Materials 437 TAP 2 2.47 small-cap Long 0 -1.0 Consumer Defensive 264 NDAQ 5 2.38 small-cap Long 0 -2.5 Financial Services 343 MAA 10 2.36 small-cap Long 0 -1.0 Real Estate 451 CPT 10 2.36 small-cap Long 0 -1.0 Real Estate 499 PNW 11 2.32 small-cap Long 0 -1.0 Utilities 559 CASY 2 2.30 small-cap Long 0 -4.5 Consumer Defensive 569 REXR 5 2.27 small-cap Long 0 -4.0 Real Estate 634 VIRT 11 2.17 small-cap Long 1 -2.0 Financial Services 267 O 4 1.99 small-cap Long 0 -2.5 Real Estate 278 GIB 10 1.98 small-cap Long 0 -2.0 Technology 390 J 2 1.92 small-cap Long 0 -5.0 Industrials 245 FMX 13 1.86 small-cap Exit Long 0 -3.0 Consumer Defensive 660 KT 2 1.85 small-cap Long 0 -3.0 Communication Services 269 EIX 8 1.85 small-cap Long 0 -1.5 Utilities 273 PPL 2 1.84 small-cap Long 0 -2.5 Utilities 602 POST 2 1.80 small-cap Long 0 -4.5 Consumer Defensive 445 DNB 2 1.77 small-cap Long 0 -4.5 Technology 359 SHG 2 1.73 small-cap Long 0 -5.5 Financial Services 473 WSO 9 1.72 small-cap Long 1 -1.5 Industrials 320 CAG 2 1.61 small-cap Long 1 -2.5 Consumer Defensive 428 JKHY 2 1.55 small-cap Long 0 -14.0 Technology 266 FTV 2 1.45 small-cap Long 2 -17.5 Technology 420 CHRW 2 1.45 small-cap Long 1 -4.5 Industrials 397 SJM 2 1.45 small-cap Long 1 -1.5 Consumer Defensive 281 IX 7 1.38 small-cap Long 0 -1.0 Financial Services 417 FDS 3 1.31 small-cap Long 0 -4.0 Financial Services 493 AGNCM 9 1.31 small-cap Long 0 -0.5 Real Estate 381 GPC 2 1.28 small-cap Long 0 -5.5 Consumer Cyclical 361 DPZ 2 1.14 small-cap Long 0 -1.5 Consumer Cyclical 360 AGR 4 0.69 small-cap Long 0 -3.0 Utilities 565 BERY 4 0.50 small-cap Long 0 -6.5 Consumer Cyclical 497 AGNCN 2 0.42 small-cap Long 0 -2.5 Real Estate 459 HGH 10 0.40 small-cap Long 0 -0.5 unknown 392 HBANO 7 0.31 small-cap Long 0 -0.5 Financial Services 331 VAR 3 0.09 small-cap Long 0 -3.0 Healthcare 427 ELS 8 0.07 small-cap Long 0 -1.5 Real Estate 308 HIG 6 -0.04 small-cap Long 0 -1.0 Financial Services 344 ACGLO 2 -0.08 small-cap Long 0 -10.5 Financial Services 376 LBTYK 1 -0.08 small-cap Exit Long 0 -4.0 unknown 673 OMCL 10 -0.14 small-cap Long 0 -2.0 Healthcare 291 ETR 9 -0.49 small-cap Long 0 -2.0 Utilities 539 AIZP 2 -0.49 small-cap Long 0 -6.0 Financial Services 256 FNV 8 -0.76 small-cap Long 0 -2.0 Basic Materials 340 ACGLP 1 -0.78 small-cap Exit Long 0 -13.5 Financial Services 284 FITBI 4 -1.03 small-cap Exit Long 0 -5.0 Financial Services 482 EBR 1 -1.35 small-cap Exit Long 0 -4.0 Utilities 425 CNP 1 -1.50 small-cap Exit Long 0 -5.0 Utilities 616 CACI 1 -1.63 small-cap Exit Long 0 -3.5 Technology 384 DVA 1 -1.92 small-cap Exit Long 0 -6.0 Healthcare 382 LBTYB 7 -2.27 small-cap Exit Long 0 -8.5 Communication Services 649 SAIC 1 -19.86 small-cap Exit Long 0 -20.5 Technology Mean Return: 3.5252293577981653 Mean Day/Week: 6.532110091743119 Accuracy:0.8623853211009175 *******************Part 2.8 Overall Short Position********************* overall short Symbol Day Return Market Cap Long/Short Weak Entry Score industry 556 BSMX 3 15.59 small-cap Exit Short 0 -11.5 Financial Services 661 VNET 2 11.83 small-cap Exit Short 0 -20.5 Technology 536 CLF 3 11.46 small-cap Exit Short 1 -28.5 Basic Materials 637 WSC 2 8.88 small-cap Exit Short 0 -10.5 Industrials 606 HOG 3 6.73 small-cap Exit Short 0 -15.0 Consumer Cyclical 415 SBSW 2 6.10 small-cap Exit Short 0 -24.5 Basic Materials 621 BRKS 1 5.92 small-cap Exit Short 0 -33.0 Technology 672 FOXF 3 5.91 small-cap Short 1 -11.5 Consumer Cyclical 589 PLNT 3 5.39 small-cap Short 0 -10.0 Consumer Cyclical 401 CREE 3 5.37 small-cap Exit Short 1 -31.0 Technology 666 VRM 2 4.96 small-cap Exit Short 0 -9.0 Consumer Cyclical 288 TER 3 4.88 small-cap Exit Short 1 -13.5 Technology 665 QRTEB 3 4.84 small-cap Short 1 -15.0 Consumer Cyclical 246 MXIM 3 4.57 small-cap Exit Short 0 -6.5 Technology 495 WEX 2 4.56 small-cap Exit Short 0 -15.0 Technology 525 RHI 2 4.52 small-cap Exit Short 0 -13.5 Industrials 624 YETI 1 4.45 small-cap Exit Short 1 -17.0 Consumer Cyclical 663 QRTEA 3 4.31 small-cap Short 1 -7.5 Consumer Cyclical 463 AU 3 4.20 small-cap Short 0 -20.5 Basic Materials 506 GNTX 2 4.12 small-cap Exit Short 0 -12.0 Consumer Cyclical 321 MPWR 3 3.98 small-cap Exit Short 1 -18.0 Technology 514 SID 3 3.89 small-cap Short 2 -14.0 Basic Materials 328 GNRC 3 3.87 small-cap Exit Short 0 -8.5 Industrials 333 PTC 4 3.80 small-cap Exit Short 1 -18.0 Technology 679 POWI 3 3.68 small-cap Exit Short 0 -12.5 Technology 444 PEGA 7 3.67 small-cap Short 0 -2.5 Technology 553 GRUB 3 3.63 small-cap Short 0 -14.5 Communication Services 363 ASX 2 3.62 small-cap Exit Short 1 -21.0 Technology 585 PACB 3 3.60 small-cap Short 1 -43.5 Healthcare 521 ALV 3 3.44 small-cap Short 0 -6.5 Consumer Cyclical 564 TTEK 5 3.37 small-cap Exit Short 0 -9.5 Industrials 640 IART 6 3.34 small-cap Exit Short 0 -9.5 Healthcare 274 ZBRA 1 3.29 small-cap Exit Short 0 -12.5 Technology 272 MKTX 2 3.23 small-cap Exit Short 1 -6.0 Financial Services 643 CHH 2 3.22 small-cap Exit Short 1 -14.5 Consumer Cyclical 610 SRCL 4 3.12 small-cap Short 0 -12.0 Industrials 423 IHG 3 3.12 small-cap Short 0 -4.0 Consumer Cyclical 362 CGNX 5 3.05 small-cap Exit Short 1 -16.5 Technology 346 SEDG 3 2.98 small-cap Short 1 -17.5 Technology 549 NCLH 2 2.91 small-cap Short 0 -11.5 Consumer Cyclical 479 FLEX 4 2.86 small-cap Short 1 -14.0 Technology 313 CVAC 3 2.85 small-cap Short 1 -30.0 Healthcare 275 BKR 4 2.84 small-cap Short 0 -6.0 Energy 599 LFUS 4 2.83 small-cap Exit Short 2 -9.5 Technology 611 WMS 3 2.82 small-cap Short 0 -7.5 Industrials 626 LSCC 3 2.82 small-cap Exit Short 0 -24.5 Technology 394 TTM 2 2.75 small-cap Short 0 -2.5 Consumer Cyclical 302 ALB 4 2.63 small-cap Short 0 -10.0 Basic Materials 447 NRG 7 2.59 small-cap Short 1 -23.0 Utilities 261 PAYC 1 2.57 small-cap Exit Short 0 -18.0 Technology 594 PHI 4 2.55 small-cap Short 0 -18.5 Communication Services 542 LPL 3 2.55 small-cap Exit Short 0 -5.5 Technology 601 OLLI 4 2.48 small-cap Exit Short 1 -11.0 Consumer Defensive 658 APPF 2 2.32 small-cap Exit Short 0 -8.0 Technology 329 PENN 3 2.28 small-cap Short 0 -28.0 Consumer Cyclical 442 MTN 2 2.18 small-cap Short 0 -9.0 Consumer Cyclical 552 RGLD 2 2.13 small-cap Exit Short 2 -14.5 Basic Materials 646 NATI 5 2.12 small-cap Exit Short 0 -6.5 Technology 387 CRL 1 2.11 small-cap Exit Short 1 -14.0 Healthcare 548 ALLK 7 2.07 small-cap Short 1 -16.0 Healthcare 680 ASR 2 2.00 small-cap Short 0 -24.0 Industrials 508 SPWR 4 1.98 small-cap Short 1 -27.0 Technology 630 FRPT 3 1.97 small-cap Exit Short 0 -20.5 Consumer Defensive 311 TYL 2 1.94 small-cap Exit Short 0 -10.5 Technology 471 GLPI 3 1.83 small-cap Short 0 -14.5 Real Estate 615 CWEN 7 1.69 small-cap Exit Short 0 -4.5 Utilities 443 PCTY 7 1.51 small-cap Short 0 -4.5 Technology 560 DCT 7 1.48 small-cap Short 0 -3.5 Technology 388 NUAN 3 1.46 small-cap Short 1 -22.0 Technology 504 OHI 3 1.43 small-cap Short 0 -9.0 Real Estate 323 AES 5 1.35 small-cap Short 0 -11.0 Utilities 676 TNET 3 1.32 small-cap Short 0 -5.5 Industrials 456 TECK 4 1.29 small-cap Short 0 -7.0 Basic Materials 389 KEP 1 1.26 small-cap Exit Short 0 -21.5 Utilities 310 ZEN 3 1.25 small-cap Short 0 -4.0 Technology 304 BIO 3 1.24 small-cap Exit Short 0 -8.5 Healthcare 350 HEI 4 1.21 small-cap Short 3 -8.0 Industrials 505 DNLI 3 1.18 small-cap Short 0 -6.5 Healthcare 509 NYT 4 1.13 small-cap Short 1 -2.5 Communication Services 407 IPGP 4 1.11 small-cap Short 0 -8.0 Technology 440 BILL 3 1.06 small-cap Short 0 -6.0 Technology 567 KOD 3 1.04 small-cap Short 0 -26.5 Healthcare 662 DSGX 2 1.04 small-cap Short 1 -7.0 Technology 352 BMRN 3 0.99 small-cap Short 0 -8.0 Healthcare 534 PAAS 3 0.98 small-cap Short 1 -14.5 Basic Materials 566 EEFT 2 0.97 small-cap Short 0 -6.5 Technology 527 MBT 4 0.96 small-cap Short 0 -14.5 Communication Services 434 ZNGA 12 0.94 small-cap Exit Short 0 -2.5 Communication Services 342 ABMD 3 0.89 small-cap Exit Short 0 -8.0 Healthcare 466 GWRE 4 0.77 small-cap Exit Short 0 -5.5 Technology 609 NEO 2 0.73 small-cap Short 1 -23.5 Healthcare 380 SQM 4 0.72 small-cap Short 2 -3.5 Basic Materials 369 MASI 3 0.66 small-cap Exit Short 0 -5.0 Healthcare 432 TREX 7 0.65 small-cap Short 1 -17.0 Industrials 336 ULTA 3 0.64 small-cap Short 0 -2.5 Consumer Cyclical 374 CDAY 6 0.60 small-cap Short 0 -5.0 Technology 668 TENB 2 0.56 small-cap Exit Short 0 -3.5 Technology 595 NTNX 1 0.56 small-cap Exit Short 0 -6.5 Technology 370 ATHM 2 0.53 small-cap Short 0 -6.5 Communication Services 633 BEAM 3 0.52 small-cap Short 1 -46.0 Healthcare 575 CACC 5 0.43 small-cap Exit Short 0 -7.0 Financial Services 584 SDGR 4 0.41 small-cap Short 0 -6.5 Healthcare 300 COO 1 0.37 small-cap Exit Short 0 -15.0 Healthcare 289 CTLT 3 0.30 small-cap Short 0 -7.5 Healthcare 656 VRNT 2 0.26 small-cap Short 0 -11.0 Technology 540 MANH 7 0.20 small-cap Short 1 -21.0 Technology 653 SDC 4 0.15 small-cap Short 1 -11.5 Healthcare 478 PEN 3 0.10 small-cap Short 0 -4.5 Healthcare 622 CLGX 5 0.04 small-cap Exit Short 0 -4.5 Technology 543 CHNG 4 -0.01 small-cap Exit Short 1 -13.0 Healthcare 669 RAMP 5 -0.05 small-cap Short 0 -4.0 Technology 524 GLOB 3 -0.08 small-cap Short 0 -11.5 Technology 631 VRNS 7 -0.13 small-cap Short 0 -4.5 Technology 538 ACAD 4 -0.14 small-cap Short 0 -6.5 Healthcare 244 WORK 3 -0.21 small-cap Short 0 -3.5 Technology 243 NET 3 -0.41 small-cap Short 0 -22.0 Technology 522 IAA 7 -0.43 small-cap Short 1 -5.0 Industrials 678 FEYE 2 -0.46 small-cap Short 2 -21.5 Technology 619 HELE 8 -0.48 small-cap Short 1 -9.5 Consumer Defensive 411 CABO 3 -0.50 small-cap Exit Short 0 -7.0 Communication Services 490 SMAR 3 -0.52 small-cap Short 0 -12.0 Technology 462 NVTA 2 -0.61 small-cap Short 0 -40.0 Healthcare 588 AZEK 5 -0.66 small-cap Short 1 -4.5 Industrials 617 SLAB 5 -0.77 small-cap Exit Short 1 -11.0 Technology 545 AVAL 3 -0.82 small-cap Short 1 -14.0 Financial Services 612 PRLB 7 -0.87 small-cap Short 0 -4.0 Industrials 533 DCI 6 -1.01 small-cap Short 1 -9.5 Industrials 433 FIVN 3 -1.11 small-cap Short 0 -3.5 Technology 614 GMED 8 -1.11 small-cap Short 0 -2.5 Healthcare 491 TWST 3 -1.11 small-cap Short 0 -32.5 Healthcare 570 IRDM 7 -1.22 small-cap Short 1 -19.5 Communication Services 406 CHGG 3 -1.25 small-cap Short 0 -11.0 Consumer Defensive 651 UPWK 7 -1.26 small-cap Short 0 -4.5 Industrials 532 BL 7 -1.26 small-cap Short 0 -3.0 Technology 247 YUMC 4 -1.28 small-cap Short 1 -10.0 Consumer Cyclical 603 BE 4 -1.37 small-cap Short 1 -37.0 Industrials 598 HLF 4 -1.43 small-cap Short 0 -12.5 Consumer Defensive 511 IONS 4 -1.50 small-cap Short 1 -7.0 Healthcare 339 GME 2 -1.52 small-cap Short 0 -53.5 Consumer Cyclical 375 ELAN 3 -1.57 small-cap Short 0 -13.5 Healthcare 398 ERIE 4 -1.58 small-cap Short 0 -3.5 Financial Services 441 AXON 7 -1.80 small-cap Short 0 -2.5 Industrials 307 ALNY 4 -1.80 small-cap Short 0 -7.5 Healthcare 582 PSTG 4 -1.87 small-cap Short 1 -27.0 Technology 629 TNDM 3 -1.93 small-cap Short 0 -12.5 Healthcare 608 FIZZ 7 -1.96 small-cap Short 2 -18.0 Consumer Defensive 448 MORN 5 -1.98 small-cap Short 1 -15.0 Financial Services 305 HUBS 6 -2.00 small-cap Short 0 -8.5 Technology 292 SNN 7 -2.03 small-cap Short 0 -5.0 Healthcare 303 APO 3 -2.09 small-cap Short 1 -10.0 Financial Services 268 YNDX 4 -2.30 small-cap Short 1 -23.0 Communication Services 632 ALGM 4 -2.37 small-cap Short 0 -6.5 Technology 286 IAC 3 -2.37 small-cap Short 1 -7.5 Communication Services 480 AZPN 4 -2.51 small-cap Short 0 -7.5 Technology 458 VST 8 -2.63 small-cap Short 0 -3.0 Utilities 496 CIB 4 -2.67 small-cap Short 0 -5.0 Financial Services 253 ENPH 4 -2.70 small-cap Short 0 -13.0 Technology 347 SUZ 2 -2.77 small-cap Short 0 -23.0 Basic Materials 295 WMG 7 -2.79 small-cap Short 0 -2.0 Communication Services 550 QTWO 7 -2.90 small-cap Short 0 -2.0 Technology 287 GDRX 10 -3.06 small-cap Exit Short 0 -2.0 Healthcare 563 ONEM 7 -3.07 small-cap Short 0 -4.0 Healthcare 429 RGEN 3 -3.10 small-cap Short 1 -16.0 Healthcare 627 HAE 17 -3.10 small-cap Short 0 -3.0 Healthcare 591 CYBR 7 -3.25 small-cap Short 0 -4.0 Technology 431 BYND 7 -3.28 small-cap Short 0 -4.0 Consumer Defensive 659 BIGC 9 -3.34 small-cap Short 0 -2.0 Technology 365 WIX 6 -3.37 small-cap Short 0 -3.5 Technology 322 NVCR 3 -3.44 small-cap Short 0 -8.5 Healthcare 664 MP 2 -3.46 small-cap Short 0 -27.0 Basic Materials 377 ZLAB 7 -3.49 small-cap Short 0 -3.0 Healthcare 345 QS 2 -3.65 small-cap Short 1 -49.5 Consumer Cyclical 558 RCM 7 -3.70 small-cap Short 1 -2.0 Healthcare 439 WB 3 -3.71 small-cap Short 0 -6.0 Communication Services 650 INSP 7 -3.92 small-cap Short 1 -5.0 Healthcare 457 BLDP 4 -3.92 small-cap Short 0 -7.5 Industrials 639 NVRO 7 -4.02 small-cap Short 0 -2.0 Healthcare 386 ESTC 4 -4.04 small-cap Short 0 -3.0 Technology 583 HALO 4 -4.05 small-cap Short 0 -8.5 Healthcare 355 CGC 5 -4.29 small-cap Short 1 -21.0 Healthcare 674 ABCM 5 -4.31 small-cap Short 0 -5.0 Healthcare 512 BB 4 -4.67 small-cap Short 1 -26.0 Technology 487 NKLA 7 -4.73 small-cap Short 0 -2.5 Consumer Cyclical 404 SPCE 4 -4.73 small-cap Short 0 -6.5 Industrials 644 PSTH 6 -4.87 small-cap Short 0 -4.5 Financial Services 573 VRT 6 -4.92 small-cap Short 1 -6.5 Industrials 385 IEP 8 -4.93 small-cap Short 0 -1.0 Industrials 510 ARWR 4 -5.10 small-cap Short 0 -4.0 Healthcare 671 SAIL 4 -5.33 small-cap Short 0 -2.5 Technology 518 OCFT 7 -5.39 small-cap Short 0 -1.5 Technology 341 GH 4 -5.52 small-cap Short 1 -12.5 Healthcare 607 MSA 6 -5.73 small-cap Short 1 -8.5 Industrials 578 ORA 8 -5.79 small-cap Short 0 -2.5 Utilities 279 FTCH 3 -5.93 small-cap Short 0 -17.0 Consumer Cyclical 507 LSPD 4 -6.08 small-cap Short 1 -21.0 Technology 605 CD 7 -6.19 small-cap Short 0 -2.5 Technology 647 MPLN 13 -6.27 small-cap Short 0 -0.5 Healthcare 396 AVLR 7 -6.34 small-cap Short 1 -2.0 Technology 581 HQY 9 -6.40 small-cap Short 0 -2.0 Healthcare 572 NCNO 5 -6.92 small-cap Short 0 -5.0 Technology 452 DADA 3 -6.97 small-cap Short 0 -3.0 Consumer Cyclical 472 NTRA 4 -7.02 small-cap Short 0 -6.0 Healthcare 515 EXPI 5 -7.50 small-cap Short 0 -16.0 Real Estate 528 RDFN 5 -7.83 small-cap Short 0 -5.5 Real Estate 354 ARGX 5 -8.44 small-cap Short 0 -6.0 Healthcare 551 FCEL 7 -8.55 small-cap Short 0 -26.5 Industrials 580 IOVA 7 -8.73 small-cap Short 0 -3.0 Healthcare 357 APPN 4 -8.79 small-cap Short 0 -10.0 Technology 531 ADPT 7 -9.15 small-cap Short 0 -2.5 Healthcare 413 BAP 15 -9.33 small-cap Short 0 -0.5 Financial Services 516 ASND 8 -10.21 small-cap Short 0 -2.0 Healthcare 297 NVAX 3 -10.21 small-cap Short 1 -53.5 Healthcare 638 ASAN 7 -10.35 small-cap Short 0 -3.5 Technology 541 API 7 -10.45 small-cap Short 0 -4.5 Technology 670 ARRY 8 -10.92 small-cap Short 0 -2.0 Technology 520 FVRR 5 -11.46 small-cap Short 0 -3.5 Communication Services 314 PAGS 14 -11.97 small-cap Short 0 -0.5 Technology 503 LMND 5 -12.40 small-cap Short 0 -5.0 Financial Services 469 RARE 5 -13.19 small-cap Short 0 -5.5 Healthcare 465 MRTX 8 -13.25 small-cap Short 0 -1.5 Healthcare 677 BHVN 9 -13.71 small-cap Short 1 -1.5 Healthcare 654 DM 4 -13.95 small-cap Short 1 -40.5 Technology 258 STNE 14 -14.06 small-cap Short 0 0.0 Technology 373 FUTU 6 -14.91 small-cap Short 0 -6.5 Financial Services 596 AVIR 4 -15.03 small-cap Short 1 -56.0 Healthcare 562 MSTR 5 -15.55 small-cap Short 1 -31.0 Technology 546 DQ 7 -15.56 small-cap Short 0 -1.5 Technology 372 OPEN 4 -15.86 small-cap Short 1 -30.5 Real Estate 613 HUYA 7 -15.87 small-cap Short 0 -2.5 Communication Services 260 COUP 16 -16.34 small-cap Short 0 -1.0 Technology 577 CCIV 6 -16.40 small-cap Short 0 -24.0 Financial Services 418 KC 15 -16.55 small-cap Short 0 0.0 Technology 485 IIVI 21 -17.09 small-cap Exit Short 0 -7.0 Technology 455 PLAN 18 -17.68 small-cap Short 0 -1.0 Technology 618 TPTX 10 -18.78 small-cap Short 0 0.0 Healthcare 529 YY 9 -19.15 small-cap Short 0 0.0 Communication Services 498 FATE 4 -19.58 small-cap Short 0 -9.0 Healthcare 642 JMIA 6 -21.00 small-cap Short 1 -42.0 Consumer Cyclical 265 MDB 17 -23.22 small-cap Short 0 -1.5 Technology 517 AMWL 10 -24.88 small-cap Short 0 -5.0 Healthcare 474 MNSO 22 -25.56 small-cap Short 0 -0.5 Consumer Cyclical 282 GDS 20 -27.95 small-cap Short 0 0.0 Technology 438 QDEL 25 -28.70 small-cap Short 0 -2.0 Healthcare 636 FUBO 4 -34.10 small-cap Short 0 -5.0 Communication Services 454 SKLZ 7 -38.02 small-cap Short 0 -9.0 Communication Services 600 MDLA 18 -38.51 small-cap Short 0 -1.0 Technology 488 SFIX 15 -41.88 small-cap Short 0 -6.0 Consumer Cyclical 259 GSX 5 -94.99 small-cap Short 1 -6.0 Consumer Defensive Mean Return: -3.337741935483871 Mean Day/Week: 5.173387096774194 Accuracy:0.5604838709677419 ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 7 Communication Services 5 Consumer Cyclical 15 Consumer Defensive 9 Energy 4 Financial Services 30 Healthcare 7 Industrials 10 Real Estate 9 Technology 12 Utilities 11 unknown 6 **************************************** penny_industry_downtrending_count tickers industry Basic Materials 22 Communication Services 23 Consumer Cyclical 35 Consumer Defensive 13 Energy 17 Financial Services 36 Healthcare 141 Industrial Goods 1 Industrials 32 Real Estate 16 Technology 68 Utilities 4 unknown 5 *******************Part 3.1 Penny Cap Long Entry********************* penny_long_signal_entry Symbol Day Return Market Cap Long/Short Weak Entry Score industry 883 ADV 4 1.00 penny-cap Long 0 0.0 Communication Services 1306 TANNZ 3 0.44 penny-cap Long 0 -0.5 unknown 1203 EHTH 2 2.61 penny-cap Long 0 -0.5 Financial Services 768 LOPE 1 0.00 penny-cap Long 0 -1.0 Consumer Defensive 1069 UTG 4 1.52 penny-cap Long 0 -1.0 Financial Services 849 CMD 2 1.63 penny-cap Long 0 -1.5 Healthcare 1272 TGP 1 0.00 penny-cap Long 0 -2.0 Energy 1162 MSEX 4 1.82 penny-cap Long 0 -2.0 Utilities 1036 CUB 5 -0.53 penny-cap Long 0 -2.0 Industrials 1007 JACK 1 0.00 penny-cap Long 0 -2.0 Consumer Cyclical 1301 NXRT 4 2.40 penny-cap Long 1 -2.5 Real Estate 1159 SG 5 -0.00 penny-cap Long 1 -2.5 Financial Services 1095 SMCI 1 0.00 penny-cap Long 1 -2.5 Technology 1086 RQI 2 0.73 penny-cap Long 0 -2.5 Financial Services 1061 GSBD 2 0.65 penny-cap Long 0 -2.5 Financial Services 696 FLO 2 0.99 penny-cap Long 0 -2.5 Consumer Defensive 1190 BXMX 2 0.83 penny-cap Long 0 -3.0 Financial Services 712 ENSG 3 6.14 penny-cap Long 0 -3.0 Healthcare 738 GPK 2 1.54 penny-cap Long 1 -3.0 Consumer Cyclical 1290 ETW 1 0.00 penny-cap Long 0 -3.0 Financial Services 759 THG 2 0.05 penny-cap Long 1 -3.5 Financial Services 797 BKH 3 1.20 penny-cap Long 1 -3.5 Utilities 721 IDA 2 1.43 penny-cap Long 0 -3.5 Utilities 921 LGIH 2 4.57 penny-cap Long 1 -3.5 Consumer Cyclical 946 SFM 5 10.15 penny-cap Long 1 -4.0 Consumer Defensive 813 PSN 3 2.25 penny-cap Long 0 -4.0 Industrials 1293 TANNI 1 0.00 penny-cap Long 0 -4.0 unknown 1001 CENTA 2 4.72 penny-cap Long 0 -4.0 Consumer Defensive 895 ETRN 1 0.00 penny-cap Long 0 -4.0 Energy 873 PS 1 0.00 penny-cap Long 1 -4.0 Technology 891 EBC 1 0.00 penny-cap Long 0 -4.5 Financial Services 886 ENR 2 1.22 penny-cap Long 0 -4.5 Industrials 1260 SNEX 1 0.00 penny-cap Long 1 -4.5 Financial Services 782 APAM 1 0.00 penny-cap Long 0 -4.5 Financial Services 830 UFPI 1 0.00 penny-cap Long 0 -4.5 Basic Materials 985 RUSHA 1 0.00 penny-cap Long 0 -5.0 Consumer Cyclical 1000 OMI 1 0.00 penny-cap Long 0 -5.0 Healthcare 758 SLGN 2 0.37 penny-cap Long 0 -5.0 Consumer Cyclical 1104 TY 1 0.00 penny-cap Long 0 -5.0 Financial Services 901 ABG 1 0.00 penny-cap Long 0 -5.0 Consumer Cyclical 711 STAG 1 0.00 penny-cap Long 0 -5.0 Real Estate 1277 AMSF 1 0.00 penny-cap Long 0 -5.0 Financial Services 1012 NAVI 2 2.55 penny-cap Long 0 -5.5 Financial Services 1256 UVV 1 0.00 penny-cap Long 0 -5.5 Consumer Defensive 1253 AFINP 2 0.77 penny-cap Long 0 -5.5 Real Estate 1116 SYKE 1 0.00 penny-cap Long 0 -5.5 Technology 961 COKE 1 0.00 penny-cap Long 1 -5.5 Consumer Defensive 1096 HMN 1 0.00 penny-cap Long 0 -6.0 Financial Services 1063 CPK 1 0.00 penny-cap Long 0 -6.0 Utilities 1196 IRT 3 3.98 penny-cap Long 0 -6.0 Real Estate 1102 LOB 3 4.96 penny-cap Long 0 -6.5 Financial Services 1189 FORTY 2 -0.56 penny-cap Long 0 -6.5 Technology 923 USM 1 0.00 penny-cap Long 0 -6.5 Communication Services 1273 CHCT 1 0.00 penny-cap Long 0 -6.5 Real Estate 1021 TDS 1 0.00 penny-cap Long 0 -6.5 Communication Services 845 VLYPO 4 -0.90 penny-cap Long 0 -6.5 Financial Services 785 OGS 2 -0.31 penny-cap Long 0 -6.5 Utilities 933 SCL 1 0.00 penny-cap Long 0 -7.0 Basic Materials 792 PSB 1 0.00 penny-cap Long 0 -7.0 Real Estate 1050 HUBG 1 0.00 penny-cap Long 0 -7.0 Industrials 1147 ILPT 1 0.00 penny-cap Long 1 -7.5 Real Estate 914 TDI 2 0.39 penny-cap Long 0 -7.5 unknown 730 LAZ 1 0.00 penny-cap Long 0 -7.5 Financial Services 928 FUL 1 0.00 penny-cap Long 0 -7.5 Basic Materials 956 ABM 1 0.00 penny-cap Long 0 -8.0 Industrials 971 ANAT 2 -0.75 penny-cap Long 0 -8.5 Financial Services 748 HR 1 0.00 penny-cap Long 0 -8.5 Real Estate 1043 PTY 1 0.00 penny-cap Long 0 -8.5 Financial Services 1233 DIN 1 0.00 penny-cap Long 0 -8.5 Consumer Cyclical 731 NEOG 1 0.00 penny-cap Long 0 -9.0 Healthcare 776 ESGRP 3 0.17 penny-cap Long 0 -9.0 Financial Services 1004 UZC 2 -0.08 penny-cap Long 0 -9.0 unknown 836 TMHC 1 0.00 penny-cap Long 0 -9.5 Consumer Cyclical 1145 FPF 1 0.00 penny-cap Long 1 -10.0 Financial Services 789 ESGRO 2 0.00 penny-cap Long 0 -10.5 Financial Services 761 KBH 1 0.00 penny-cap Long 0 -10.5 Consumer Cyclical 717 AYI 1 0.00 penny-cap Long 2 -11.5 Industrials 963 UTF 3 0.55 penny-cap Long 0 -11.5 Financial Services 1228 FRO 1 0.00 penny-cap Long 0 -13.0 Energy 743 KBR 1 0.00 penny-cap Long 1 -13.5 Industrials 1166 MHO 1 0.00 penny-cap Long 1 -14.0 Consumer Cyclical 1126 HTLD 1 0.00 penny-cap Long 1 -14.5 Industrials 1029 MFGP 1 0.00 penny-cap Long 2 -14.5 Technology 863 UNVR 1 0.00 penny-cap Long 1 -14.5 Basic Materials 756 OLN 1 0.00 penny-cap Long 0 -15.0 Basic Materials 1098 UCTT 1 0.00 penny-cap Long 0 -15.5 Technology 1274 ICHR 1 0.00 penny-cap Long 0 -15.5 Technology 1019 OI 1 0.00 penny-cap Long 1 -16.5 Consumer Cyclical 938 EXLS 1 0.00 penny-cap Long 0 -17.0 Technology 880 BIPC 1 0.00 penny-cap Long 0 -17.5 Utilities 889 MTH 1 0.00 penny-cap Long 2 -18.0 Consumer Cyclical 935 SWN 1 0.00 penny-cap Long 0 -18.0 Energy 1229 MGNX 2 0.90 penny-cap Long 0 -18.0 Healthcare 952 TPH 1 0.00 penny-cap Long 1 -19.0 Consumer Cyclical 740 RXT 1 0.00 penny-cap Long 0 -19.5 Technology 819 NVG 1 0.00 penny-cap Long 1 -25.0 Financial Services 1298 LGVW 4 -3.74 penny-cap Long 0 -25.0 Financial Services 983 NZF 1 0.00 penny-cap Long 1 -25.5 Financial Services Mean Return: 1.427179487179487 Mean Day/Week: 4.256410256410256 Accuracy:0.7692307692307693 *******************Part 3.2 Penny Cap Short Entry********************* penny_short_signal_entry Symbol Day Return Market Cap Long/Short Weak Entry Score industry 1176 RILY 1 0.00 penny-cap Short 0 0.0 Financial Services 1255 EPZM 4 -6.72 penny-cap Short 0 -1.5 Healthcare 1305 IH 5 -12.31 penny-cap Short 0 -2.5 Consumer Defensive 1177 RYTM 4 -9.31 penny-cap Short 0 -3.0 Healthcare 716 FGEN 4 -1.77 penny-cap Short 1 -3.0 Healthcare 695 SHI 3 2.38 penny-cap Short 0 -3.5 Energy 1232 NRC 5 1.58 penny-cap Short 0 -4.0 Healthcare 926 JELD 3 6.40 penny-cap Short 1 -4.0 Industrials 817 CRON 5 -4.96 penny-cap Short 0 -4.5 Healthcare 1106 QURE 4 -7.13 penny-cap Short 0 -4.5 Healthcare 1039 BUR 2 -0.49 penny-cap Short 0 -4.5 Financial Services 888 VNE 5 -5.98 penny-cap Short 0 -4.5 Consumer Cyclical 750 KRNT 5 -8.54 penny-cap Short 0 -4.5 Industrials 912 VEON 1 0.00 penny-cap Short 0 -5.0 Communication Services 770 MSGS 1 0.00 penny-cap Short 0 -5.0 Communication Services 718 HCM 5 -1.35 penny-cap Short 0 -5.0 Healthcare 1153 KNSA 5 -14.87 penny-cap Short 0 -5.0 Healthcare 1121 GBIO 3 -3.97 penny-cap Short 0 -5.0 Healthcare 757 IMAB 4 -4.98 penny-cap Short 0 -5.0 Healthcare 1014 YEXT 5 -6.56 penny-cap Short 0 -5.0 Technology 821 CARG 3 3.60 penny-cap Short 0 -5.5 Communication Services 1200 LASR 4 -0.84 penny-cap Short 0 -5.5 Technology 1261 INGN 5 -2.28 penny-cap Short 1 -5.5 Healthcare 1266 PHAT 4 -2.34 penny-cap Short 0 -5.5 Healthcare 939 XL 5 -22.81 penny-cap Short 0 -5.5 Consumer Cyclical 945 TIGR 5 -30.14 penny-cap Short 0 -5.5 Financial Services 802 NKTR 4 -3.29 penny-cap Short 1 -5.5 Healthcare 962 PING 3 1.10 penny-cap Short 0 -6.0 Technology 733 CEF 5 -1.42 penny-cap Short 0 -6.0 unknown 1097 USPH 5 -8.84 penny-cap Short 0 -6.0 Healthcare 1103 HBM 4 0.04 penny-cap Short 0 -6.0 Basic Materials 954 PSLV 5 -3.20 penny-cap Short 0 -6.0 unknown 1154 SVM 5 -5.12 penny-cap Short 0 -6.0 Basic Materials 1204 CHRS 4 -2.94 penny-cap Short 0 -6.0 Healthcare 1235 ESTA 2 -1.67 penny-cap Short 0 -6.0 Healthcare 841 CDLX 4 -8.41 penny-cap Short 0 -6.0 Communication Services 1269 ZGNX 5 -8.52 penny-cap Short 0 -6.0 Healthcare 1282 ALGS 5 -18.15 penny-cap Short 1 -6.0 Healthcare 1296 CTS 4 1.70 penny-cap Short 1 -6.0 Technology 871 BZUN 5 -22.06 penny-cap Short 0 -6.5 Consumer Cyclical 838 AIMC 2 1.76 penny-cap Short 0 -6.5 Industrials 949 MATX 2 0.78 penny-cap Short 0 -6.5 Industrials 1006 GTH 4 -11.42 penny-cap Short 0 -6.5 Healthcare 774 SRNE 4 -10.04 penny-cap Short 0 -6.5 Healthcare 964 B 3 2.75 penny-cap Short 0 -6.5 Industrials 973 MANU 1 0.00 penny-cap Short 0 -6.5 Consumer Cyclical 1020 AUPH 5 -5.99 penny-cap Short 0 -6.5 Healthcare 1040 MTOR 3 7.00 penny-cap Short 0 -6.5 Consumer Cyclical 1249 KPTI 5 -14.18 penny-cap Short 0 -6.5 Healthcare 955 SSYS 4 -4.85 penny-cap Short 0 -7.0 Technology 958 EAF 3 3.97 penny-cap Short 0 -7.0 Industrials 1013 HCAT 3 -0.99 penny-cap Short 0 -7.0 Healthcare 1044 INSG 4 -4.45 penny-cap Short 0 -7.0 Technology 862 PRLD 4 -27.38 penny-cap Short 0 -7.0 Healthcare 854 CPA 2 -2.36 penny-cap Short 0 -7.0 Industrials 1254 ALEX 3 -0.12 penny-cap Short 0 -7.0 Real Estate 1067 ACMR 4 -8.53 penny-cap Short 0 -7.0 Technology 1307 CDMO 1 0.00 penny-cap Short 0 -7.0 Healthcare 713 RLAY 3 -2.39 penny-cap Short 0 -7.0 Healthcare 793 GOOS 1 0.00 penny-cap Short 0 -7.0 Consumer Cyclical 1074 GTN 1 0.00 penny-cap Short 0 -7.5 Communication Services 1183 BST 4 -2.13 penny-cap Short 0 -7.5 Financial Services 688 AG 4 -0.16 penny-cap Short 1 -7.5 Basic Materials 697 NARI 1 0.00 penny-cap Short 0 -7.5 Healthcare 911 LTHM 4 -3.23 penny-cap Short 0 -7.5 Basic Materials 844 SPT 3 0.81 penny-cap Short 0 -8.0 Technology 1212 AZZ 2 1.19 penny-cap Short 0 -8.0 Industrials 1089 FSM 4 -0.04 penny-cap Short 1 -8.0 Basic Materials 1180 CEVA 4 -5.12 penny-cap Short 0 -8.0 Technology 694 TKC 5 -4.21 penny-cap Short 1 -8.0 Communication Services 908 MIME 2 1.28 penny-cap Short 0 -8.0 Technology 801 VC 3 0.98 penny-cap Short 0 -8.0 Consumer Cyclical 943 XNCR 1 0.00 penny-cap Short 0 -8.0 Healthcare 831 INO 4 -5.35 penny-cap Short 0 -8.0 Healthcare 767 CCXI 4 -7.55 penny-cap Short 0 -8.5 Healthcare 931 KRTX 4 -3.64 penny-cap Short 0 -8.5 Healthcare 1239 RMAX 3 5.74 penny-cap Short 0 -8.5 Real Estate 989 MSGE 2 -10.95 penny-cap Short 0 -8.5 Communication Services 934 BRP 4 0.19 penny-cap Short 0 -8.5 Financial Services 852 LCII 5 -3.96 penny-cap Short 1 -8.5 Consumer Cyclical 686 HHC 2 1.48 penny-cap Short 0 -9.0 Real Estate 1041 PRO 5 -3.93 penny-cap Short 0 -9.0 Technology 1123 HLG 3 -1.69 penny-cap Short 0 -9.0 Consumer Defensive 794 SGMS 5 -10.90 penny-cap Short 0 -9.0 Consumer Cyclical 769 GKOS 4 1.36 penny-cap Short 0 -9.0 Healthcare 865 SOGO 1 0.00 penny-cap Short 0 -9.0 Communication Services 1246 RGR 3 4.11 penny-cap Short 2 -9.5 Industrials 796 RETA 5 -10.71 penny-cap Short 0 -9.5 Healthcare 1031 TWNK 4 0.34 penny-cap Short 2 -9.5 Consumer Defensive 827 VCYT 3 0.32 penny-cap Short 0 -9.5 Healthcare 1010 REAL 4 -1.50 penny-cap Short 0 -10.0 Consumer Cyclical 915 UTZ 1 0.00 penny-cap Short 1 -10.0 Consumer Defensive 691 LPRO 2 2.46 penny-cap Short 1 -10.0 Financial Services 1187 TRIL 3 4.85 penny-cap Short 0 -10.0 Healthcare 1133 PAR 4 -8.68 penny-cap Short 1 -10.0 Technology 1078 FMTX 4 -16.96 penny-cap Short 1 -10.0 Healthcare 1304 MRUS 4 -4.79 penny-cap Short 4 -10.0 Healthcare 1033 CVA 4 4.11 penny-cap Short 0 -10.0 Industrials 1073 CSTL 3 -2.74 penny-cap Short 0 -10.5 Healthcare 1195 PI 4 -0.76 penny-cap Short 0 -10.5 Technology 1276 DRQ 2 3.49 penny-cap Short 0 -10.5 Energy 700 WKHS 5 -15.80 penny-cap Short 0 -10.5 Consumer Cyclical 1168 MTRN 2 2.72 penny-cap Short 0 -10.5 Basic Materials 1300 SRG 1 0.00 penny-cap Short 0 -10.5 Real Estate 763 UNF 5 3.21 penny-cap Short 0 -11.0 Industrials 970 CNK 3 2.73 penny-cap Short 0 -11.0 Communication Services 706 RPD 3 -1.48 penny-cap Short 0 -11.0 Technology 1140 GES 4 1.93 penny-cap Short 0 -11.0 Consumer Cyclical 1038 AVYA 2 1.36 penny-cap Short 0 -11.0 Technology 719 ARNA 4 -4.36 penny-cap Short 1 -11.0 Healthcare 1227 DGNR 2 1.07 penny-cap Short 0 -11.0 Financial Services 1114 YPF 2 0.49 penny-cap Short 1 -11.0 Energy 902 GHC 3 0.02 penny-cap Short 1 -11.0 Consumer Defensive 1280 RES 2 4.81 penny-cap Short 0 -11.0 Energy 900 BVN 3 0.59 penny-cap Short 1 -11.0 Basic Materials 839 CRSR 1 0.00 penny-cap Short 0 -11.5 Technology 858 CNS 3 1.04 penny-cap Short 0 -11.5 Financial Services 701 SHAK 3 3.58 penny-cap Short 1 -11.5 Consumer Cyclical 692 SAGE 4 -0.17 penny-cap Short 3 -11.5 Healthcare 1297 TELL 4 -0.97 penny-cap Short 1 -11.5 Energy 994 PRPL 5 -4.39 penny-cap Short 2 -12.0 Consumer Cyclical 1048 RPAY 3 0.47 penny-cap Short 1 -12.0 Technology 1218 ADVM 5 -9.74 penny-cap Short 1 -12.0 Healthcare 778 SAFE 5 -0.26 penny-cap Short 0 -12.0 Real Estate 1303 VITL 5 -20.85 penny-cap Short 1 -12.0 Consumer Defensive 1087 NS 3 2.81 penny-cap Short 0 -12.5 Energy 941 ITCI 5 -9.01 penny-cap Short 1 -12.5 Healthcare 1222 VLRS 1 0.00 penny-cap Short 0 -12.5 Industrials 1056 DEA 5 -0.30 penny-cap Short 0 -12.5 Real Estate 1088 TTCF 3 -1.22 penny-cap Short 0 -12.5 Consumer Defensive 959 MEOH 5 -2.98 penny-cap Short 0 -12.5 Basic Materials 1295 CHEF 3 5.70 penny-cap Short 0 -12.5 Consumer Defensive 1170 FFG 4 0.35 penny-cap Short 0 -13.0 Financial Services 736 GTLS 3 5.61 penny-cap Short 0 -13.0 Industrial Goods 1291 BPFH 2 0.07 penny-cap Short 0 -13.0 Financial Services 1175 KRYS 1 0.00 penny-cap Short 0 -13.0 Healthcare 879 NOAH 4 -0.59 penny-cap Short 1 -13.0 Financial Services 779 CDNA 4 -7.65 penny-cap Short 0 -13.0 Healthcare 1066 GSAT 5 -17.71 penny-cap Short 0 -13.0 Communication Services 1285 CLS 4 0.34 penny-cap Short 2 -13.0 Technology 1186 NXGN 4 -0.03 penny-cap Short 1 -13.0 Healthcare 1223 LINX 3 -0.76 penny-cap Short 3 -13.0 Technology 910 PJT 4 2.11 penny-cap Short 0 -13.0 Financial Services 1135 PAYA 5 -5.14 penny-cap Short 0 -13.0 Technology 755 PD 3 -0.22 penny-cap Short 0 -13.0 Technology 1093 CCCC 4 -2.40 penny-cap Short 1 -13.5 Healthcare 742 MTSI 5 -0.78 penny-cap Short 1 -13.5 Technology 993 RMBS 4 0.10 penny-cap Short 0 -13.5 Technology 1292 ARCO 4 -2.68 penny-cap Short 0 -13.5 Consumer Cyclical 876 NSP 2 1.68 penny-cap Short 0 -13.5 Industrials 1252 ITOS 4 -8.71 penny-cap Short 0 -13.5 Healthcare 1294 PASG 4 -6.99 penny-cap Short 0 -13.5 Healthcare 897 UNIT 4 -0.37 penny-cap Short 0 -14.0 Real Estate 1171 HYT 1 0.00 penny-cap Short 1 -14.0 Financial Services 1158 OCUL 2 -6.25 penny-cap Short 1 -14.0 Healthcare 1119 HY 5 1.68 penny-cap Short 0 -14.0 Industrials 722 JAMF 3 -0.00 penny-cap Short 1 -14.5 Technology 1174 JRVR 5 1.41 penny-cap Short 0 -14.5 Financial Services 948 PTVE 1 0.00 penny-cap Short 1 -14.5 Consumer Cyclical 775 DAO 4 -20.82 penny-cap Short 2 -14.5 Communication Services 965 RCUS 4 -5.58 penny-cap Short 1 -14.5 Healthcare 869 VSAT 3 3.14 penny-cap Short 0 -15.0 Technology 786 HL 3 3.74 penny-cap Short 1 -15.0 Basic Materials 972 MXL 4 -0.70 penny-cap Short 0 -15.0 Technology 861 PRG 5 -0.65 penny-cap Short 0 -15.0 Industrials 1224 GLNG 4 1.56 penny-cap Short 1 -15.0 Energy 1009 BDC 5 -2.54 penny-cap Short 1 -15.0 Industrials 702 FTDR 3 1.28 penny-cap Short 1 -15.0 Consumer Cyclical 974 SBGI 3 0.06 penny-cap Short 0 -15.0 Communication Services 724 NEU 3 1.66 penny-cap Short 0 -15.5 Basic Materials 1079 DRNA 3 4.92 penny-cap Short 0 -15.5 Healthcare 1070 SVC 2 0.32 penny-cap Short 0 -15.5 Real Estate 1243 MESO 2 2.54 penny-cap Short 0 -15.5 Healthcare 1060 SIM 3 1.48 penny-cap Short 1 -15.5 Basic Materials 754 FSR 2 -0.79 penny-cap Short 0 -15.5 Consumer Cyclical 1302 ENTA 4 0.14 penny-cap Short 1 -15.5 Healthcare 1032 ARCT 4 -4.54 penny-cap Short 0 -15.5 Healthcare 881 TDC 4 -1.05 penny-cap Short 1 -15.5 Technology 1142 MSC 2 -0.37 penny-cap Short 2 -16.0 Consumer Cyclical 1023 EVA 1 0.00 penny-cap Short 1 -16.0 Basic Materials 840 TSEM 4 -1.21 penny-cap Short 1 -16.0 Technology 818 SPSC 4 -0.93 penny-cap Short 0 -16.5 Technology 1275 CHY 3 -0.28 penny-cap Short 1 -16.5 Financial Services 890 MMSI 4 1.56 penny-cap Short 1 -16.5 Healthcare 899 BNGO 4 -8.64 penny-cap Short 0 -17.0 Healthcare 1046 PBI 5 -7.91 penny-cap Short 1 -17.0 Industrials 916 GDOT 2 0.89 penny-cap Short 0 -17.5 Financial Services 1299 SPH 4 0.39 penny-cap Short 1 -17.5 Utilities 690 DDD 4 2.35 penny-cap Short 0 -17.5 Technology 689 SMTC 4 -0.53 penny-cap Short 1 -17.5 Technology 816 OPCH 4 -0.87 penny-cap Short 0 -18.0 Healthcare 1075 PGEN 4 -3.33 penny-cap Short 0 -18.0 Healthcare 877 GBT 3 -0.06 penny-cap Short 0 -18.0 Healthcare 980 NUV 2 0.27 penny-cap Short 1 -18.0 Financial Services 1082 VXRT 3 1.71 penny-cap Short 0 -18.0 Healthcare 1237 ATRI 1 0.00 penny-cap Short 0 -18.0 Healthcare 820 SBRA 3 0.01 penny-cap Short 1 -18.5 Real Estate 806 BBBY 3 5.77 penny-cap Short 1 -19.0 Consumer Cyclical 930 CDE 2 2.93 penny-cap Short 2 -19.0 Basic Materials 1216 PRCH 5 -8.37 penny-cap Short 1 -19.5 Technology 772 RSI 1 0.00 penny-cap Short 0 -19.5 Consumer Cyclical 1141 PRIM 3 3.32 penny-cap Short 0 -19.5 Industrials 1026 IDCC 4 1.46 penny-cap Short 1 -19.5 Communication Services 1231 RAVN 4 1.72 penny-cap Short 0 -20.0 Industrials 1206 OMER 1 0.00 penny-cap Short 1 -20.0 Healthcare 874 SJIU 4 -1.39 penny-cap Short 0 -20.0 unknown 981 SJI 4 -1.40 penny-cap Short 0 -20.0 Utilities 1025 EGO 2 1.74 penny-cap Short 0 -20.5 Basic Materials 1281 HQH 3 0.63 penny-cap Short 1 -20.5 Financial Services 734 CRNC 4 -11.93 penny-cap Short 0 -21.0 Technology 996 LBRT 3 9.00 penny-cap Short 0 -21.0 Energy 832 IGT 2 2.41 penny-cap Short 0 -21.0 Consumer Cyclical 1037 ENDP 1 0.00 penny-cap Short 2 -21.0 Healthcare 1077 YMAB 2 -2.97 penny-cap Short 0 -21.5 Healthcare 1169 HSC 4 2.43 penny-cap Short 1 -21.5 Industrials 749 PGNY 2 -1.14 penny-cap Short 1 -21.5 Healthcare 1107 STPK 5 -7.12 penny-cap Short 0 -21.5 Financial Services 1198 GNOG 1 0.00 penny-cap Short 0 -21.5 Consumer Cyclical 1022 FLWS 4 -3.54 penny-cap Short 1 -22.0 Consumer Cyclical 683 NOV 3 3.19 penny-cap Short 0 -22.0 Energy 1083 CVI 3 3.00 penny-cap Short 0 -22.0 Energy 1076 RLGY 4 3.82 penny-cap Short 1 -22.0 Real Estate 991 VNOM 3 0.57 penny-cap Short 0 -22.5 Energy 1182 NEXA 2 0.30 penny-cap Short 1 -22.5 Basic Materials 741 GOCO 3 5.02 penny-cap Short 0 -23.0 Financial Services 1278 RBBN 4 -0.83 penny-cap Short 1 -23.5 Communication Services 913 ACCD 4 -1.28 penny-cap Short 0 -23.5 Healthcare 1267 EXTR 4 3.17 penny-cap Short 1 -23.5 Technology 842 CORT 3 3.40 penny-cap Short 1 -23.5 Healthcare 1248 DBD 3 3.18 penny-cap Short 0 -24.0 Technology 814 GOEV 1 0.00 penny-cap Short 1 -24.0 Consumer Cyclical 947 AZUL 4 -1.40 penny-cap Short 1 -24.5 Industrials 1219 NXE 2 3.98 penny-cap Short 0 -25.0 Energy 834 IRBT 4 -4.67 penny-cap Short 2 -25.0 Technology 1105 CERE 1 0.00 penny-cap Short 0 -25.5 Healthcare 1137 LX 3 -0.72 penny-cap Short 0 -25.5 Financial Services 867 NSTG 3 -1.66 penny-cap Short 1 -26.0 Healthcare 1213 AMTI 3 -0.99 penny-cap Short 0 -27.0 Healthcare 804 MTLS 3 -5.20 penny-cap Short 0 -27.5 Technology 878 BFT 3 -1.28 penny-cap Short 1 -27.5 Financial Services 1134 ROAD 3 8.13 penny-cap Short 0 -27.5 Industrials 765 SWAV 1 0.00 penny-cap Short 1 -27.5 Healthcare 1108 PMVP 2 1.43 penny-cap Short 1 -28.0 Healthcare 781 APHA 4 -4.63 penny-cap Short 1 -28.0 Healthcare 1094 GOL 2 -2.20 penny-cap Short 0 -28.5 Industrials 723 EH 5 -21.39 penny-cap Short 1 -30.0 Industrials 1211 QADB 1 0.00 penny-cap Short 1 -30.5 Technology 1068 COHU 4 1.17 penny-cap Short 1 -31.0 Technology 1205 PCVX 4 3.49 penny-cap Short 1 -31.5 Healthcare 1127 CDXS 3 1.84 penny-cap Short 1 -32.5 Healthcare 894 RVMD 1 0.00 penny-cap Short 1 -32.5 Healthcare 903 LGND 1 0.00 penny-cap Short 1 -34.0 Healthcare 1058 VSTO 4 -2.65 penny-cap Short 1 -34.0 Consumer Cyclical 837 RCKT 4 -7.43 penny-cap Short 1 -35.0 Healthcare 828 NIU 3 2.05 penny-cap Short 1 -36.5 Consumer Cyclical 1015 CLNE 4 -0.98 penny-cap Short 1 -36.5 Energy 1265 DMTK 3 -12.17 penny-cap Short 1 -37.0 Healthcare 1193 RAD 2 1.49 penny-cap Short 1 -40.0 Healthcare 846 MAX 5 -27.99 penny-cap Short 0 -40.5 Communication Services 771 OPK 1 0.00 penny-cap Short 1 -41.5 Healthcare 843 OSTK 4 -5.35 penny-cap Short 1 -43.0 Consumer Cyclical 960 GRWG 2 -3.93 penny-cap Short 1 -45.0 Consumer Cyclical 1155 NRIX 5 -5.00 penny-cap Short 1 -45.5 Healthcare 937 KYMR 4 -17.39 penny-cap Short 0 -47.0 Healthcare 1241 EOSE 2 3.00 penny-cap Short 1 -47.0 Industrials 968 NNDM 5 -12.54 penny-cap Short 1 -48.0 Technology 875 IGMS 1 0.00 penny-cap Short 1 -49.0 Healthcare 1148 ALEC 1 0.00 penny-cap Short 1 -50.5 Healthcare 1181 SNDL 5 -15.17 penny-cap Short 1 -53.0 Healthcare 1042 HIMX 4 -4.36 penny-cap Short 1 -55.0 Technology 847 FLGT 1 0.00 penny-cap Short 2 -55.5 Healthcare 1257 MVIS 3 1.62 penny-cap Short 1 -56.5 Technology 1178 RIOT 2 0.10 penny-cap Short 0 -59.0 Technology 751 MGNI 3 2.99 penny-cap Short 1 -61.0 Communication Services 809 DNMR 3 -4.05 penny-cap Short 1 -61.0 Basic Materials 866 NNOX 1 0.00 penny-cap Short 0 -63.0 Healthcare 1081 GEVO 4 -6.62 penny-cap Short 1 -70.5 Basic Materials 760 YALA 3 2.90 penny-cap Short 1 -72.0 Technology Mean Return: -2.475819672131147 Mean Day/Week: 3.7540983606557377 Accuracy:0.5819672131147541 *******************Part 3.3 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Symbol Day Return Market Cap Long/Short Weak Entry Score industry 747 PNM 6 0.35 penny-cap Long 0 0.0 Utilities 777 FCN 19 18.01 penny-cap Long 0 0.0 Industrials 811 HE 20 22.31 penny-cap Long 0 0.0 Utilities 1122 CXP 12 17.77 penny-cap Long 0 0.0 Real Estate 823 MUSA 10 15.10 penny-cap Long 1 0.0 Consumer Cyclical 1065 HOVNP 13 16.52 penny-cap Long 0 0.0 unknown 953 STAY 26 21.84 penny-cap Long 0 -0.5 Consumer Cyclical 951 AVA 21 17.72 penny-cap Long 0 -0.5 Utilities 1250 LRN 11 7.75 penny-cap Long 1 -1.0 Consumer Defensive 1152 ORGO 11 8.02 penny-cap Long 0 -1.0 Healthcare 1118 BDJ 16 4.87 penny-cap Long 0 -1.0 Financial Services 1271 RNP 9 1.49 penny-cap Long 0 -1.0 Financial Services 729 SNX 15 20.90 penny-cap Long 0 -1.0 Technology 922 CCOI 11 5.28 penny-cap Long 0 -1.5 Communication Services 986 SFBS 34 34.90 penny-cap Long 0 -1.5 Financial Services 998 CENT 15 10.38 penny-cap Long 0 -1.5 Consumer Defensive 798 BAK 10 6.08 penny-cap Long 0 -1.5 Basic Materials 720 NOMD 10 5.50 penny-cap Long 0 -1.5 Consumer Defensive 979 MGEE 12 2.49 penny-cap Long 0 -2.0 Utilities 919 NWE 13 5.08 penny-cap Long 0 -2.0 Utilities 1071 NSS 16 4.85 penny-cap Long 0 -2.0 unknown 815 TTEC 12 8.98 penny-cap Long 0 -2.0 Technology 1264 LOMA 10 3.00 penny-cap Long 0 -2.0 Basic Materials 898 CWST 6 4.10 penny-cap Long 0 -3.5 Industrials 1156 TLND 13 -2.19 penny-cap Long 1 -4.0 Technology 727 TV 9 4.37 penny-cap Long 0 -6.5 Communication Services 1245 CYH 11 11.37 penny-cap Long 0 -21.5 Healthcare Mean Return: 10.253333333333332 Mean Day/Week: 13.74074074074074 Accuracy:0.9629629629629629 *******************Part 3.4 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Symbol Day Return Market Cap Long/Short Weak Entry Score industry 856 ELP 7 -3.60 penny-cap Short 1 0.0 Utilities 1191 EVER 15 -12.98 penny-cap Short 0 0.0 Communication Services 1214 MODN 12 -20.44 penny-cap Short 0 0.0 Technology 822 IFS 14 -9.31 penny-cap Short 0 0.0 Financial Services 1005 STOK 19 -48.43 penny-cap Short 0 0.0 Healthcare 1028 STTK 27 -41.08 penny-cap Short 0 0.0 Healthcare 987 ALVR 22 -65.12 penny-cap Short 0 0.0 Healthcare 1279 ORIC 11 -26.13 penny-cap Short 1 0.0 Healthcare 803 AMBA 7 -7.04 penny-cap Short 0 -0.5 Technology 1247 FAX 22 -3.00 penny-cap Short 0 -0.5 Financial Services 1194 VERI 18 -47.94 penny-cap Short 0 -0.5 Technology 1163 TRS 9 -3.74 penny-cap Short 0 -0.5 Industrials 1151 MLAB 17 -10.72 penny-cap Short 0 -0.5 Technology 992 BCAT 11 -4.76 penny-cap Short 0 -0.5 unknown 1286 GOGO 12 -18.44 penny-cap Short 0 -0.5 Communication Services 1017 MAG 19 -20.91 penny-cap Short 1 -0.5 Basic Materials 685 WK 11 -9.59 penny-cap Short 0 -0.5 Technology 1220 VSTA 16 -28.74 penny-cap Short 0 -0.5 Consumer Defensive 1172 HPK 19 -76.24 penny-cap Short 0 -1.0 Energy 784 REGI 9 -17.11 penny-cap Short 0 -1.0 Energy 1197 SY 13 -23.08 penny-cap Short 0 -1.0 Healthcare 1209 HURN 10 -6.09 penny-cap Short 1 -1.0 Industrials 1035 ARCE 19 -28.46 penny-cap Short 0 -1.0 Consumer Defensive 681 KWR 15 -9.04 penny-cap Short 0 -1.0 Basic Materials 707 CLDR 15 -15.55 penny-cap Short 0 -1.0 Technology 735 DOYU 11 -30.80 penny-cap Short 0 -1.0 Communication Services 787 PTCT 7 -12.64 penny-cap Short 0 -1.5 Healthcare 744 TREE 7 -5.22 penny-cap Short 0 -1.5 Financial Services 1049 SILK 7 -3.31 penny-cap Short 0 -1.5 Healthcare 1092 ICLK 8 -17.48 penny-cap Short 0 -1.5 Communication Services 997 QTRX 15 -14.65 penny-cap Short 0 -1.5 Healthcare 1129 SBE 9 -19.79 penny-cap Short 0 -1.5 Financial Services 942 AXSM 7 -6.42 penny-cap Short 0 -1.5 Healthcare 1150 VCRA 12 -8.96 penny-cap Short 0 -1.5 Technology 1018 HRMY 22 -28.68 penny-cap Short 0 -1.5 Healthcare 1244 QNST 7 -8.03 penny-cap Short 0 -1.5 Communication Services 1234 LXRX 9 -13.14 penny-cap Short 0 -1.5 Healthcare 807 ITRI 10 -7.88 penny-cap Short 0 -1.5 Technology 1262 GSAH 8 -7.97 penny-cap Short 0 -2.0 Financial Services 1160 MRSN 7 -3.20 penny-cap Short 0 -2.0 Healthcare 709 BLI 7 -11.19 penny-cap Short 0 -2.0 Healthcare 1238 SCWX 9 -4.41 penny-cap Short 0 -2.0 Technology 795 MOR 9 -2.25 penny-cap Short 0 -2.0 Healthcare 920 CSOD 7 -2.76 penny-cap Short 0 -2.0 Technology 726 TRUP 7 -4.87 penny-cap Short 0 -2.0 Financial Services 1283 EOS 7 -0.34 penny-cap Short 0 -2.0 Financial Services 872 BNR 10 -0.57 penny-cap Short 0 -2.0 Healthcare 825 FOCS 9 -6.70 penny-cap Short 0 -2.0 Financial Services 868 DNP 17 -2.32 penny-cap Short 0 -2.0 Financial Services 698 CVET 9 -3.26 penny-cap Short 0 -2.0 Healthcare 1143 IMGN 8 -5.92 penny-cap Short 0 -2.5 Healthcare 990 TTGT 7 -7.79 penny-cap Short 0 -2.5 Communication Services 737 LPSN 7 -1.35 penny-cap Short 0 -2.5 Technology 1120 ARQT 7 -7.70 penny-cap Short 1 -3.0 Healthcare 1057 BSM 7 0.21 penny-cap Short 0 -3.0 Energy 1208 BTAI 7 -5.83 penny-cap Short 0 -3.0 Healthcare 857 MOMO 8 -9.73 penny-cap Short 0 -3.0 Communication Services 725 BAND 7 -5.22 penny-cap Short 0 -3.0 Technology 780 VVNT 7 -5.40 penny-cap Short 0 -3.5 Industrials 728 NOVA 8 -3.92 penny-cap Short 1 -3.5 Technology 1161 MMI 6 -0.92 penny-cap Short 1 -3.5 Real Estate 1242 PRPB 7 -1.14 penny-cap Short 0 -3.5 Financial Services 927 JOE 7 -5.92 penny-cap Short 0 -3.5 Real Estate 1112 PSNL 7 -11.56 penny-cap Short 0 -4.0 Healthcare 924 BMI 7 -0.76 penny-cap Short 0 -4.0 Industrials 909 AMRC 7 -2.28 penny-cap Short 0 -4.0 Industrials 907 BSTZ 7 1.20 penny-cap Short 0 -4.0 unknown 682 GSHD 7 -4.96 penny-cap Short 0 -4.0 Financial Services 705 EVBG 7 -1.70 penny-cap Short 0 -4.0 Technology 896 PHR 7 -1.60 penny-cap Short 0 -4.0 Healthcare 1258 CRHC 7 -1.85 penny-cap Short 0 -4.5 Financial Services 1124 CMPS 6 -12.41 penny-cap Short 0 -4.5 Healthcare 1251 CERS 7 0.18 penny-cap Short 0 -4.5 Healthcare 1003 AFYA 7 -7.90 penny-cap Short 0 -4.5 Consumer Defensive 950 HYLN 6 -16.94 penny-cap Short 0 -4.5 Consumer Cyclical 1053 RGNX 7 -13.53 penny-cap Short 0 -5.0 Healthcare 984 LAC 6 -9.92 penny-cap Short 0 -5.0 Basic Materials 925 MED 7 -4.60 penny-cap Short 1 -5.0 Consumer Cyclical 835 SUMO 22 -53.45 penny-cap Short 0 -5.0 Technology 1080 HSKA 6 -3.76 penny-cap Short 0 -5.0 Healthcare 884 CYRX 7 -2.44 penny-cap Short 0 -5.0 Industrials 1117 ATRA 7 -2.29 penny-cap Short 0 -5.5 Healthcare 1215 NKTX 7 -18.59 penny-cap Short 1 -5.5 Healthcare 790 VICR 7 -3.80 penny-cap Short 0 -6.0 Technology 791 INSM 10 -6.10 penny-cap Short 0 -6.0 Healthcare 800 EGHT 7 1.80 penny-cap Short 0 -6.0 Technology 1115 SLP 7 -8.37 penny-cap Short 0 -6.5 Healthcare 860 GATX 6 5.05 penny-cap Short 0 -7.0 Industrials 1130 TUP 13 -5.32 penny-cap Short 0 -7.0 Consumer Cyclical 1008 EAR 10 -16.26 penny-cap Short 0 -7.0 Healthcare 1072 CSII 6 -3.39 penny-cap Short 1 -7.5 Healthcare 1051 GCP 9 0.85 penny-cap Short 1 -7.5 Basic Materials 1090 HRTX 9 -10.11 penny-cap Short 0 -7.5 Healthcare 1034 PRAX 7 -24.13 penny-cap Short 0 -8.0 Healthcare 703 AY 7 1.42 penny-cap Short 0 -8.5 Utilities 999 ACB 7 -9.66 penny-cap Short 0 -8.5 Healthcare 1100 IDEX 6 -10.59 penny-cap Short 0 -9.0 Technology 764 SWTX 7 -2.63 penny-cap Short 0 -9.0 Healthcare 940 MDRX 6 -1.06 penny-cap Short 1 -9.0 Healthcare 936 MAXR 8 -14.46 penny-cap Short 1 -10.0 Technology 745 RIDE 24 -56.92 penny-cap Short 0 -10.0 Consumer Cyclical 739 RYN 7 -0.09 penny-cap Short 1 -10.0 Real Estate 826 APLS 7 -5.97 penny-cap Short 0 -10.5 Healthcare 1132 CLB 6 -7.44 penny-cap Short 0 -11.0 Energy 704 IIPR 7 -1.19 penny-cap Short 1 -11.5 Real Estate 773 CELH 12 -10.25 penny-cap Short 0 -11.5 Consumer Defensive 932 ELY 6 -3.15 penny-cap Short 1 -11.5 Consumer Cyclical 1230 HCC 7 -9.40 penny-cap Short 0 -12.0 Basic Materials 812 ARVN 9 -19.85 penny-cap Short 1 -12.0 Healthcare 714 HASI 8 1.36 penny-cap Short 1 -13.0 Real Estate 1210 FTOC 7 -3.15 penny-cap Short 1 -13.0 Financial Services 1027 LUNG 6 -10.06 penny-cap Short 2 -13.0 Healthcare 710 ACIW 6 -3.04 penny-cap Short 1 -13.0 Technology 978 HCSG 9 -1.92 penny-cap Short 1 -13.5 Healthcare 1016 MAC 7 -9.24 penny-cap Short 1 -13.5 Real Estate 1263 CVM 7 -11.90 penny-cap Short 1 -14.0 Healthcare 1270 HGEN 6 -10.85 penny-cap Short 0 -15.5 Healthcare 929 PLMR 11 -11.92 penny-cap Short 0 -15.5 Financial Services 1131 FREQ 15 -344.49 penny-cap Short 0 -16.0 Healthcare 1287 AUDC 7 -4.96 penny-cap Short 1 -17.0 Technology 1002 AVNS 6 -2.82 penny-cap Short 1 -17.5 Healthcare 870 AMRN 6 -6.36 penny-cap Short 1 -18.0 Healthcare 892 ALXO 7 -12.45 penny-cap Short 1 -18.0 Healthcare 1111 PNTG 9 -4.81 penny-cap Short 1 -20.0 Healthcare 1199 INBX 17 -44.62 penny-cap Short 0 -20.5 Healthcare 1167 SOL 7 -16.89 penny-cap Short 0 -21.5 Technology 977 BTRS 6 -11.85 penny-cap Short 1 -21.5 Technology 1184 KROS 7 1.53 penny-cap Short 0 -23.5 Healthcare 1055 TBIO 7 -8.45 penny-cap Short 1 -25.0 Healthcare 1268 CRTX 6 -8.39 penny-cap Short 1 -25.5 Healthcare 1288 WPRT 6 -21.95 penny-cap Short 1 -27.0 Consumer Cyclical 1179 MAXN 7 -6.50 penny-cap Short 1 -32.5 Technology 746 HIMS 6 -7.78 penny-cap Short 1 -35.0 Consumer Defensive 1128 CNST 7 -12.84 penny-cap Short 1 -40.5 Healthcare 918 TLRY 6 -14.23 penny-cap Short 1 -41.5 Healthcare Mean Return: -13.509407407407409 Mean Day/Week: 9.377777777777778 Accuracy:0.9333333333333333 *******************Part 3.5 Penny Cap Long Exit********************* penny_long_signal_exit Symbol Day Return Market Cap Long/Short Weak Entry Score industry 788 POR 1 0.08 penny-cap Exit Long 0 -4.0 Utilities 1052 EPC 1 0.08 penny-cap Exit Long 0 -4.0 Consumer Defensive 1226 BROG 4 0.00 penny-cap Exit Long 0 -12.0 Energy 1101 SBLKZ 6 -0.04 penny-cap Exit Long 0 -3.0 unknown 1146 CYTK 1 -0.54 penny-cap Exit Long 0 -13.0 Healthcare 833 SWX 2 -1.93 penny-cap Exit Long 0 -7.0 Utilities 1109 GPRO 9 -3.94 penny-cap Exit Long 0 -13.0 Technology Mean Return: -1.5725 Mean Day/Week: 6.0 Accuracy:0.5 *******************Part 3.6 Penny Cap Short Exit********************* penny_short_signal_exit Symbol Day Return Market Cap Long/Short Weak Entry Score industry 966 RRC 2 11.85 penny-cap Exit Short 0 -35.0 Energy 904 JKS 2 10.68 penny-cap Exit Short 0 -10.0 Technology 1185 MRTN 3 9.01 penny-cap Exit Short 0 -21.5 Industrials 808 VLDR 2 7.19 penny-cap Exit Short 0 -9.5 Technology 753 AEIS 5 6.76 penny-cap Exit Short 1 -23.0 Industrials 1192 BGCP 2 6.74 penny-cap Exit Short 0 -20.0 Financial Services 1011 VRRM 2 6.69 penny-cap Exit Short 1 -11.5 Industrials 995 EPAY 2 6.62 penny-cap Exit Short 0 -15.0 Technology 1289 KRA 3 6.38 penny-cap Exit Short 0 -8.0 Basic Materials 917 ONTO 1 6.19 penny-cap Exit Short 1 -29.5 Technology 975 CMPR 3 6.00 penny-cap Exit Short 1 -14.5 Communication Services 687 ESNT 2 5.87 penny-cap Exit Short 0 -13.5 Financial Services 851 PCH 3 5.84 penny-cap Exit Short 0 -12.0 Real Estate 732 ALTR 2 5.45 penny-cap Exit Short 0 -18.0 Technology 1217 ACLS 1 5.44 penny-cap Exit Short 0 -39.5 Technology 1047 OFLX 6 5.43 penny-cap Exit Short 2 -19.0 Industrials 1225 RMR 2 5.19 penny-cap Exit Short 0 -10.5 Real Estate 1164 DK 2 5.17 penny-cap Exit Short 0 -5.5 Energy 976 CANG 2 5.10 penny-cap Exit Short 1 -40.5 Communication Services 1157 KALU 1 4.99 penny-cap Exit Short 0 -11.5 Basic Materials 824 WNS 3 4.81 penny-cap Exit Short 0 -7.5 Industrials 982 ODP 8 4.79 penny-cap Exit Short 0 -15.0 Consumer Cyclical 1259 CRK 5 4.77 penny-cap Exit Short 0 -13.0 Energy 1136 AAWW 1 4.69 penny-cap Exit Short 0 -11.5 Industrials 1149 KAMN 3 4.60 penny-cap Exit Short 1 -12.0 Industrials 988 NTCT 2 4.32 penny-cap Exit Short 1 -9.5 Technology 1110 DKL 3 4.25 penny-cap Exit Short 0 -7.0 Energy 1125 BSIG 2 4.22 penny-cap Exit Short 1 -11.0 Financial Services 1165 AROC 3 4.22 penny-cap Exit Short 0 -6.5 Energy 1099 PAGP 1 4.01 penny-cap Exit Short 1 -11.0 Energy 829 AMN 2 3.92 penny-cap Exit Short 1 -19.0 Healthcare 1084 ZUO 2 3.91 penny-cap Exit Short 1 -26.0 Technology 905 PSMT 6 3.91 penny-cap Exit Short 1 -5.0 Consumer Defensive 853 BLKB 3 3.84 penny-cap Exit Short 0 -21.5 Technology 684 FTI 4 3.74 penny-cap Exit Short 1 -21.0 Energy 893 ROCK 6 3.57 penny-cap Exit Short 1 -15.0 Industrials 1024 CMP 1 3.54 penny-cap Exit Short 0 -6.5 Basic Materials 855 FORM 5 3.54 penny-cap Exit Short 1 -26.0 Technology 699 ALRM 6 3.33 penny-cap Exit Short 0 -5.5 Technology 848 IBP 6 3.23 penny-cap Exit Short 1 -23.0 Industrials 1138 GNL 2 3.15 penny-cap Exit Short 0 -5.5 Real Estate 957 EVTC 2 3.11 penny-cap Exit Short 2 -13.0 Technology 882 PCRX 6 3.05 penny-cap Exit Short 0 -7.5 Healthcare 752 WTS 2 2.94 penny-cap Exit Short 0 -14.0 Industrials 1062 PRGS 3 2.93 penny-cap Exit Short 2 -14.5 Technology 1284 STEP 2 2.82 penny-cap Exit Short 0 -19.5 Financial Services 766 JBGS 2 2.64 penny-cap Exit Short 0 -9.5 Real Estate 1139 UPLD 2 2.47 penny-cap Exit Short 1 -13.5 Technology 1059 CRVL 2 2.45 penny-cap Exit Short 1 -13.0 Financial Services 906 LAUR 2 2.36 penny-cap Exit Short 1 -13.0 Consumer Defensive 1236 EVRI 1 2.28 penny-cap Exit Short 0 -13.0 Consumer Cyclical 708 HLI 1 2.21 penny-cap Exit Short 0 -16.5 Financial Services 850 KTOS 4 2.01 penny-cap Exit Short 0 -8.0 Industrials 1173 BRMK 2 1.91 penny-cap Exit Short 1 -11.5 Real Estate 1064 SPNS 6 1.78 penny-cap Exit Short 1 -9.0 Technology 1085 ALG 1 1.74 penny-cap Exit Short 0 -7.0 Industrials 762 HLNE 4 1.60 penny-cap Exit Short 0 -14.0 Financial Services 944 BNL 1 1.51 penny-cap Exit Short 2 -22.5 Real Estate 810 VIAV 3 1.41 penny-cap Exit Short 1 -12.0 Technology 1045 CRC 7 1.37 penny-cap Exit Short 0 -3.0 Energy 799 JBT 1 1.37 penny-cap Exit Short 0 -9.5 Industrials 1144 WPF 1 1.28 penny-cap Exit Short 0 -17.5 Financial Services 1202 CNXN 4 1.09 penny-cap Exit Short 0 -7.5 Technology 887 FRHC 3 1.03 penny-cap Exit Short 0 -11.0 Financial Services 1054 BTT 5 0.95 penny-cap Exit Short 1 -13.5 Financial Services 1240 NVEE 7 0.68 penny-cap Exit Short 0 -2.5 Industrials 1221 NMZ 2 0.28 penny-cap Exit Short 2 -31.5 Financial Services 1113 WDR 10 -0.04 penny-cap Exit Short 1 -6.0 Financial Services 885 CVLT 3 -0.12 penny-cap Exit Short 1 -12.0 Technology 967 GCMG 5 -0.19 penny-cap Exit Short 2 -14.5 Financial Services 864 TRN 9 -0.55 penny-cap Exit Short 0 -2.0 Industrials 1188 BWMX 8 -0.70 penny-cap Exit Short 0 -2.5 Consumer Cyclical 1030 DOMO 3 -0.71 penny-cap Exit Short 1 -29.0 Technology 805 EYE 8 -0.87 penny-cap Exit Short 0 -5.5 Consumer Cyclical 783 AAON 8 -0.93 penny-cap Exit Short 0 -3.5 Industrials 1207 QADA 6 -1.29 penny-cap Exit Short 1 -26.0 Technology 1091 AMK 12 -1.29 penny-cap Exit Short 0 -1.5 Financial Services 969 TROX 4 -2.02 penny-cap Exit Short 0 -16.5 Basic Materials 693 VERX 12 -2.10 penny-cap Exit Short 0 -13.5 Technology 859 VG 15 -4.50 penny-cap Exit Short 0 -2.0 Communication Services 715 JOBS 16 -5.05 penny-cap Exit Short 0 -3.0 Industrials 1201 ATNX 4 -7.85 penny-cap Exit Short 0 -12.5 Healthcare Mean Return: 3.400142857142857 Mean Day/Week: 4.585714285714285 Accuracy:0.21428571428571427 *******************Part 3.7 Overall Long Position********************* overall long Symbol Day Return Market Cap Long/Short Weak Entry Score industry 986 SFBS 34 34.90 penny-cap Long 0 -1.5 Financial Services 811 HE 20 22.31 penny-cap Long 0 0.0 Utilities 953 STAY 26 21.84 penny-cap Long 0 -0.5 Consumer Cyclical 729 SNX 15 20.90 penny-cap Long 0 -1.0 Technology 777 FCN 19 18.01 penny-cap Long 0 0.0 Industrials 1122 CXP 12 17.77 penny-cap Long 0 0.0 Real Estate 951 AVA 21 17.72 penny-cap Long 0 -0.5 Utilities 1065 HOVNP 13 16.52 penny-cap Long 0 0.0 unknown 823 MUSA 10 15.10 penny-cap Long 1 0.0 Consumer Cyclical 1245 CYH 11 11.37 penny-cap Long 0 -21.5 Healthcare 998 CENT 15 10.38 penny-cap Long 0 -1.5 Consumer Defensive 946 SFM 5 10.15 penny-cap Long 1 -4.0 Consumer Defensive 815 TTEC 12 8.98 penny-cap Long 0 -2.0 Technology 1152 ORGO 11 8.02 penny-cap Long 0 -1.0 Healthcare 1250 LRN 11 7.75 penny-cap Long 1 -1.0 Consumer Defensive 712 ENSG 3 6.14 penny-cap Long 0 -3.0 Healthcare 798 BAK 10 6.08 penny-cap Long 0 -1.5 Basic Materials 720 NOMD 10 5.50 penny-cap Long 0 -1.5 Consumer Defensive 922 CCOI 11 5.28 penny-cap Long 0 -1.5 Communication Services 919 NWE 13 5.08 penny-cap Long 0 -2.0 Utilities 1102 LOB 3 4.96 penny-cap Long 0 -6.5 Financial Services 1118 BDJ 16 4.87 penny-cap Long 0 -1.0 Financial Services 1071 NSS 16 4.85 penny-cap Long 0 -2.0 unknown 1001 CENTA 2 4.72 penny-cap Long 0 -4.0 Consumer Defensive 921 LGIH 2 4.57 penny-cap Long 1 -3.5 Consumer Cyclical 727 TV 9 4.37 penny-cap Long 0 -6.5 Communication Services 898 CWST 6 4.10 penny-cap Long 0 -3.5 Industrials 1196 IRT 3 3.98 penny-cap Long 0 -6.0 Real Estate 1264 LOMA 10 3.00 penny-cap Long 0 -2.0 Basic Materials 1203 EHTH 2 2.61 penny-cap Long 0 -0.5 Financial Services 1012 NAVI 2 2.55 penny-cap Long 0 -5.5 Financial Services 979 MGEE 12 2.49 penny-cap Long 0 -2.0 Utilities 1301 NXRT 4 2.40 penny-cap Long 1 -2.5 Real Estate 813 PSN 3 2.25 penny-cap Long 0 -4.0 Industrials 1162 MSEX 4 1.82 penny-cap Long 0 -2.0 Utilities 849 CMD 2 1.63 penny-cap Long 0 -1.5 Healthcare 738 GPK 2 1.54 penny-cap Long 1 -3.0 Consumer Cyclical 1069 UTG 4 1.52 penny-cap Long 0 -1.0 Financial Services 1271 RNP 9 1.49 penny-cap Long 0 -1.0 Financial Services 721 IDA 2 1.43 penny-cap Long 0 -3.5 Utilities 886 ENR 2 1.22 penny-cap Long 0 -4.5 Industrials 797 BKH 3 1.20 penny-cap Long 1 -3.5 Utilities 883 ADV 4 1.00 penny-cap Long 0 0.0 Communication Services 696 FLO 2 0.99 penny-cap Long 0 -2.5 Consumer Defensive 1229 MGNX 2 0.90 penny-cap Long 0 -18.0 Healthcare 1190 BXMX 2 0.83 penny-cap Long 0 -3.0 Financial Services 1253 AFINP 2 0.77 penny-cap Long 0 -5.5 Real Estate 1086 RQI 2 0.73 penny-cap Long 0 -2.5 Financial Services 1061 GSBD 2 0.65 penny-cap Long 0 -2.5 Financial Services 963 UTF 3 0.55 penny-cap Long 0 -11.5 Financial Services 1306 TANNZ 3 0.44 penny-cap Long 0 -0.5 unknown 914 TDI 2 0.39 penny-cap Long 0 -7.5 unknown 758 SLGN 2 0.37 penny-cap Long 0 -5.0 Consumer Cyclical 747 PNM 6 0.35 penny-cap Long 0 0.0 Utilities 776 ESGRP 3 0.17 penny-cap Long 0 -9.0 Financial Services 788 POR 1 0.08 penny-cap Exit Long 0 -4.0 Utilities 1052 EPC 1 0.08 penny-cap Exit Long 0 -4.0 Consumer Defensive 759 THG 2 0.05 penny-cap Long 1 -3.5 Financial Services 1159 SG 5 -0.00 penny-cap Long 1 -2.5 Financial Services 789 ESGRO 2 0.00 penny-cap Long 0 -10.5 Financial Services 1226 BROG 4 0.00 penny-cap Exit Long 0 -12.0 Energy 1101 SBLKZ 6 -0.04 penny-cap Exit Long 0 -3.0 unknown 1004 UZC 2 -0.08 penny-cap Long 0 -9.0 unknown 785 OGS 2 -0.31 penny-cap Long 0 -6.5 Utilities 1036 CUB 5 -0.53 penny-cap Long 0 -2.0 Industrials 1146 CYTK 1 -0.54 penny-cap Exit Long 0 -13.0 Healthcare 1189 FORTY 2 -0.56 penny-cap Long 0 -6.5 Technology 971 ANAT 2 -0.75 penny-cap Long 0 -8.5 Financial Services 845 VLYPO 4 -0.90 penny-cap Long 0 -6.5 Financial Services 833 SWX 2 -1.93 penny-cap Exit Long 0 -7.0 Utilities 1156 TLND 13 -2.19 penny-cap Long 1 -4.0 Technology 1298 LGVW 4 -3.74 penny-cap Long 0 -25.0 Financial Services 1109 GPRO 9 -3.94 penny-cap Exit Long 0 -13.0 Technology Mean Return: 4.4686301369863015 Mean Day/Week: 6.876712328767123 Accuracy:0.7945205479452054 *******************Part 3.8 Overall Short Position********************* overall short Symbol Day Return Market Cap Long/Short Weak Entry Score industry 966 RRC 2 11.85 penny-cap Exit Short 0 -35.0 Energy 904 JKS 2 10.68 penny-cap Exit Short 0 -10.0 Technology 1185 MRTN 3 9.01 penny-cap Exit Short 0 -21.5 Industrials 996 LBRT 3 9.00 penny-cap Short 0 -21.0 Energy 1134 ROAD 3 8.13 penny-cap Short 0 -27.5 Industrials 808 VLDR 2 7.19 penny-cap Exit Short 0 -9.5 Technology 1040 MTOR 3 7.00 penny-cap Short 0 -6.5 Consumer Cyclical 753 AEIS 5 6.76 penny-cap Exit Short 1 -23.0 Industrials 1192 BGCP 2 6.74 penny-cap Exit Short 0 -20.0 Financial Services 1011 VRRM 2 6.69 penny-cap Exit Short 1 -11.5 Industrials 995 EPAY 2 6.62 penny-cap Exit Short 0 -15.0 Technology 926 JELD 3 6.40 penny-cap Short 1 -4.0 Industrials 1289 KRA 3 6.38 penny-cap Exit Short 0 -8.0 Basic Materials 917 ONTO 1 6.19 penny-cap Exit Short 1 -29.5 Technology 975 CMPR 3 6.00 penny-cap Exit Short 1 -14.5 Communication Services 687 ESNT 2 5.87 penny-cap Exit Short 0 -13.5 Financial Services 851 PCH 3 5.84 penny-cap Exit Short 0 -12.0 Real Estate 806 BBBY 3 5.77 penny-cap Short 1 -19.0 Consumer Cyclical 1239 RMAX 3 5.74 penny-cap Short 0 -8.5 Real Estate 1295 CHEF 3 5.70 penny-cap Short 0 -12.5 Consumer Defensive 736 GTLS 3 5.61 penny-cap Short 0 -13.0 Industrial Goods 732 ALTR 2 5.45 penny-cap Exit Short 0 -18.0 Technology 1217 ACLS 1 5.44 penny-cap Exit Short 0 -39.5 Technology 1047 OFLX 6 5.43 penny-cap Exit Short 2 -19.0 Industrials 1225 RMR 2 5.19 penny-cap Exit Short 0 -10.5 Real Estate 1164 DK 2 5.17 penny-cap Exit Short 0 -5.5 Energy 976 CANG 2 5.10 penny-cap Exit Short 1 -40.5 Communication Services 860 GATX 6 5.05 penny-cap Short 0 -7.0 Industrials 741 GOCO 3 5.02 penny-cap Short 0 -23.0 Financial Services 1157 KALU 1 4.99 penny-cap Exit Short 0 -11.5 Basic Materials 1079 DRNA 3 4.92 penny-cap Short 0 -15.5 Healthcare 1187 TRIL 3 4.85 penny-cap Short 0 -10.0 Healthcare 824 WNS 3 4.81 penny-cap Exit Short 0 -7.5 Industrials 1280 RES 2 4.81 penny-cap Short 0 -11.0 Energy 982 ODP 8 4.79 penny-cap Exit Short 0 -15.0 Consumer Cyclical 1259 CRK 5 4.77 penny-cap Exit Short 0 -13.0 Energy 1136 AAWW 1 4.69 penny-cap Exit Short 0 -11.5 Industrials 1149 KAMN 3 4.60 penny-cap Exit Short 1 -12.0 Industrials 988 NTCT 2 4.32 penny-cap Exit Short 1 -9.5 Technology 1110 DKL 3 4.25 penny-cap Exit Short 0 -7.0 Energy 1125 BSIG 2 4.22 penny-cap Exit Short 1 -11.0 Financial Services 1165 AROC 3 4.22 penny-cap Exit Short 0 -6.5 Energy 1033 CVA 4 4.11 penny-cap Short 0 -10.0 Industrials 1246 RGR 3 4.11 penny-cap Short 2 -9.5 Industrials 1099 PAGP 1 4.01 penny-cap Exit Short 1 -11.0 Energy 1219 NXE 2 3.98 penny-cap Short 0 -25.0 Energy 958 EAF 3 3.97 penny-cap Short 0 -7.0 Industrials 829 AMN 2 3.92 penny-cap Exit Short 1 -19.0 Healthcare 905 PSMT 6 3.91 penny-cap Exit Short 1 -5.0 Consumer Defensive 1084 ZUO 2 3.91 penny-cap Exit Short 1 -26.0 Technology 853 BLKB 3 3.84 penny-cap Exit Short 0 -21.5 Technology 1076 RLGY 4 3.82 penny-cap Short 1 -22.0 Real Estate 786 HL 3 3.74 penny-cap Short 1 -15.0 Basic Materials 684 FTI 4 3.74 penny-cap Exit Short 1 -21.0 Energy 821 CARG 3 3.60 penny-cap Short 0 -5.5 Communication Services 701 SHAK 3 3.58 penny-cap Short 1 -11.5 Consumer Cyclical 893 ROCK 6 3.57 penny-cap Exit Short 1 -15.0 Industrials 1024 CMP 1 3.54 penny-cap Exit Short 0 -6.5 Basic Materials 855 FORM 5 3.54 penny-cap Exit Short 1 -26.0 Technology 1205 PCVX 4 3.49 penny-cap Short 1 -31.5 Healthcare 1276 DRQ 2 3.49 penny-cap Short 0 -10.5 Energy 842 CORT 3 3.40 penny-cap Short 1 -23.5 Healthcare 699 ALRM 6 3.33 penny-cap Exit Short 0 -5.5 Technology 1141 PRIM 3 3.32 penny-cap Short 0 -19.5 Industrials 848 IBP 6 3.23 penny-cap Exit Short 1 -23.0 Industrials 763 UNF 5 3.21 penny-cap Short 0 -11.0 Industrials 683 NOV 3 3.19 penny-cap Short 0 -22.0 Energy 1248 DBD 3 3.18 penny-cap Short 0 -24.0 Technology 1267 EXTR 4 3.17 penny-cap Short 1 -23.5 Technology 1138 GNL 2 3.15 penny-cap Exit Short 0 -5.5 Real Estate 869 VSAT 3 3.14 penny-cap Short 0 -15.0 Technology 957 EVTC 2 3.11 penny-cap Exit Short 2 -13.0 Technology 882 PCRX 6 3.05 penny-cap Exit Short 0 -7.5 Healthcare 1241 EOSE 2 3.00 penny-cap Short 1 -47.0 Industrials 1083 CVI 3 3.00 penny-cap Short 0 -22.0 Energy 751 MGNI 3 2.99 penny-cap Short 1 -61.0 Communication Services 752 WTS 2 2.94 penny-cap Exit Short 0 -14.0 Industrials 1062 PRGS 3 2.93 penny-cap Exit Short 2 -14.5 Technology 930 CDE 2 2.93 penny-cap Short 2 -19.0 Basic Materials 760 YALA 3 2.90 penny-cap Short 1 -72.0 Technology 1284 STEP 2 2.82 penny-cap Exit Short 0 -19.5 Financial Services 1087 NS 3 2.81 penny-cap Short 0 -12.5 Energy 964 B 3 2.75 penny-cap Short 0 -6.5 Industrials 970 CNK 3 2.73 penny-cap Short 0 -11.0 Communication Services 1168 MTRN 2 2.72 penny-cap Short 0 -10.5 Basic Materials 766 JBGS 2 2.64 penny-cap Exit Short 0 -9.5 Real Estate 1243 MESO 2 2.54 penny-cap Short 0 -15.5 Healthcare 1139 UPLD 2 2.47 penny-cap Exit Short 1 -13.5 Technology 691 LPRO 2 2.46 penny-cap Short 1 -10.0 Financial Services 1059 CRVL 2 2.45 penny-cap Exit Short 1 -13.0 Financial Services 1169 HSC 4 2.43 penny-cap Short 1 -21.5 Industrials 832 IGT 2 2.41 penny-cap Short 0 -21.0 Consumer Cyclical 695 SHI 3 2.38 penny-cap Short 0 -3.5 Energy 906 LAUR 2 2.36 penny-cap Exit Short 1 -13.0 Consumer Defensive 690 DDD 4 2.35 penny-cap Short 0 -17.5 Technology 1236 EVRI 1 2.28 penny-cap Exit Short 0 -13.0 Consumer Cyclical 708 HLI 1 2.21 penny-cap Exit Short 0 -16.5 Financial Services 910 PJT 4 2.11 penny-cap Short 0 -13.0 Financial Services 828 NIU 3 2.05 penny-cap Short 1 -36.5 Consumer Cyclical 850 KTOS 4 2.01 penny-cap Exit Short 0 -8.0 Industrials 1140 GES 4 1.93 penny-cap Short 0 -11.0 Consumer Cyclical 1173 BRMK 2 1.91 penny-cap Exit Short 1 -11.5 Real Estate 1127 CDXS 3 1.84 penny-cap Short 1 -32.5 Healthcare 800 EGHT 7 1.80 penny-cap Short 0 -6.0 Technology 1064 SPNS 6 1.78 penny-cap Exit Short 1 -9.0 Technology 838 AIMC 2 1.76 penny-cap Short 0 -6.5 Industrials 1085 ALG 1 1.74 penny-cap Exit Short 0 -7.0 Industrials 1025 EGO 2 1.74 penny-cap Short 0 -20.5 Basic Materials 1231 RAVN 4 1.72 penny-cap Short 0 -20.0 Industrials 1082 VXRT 3 1.71 penny-cap Short 0 -18.0 Healthcare 1296 CTS 4 1.70 penny-cap Short 1 -6.0 Technology 1119 HY 5 1.68 penny-cap Short 0 -14.0 Industrials 876 NSP 2 1.68 penny-cap Short 0 -13.5 Industrials 724 NEU 3 1.66 penny-cap Short 0 -15.5 Basic Materials 1257 MVIS 3 1.62 penny-cap Short 1 -56.5 Technology 762 HLNE 4 1.60 penny-cap Exit Short 0 -14.0 Financial Services 1232 NRC 5 1.58 penny-cap Short 0 -4.0 Healthcare 890 MMSI 4 1.56 penny-cap Short 1 -16.5 Healthcare 1224 GLNG 4 1.56 penny-cap Short 1 -15.0 Energy 1184 KROS 7 1.53 penny-cap Short 0 -23.5 Healthcare 944 BNL 1 1.51 penny-cap Exit Short 2 -22.5 Real Estate 1193 RAD 2 1.49 penny-cap Short 1 -40.0 Healthcare 686 HHC 2 1.48 penny-cap Short 0 -9.0 Real Estate 1060 SIM 3 1.48 penny-cap Short 1 -15.5 Basic Materials 1026 IDCC 4 1.46 penny-cap Short 1 -19.5 Communication Services 1108 PMVP 2 1.43 penny-cap Short 1 -28.0 Healthcare 703 AY 7 1.42 penny-cap Short 0 -8.5 Utilities 1174 JRVR 5 1.41 penny-cap Short 0 -14.5 Financial Services 810 VIAV 3 1.41 penny-cap Exit Short 1 -12.0 Technology 799 JBT 1 1.37 penny-cap Exit Short 0 -9.5 Industrials 1045 CRC 7 1.37 penny-cap Exit Short 0 -3.0 Energy 769 GKOS 4 1.36 penny-cap Short 0 -9.0 Healthcare 1038 AVYA 2 1.36 penny-cap Short 0 -11.0 Technology 714 HASI 8 1.36 penny-cap Short 1 -13.0 Real Estate 908 MIME 2 1.28 penny-cap Short 0 -8.0 Technology 1144 WPF 1 1.28 penny-cap Exit Short 0 -17.5 Financial Services 702 FTDR 3 1.28 penny-cap Short 1 -15.0 Consumer Cyclical 907 BSTZ 7 1.20 penny-cap Short 0 -4.0 unknown 1212 AZZ 2 1.19 penny-cap Short 0 -8.0 Industrials 1068 COHU 4 1.17 penny-cap Short 1 -31.0 Technology 962 PING 3 1.10 penny-cap Short 0 -6.0 Technology 1202 CNXN 4 1.09 penny-cap Exit Short 0 -7.5 Technology 1227 DGNR 2 1.07 penny-cap Short 0 -11.0 Financial Services 858 CNS 3 1.04 penny-cap Short 0 -11.5 Financial Services 887 FRHC 3 1.03 penny-cap Exit Short 0 -11.0 Financial Services 801 VC 3 0.98 penny-cap Short 0 -8.0 Consumer Cyclical 1054 BTT 5 0.95 penny-cap Exit Short 1 -13.5 Financial Services 916 GDOT 2 0.89 penny-cap Short 0 -17.5 Financial Services 1051 GCP 9 0.85 penny-cap Short 1 -7.5 Basic Materials 844 SPT 3 0.81 penny-cap Short 0 -8.0 Technology 949 MATX 2 0.78 penny-cap Short 0 -6.5 Industrials 1240 NVEE 7 0.68 penny-cap Exit Short 0 -2.5 Industrials 1281 HQH 3 0.63 penny-cap Short 1 -20.5 Financial Services 900 BVN 3 0.59 penny-cap Short 1 -11.0 Basic Materials 991 VNOM 3 0.57 penny-cap Short 0 -22.5 Energy 1114 YPF 2 0.49 penny-cap Short 1 -11.0 Energy 1048 RPAY 3 0.47 penny-cap Short 1 -12.0 Technology 1299 SPH 4 0.39 penny-cap Short 1 -17.5 Utilities 1170 FFG 4 0.35 penny-cap Short 0 -13.0 Financial Services 1031 TWNK 4 0.34 penny-cap Short 2 -9.5 Consumer Defensive 1285 CLS 4 0.34 penny-cap Short 2 -13.0 Technology 1070 SVC 2 0.32 penny-cap Short 0 -15.5 Real Estate 827 VCYT 3 0.32 penny-cap Short 0 -9.5 Healthcare 1182 NEXA 2 0.30 penny-cap Short 1 -22.5 Basic Materials 1221 NMZ 2 0.28 penny-cap Exit Short 2 -31.5 Financial Services 980 NUV 2 0.27 penny-cap Short 1 -18.0 Financial Services 1057 BSM 7 0.21 penny-cap Short 0 -3.0 Energy 934 BRP 4 0.19 penny-cap Short 0 -8.5 Financial Services 1251 CERS 7 0.18 penny-cap Short 0 -4.5 Healthcare 1302 ENTA 4 0.14 penny-cap Short 1 -15.5 Healthcare 1178 RIOT 2 0.10 penny-cap Short 0 -59.0 Technology 993 RMBS 4 0.10 penny-cap Short 0 -13.5 Technology 1291 BPFH 2 0.07 penny-cap Short 0 -13.0 Financial Services 974 SBGI 3 0.06 penny-cap Short 0 -15.0 Communication Services 1103 HBM 4 0.04 penny-cap Short 0 -6.0 Basic Materials 902 GHC 3 0.02 penny-cap Short 1 -11.0 Consumer Defensive 820 SBRA 3 0.01 penny-cap Short 1 -18.5 Real Estate 722 JAMF 3 -0.00 penny-cap Short 1 -14.5 Technology 1186 NXGN 4 -0.03 penny-cap Short 1 -13.0 Healthcare 1113 WDR 10 -0.04 penny-cap Exit Short 1 -6.0 Financial Services 1089 FSM 4 -0.04 penny-cap Short 1 -8.0 Basic Materials 877 GBT 3 -0.06 penny-cap Short 0 -18.0 Healthcare 739 RYN 7 -0.09 penny-cap Short 1 -10.0 Real Estate 885 CVLT 3 -0.12 penny-cap Exit Short 1 -12.0 Technology 1254 ALEX 3 -0.12 penny-cap Short 0 -7.0 Real Estate 688 AG 4 -0.16 penny-cap Short 1 -7.5 Basic Materials 692 SAGE 4 -0.17 penny-cap Short 3 -11.5 Healthcare 967 GCMG 5 -0.19 penny-cap Exit Short 2 -14.5 Financial Services 755 PD 3 -0.22 penny-cap Short 0 -13.0 Technology 778 SAFE 5 -0.26 penny-cap Short 0 -12.0 Real Estate 1275 CHY 3 -0.28 penny-cap Short 1 -16.5 Financial Services 1056 DEA 5 -0.30 penny-cap Short 0 -12.5 Real Estate 1283 EOS 7 -0.34 penny-cap Short 0 -2.0 Financial Services 1142 MSC 2 -0.37 penny-cap Short 2 -16.0 Consumer Cyclical 897 UNIT 4 -0.37 penny-cap Short 0 -14.0 Real Estate 1039 BUR 2 -0.49 penny-cap Short 0 -4.5 Financial Services 689 SMTC 4 -0.53 penny-cap Short 1 -17.5 Technology 864 TRN 9 -0.55 penny-cap Exit Short 0 -2.0 Industrials 872 BNR 10 -0.57 penny-cap Short 0 -2.0 Healthcare 879 NOAH 4 -0.59 penny-cap Short 1 -13.0 Financial Services 861 PRG 5 -0.65 penny-cap Short 0 -15.0 Industrials 1188 BWMX 8 -0.70 penny-cap Exit Short 0 -2.5 Consumer Cyclical 972 MXL 4 -0.70 penny-cap Short 0 -15.0 Technology 1030 DOMO 3 -0.71 penny-cap Exit Short 1 -29.0 Technology 1137 LX 3 -0.72 penny-cap Short 0 -25.5 Financial Services 1195 PI 4 -0.76 penny-cap Short 0 -10.5 Technology 1223 LINX 3 -0.76 penny-cap Short 3 -13.0 Technology 924 BMI 7 -0.76 penny-cap Short 0 -4.0 Industrials 742 MTSI 5 -0.78 penny-cap Short 1 -13.5 Technology 754 FSR 2 -0.79 penny-cap Short 0 -15.5 Consumer Cyclical 1278 RBBN 4 -0.83 penny-cap Short 1 -23.5 Communication Services 1200 LASR 4 -0.84 penny-cap Short 0 -5.5 Technology 816 OPCH 4 -0.87 penny-cap Short 0 -18.0 Healthcare 805 EYE 8 -0.87 penny-cap Exit Short 0 -5.5 Consumer Cyclical 1161 MMI 6 -0.92 penny-cap Short 1 -3.5 Real Estate 818 SPSC 4 -0.93 penny-cap Short 0 -16.5 Technology 783 AAON 8 -0.93 penny-cap Exit Short 0 -3.5 Industrials 1297 TELL 4 -0.97 penny-cap Short 1 -11.5 Energy 1015 CLNE 4 -0.98 penny-cap Short 1 -36.5 Energy 1213 AMTI 3 -0.99 penny-cap Short 0 -27.0 Healthcare 1013 HCAT 3 -0.99 penny-cap Short 0 -7.0 Healthcare 881 TDC 4 -1.05 penny-cap Short 1 -15.5 Technology 940 MDRX 6 -1.06 penny-cap Short 1 -9.0 Healthcare 749 PGNY 2 -1.14 penny-cap Short 1 -21.5 Healthcare 1242 PRPB 7 -1.14 penny-cap Short 0 -3.5 Financial Services 704 IIPR 7 -1.19 penny-cap Short 1 -11.5 Real Estate 840 TSEM 4 -1.21 penny-cap Short 1 -16.0 Technology 1088 TTCF 3 -1.22 penny-cap Short 0 -12.5 Consumer Defensive 913 ACCD 4 -1.28 penny-cap Short 0 -23.5 Healthcare 878 BFT 3 -1.28 penny-cap Short 1 -27.5 Financial Services 1207 QADA 6 -1.29 penny-cap Exit Short 1 -26.0 Technology 1091 AMK 12 -1.29 penny-cap Exit Short 0 -1.5 Financial Services 718 HCM 5 -1.35 penny-cap Short 0 -5.0 Healthcare 737 LPSN 7 -1.35 penny-cap Short 0 -2.5 Technology 874 SJIU 4 -1.39 penny-cap Short 0 -20.0 unknown 981 SJI 4 -1.40 penny-cap Short 0 -20.0 Utilities 947 AZUL 4 -1.40 penny-cap Short 1 -24.5 Industrials 733 CEF 5 -1.42 penny-cap Short 0 -6.0 unknown 706 RPD 3 -1.48 penny-cap Short 0 -11.0 Technology 1010 REAL 4 -1.50 penny-cap Short 0 -10.0 Consumer Cyclical 896 PHR 7 -1.60 penny-cap Short 0 -4.0 Healthcare 867 NSTG 3 -1.66 penny-cap Short 1 -26.0 Healthcare 1235 ESTA 2 -1.67 penny-cap Short 0 -6.0 Healthcare 1123 HLG 3 -1.69 penny-cap Short 0 -9.0 Consumer Defensive 705 EVBG 7 -1.70 penny-cap Short 0 -4.0 Technology 716 FGEN 4 -1.77 penny-cap Short 1 -3.0 Healthcare 1258 CRHC 7 -1.85 penny-cap Short 0 -4.5 Financial Services 978 HCSG 9 -1.92 penny-cap Short 1 -13.5 Healthcare 969 TROX 4 -2.02 penny-cap Exit Short 0 -16.5 Basic Materials 693 VERX 12 -2.10 penny-cap Exit Short 0 -13.5 Technology 1183 BST 4 -2.13 penny-cap Short 0 -7.5 Financial Services 1094 GOL 2 -2.20 penny-cap Short 0 -28.5 Industrials 795 MOR 9 -2.25 penny-cap Short 0 -2.0 Healthcare 1261 INGN 5 -2.28 penny-cap Short 1 -5.5 Healthcare 909 AMRC 7 -2.28 penny-cap Short 0 -4.0 Industrials 1117 ATRA 7 -2.29 penny-cap Short 0 -5.5 Healthcare 868 DNP 17 -2.32 penny-cap Short 0 -2.0 Financial Services 1266 PHAT 4 -2.34 penny-cap Short 0 -5.5 Healthcare 854 CPA 2 -2.36 penny-cap Short 0 -7.0 Industrials 713 RLAY 3 -2.39 penny-cap Short 0 -7.0 Healthcare 1093 CCCC 4 -2.40 penny-cap Short 1 -13.5 Healthcare 884 CYRX 7 -2.44 penny-cap Short 0 -5.0 Industrials 1009 BDC 5 -2.54 penny-cap Short 1 -15.0 Industrials 764 SWTX 7 -2.63 penny-cap Short 0 -9.0 Healthcare 1058 VSTO 4 -2.65 penny-cap Short 1 -34.0 Consumer Cyclical 1292 ARCO 4 -2.68 penny-cap Short 0 -13.5 Consumer Cyclical 1073 CSTL 3 -2.74 penny-cap Short 0 -10.5 Healthcare 920 CSOD 7 -2.76 penny-cap Short 0 -2.0 Technology 1002 AVNS 6 -2.82 penny-cap Short 1 -17.5 Healthcare 1204 CHRS 4 -2.94 penny-cap Short 0 -6.0 Healthcare 1077 YMAB 2 -2.97 penny-cap Short 0 -21.5 Healthcare 959 MEOH 5 -2.98 penny-cap Short 0 -12.5 Basic Materials 1247 FAX 22 -3.00 penny-cap Short 0 -0.5 Financial Services 710 ACIW 6 -3.04 penny-cap Short 1 -13.0 Technology 932 ELY 6 -3.15 penny-cap Short 1 -11.5 Consumer Cyclical 1210 FTOC 7 -3.15 penny-cap Short 1 -13.0 Financial Services 1160 MRSN 7 -3.20 penny-cap Short 0 -2.0 Healthcare 954 PSLV 5 -3.20 penny-cap Short 0 -6.0 unknown 911 LTHM 4 -3.23 penny-cap Short 0 -7.5 Basic Materials 698 CVET 9 -3.26 penny-cap Short 0 -2.0 Healthcare 802 NKTR 4 -3.29 penny-cap Short 1 -5.5 Healthcare 1049 SILK 7 -3.31 penny-cap Short 0 -1.5 Healthcare 1075 PGEN 4 -3.33 penny-cap Short 0 -18.0 Healthcare 1072 CSII 6 -3.39 penny-cap Short 1 -7.5 Healthcare 1022 FLWS 4 -3.54 penny-cap Short 1 -22.0 Consumer Cyclical 856 ELP 7 -3.60 penny-cap Short 1 0.0 Utilities 931 KRTX 4 -3.64 penny-cap Short 0 -8.5 Healthcare 1163 TRS 9 -3.74 penny-cap Short 0 -0.5 Industrials 1080 HSKA 6 -3.76 penny-cap Short 0 -5.0 Healthcare 790 VICR 7 -3.80 penny-cap Short 0 -6.0 Technology 728 NOVA 8 -3.92 penny-cap Short 1 -3.5 Technology 1041 PRO 5 -3.93 penny-cap Short 0 -9.0 Technology 960 GRWG 2 -3.93 penny-cap Short 1 -45.0 Consumer Cyclical 852 LCII 5 -3.96 penny-cap Short 1 -8.5 Consumer Cyclical 1121 GBIO 3 -3.97 penny-cap Short 0 -5.0 Healthcare 809 DNMR 3 -4.05 penny-cap Short 1 -61.0 Basic Materials 694 TKC 5 -4.21 penny-cap Short 1 -8.0 Communication Services 1042 HIMX 4 -4.36 penny-cap Short 1 -55.0 Technology 719 ARNA 4 -4.36 penny-cap Short 1 -11.0 Healthcare 994 PRPL 5 -4.39 penny-cap Short 2 -12.0 Consumer Cyclical 1238 SCWX 9 -4.41 penny-cap Short 0 -2.0 Technology 1044 INSG 4 -4.45 penny-cap Short 0 -7.0 Technology 859 VG 15 -4.50 penny-cap Exit Short 0 -2.0 Communication Services 1032 ARCT 4 -4.54 penny-cap Short 0 -15.5 Healthcare 925 MED 7 -4.60 penny-cap Short 1 -5.0 Consumer Cyclical 781 APHA 4 -4.63 penny-cap Short 1 -28.0 Healthcare 834 IRBT 4 -4.67 penny-cap Short 2 -25.0 Technology 992 BCAT 11 -4.76 penny-cap Short 0 -0.5 unknown 1304 MRUS 4 -4.79 penny-cap Short 4 -10.0 Healthcare 1111 PNTG 9 -4.81 penny-cap Short 1 -20.0 Healthcare 955 SSYS 4 -4.85 penny-cap Short 0 -7.0 Technology 726 TRUP 7 -4.87 penny-cap Short 0 -2.0 Financial Services 1287 AUDC 7 -4.96 penny-cap Short 1 -17.0 Technology 817 CRON 5 -4.96 penny-cap Short 0 -4.5 Healthcare 682 GSHD 7 -4.96 penny-cap Short 0 -4.0 Financial Services 757 IMAB 4 -4.98 penny-cap Short 0 -5.0 Healthcare 1155 NRIX 5 -5.00 penny-cap Short 1 -45.5 Healthcare 715 JOBS 16 -5.05 penny-cap Exit Short 0 -3.0 Industrials 1180 CEVA 4 -5.12 penny-cap Short 0 -8.0 Technology 1154 SVM 5 -5.12 penny-cap Short 0 -6.0 Basic Materials 1135 PAYA 5 -5.14 penny-cap Short 0 -13.0 Technology 804 MTLS 3 -5.20 penny-cap Short 0 -27.5 Technology 725 BAND 7 -5.22 penny-cap Short 0 -3.0 Technology 744 TREE 7 -5.22 penny-cap Short 0 -1.5 Financial Services 1130 TUP 13 -5.32 penny-cap Short 0 -7.0 Consumer Cyclical 831 INO 4 -5.35 penny-cap Short 0 -8.0 Healthcare 843 OSTK 4 -5.35 penny-cap Short 1 -43.0 Consumer Cyclical 780 VVNT 7 -5.40 penny-cap Short 0 -3.5 Industrials 965 RCUS 4 -5.58 penny-cap Short 1 -14.5 Healthcare 1208 BTAI 7 -5.83 penny-cap Short 0 -3.0 Healthcare 1143 IMGN 8 -5.92 penny-cap Short 0 -2.5 Healthcare 927 JOE 7 -5.92 penny-cap Short 0 -3.5 Real Estate 826 APLS 7 -5.97 penny-cap Short 0 -10.5 Healthcare 888 VNE 5 -5.98 penny-cap Short 0 -4.5 Consumer Cyclical 1020 AUPH 5 -5.99 penny-cap Short 0 -6.5 Healthcare 1209 HURN 10 -6.09 penny-cap Short 1 -1.0 Industrials 791 INSM 10 -6.10 penny-cap Short 0 -6.0 Healthcare 1158 OCUL 2 -6.25 penny-cap Short 1 -14.0 Healthcare 870 AMRN 6 -6.36 penny-cap Short 1 -18.0 Healthcare 942 AXSM 7 -6.42 penny-cap Short 0 -1.5 Healthcare 1179 MAXN 7 -6.50 penny-cap Short 1 -32.5 Technology 1014 YEXT 5 -6.56 penny-cap Short 0 -5.0 Technology 1081 GEVO 4 -6.62 penny-cap Short 1 -70.5 Basic Materials 825 FOCS 9 -6.70 penny-cap Short 0 -2.0 Financial Services 1255 EPZM 4 -6.72 penny-cap Short 0 -1.5 Healthcare 1294 PASG 4 -6.99 penny-cap Short 0 -13.5 Healthcare 803 AMBA 7 -7.04 penny-cap Short 0 -0.5 Technology 1107 STPK 5 -7.12 penny-cap Short 0 -21.5 Financial Services 1106 QURE 4 -7.13 penny-cap Short 0 -4.5 Healthcare 837 RCKT 4 -7.43 penny-cap Short 1 -35.0 Healthcare 1132 CLB 6 -7.44 penny-cap Short 0 -11.0 Energy 767 CCXI 4 -7.55 penny-cap Short 0 -8.5 Healthcare 779 CDNA 4 -7.65 penny-cap Short 0 -13.0 Healthcare 1120 ARQT 7 -7.70 penny-cap Short 1 -3.0 Healthcare 746 HIMS 6 -7.78 penny-cap Short 1 -35.0 Consumer Defensive 990 TTGT 7 -7.79 penny-cap Short 0 -2.5 Communication Services 1201 ATNX 4 -7.85 penny-cap Exit Short 0 -12.5 Healthcare 807 ITRI 10 -7.88 penny-cap Short 0 -1.5 Technology 1003 AFYA 7 -7.90 penny-cap Short 0 -4.5 Consumer Defensive 1046 PBI 5 -7.91 penny-cap Short 1 -17.0 Industrials 1262 GSAH 8 -7.97 penny-cap Short 0 -2.0 Financial Services 1244 QNST 7 -8.03 penny-cap Short 0 -1.5 Communication Services 1216 PRCH 5 -8.37 penny-cap Short 1 -19.5 Technology 1115 SLP 7 -8.37 penny-cap Short 0 -6.5 Healthcare 1268 CRTX 6 -8.39 penny-cap Short 1 -25.5 Healthcare 841 CDLX 4 -8.41 penny-cap Short 0 -6.0 Communication Services 1055 TBIO 7 -8.45 penny-cap Short 1 -25.0 Healthcare 1269 ZGNX 5 -8.52 penny-cap Short 0 -6.0 Healthcare 1067 ACMR 4 -8.53 penny-cap Short 0 -7.0 Technology 750 KRNT 5 -8.54 penny-cap Short 0 -4.5 Industrials 899 BNGO 4 -8.64 penny-cap Short 0 -17.0 Healthcare 1133 PAR 4 -8.68 penny-cap Short 1 -10.0 Technology 1252 ITOS 4 -8.71 penny-cap Short 0 -13.5 Healthcare 1097 USPH 5 -8.84 penny-cap Short 0 -6.0 Healthcare 1150 VCRA 12 -8.96 penny-cap Short 0 -1.5 Technology 941 ITCI 5 -9.01 penny-cap Short 1 -12.5 Healthcare 681 KWR 15 -9.04 penny-cap Short 0 -1.0 Basic Materials 1016 MAC 7 -9.24 penny-cap Short 1 -13.5 Real Estate 822 IFS 14 -9.31 penny-cap Short 0 0.0 Financial Services 1177 RYTM 4 -9.31 penny-cap Short 0 -3.0 Healthcare 1230 HCC 7 -9.40 penny-cap Short 0 -12.0 Basic Materials 685 WK 11 -9.59 penny-cap Short 0 -0.5 Technology 999 ACB 7 -9.66 penny-cap Short 0 -8.5 Healthcare 857 MOMO 8 -9.73 penny-cap Short 0 -3.0 Communication Services 1218 ADVM 5 -9.74 penny-cap Short 1 -12.0 Healthcare 984 LAC 6 -9.92 penny-cap Short 0 -5.0 Basic Materials 774 SRNE 4 -10.04 penny-cap Short 0 -6.5 Healthcare 1027 LUNG 6 -10.06 penny-cap Short 2 -13.0 Healthcare 1090 HRTX 9 -10.11 penny-cap Short 0 -7.5 Healthcare 773 CELH 12 -10.25 penny-cap Short 0 -11.5 Consumer Defensive 1100 IDEX 6 -10.59 penny-cap Short 0 -9.0 Technology 796 RETA 5 -10.71 penny-cap Short 0 -9.5 Healthcare 1151 MLAB 17 -10.72 penny-cap Short 0 -0.5 Technology 1270 HGEN 6 -10.85 penny-cap Short 0 -15.5 Healthcare 794 SGMS 5 -10.90 penny-cap Short 0 -9.0 Consumer Cyclical 989 MSGE 2 -10.95 penny-cap Short 0 -8.5 Communication Services 709 BLI 7 -11.19 penny-cap Short 0 -2.0 Healthcare 1006 GTH 4 -11.42 penny-cap Short 0 -6.5 Healthcare 1112 PSNL 7 -11.56 penny-cap Short 0 -4.0 Healthcare 977 BTRS 6 -11.85 penny-cap Short 1 -21.5 Technology 1263 CVM 7 -11.90 penny-cap Short 1 -14.0 Healthcare 929 PLMR 11 -11.92 penny-cap Short 0 -15.5 Financial Services 734 CRNC 4 -11.93 penny-cap Short 0 -21.0 Technology 1265 DMTK 3 -12.17 penny-cap Short 1 -37.0 Healthcare 1305 IH 5 -12.31 penny-cap Short 0 -2.5 Consumer Defensive 1124 CMPS 6 -12.41 penny-cap Short 0 -4.5 Healthcare 892 ALXO 7 -12.45 penny-cap Short 1 -18.0 Healthcare 968 NNDM 5 -12.54 penny-cap Short 1 -48.0 Technology 787 PTCT 7 -12.64 penny-cap Short 0 -1.5 Healthcare 1128 CNST 7 -12.84 penny-cap Short 1 -40.5 Healthcare 1191 EVER 15 -12.98 penny-cap Short 0 0.0 Communication Services 1234 LXRX 9 -13.14 penny-cap Short 0 -1.5 Healthcare 1053 RGNX 7 -13.53 penny-cap Short 0 -5.0 Healthcare 1249 KPTI 5 -14.18 penny-cap Short 0 -6.5 Healthcare 918 TLRY 6 -14.23 penny-cap Short 1 -41.5 Healthcare 936 MAXR 8 -14.46 penny-cap Short 1 -10.0 Technology 997 QTRX 15 -14.65 penny-cap Short 0 -1.5 Healthcare 1153 KNSA 5 -14.87 penny-cap Short 0 -5.0 Healthcare 1181 SNDL 5 -15.17 penny-cap Short 1 -53.0 Healthcare 707 CLDR 15 -15.55 penny-cap Short 0 -1.0 Technology 700 WKHS 5 -15.80 penny-cap Short 0 -10.5 Consumer Cyclical 1008 EAR 10 -16.26 penny-cap Short 0 -7.0 Healthcare 1167 SOL 7 -16.89 penny-cap Short 0 -21.5 Technology 950 HYLN 6 -16.94 penny-cap Short 0 -4.5 Consumer Cyclical 1078 FMTX 4 -16.96 penny-cap Short 1 -10.0 Healthcare 784 REGI 9 -17.11 penny-cap Short 0 -1.0 Energy 937 KYMR 4 -17.39 penny-cap Short 0 -47.0 Healthcare 1092 ICLK 8 -17.48 penny-cap Short 0 -1.5 Communication Services 1066 GSAT 5 -17.71 penny-cap Short 0 -13.0 Communication Services 1282 ALGS 5 -18.15 penny-cap Short 1 -6.0 Healthcare 1286 GOGO 12 -18.44 penny-cap Short 0 -0.5 Communication Services 1215 NKTX 7 -18.59 penny-cap Short 1 -5.5 Healthcare 1129 SBE 9 -19.79 penny-cap Short 0 -1.5 Financial Services 812 ARVN 9 -19.85 penny-cap Short 1 -12.0 Healthcare 1214 MODN 12 -20.44 penny-cap Short 0 0.0 Technology 775 DAO 4 -20.82 penny-cap Short 2 -14.5 Communication Services 1303 VITL 5 -20.85 penny-cap Short 1 -12.0 Consumer Defensive 1017 MAG 19 -20.91 penny-cap Short 1 -0.5 Basic Materials 723 EH 5 -21.39 penny-cap Short 1 -30.0 Industrials 1288 WPRT 6 -21.95 penny-cap Short 1 -27.0 Consumer Cyclical 871 BZUN 5 -22.06 penny-cap Short 0 -6.5 Consumer Cyclical 939 XL 5 -22.81 penny-cap Short 0 -5.5 Consumer Cyclical 1197 SY 13 -23.08 penny-cap Short 0 -1.0 Healthcare 1034 PRAX 7 -24.13 penny-cap Short 0 -8.0 Healthcare 1279 ORIC 11 -26.13 penny-cap Short 1 0.0 Healthcare 862 PRLD 4 -27.38 penny-cap Short 0 -7.0 Healthcare 846 MAX 5 -27.99 penny-cap Short 0 -40.5 Communication Services 1035 ARCE 19 -28.46 penny-cap Short 0 -1.0 Consumer Defensive 1018 HRMY 22 -28.68 penny-cap Short 0 -1.5 Healthcare 1220 VSTA 16 -28.74 penny-cap Short 0 -0.5 Consumer Defensive 945 TIGR 5 -30.14 penny-cap Short 0 -5.5 Financial Services 735 DOYU 11 -30.80 penny-cap Short 0 -1.0 Communication Services 1028 STTK 27 -41.08 penny-cap Short 0 0.0 Healthcare 1199 INBX 17 -44.62 penny-cap Short 0 -20.5 Healthcare 1194 VERI 18 -47.94 penny-cap Short 0 -0.5 Technology 1005 STOK 19 -48.43 penny-cap Short 0 0.0 Healthcare 835 SUMO 22 -53.45 penny-cap Short 0 -5.0 Technology 745 RIDE 24 -56.92 penny-cap Short 0 -10.0 Consumer Cyclical 987 ALVR 22 -65.12 penny-cap Short 0 0.0 Healthcare 1172 HPK 19 -76.24 penny-cap Short 0 -1.0 Energy 1131 FREQ 15 -344.49 penny-cap Short 0 -16.0 Healthcare Mean Return: -4.750238611713665 Mean Day/Week: 5.355748373101952 Accuracy:0.613882863340564 ************************************** ************************************** ************************************** Error: []

[stock-filter]

Stock daily Filter Report for 2021/06/16 05-41-18

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 4 Communication Services 17 Consumer Cyclical 10 Consumer Defensive 9 Energy 30 Financial Services 20 Healthcare 32 Industrials 15 Real Estate 26 Technology 28 Utilities 9 unknown 2 **************************************** big_industry_downtrending_count tickers industry Basic Materials 3 Communication Services 3 Consumer Cyclical 5 Consumer Defensive 5 Financial Services 6 Healthcare 5 Industrials 6 Technology 6 *******************Part 1.1 Big Cap Long Entry SPAN MACD********************* big_long_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 11 MRK 3 0.11 big-cap Long NaN 3.0 1.073806e+09 4.0 Healthcare 160 FITBI 1 0.00 big-cap Long NaN 1.0 8.630513e+05 5.0 Financial Services Mean Return: 0.11 Mean Day/Week: 4.0 Accuracy:1.0 *******************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 50 VRTX 3 -2.07 big-cap Short NaN -3.0 8.613632e+08 -3.0 Healthcare Mean Return: -2.07 Mean Day/Week: 3.0 Accuracy:1.0 *******************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 11 MRK 3 0.11 big-cap Long NaN 3.0 1.073806e+09 4.0 Healthcare 162 CQP 2 0.90 big-cap Long NaN 9.0 1.100703e+07 5.0 Energy 160 FITBI 1 0.00 big-cap Long NaN 1.0 8.630513e+05 5.0 Financial Services 187 ACGLO 3 0.08 big-cap Long NaN 10.0 2.521680e+05 5.0 Financial Services Mean Return: 0.36333333333333334 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 50 VRTX 3 -2.07 big-cap Short NaN -3.0 8.613632e+08 -3.0 Healthcare Mean Return: -2.07 Mean Day/Week: 3.0 Accuracy:1.0 *******************Part 1.5 Big Cap Long Entry MACD********************* big_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 0 MSFT 3 0.19 big-cap Long NaN 4.0 4.655810e+09 78.0 Technology 2 GOOGL 5 0.86 big-cap Long NaN 5.0 2.608780e+09 78.0 Communication Services 4 V 4 -0.41 big-cap Long NaN 4.0 1.586729e+09 60.0 Financial Services 11 MRK 3 0.11 big-cap Long NaN 3.0 1.073806e+09 4.0 Healthcare 37 SPGI 2 -0.09 big-cap Long NaN 2.0 7.160152e+08 75.0 Financial Services 15 PEP 1 0.00 big-cap Long NaN 1.0 6.324311e+08 56.0 Consumer Defensive 34 GILD 4 -0.71 big-cap Long NaN 4.0 4.394121e+08 29.0 Healthcare 33 ISRG 2 -0.05 big-cap Long NaN 2.0 3.755737e+08 47.0 Healthcare 25 IBM 5 -0.87 big-cap Long NaN 5.0 3.727406e+08 68.0 Technology 19 BMY 2 0.19 big-cap Long NaN 2.0 3.408289e+08 45.0 Healthcare 40 ZTS 4 1.95 big-cap Long NaN 4.0 3.005320e+08 46.0 Healthcare 97 INFO 2 -0.29 big-cap Long NaN 2.0 2.936657e+08 75.0 Industrials 59 MCO 2 0.91 big-cap Long NaN 2.0 2.252726e+08 71.0 Financial Services 99 MSCI 2 0.86 big-cap Long NaN 2.0 2.192088e+08 53.0 Financial Services 81 ROP 4 2.00 big-cap Long NaN 4.0 2.170700e+08 52.0 Industrials 42 ADP 4 -0.52 big-cap Long NaN 4.0 2.050317e+08 71.0 Industrials 94 SRE 2 0.57 big-cap Long NaN 2.0 2.019916e+08 68.0 Utilities 93 LHX 1 0.00 big-cap Long NaN 1.0 1.899226e+08 70.0 Industrials 120 MTD 2 0.49 big-cap Long NaN 2.0 1.873940e+08 50.0 Healthcare 197 DPZ 5 0.91 big-cap Long NaN 5.0 1.797755e+08 50.0 Consumer Cyclical 100 ALXN 4 -0.05 big-cap Long NaN 4.0 1.644431e+08 43.0 Healthcare 45 ENB 3 2.77 big-cap Long NaN 3.0 1.487019e+08 78.0 Energy 176 WAT 5 4.15 big-cap Long NaN 5.0 1.385797e+08 57.0 Healthcare 172 AVTR 4 -0.72 big-cap Long NaN 4.0 1.292097e+08 52.0 Basic Materials 206 IFF 4 -0.35 big-cap Long NaN 4.0 1.242520e+08 78.0 Basic Materials 18 SAP 2 -1.11 big-cap Long NaN 2.0 1.238511e+08 48.0 Technology 208 CRL 4 -0.11 big-cap Long NaN 4.0 1.028416e+08 78.0 Healthcare 30 GSK 5 2.56 big-cap Long NaN 5.0 9.844144e+07 43.0 Healthcare 211 TECH 4 1.30 big-cap Long NaN 4.0 8.515209e+07 78.0 Healthcare 174 PKI 4 1.36 big-cap Long NaN 4.0 7.594207e+07 29.0 Healthcare 178 PEAK 5 0.49 big-cap Long NaN 5.0 7.260046e+07 70.0 Real Estate 142 MPLX 4 3.12 big-cap Long NaN 4.0 6.229635e+07 78.0 Energy 220 EVRG 1 0.00 big-cap Long NaN 1.0 5.644351e+07 71.0 Utilities 238 CBOE 5 0.41 big-cap Long NaN 5.0 4.979762e+07 78.0 Financial Services 198 PBA 3 2.53 big-cap Long NaN 3.0 3.897927e+07 73.0 Energy 204 LBTYA 1 0.00 big-cap Long NaN 1.0 1.858029e+07 68.0 Communication Services 61 RELX 2 0.33 big-cap Long NaN 2.0 1.128349e+07 51.0 Communication Services 164 FTS 2 0.17 big-cap Long NaN 2.0 8.151643e+06 67.0 Utilities 217 JHX 3 1.04 big-cap Long NaN 3.0 8.831476e+05 56.0 Basic Materials 160 FITBI 1 0.00 big-cap Long NaN 1.0 8.630513e+05 5.0 Financial Services Mean Return: 0.6854285714285715 Mean Day/Week: 3.5714285714285716 Accuracy:0.6571428571428571 *******************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 50 VRTX 3 -2.07 big-cap Short NaN -3.0 8.613632e+08 -3.0 Healthcare 143 DAL 2 -0.81 big-cap Short NaN -2.0 3.591221e+08 -11.0 Industrials 199 CPB 5 -1.19 big-cap Short NaN -5.0 1.373412e+08 -7.0 Consumer Defensive 224 KC 2 -1.32 big-cap Short NaN -2.0 5.440993e+07 -63.0 Technology 221 BAP 1 0.00 big-cap Short NaN -2.0 5.294503e+07 -7.0 Financial Services 235 WB 1 0.00 big-cap Short NaN -1.0 4.263988e+07 -10.0 Communication Services 223 PLTK 4 -3.49 big-cap Short NaN -4.0 2.608410e+07 -9.0 Communication Services 239 CEA 5 -1.84 big-cap Short NaN -5.0 1.874992e+05 -35.0 Industrials Mean Return: -1.7866666666666668 Mean Day/Week: 3.8333333333333335 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 FB 15 2.77 big-cap Long NaN 15.0 5.310214e+09 67.0 Communication Services 5 NVDA 15 13.14 big-cap Long NaN 15.0 4.315348e+09 49.0 Technology 1 GOOG 7 2.20 big-cap Long NaN 7.0 2.792443e+09 78.0 Communication Services 14 XOM 6 3.55 big-cap Long NaN 6.0 1.960334e+09 11.0 Energy 49 MRNA 14 14.57 big-cap Long NaN 14.0 1.363963e+09 44.0 Healthcare 9 CRM 12 1.98 big-cap Long NaN 15.0 1.217503e+09 18.0 Technology 72 F 13 1.20 big-cap Long NaN 17.0 9.349082e+08 17.0 Consumer Cyclical 74 BIIB 7 0.28 big-cap Long NaN 7.0 7.540282e+08 31.0 Healthcare 27 INTU 20 12.22 big-cap Long NaN 20.0 6.387770e+08 25.0 Technology 29 AXP 11 1.56 big-cap Long NaN 11.0 5.862238e+08 78.0 Financial Services 31 TGT 18 4.79 big-cap Long NaN 18.0 5.836961e+08 61.0 Consumer Defensive 41 GM 7 -3.85 big-cap Long NaN 12.0 5.662447e+08 14.0 Consumer Cyclical 131 PXD 9 -4.78 big-cap Long NaN 9.0 4.990396e+08 11.0 Energy 28 RTX 23 7.19 big-cap Long NaN 37.0 4.764963e+08 78.0 Industrials 54 COP 7 2.28 big-cap Long NaN 28.0 4.674635e+08 11.0 Energy 17 TMUS 14 4.28 big-cap Long NaN 70.0 4.617402e+08 52.0 Communication Services 46 EQIX 23 12.89 big-cap Long NaN 60.0 4.258139e+08 43.0 Real Estate 63 BX 16 6.53 big-cap Long NaN 16.0 3.719240e+08 78.0 Financial Services 110 EOG 10 0.43 big-cap Long NaN 10.0 3.695307e+08 78.0 Energy 13 LLY 7 0.63 big-cap Long NaN 29.0 3.638342e+08 19.0 Healthcare 62 EMR 11 1.56 big-cap Long NaN 11.0 3.596677e+08 78.0 Industrials 118 MPC 28 7.95 big-cap Long NaN 30.0 3.574828e+08 78.0 Energy 6 ASML 11 4.46 big-cap Long NaN 11.0 3.565800e+08 69.0 Technology 106 SLB 11 4.15 big-cap Long NaN 30.0 3.361210e+08 31.0 Energy 36 PLD 11 2.81 big-cap Long NaN 11.0 3.275529e+08 66.0 Real Estate 107 SPG 13 2.46 big-cap Long NaN 13.0 3.221402e+08 78.0 Real Estate 134 KR 7 -2.83 big-cap Long NaN 8.0 3.218902e+08 37.0 Consumer Defensive 26 AMT 11 4.55 big-cap Long NaN 11.0 3.153948e+08 60.0 Real Estate 80 EXC 6 2.94 big-cap Long NaN 6.0 3.026981e+08 58.0 Utilities 136 NET 7 8.66 big-cap Long NaN 15.0 2.894164e+08 20.0 Technology 38 BP 11 4.99 big-cap Long NaN 11.0 2.869556e+08 78.0 Energy 157 SYF 32 13.88 big-cap Long NaN 32.0 2.383875e+08 78.0 unknown 183 HAL 9 -2.01 big-cap Long NaN 28.0 2.335357e+08 13.0 Energy 47 PBR 22 19.63 big-cap Long NaN 59.0 2.319829e+08 26.0 Energy 113 PSX 9 3.24 big-cap Long NaN 30.0 2.254864e+08 13.0 Energy 151 VLO 10 -2.47 big-cap Long NaN 30.0 2.208581e+08 36.0 Energy 129 WELL 9 5.68 big-cap Long NaN 10.0 2.207411e+08 78.0 Real Estate 232 DVN 14 13.59 big-cap Long NaN 30.0 2.099318e+08 37.0 Energy 44 CCI 11 2.81 big-cap Long NaN 11.0 2.062443e+08 66.0 Real Estate 135 DFS 11 1.81 big-cap Long NaN 11.0 1.940058e+08 78.0 Financial Services 60 ITUB 26 19.82 big-cap Long NaN 65.0 1.888894e+08 38.0 Financial Services 171 ET 11 9.06 big-cap Long NaN 34.0 1.885665e+08 78.0 Energy 91 APTV 9 0.72 big-cap Long NaN 13.0 1.885010e+08 13.0 Consumer Cyclical 77 IDXX 15 6.54 big-cap Long NaN 15.0 1.824836e+08 23.0 Healthcare 68 EPD 10 3.90 big-cap Long NaN 10.0 1.772612e+08 75.0 Energy 101 CARR 12 1.35 big-cap Long NaN 12.0 1.719668e+08 67.0 Industrials 105 SBAC 12 7.05 big-cap Long NaN 12.0 1.686346e+08 60.0 Real Estate 158 EPAM 6 2.40 big-cap Long NaN 6.0 1.672221e+08 69.0 Technology 203 BXP 20 8.37 big-cap Long NaN 20.0 1.658097e+08 78.0 Real Estate 78 DLR 10 3.73 big-cap Long NaN 10.0 1.645062e+08 46.0 Real Estate 10 NVS 10 5.55 big-cap Long NaN 27.0 1.602980e+08 28.0 Healthcare 133 SU 11 5.40 big-cap Long NaN 29.0 1.593052e+08 78.0 Energy 39 INFY 6 3.74 big-cap Long NaN 17.0 1.512677e+08 14.0 Technology 58 EW 16 5.07 big-cap Long NaN 16.0 1.507282e+08 47.0 Healthcare 22 BUD 41 15.63 big-cap Long NaN 66.0 1.489150e+08 47.0 Consumer Defensive 139 CERN 26 3.79 big-cap Long NaN 61.0 1.457797e+08 33.0 Healthcare 218 CVE 11 16.41 big-cap Long NaN 11.0 1.455704e+08 13.0 Energy 132 WMB 13 6.90 big-cap Long NaN 32.0 1.402171e+08 78.0 Energy 103 PAYX 17 3.54 big-cap Long NaN 17.0 1.379430e+08 69.0 Industrials 227 CNP 22 4.51 big-cap Long NaN 22.0 1.336179e+08 66.0 Utilities 83 PSA 8 2.23 big-cap Long NaN 8.0 1.323451e+08 78.0 Real Estate 148 EQR 13 3.93 big-cap Long NaN 13.0 1.307214e+08 78.0 Real Estate 144 FTNT 8 3.71 big-cap Long NaN 8.0 1.300759e+08 78.0 Technology 181 LNG 33 14.06 big-cap Long NaN 33.0 1.299335e+08 78.0 Energy 149 AVB 22 6.46 big-cap Long NaN 22.0 1.197826e+08 78.0 Real Estate 195 NTAP 6 2.04 big-cap Long NaN 6.0 1.173199e+08 69.0 Technology 226 BSY 10 8.12 big-cap Long NaN 18.0 1.157532e+08 53.0 Technology 153 NDAQ 8 3.87 big-cap Long NaN 8.0 1.155200e+08 78.0 Financial Services 89 APH 7 0.35 big-cap Long NaN 10.0 1.092774e+08 56.0 Technology 119 NTR 24 5.42 big-cap Long NaN 30.0 1.059383e+08 30.0 Basic Materials 123 CNQ 14 11.96 big-cap Long NaN 28.0 1.054834e+08 78.0 Energy 165 AKAM 28 7.07 big-cap Long NaN 61.0 1.051940e+08 29.0 Technology 145 ANET 23 13.18 big-cap Long NaN 56.0 1.046253e+08 49.0 Technology 137 WORK 12 1.35 big-cap Long NaN 17.0 1.032987e+08 20.0 Technology 86 BBD 14 11.82 big-cap Long NaN 31.0 1.030126e+08 29.0 Financial Services 124 SIRI 6 -6.60 big-cap Long NaN 13.0 1.012549e+08 13.0 Communication Services 175 HES 31 17.38 big-cap Long NaN 31.0 1.004825e+08 78.0 Energy 51 EQNR 13 4.91 big-cap Long NaN 34.0 9.866639e+07 45.0 Energy 141 YUMC 21 7.29 big-cap Long NaN 34.0 9.248594e+07 23.0 Consumer Cyclical 168 VTR 9 2.71 big-cap Long NaN 11.0 9.009367e+07 16.0 Real Estate 202 VICI 6 -1.54 big-cap Long NaN 6.0 8.882372e+07 78.0 Real Estate 111 MSI 23 7.00 big-cap Long NaN 26.0 8.519171e+07 78.0 Technology 177 NVCR 11 6.85 big-cap Long NaN 11.0 8.224058e+07 45.0 Healthcare 79 TEL 11 -0.60 big-cap Long NaN 11.0 8.163785e+07 23.0 Technology 189 EXR 8 4.35 big-cap Long NaN 8.0 7.994104e+07 78.0 Real Estate 234 HWM 20 3.92 big-cap Long NaN 20.0 7.040577e+07 78.0 Industrials 82 TRP 10 2.58 big-cap Long NaN 10.0 7.023326e+07 73.0 Energy 240 CPT 15 7.11 big-cap Long NaN 15.0 6.816874e+07 78.0 Real Estate 186 MAA 10 3.08 big-cap Long NaN 10.0 6.807409e+07 78.0 Real Estate 225 WPC 11 0.70 big-cap Long NaN 11.0 6.771183e+07 57.0 Real Estate 173 INVH 23 7.76 big-cap Long NaN 65.0 6.488358e+07 68.0 Real Estate 167 LOGI 8 -2.60 big-cap Long NaN 15.0 6.358642e+07 22.0 Technology 231 UDR 11 1.80 big-cap Long NaN 11.0 6.347858e+07 78.0 Real Estate 66 ABEV 28 20.79 big-cap Long NaN 28.0 5.852020e+07 44.0 Consumer Defensive 184 ESS 10 0.98 big-cap Long NaN 10.0 5.661505e+07 78.0 Real Estate 213 LUMN 10 2.16 big-cap Long NaN 26.0 5.549672e+07 28.0 Communication Services 138 FMX 10 1.42 big-cap Long NaN 10.0 5.519330e+07 65.0 Consumer Defensive 180 SUI 11 3.43 big-cap Long NaN 11.0 5.457510e+07 66.0 Real Estate 16 NVO 8 4.41 big-cap Long NaN 45.0 5.294632e+07 41.0 Healthcare 194 LDOS 10 3.62 big-cap Long NaN 10.0 5.106356e+07 33.0 Technology 229 BAH 16 2.77 big-cap Long NaN 16.0 4.908614e+07 35.0 Industrials 109 BBVA 27 9.92 big-cap Long NaN 34.0 4.791501e+07 36.0 Financial Services 191 DRE 11 3.76 big-cap Long NaN 11.0 4.330403e+07 67.0 Real Estate 64 STLA 21 11.15 big-cap Long NaN 22.0 4.018204e+07 29.0 unknown 88 CM 34 14.99 big-cap Long NaN 34.0 3.938999e+07 78.0 Financial Services 70 AMX 27 7.28 big-cap Long NaN 27.0 3.850182e+07 48.0 Communication Services 233 LW 10 -1.81 big-cap Long NaN 15.0 3.826949e+07 12.0 Consumer Defensive 228 WTRG 16 3.33 big-cap Long NaN 16.0 3.495051e+07 46.0 Utilities 190 HEI 11 0.78 big-cap Long NaN 11.0 3.475724e+07 48.0 Industrials 12 TM 21 14.13 big-cap Long NaN 21.0 3.300812e+07 24.0 Consumer Cyclical 230 ELS 16 5.88 big-cap Long NaN 16.0 3.291160e+07 66.0 Real Estate 196 AGR 9 3.29 big-cap Long NaN 9.0 3.198382e+07 71.0 Utilities 155 CCEP 45 14.05 big-cap Long NaN 45.0 3.190268e+07 78.0 Consumer Defensive 56 UBS 9 -0.90 big-cap Long NaN 17.0 2.661418e+07 18.0 Financial Services 212 TTM 8 0.70 big-cap Long NaN 25.0 2.621770e+07 16.0 Consumer Cyclical 152 FMS 8 2.61 big-cap Long NaN 68.0 2.170609e+07 39.0 Healthcare 127 GMAB 21 14.37 big-cap Long NaN 51.0 1.813668e+07 29.0 Healthcare 102 WIT 20 9.46 big-cap Long NaN 41.0 1.458714e+07 43.0 Technology 67 HMC 10 1.56 big-cap Long NaN 12.0 1.389470e+07 71.0 Consumer Cyclical 219 NTCO 23 22.51 big-cap Long NaN 48.0 1.349455e+07 29.0 Consumer Defensive 182 SKM 11 -0.01 big-cap Long NaN 11.0 8.772785e+06 56.0 Communication Services 24 PTR 12 11.15 big-cap Long NaN 29.0 8.183858e+06 34.0 Energy 122 BSBR 23 20.77 big-cap Long NaN 44.0 8.103144e+06 29.0 Financial Services 205 VIV 8 3.40 big-cap Long NaN 37.0 4.981144e+06 17.0 Communication Services 95 E 9 2.93 big-cap Long NaN 9.0 3.287055e+06 78.0 Energy 209 KEP 6 1.21 big-cap Long NaN 16.0 1.854866e+06 16.0 Utilities 69 AMOV 26 6.76 big-cap Long NaN 27.0 1.357492e+05 40.0 Communication Services 85 BBDO 18 11.77 big-cap Long NaN 29.0 1.530790e+04 34.0 Financial Services Mean Return: 5.558515625 Mean Day/Week: 14.46875 Accuracy:0.90625 *******************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 8 ABT 11 4.34 big-cap Short NaN -34.0 5.739575e+08 -34.0 Healthcare 43 FISV 9 -2.91 big-cap Short NaN -35.0 4.010635e+08 -26.0 Technology 90 LVS 9 -4.39 big-cap Short NaN -9.0 3.848473e+08 -30.0 Consumer Cyclical 65 TAL 28 -57.81 big-cap Short NaN -28.0 3.364870e+08 -68.0 Consumer Defensive 146 DLTR 13 0.72 big-cap Short NaN -35.0 3.258851e+08 -13.0 Consumer Defensive 159 VIPS 10 -12.70 big-cap Short NaN -57.0 2.191435e+08 -53.0 Consumer Cyclical 192 ON 8 -1.98 big-cap Short NaN -8.0 1.963189e+08 -11.0 Technology 128 CLX 15 -2.89 big-cap Short NaN -34.0 1.931344e+08 -25.0 Consumer Defensive 115 BLL 7 0.08 big-cap Short NaN -24.0 1.845402e+08 -15.0 Consumer Cyclical 156 FLT 7 0.08 big-cap Short NaN -28.0 1.709851e+08 -25.0 Technology 216 SMG 9 -5.81 big-cap Short NaN -43.0 1.004260e+08 -19.0 Basic Materials 166 COO 6 1.21 big-cap Short NaN -25.0 8.053900e+07 -10.0 Healthcare 200 ABCL 7 -10.23 big-cap Short NaN -9.0 5.394488e+07 -14.0 Healthcare 201 ATHM 19 -23.55 big-cap Short NaN -19.0 5.178107e+07 -70.0 Communication Services 121 IBKR 7 -3.13 big-cap Short NaN -62.0 3.193681e+07 -34.0 Financial Services 237 DNB 7 -2.26 big-cap Short NaN -27.0 2.954835e+07 -29.0 Technology 214 ERIE 32 -10.80 big-cap Short NaN -32.0 1.219723e+07 -72.0 Financial Services 188 SUZ 20 -8.96 big-cap Short NaN -23.0 3.529040e+06 -38.0 Basic Materials 215 ZNH 7 -0.88 big-cap Short NaN -7.0 5.569119e+05 -32.0 Industrials Mean Return: -7.466842105263158 Mean Day/Week: 12.157894736842104 Accuracy:0.7368421052631579 ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 2 Communication Services 1 Consumer Cyclical 6 Consumer Defensive 2 Energy 8 Financial Services 5 Healthcare 10 Industrials 4 Real Estate 21 Technology 11 Utilities 4 unknown 2 **************************************** small_industry_downtrending_count tickers industry Communication Services 2 Consumer Cyclical 5 Consumer Defensive 1 Financial Services 3 Healthcare 5 Industrials 7 Technology 2 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 342 ASR 3 -0.73 small-cap Long NaN 3.0 5.539508e+06 5.0 Industrials Mean Return: -0.73 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 342 ASR 3 -0.73 small-cap Long NaN 3.0 5.539508e+06 5.0 Industrials Mean Return: -0.73 Mean Day/Week: 3.0 Accuracy:0.0 *******************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 291 CASY 3 -1.78 small-cap Short NaN -32.0 3.796779e+07 -5.0 Consumer Defensive Mean Return: -1.78 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 277 CLF 5 -0.83 small-cap Long NaN 5.0 1.247014e+09 54.0 Basic Materials 274 WOOF 2 -9.41 small-cap Long NaN 2.0 6.701010e+08 6.0 Consumer Cyclical 257 JAZZ 5 0.90 small-cap Long NaN 5.0 1.778804e+08 29.0 Healthcare 255 BRKR 4 3.11 small-cap Long NaN 5.0 7.288782e+07 78.0 Healthcare 259 PNW 4 -0.27 small-cap Long NaN 4.0 7.270787e+07 65.0 Utilities 307 OGE 4 0.87 small-cap Long NaN 4.0 4.183334e+07 57.0 Utilities 311 CACI 3 -0.23 small-cap Long NaN 3.0 3.364407e+07 52.0 Technology 309 WES 4 0.32 small-cap Long NaN 4.0 2.162460e+07 78.0 Energy 315 PAC 4 -0.37 small-cap Long NaN 5.0 5.555825e+06 6.0 Industrials 342 ASR 3 -0.73 small-cap Long NaN 3.0 5.539508e+06 5.0 Industrials 256 AGNCM 2 -1.18 small-cap Long NaN 5.0 6.205770e+05 20.0 Real Estate Mean Return: -0.7109090909090909 Mean Day/Week: 3.6363636363636362 Accuracy:0.36363636363636365 *******************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 337 RAMP 1 0.00 small-cap Short NaN -1.0 6.665879e+07 -137.0 Technology 294 ONEM 5 -0.55 small-cap Short NaN -5.0 3.981308e+07 -72.0 Healthcare 270 NFE 3 4.84 small-cap Short NaN -3.0 2.265754e+07 -137.0 Utilities 335 BOKF 3 1.06 small-cap Short NaN -5.0 2.038066e+07 -21.0 Financial Services Mean Return: 1.7833333333333332 Mean Day/Week: 4.0 Accuracy:0.3333333333333333 *******************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 252 FANG 10 5.18 small-cap Long NaN 10.0 2.466667e+08 13.0 Energy 320 MRO 11 0.66 small-cap Long NaN 13.0 2.362640e+08 17.0 Energy 308 DKS 13 -3.13 small-cap Long NaN 13.0 1.828735e+08 78.0 Consumer Cyclical 322 APA 10 -2.80 small-cap Long NaN 11.0 1.483694e+08 14.0 Energy 304 NTNX 13 16.83 small-cap Long NaN 48.0 1.169686e+08 18.0 Technology 302 TRGP 14 24.00 small-cap Long NaN 36.0 1.158866e+08 78.0 Energy 341 BHVN 8 4.13 small-cap Long NaN 20.0 1.092114e+08 18.0 Healthcare 296 SEE 13 4.04 small-cap Long NaN 70.0 1.059730e+08 60.0 Consumer Cyclical 298 FRT 10 3.19 small-cap Long NaN 10.0 1.036840e+08 78.0 Real Estate 299 KRC 8 2.34 small-cap Long NaN 15.0 8.792367e+07 78.0 Real Estate 241 IVZ 8 -0.87 small-cap Long NaN 8.0 8.759952e+07 78.0 Financial Services 323 ASAN 8 18.55 small-cap Long NaN 18.0 8.301284e+07 19.0 Technology 251 CONE 18 6.56 small-cap Long NaN 18.0 7.673766e+07 46.0 Real Estate 318 YETI 6 -1.05 small-cap Long NaN 6.0 7.405523e+07 52.0 Consumer Cyclical 301 DXC 37 26.25 small-cap Long NaN 55.0 7.362184e+07 57.0 Technology 260 CIEN 9 -1.22 small-cap Long NaN 12.0 6.749954e+07 18.0 Technology 243 IRM 23 10.84 small-cap Long NaN 27.0 6.563502e+07 78.0 Real Estate 266 JNPR 8 1.83 small-cap Long NaN 8.0 6.265328e+07 36.0 Technology 278 VNO 10 0.16 small-cap Long NaN 11.0 6.191395e+07 14.0 Real Estate 334 QRTEA 7 2.27 small-cap Long NaN 27.0 5.878380e+07 27.0 Consumer Cyclical 303 OMF 11 0.61 small-cap Long NaN 12.0 5.448782e+07 57.0 Financial Services 297 VRT 22 10.69 small-cap Long NaN 22.0 5.061925e+07 52.0 Industrials 268 REG 9 0.18 small-cap Long NaN 9.0 4.923013e+07 78.0 Real Estate 305 AIRC 16 6.90 small-cap Long NaN 16.0 4.907697e+07 28.0 Real Estate 282 CLR 25 19.95 small-cap Long NaN 29.0 4.679725e+07 36.0 Energy 314 COR 7 1.51 small-cap Long NaN 12.0 4.606078e+07 27.0 Real Estate 242 MMP 18 7.01 small-cap Long NaN 49.0 4.569821e+07 51.0 Energy 262 STOR 8 -1.60 small-cap Long NaN 10.0 4.403038e+07 22.0 Real Estate 295 REXR 8 4.49 small-cap Long NaN 8.0 4.343475e+07 66.0 Real Estate 310 PAA 26 21.15 small-cap Long NaN 34.0 4.293740e+07 37.0 Energy 331 STWD 6 -1.42 small-cap Long NaN 6.0 4.217923e+07 78.0 Real Estate 339 BRX 10 -1.00 small-cap Long NaN 10.0 4.080222e+07 78.0 Real Estate 317 PRGO 25 7.73 small-cap Long NaN 43.0 3.758053e+07 28.0 Healthcare 330 FR 11 4.17 small-cap Long NaN 11.0 3.502441e+07 78.0 Real Estate 306 LSI 14 8.47 small-cap Long NaN 14.0 3.484154e+07 78.0 Real Estate 249 MRVI 9 9.28 small-cap Long NaN 9.0 3.311559e+07 78.0 Healthcare 279 MANH 14 5.67 small-cap Long NaN 14.0 3.281284e+07 35.0 Technology 287 CUBE 11 4.02 small-cap Long NaN 11.0 2.955577e+07 78.0 Real Estate 275 UGI 9 1.63 small-cap Long NaN 9.0 2.860143e+07 78.0 Utilities 244 MGP 12 2.63 small-cap Long NaN 12.0 2.747506e+07 78.0 Real Estate 321 ACC 15 4.08 small-cap Long NaN 57.0 2.588865e+07 43.0 Real Estate 324 EGP 11 5.10 small-cap Long NaN 11.0 2.485434e+07 68.0 Real Estate 261 DNLI 10 14.97 small-cap Long NaN 21.0 2.371940e+07 16.0 Healthcare 327 MPLN 20 14.02 small-cap Long NaN 48.0 1.521582e+07 23.0 Healthcare 272 MBT 20 3.07 small-cap Long NaN 42.0 1.513040e+07 28.0 Communication Services 280 ADT 19 17.84 small-cap Long NaN 19.0 1.501291e+07 46.0 Industrials 267 MCFE 8 3.33 small-cap Long NaN 13.0 1.457815e+07 78.0 Technology 328 SAIC 8 0.67 small-cap Long NaN 41.0 1.416778e+07 17.0 Technology 325 CHH 23 6.48 small-cap Long NaN 27.0 1.148630e+07 58.0 Consumer Cyclical 250 KOF 12 5.31 small-cap Long NaN 26.0 1.024774e+07 50.0 Consumer Defensive 253 EBR 23 16.23 small-cap Long NaN 79.0 7.488017e+06 53.0 Utilities 313 FSV 6 1.48 small-cap Long NaN 6.0 5.728222e+06 78.0 Real Estate 285 BSMX 7 4.76 small-cap Long NaN 7.0 4.893727e+06 56.0 Financial Services 288 ICL 16 4.62 small-cap Long NaN 16.0 1.726764e+06 78.0 Basic Materials 293 JSM 12 1.10 small-cap Long NaN 15.0 3.159071e+05 31.0 unknown 292 PBCTP 8 0.39 small-cap Long NaN 19.0 2.194785e+05 22.0 Financial Services 247 WTRU 7 2.42 small-cap Long NaN 17.0 1.848272e+05 28.0 unknown Mean Return: 5.889473684210526 Mean Day/Week: 12.982456140350877 Accuracy:0.8596491228070176 *******************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 254 LAD 9 0.24 small-cap Short NaN -59.0 1.559960e+08 -29.0 Consumer Cyclical 300 THO 12 -10.67 small-cap Short NaN -26.0 1.142024e+08 -21.0 Consumer Cyclical 264 NYT 9 -1.27 small-cap Short NaN -72.0 9.122532e+07 -68.0 Communication Services 258 AGCO 6 -7.36 small-cap Short NaN -33.0 7.875292e+07 -12.0 Industrials 290 BLD 9 -2.76 small-cap Short NaN -27.0 7.610123e+07 -17.0 Industrials 273 YY 34 -29.32 small-cap Short NaN -72.0 6.877766e+07 -56.0 Communication Services 326 PSTH 7 -2.45 small-cap Short NaN -7.0 5.180126e+07 -65.0 Financial Services 271 RNR 19 -4.93 small-cap Short NaN -31.0 4.260935e+07 -26.0 Financial Services 332 LSTR 7 0.52 small-cap Short NaN -24.0 4.146344e+07 -10.0 Industrials 248 UHAL 13 -3.54 small-cap Short NaN -58.0 3.848259e+07 -19.0 Industrials 336 RBC 7 -0.85 small-cap Short NaN -55.0 3.586779e+07 -21.0 Industrials 289 RCM 14 -3.58 small-cap Short NaN -29.0 3.504066e+07 -31.0 Healthcare 263 GNTX 7 -2.59 small-cap Short NaN -60.0 2.950923e+07 -26.0 Consumer Cyclical 329 BPMC 11 -5.46 small-cap Short NaN -11.0 2.760104e+07 -32.0 Healthcare 283 ALLK 9 1.12 small-cap Short NaN -9.0 1.586093e+07 -137.0 Healthcare 340 TNET 12 -1.84 small-cap Short NaN -34.0 1.274277e+07 -26.0 Industrials Mean Return: -4.671250000000001 Mean Day/Week: 11.5625 Accuracy:0.8125 ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 14 Communication Services 7 Consumer Cyclical 18 Consumer Defensive 12 Energy 45 Financial Services 56 Healthcare 40 Industrials 28 Real Estate 53 Technology 28 Utilities 6 unknown 2 **************************************** penny_industry_downtrending_count tickers industry Basic Materials 4 Communication Services 5 Consumer Cyclical 22 Consumer Defensive 6 Financial Services 28 Healthcare 17 Industrials 22 Real Estate 4 Technology 11 unknown 5 *******************Part 3.1 Penny Cap Long Entry SPAN MACD********************* penny_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 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 352 SAGE 1 0.0 penny-cap Short NaN -1.0 5.045915e+08 -2.0 Healthcare 623 FMTX 1 0.0 penny-cap Short NaN -1.0 8.561662e+06 -5.0 Healthcare 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 471 TR 4 0.71 penny-cap Long NaN 10.0 1.823343e+07 5.0 Consumer Defensive 742 EVOP 3 -0.23 penny-cap Long NaN 12.0 5.001207e+06 4.0 Technology Mean Return: 0.24 Mean Day/Week: 3.5 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 352 SAGE 1 0.0 penny-cap Short NaN -1.0 5.045915e+08 -2.0 Healthcare 623 FMTX 1 0.0 penny-cap Short NaN -1.0 8.561662e+06 -5.0 Healthcare 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 397 X 4 -2.67 penny-cap Long NaN 4.0 6.462527e+08 57.0 Basic Materials 363 JCOM 3 0.92 penny-cap Long NaN 3.0 1.676228e+08 78.0 Technology 346 CROX 2 -1.79 penny-cap Long NaN 2.0 1.451656e+08 78.0 Consumer Cyclical 555 SIG 3 -0.65 penny-cap Long NaN 3.0 6.835945e+07 6.0 Consumer Cyclical 510 ATRC 1 0.00 penny-cap Long NaN 1.0 2.855940e+07 78.0 Healthcare 493 SMPL 1 0.00 penny-cap Long NaN 1.0 2.127760e+07 57.0 Consumer Defensive 511 OUT 5 -2.12 penny-cap Long NaN 5.0 2.022478e+07 78.0 Real Estate 561 SITC 3 -0.81 penny-cap Long NaN 3.0 1.898561e+07 71.0 Real Estate 505 KRTX 3 -6.75 penny-cap Long NaN 5.0 1.660829e+07 6.0 Healthcare 499 NSIT 1 0.00 penny-cap Long NaN 1.0 1.572990e+07 78.0 Technology 662 CEQP 3 -0.88 penny-cap Long NaN 3.0 1.473531e+07 78.0 Energy 629 HSKA 5 9.09 penny-cap Long NaN 5.0 1.354594e+07 22.0 Healthcare 402 INOV 5 1.60 penny-cap Long NaN 5.0 1.185920e+07 78.0 Healthcare 586 CVA 5 -0.52 penny-cap Long NaN 5.0 1.103348e+07 32.0 Industrials 746 OXM 4 -2.84 penny-cap Long NaN 4.0 1.088228e+07 78.0 Consumer Cyclical 537 HCSG 5 2.55 penny-cap Long NaN 5.0 1.045387e+07 27.0 Healthcare 652 SUPN 2 -0.16 penny-cap Long NaN 2.0 1.026924e+07 45.0 Healthcare 619 RVNC 5 0.74 penny-cap Long NaN 5.0 9.937718e+06 39.0 Healthcare 565 VRRM 1 0.00 penny-cap Long NaN 1.0 8.933812e+06 9.0 Industrials 710 GBX 3 -0.60 penny-cap Long NaN 3.0 7.421135e+06 11.0 Industrials 539 MGEE 1 0.00 penny-cap Long NaN 1.0 6.847644e+06 68.0 Utilities 700 USAC 2 1.32 penny-cap Long NaN 2.0 5.511527e+06 23.0 Energy 688 ETV 4 0.31 penny-cap Long NaN 4.0 4.419488e+06 55.0 Financial Services 610 BSM 1 0.00 penny-cap Long NaN 1.0 4.318511e+06 47.0 Energy 504 NNI 3 -1.21 penny-cap Long NaN 3.0 3.590197e+06 12.0 Financial Services 670 HEP 3 1.34 penny-cap Long NaN 3.0 3.376325e+06 78.0 Energy 763 ETW 5 -0.70 penny-cap Long NaN 5.0 2.668613e+06 69.0 Financial Services 714 NYMTO 2 -0.27 penny-cap Long NaN 2.0 7.745531e+05 78.0 Real Estate 709 NYMTP 2 -0.04 penny-cap Long NaN 5.0 9.551970e+04 7.0 Real Estate Mean Return: -0.18000000000000008 Mean Day/Week: 3.782608695652174 Accuracy:0.34782608695652173 *******************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 352 SAGE 1 0.00 penny-cap Short NaN -1.0 5.045915e+08 -2.0 Healthcare 557 SI 2 4.24 penny-cap Short NaN -2.0 9.751193e+07 -41.0 Financial Services 349 NYCB 5 -0.80 penny-cap Short NaN -5.0 6.813969e+07 -30.0 Financial Services 466 SIX 4 0.66 penny-cap Short NaN -4.0 3.423483e+07 -30.0 Consumer Cyclical 476 BXS 3 -0.81 penny-cap Short NaN -3.0 2.704322e+07 -40.0 Financial Services 596 AVYA 2 1.55 penny-cap Short NaN -2.0 2.527640e+07 -30.0 Technology 452 TCBI 2 1.82 penny-cap Short NaN -2.0 2.494425e+07 -50.0 Financial Services 550 TPIC 4 -0.76 penny-cap Short NaN -4.0 2.301437e+07 -12.0 Industrials 438 TRTN 5 0.34 penny-cap Short NaN -5.0 2.281316e+07 -33.0 Industrials 650 BALY 4 -1.33 penny-cap Short NaN -4.0 1.884631e+07 -41.0 Consumer Cyclical 364 AL 4 1.17 penny-cap Short NaN -4.0 1.540464e+07 -27.0 Industrials 609 ADUS 5 -4.69 penny-cap Short NaN -5.0 8.941716e+06 -33.0 Healthcare 623 FMTX 1 0.00 penny-cap Short NaN -1.0 8.561662e+06 -5.0 Healthcare 645 HMN 5 -0.72 penny-cap Short NaN -5.0 7.063604e+06 -38.0 Financial Services 656 HY 5 -3.93 penny-cap Short NaN -5.0 4.013963e+06 -48.0 Industrials 420 IFS 4 -0.43 penny-cap Short NaN -4.0 2.113990e+06 -7.0 Financial Services 683 BATRA 2 -1.00 penny-cap Short NaN -2.0 7.448622e+05 -40.0 Communication Services Mean Return: -0.31266666666666665 Mean Day/Week: 3.8666666666666667 Accuracy:0.6 *******************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 382 QTS 7 -0.33 penny-cap Long NaN 9.0 2.547821e+08 46.0 Real Estate 501 QFIN 8 16.45 penny-cap Long NaN 16.0 1.968160e+08 16.0 unknown 533 BGS 6 2.93 penny-cap Long NaN 16.0 1.527853e+08 7.0 Consumer Defensive 524 MIC 7 -0.59 penny-cap Long NaN 7.0 1.267796e+08 49.0 Industrials 581 ASO 12 7.90 penny-cap Long NaN 12.0 1.143517e+08 78.0 Consumer Cyclical 515 BNL 33 20.05 penny-cap Long NaN 54.0 9.660274e+07 43.0 Real Estate 613 ABR 14 3.29 penny-cap Long NaN 14.0 9.361256e+07 78.0 Real Estate 358 EQT 7 0.18 penny-cap Long NaN 33.0 8.849246e+07 36.0 Energy 569 MAC 16 14.27 penny-cap Long NaN 38.0 7.493793e+07 28.0 Real Estate 432 OSTK 9 -2.53 penny-cap Long NaN 20.0 7.242909e+07 20.0 Consumer Cyclical 768 TELL 13 19.14 penny-cap Long NaN 33.0 6.948875e+07 17.0 Energy 527 RRC 24 28.23 penny-cap Long NaN 31.0 6.109796e+07 31.0 Energy 451 BRFS 15 21.16 penny-cap Long NaN 18.0 5.750103e+07 18.0 Consumer Defensive 383 OVV 10 6.98 penny-cap Long NaN 12.0 5.724089e+07 14.0 Energy 593 AR 27 26.22 penny-cap Long NaN 27.0 5.474162e+07 78.0 Energy 570 BCRX 21 9.26 penny-cap Long NaN 28.0 5.458116e+07 28.0 Healthcare 517 SFM 8 2.72 penny-cap Long NaN 8.0 5.362872e+07 78.0 Consumer Defensive 668 DEN 18 21.39 penny-cap Long NaN 18.0 5.319038e+07 78.0 Energy 604 MUR 24 21.78 penny-cap Long NaN 29.0 4.982486e+07 36.0 Energy 646 PAGP 27 27.94 penny-cap Long NaN 34.0 4.933513e+07 37.0 Energy 774 SM 13 14.47 penny-cap Long NaN 13.0 4.919373e+07 78.0 Energy 409 RETA 7 -0.18 penny-cap Long NaN 19.0 4.894744e+07 16.0 Healthcare 433 SPT 9 17.57 penny-cap Long NaN 15.0 4.890137e+07 17.0 Technology 424 APLS 14 17.06 penny-cap Long NaN 43.0 4.817169e+07 21.0 Healthcare 393 SWAV 19 17.58 penny-cap Long NaN 19.0 4.776488e+07 54.0 Healthcare 712 ERJ 15 27.63 penny-cap Long NaN 15.0 4.735920e+07 78.0 Industrials 347 FTI 10 0.97 penny-cap Long NaN 31.0 4.611826e+07 13.0 Energy 379 CRNC 6 -5.00 penny-cap Long NaN 14.0 4.581752e+07 10.0 Technology 408 SGMS 35 29.91 penny-cap Long NaN 43.0 4.581191e+07 39.0 Consumer Cyclical 388 PGNY 18 12.36 penny-cap Long NaN 18.0 4.557610e+07 47.0 Healthcare 480 APLE 11 -0.94 penny-cap Long NaN 11.0 4.499076e+07 78.0 Real Estate 344 STAA 14 8.46 penny-cap Long NaN 14.0 4.407245e+07 53.0 Healthcare 595 DDS 22 29.43 penny-cap Long NaN 22.0 4.390141e+07 37.0 Consumer Cyclical 366 SRC 11 2.33 penny-cap Long NaN 11.0 4.390061e+07 78.0 Real Estate 769 NESR 9 14.02 penny-cap Long NaN 9.0 4.213546e+07 29.0 Energy 404 CDNA 7 0.69 penny-cap Long NaN 16.0 4.151398e+07 18.0 Healthcare 418 SEM 14 6.33 penny-cap Long NaN 14.0 3.848552e+07 76.0 Healthcare 520 NSA 10 6.52 penny-cap Long NaN 10.0 3.808248e+07 78.0 Real Estate 371 TRUP 6 3.75 penny-cap Long NaN 43.0 3.632451e+07 14.0 Financial Services 361 HLI 10 6.22 penny-cap Long NaN 24.0 3.621547e+07 24.0 Financial Services 508 HP 7 6.19 penny-cap Long NaN 28.0 3.592526e+07 11.0 Energy 530 CIM 21 12.05 penny-cap Long NaN 21.0 3.586450e+07 78.0 Real Estate 552 MGY 11 15.31 penny-cap Long NaN 13.0 3.581612e+07 14.0 Energy 421 HPP 8 1.22 penny-cap Long NaN 15.0 3.565853e+07 78.0 Real Estate 380 SWCH 22 14.13 penny-cap Long NaN 53.0 3.528792e+07 44.0 Technology 348 DEI 17 4.41 penny-cap Long NaN 18.0 3.330359e+07 78.0 Real Estate 467 ETRN 11 6.24 penny-cap Long NaN 28.0 3.210599e+07 68.0 Energy 611 VSTO 24 17.66 penny-cap Long NaN 30.0 3.091604e+07 31.0 Consumer Cyclical 375 CC 31 18.81 penny-cap Long NaN 56.0 3.025072e+07 56.0 Basic Materials 599 CRC 20 13.78 penny-cap Long NaN 27.0 3.012725e+07 21.0 Energy 542 SJI 8 0.57 penny-cap Long NaN 42.0 2.999465e+07 23.0 Utilities 357 ACHC 7 0.46 penny-cap Long NaN 7.0 2.984436e+07 78.0 Healthcare 479 ARNC 13 5.46 penny-cap Long NaN 50.0 2.931454e+07 44.0 Industrials 461 CVLT 7 0.70 penny-cap Long NaN 16.0 2.920521e+07 78.0 Technology 362 STAG 7 3.15 penny-cap Long NaN 7.0 2.895295e+07 78.0 Real Estate 439 AQUA 17 10.41 penny-cap Long NaN 17.0 2.858378e+07 47.0 Industrials 394 WCC 11 1.00 penny-cap Long NaN 35.0 2.848267e+07 78.0 Industrials 498 RRR 34 15.82 penny-cap Long NaN 34.0 2.802218e+07 78.0 Consumer Cyclical 541 PDCE 14 17.60 penny-cap Long NaN 27.0 2.792771e+07 78.0 Energy 566 NAVI 14 10.33 penny-cap Long NaN 14.0 2.773485e+07 78.0 Financial Services 507 EXLS 29 9.73 penny-cap Long NaN 29.0 2.685892e+07 73.0 Technology 518 AZUL 16 20.53 penny-cap Long NaN 38.0 2.685785e+07 27.0 Industrials 453 IGMS 7 -7.60 penny-cap Long NaN 26.0 2.680805e+07 11.0 Healthcare 373 TV 7 -5.81 penny-cap Long NaN 7.0 2.644784e+07 67.0 Communication Services 425 AMN 11 4.17 penny-cap Long NaN 39.0 2.644347e+07 39.0 Healthcare 407 AM 26 10.77 penny-cap Long NaN 30.0 2.620394e+07 39.0 Energy 734 CYH 13 7.66 penny-cap Long NaN 29.0 2.580653e+07 32.0 Healthcare 469 LXP 11 1.21 penny-cap Long NaN 11.0 2.547357e+07 71.0 Real Estate 378 ESI 17 7.30 penny-cap Long NaN 37.0 2.490944e+07 78.0 Basic Materials 627 DRNA 8 14.93 penny-cap Long NaN 16.0 2.474173e+07 22.0 Healthcare 509 MDRX 22 4.67 penny-cap Long NaN 44.0 2.465973e+07 25.0 Healthcare 600 MTDR 30 25.08 penny-cap Long NaN 30.0 2.454246e+07 78.0 Energy 597 BDN 16 4.14 penny-cap Long NaN 16.0 2.450942e+07 78.0 Real Estate 535 PSEC 9 -0.90 penny-cap Long NaN 12.0 2.446869e+07 78.0 Financial Services 665 CLB 11 9.68 penny-cap Long NaN 33.0 2.431758e+07 20.0 Energy 428 ALKS 14 10.06 penny-cap Long NaN 43.0 2.411151e+07 37.0 Healthcare 529 CLNY 8 7.12 penny-cap Long NaN 8.0 2.398150e+07 78.0 Real Estate 456 COMM 27 16.04 penny-cap Long NaN 27.0 2.322501e+07 78.0 Technology 482 MIME 25 12.51 penny-cap Long NaN 45.0 2.315831e+07 27.0 Technology 483 AMRC 9 11.58 penny-cap Long NaN 48.0 2.315754e+07 14.0 Industrials 747 CRTX 9 6.97 penny-cap Long NaN 20.0 2.289194e+07 16.0 Healthcare 651 CPG 10 -1.10 penny-cap Long NaN 10.0 2.200875e+07 11.0 Energy 512 ITCI 7 6.35 penny-cap Long NaN 34.0 2.182876e+07 26.0 Healthcare 365 JOBS 11 1.80 penny-cap Long NaN 50.0 2.113343e+07 30.0 Industrials 571 SGRY 36 28.26 penny-cap Long NaN 36.0 2.030546e+07 78.0 Healthcare 489 SHOO 6 -1.62 penny-cap Long NaN 6.0 2.025315e+07 71.0 Consumer Cyclical 603 CSTM 30 19.46 penny-cap Long NaN 36.0 2.000861e+07 71.0 Basic Materials 372 VVV 43 24.52 penny-cap Long NaN 43.0 1.994967e+07 78.0 Energy 423 FOCS 12 6.51 penny-cap Long NaN 39.0 1.986267e+07 18.0 Financial Services 589 WBT 11 -1.45 penny-cap Long NaN 11.0 1.973534e+07 78.0 Industrials 477 EPR 9 0.62 penny-cap Long NaN 11.0 1.919756e+07 18.0 Real Estate 399 TRNO 7 3.01 penny-cap Long NaN 7.0 1.917887e+07 52.0 Real Estate 564 MLHR 26 8.01 penny-cap Long NaN 26.0 1.911582e+07 78.0 Consumer Cyclical 413 VIAV 14 0.96 penny-cap Long NaN 17.0 1.900633e+07 23.0 Technology 544 ODP 8 -3.40 penny-cap Long NaN 12.0 1.899511e+07 31.0 Consumer Cyclical 568 ENLC 12 31.01 penny-cap Long NaN 36.0 1.894406e+07 22.0 Energy 377 NAV 11 0.32 penny-cap Long NaN 48.0 1.883194e+07 52.0 Industrials 601 PRFT 46 20.34 penny-cap Long NaN 46.0 1.844067e+07 78.0 Technology 576 FLWS 8 12.69 penny-cap Long NaN 32.0 1.821877e+07 33.0 Consumer Cyclical 721 PTEN 10 6.76 penny-cap Long NaN 29.0 1.776236e+07 14.0 Energy 765 MDP 9 9.03 penny-cap Long NaN 9.0 1.763383e+07 78.0 Communication Services 578 WHD 10 9.14 penny-cap Long NaN 30.0 1.761035e+07 17.0 Energy 412 NFG 7 1.55 penny-cap Long NaN 7.0 1.760541e+07 78.0 Energy 384 DCP 11 15.60 penny-cap Long NaN 34.0 1.724730e+07 30.0 Energy 486 ESRT 11 3.14 penny-cap Long NaN 11.0 1.697888e+07 78.0 Real Estate 675 GNL 12 2.30 penny-cap Long NaN 12.0 1.651994e+07 23.0 Real Estate 443 VG 9 4.58 penny-cap Long NaN 19.0 1.628244e+07 23.0 Communication Services 741 CRK 6 7.13 penny-cap Long NaN 31.0 1.609931e+07 12.0 Energy 703 SAND 25 13.50 penny-cap Long NaN 69.0 1.561122e+07 52.0 Basic Materials 606 EPC 10 4.63 penny-cap Long NaN 28.0 1.549106e+07 66.0 Consumer Defensive 727 EVRI 18 13.24 penny-cap Long NaN 35.0 1.509580e+07 39.0 Consumer Cyclical 587 PDM 11 4.65 penny-cap Long NaN 11.0 1.468092e+07 23.0 Real Estate 584 DOMO 9 11.09 penny-cap Long NaN 16.0 1.405474e+07 18.0 Technology 390 WTS 14 5.20 penny-cap Long NaN 43.0 1.376806e+07 38.0 Industrials 637 ROIC 7 0.40 penny-cap Long NaN 7.0 1.371947e+07 78.0 Real Estate 702 BGCP 10 3.31 penny-cap Long NaN 10.0 1.339210e+07 78.0 Financial Services 386 CIG 9 0.15 penny-cap Long NaN 60.0 1.289376e+07 23.0 Utilities 698 RDWR 8 5.26 penny-cap Long NaN 17.0 1.272894e+07 27.0 Technology 577 IDCC 14 3.48 penny-cap Long NaN 14.0 1.264426e+07 49.0 Communication Services 573 MAG 17 16.99 penny-cap Long NaN 47.0 1.230866e+07 22.0 Basic Materials 720 GLNG 13 7.76 penny-cap Long NaN 22.0 1.197118e+07 22.0 Energy 635 VRTS 20 4.52 penny-cap Long NaN 20.0 1.195875e+07 78.0 Financial Services 695 KRG 10 4.29 penny-cap Long NaN 10.0 1.177674e+07 78.0 Real Estate 685 MSEX 9 0.52 penny-cap Long NaN 14.0 1.153898e+07 57.0 Utilities 591 OR 31 17.72 penny-cap Long NaN 66.0 1.152378e+07 49.0 Basic Materials 447 SXT 23 4.94 penny-cap Long NaN 45.0 1.146526e+07 71.0 Basic Materials 449 SUN 9 3.28 penny-cap Long NaN 9.0 1.146371e+07 58.0 Energy 343 DAVA 20 20.72 penny-cap Long NaN 36.0 1.145996e+07 39.0 Technology 354 LANC 9 3.21 penny-cap Long NaN 9.0 1.119179e+07 43.0 Consumer Defensive 630 AAT 12 6.02 penny-cap Long NaN 13.0 1.108434e+07 78.0 Real Estate 579 RPAI 11 -0.48 penny-cap Long NaN 11.0 1.102983e+07 23.0 Real Estate 648 ARI 9 3.08 penny-cap Long NaN 9.0 1.098829e+07 78.0 Real Estate 764 CMRE 10 8.52 penny-cap Long NaN 10.0 1.097167e+07 78.0 Industrials 704 IRT 11 6.33 penny-cap Long NaN 11.0 1.076978e+07 78.0 Real Estate 563 BDC 11 1.94 penny-cap Long NaN 29.0 1.069267e+07 29.0 Industrials 395 JBGS 9 0.44 penny-cap Long NaN 12.0 1.067947e+07 12.0 Real Estate 474 JJSF 33 7.94 penny-cap Long NaN 39.0 1.037316e+07 42.0 Consumer Defensive 689 FFG 17 0.38 penny-cap Long NaN 17.0 1.006323e+07 17.0 Financial Services 574 PBH 26 11.42 penny-cap Long NaN 26.0 9.762487e+06 31.0 Healthcare 536 BRC 13 4.52 penny-cap Long NaN 13.0 9.418420e+06 18.0 Industrials 775 CDMO 9 1.99 penny-cap Long NaN 9.0 9.003942e+06 78.0 Healthcare 676 EVV 8 1.54 penny-cap Long NaN 19.0 8.941269e+06 22.0 Financial Services 634 NS 6 -1.40 penny-cap Long NaN 10.0 8.762346e+06 17.0 Energy 643 UE 10 0.63 penny-cap Long NaN 10.0 8.593390e+06 78.0 Real Estate 672 CNR 21 18.73 penny-cap Long NaN 21.0 8.501311e+06 78.0 Industrials 732 CLI 10 -0.02 penny-cap Long NaN 10.0 8.464202e+06 78.0 Real Estate 757 CNDT 13 2.63 penny-cap Long NaN 13.0 8.315175e+06 78.0 Technology 549 VNOM 6 -2.21 penny-cap Long NaN 6.0 8.043153e+06 45.0 Energy 733 TVTY 17 8.13 penny-cap Long NaN 18.0 7.650716e+06 40.0 Healthcare 690 EGBN 10 0.37 penny-cap Long NaN 11.0 7.234290e+06 78.0 Financial Services 633 RQI 11 3.07 penny-cap Long NaN 11.0 7.196579e+06 78.0 Financial Services 735 RGR 25 9.84 penny-cap Long NaN 25.0 7.168067e+06 28.0 Industrials 693 XPEL 27 35.10 penny-cap Long NaN 46.0 7.026866e+06 52.0 Consumer Cyclical 731 GTY 10 4.44 penny-cap Long NaN 10.0 7.011260e+06 71.0 Real Estate 620 PDI 6 -0.85 penny-cap Long NaN 6.0 6.978705e+06 12.0 Financial Services 442 CNS 26 8.82 penny-cap Long NaN 56.0 6.956537e+06 37.0 Financial Services 448 DNP 15 1.10 penny-cap Long NaN 47.0 6.769678e+06 21.0 Financial Services 580 GGAL 16 22.18 penny-cap Long NaN 35.0 6.703911e+06 22.0 Financial Services 534 FCFS 37 18.48 penny-cap Long NaN 46.0 6.673557e+06 72.0 Financial Services 722 BPMP 29 15.26 penny-cap Long NaN 37.0 6.637251e+06 73.0 Energy 411 BAK 8 -2.23 penny-cap Long NaN 8.0 6.605836e+06 78.0 Basic Materials 667 ROAD 12 5.13 penny-cap Long NaN 13.0 6.276280e+06 42.0 Industrials 772 NXRT 13 9.53 penny-cap Long NaN 13.0 6.131285e+06 70.0 Real Estate 621 MNR 7 2.09 penny-cap Long NaN 7.0 6.035772e+06 29.0 Real Estate 543 ENBL 34 30.22 penny-cap Long NaN 34.0 5.705949e+06 78.0 Energy 678 MEI 16 3.30 penny-cap Long NaN 16.0 5.491857e+06 57.0 Technology 726 ESTA 16 3.08 penny-cap Long NaN 16.0 5.421037e+06 78.0 Healthcare 475 FSKR 11 2.51 penny-cap Long NaN 11.0 5.395483e+06 78.0 Financial Services 680 ILPT 7 1.54 penny-cap Long NaN 7.0 5.341030e+06 66.0 Real Estate 728 SCWX 9 24.24 penny-cap Long NaN 21.0 5.266726e+06 11.0 Technology 657 PRAA 12 2.41 penny-cap Long NaN 56.0 5.259084e+06 56.0 Financial Services 387 NEA 15 2.47 penny-cap Long NaN 15.0 5.250072e+06 49.0 Financial Services 701 BXMX 8 1.97 penny-cap Long NaN 8.0 5.171062e+06 69.0 Financial Services 699 AVO 9 10.64 penny-cap Long NaN 15.0 5.129965e+06 22.0 Consumer Defensive 653 YPF 12 15.11 penny-cap Long NaN 27.0 5.113615e+06 22.0 Energy 444 NAD 18 2.94 penny-cap Long NaN 18.0 5.057249e+06 49.0 Financial Services 664 NPO 11 4.61 penny-cap Long NaN 11.0 4.987306e+06 78.0 Industrials 738 ALEX 11 0.74 penny-cap Long NaN 19.0 4.890982e+06 23.0 Real Estate 478 LAUR 8 1.06 penny-cap Long NaN 30.0 4.795081e+06 26.0 Consumer Defensive 415 CIGI 10 -0.22 penny-cap Long NaN 10.0 4.744448e+06 78.0 Real Estate 692 HYT 8 1.46 penny-cap Long NaN 15.0 4.471532e+06 22.0 Financial Services 516 EXG 20 3.92 penny-cap Long NaN 20.0 4.317518e+06 71.0 Financial Services 607 ETY 12 3.96 penny-cap Long NaN 18.0 4.096006e+06 68.0 Financial Services 626 DSL 11 0.22 penny-cap Long NaN 11.0 3.925092e+06 78.0 Financial Services 729 OPI 6 -0.34 penny-cap Long NaN 15.0 3.917381e+06 18.0 Real Estate 759 AUDC 9 1.73 penny-cap Long NaN 48.0 3.610309e+06 29.0 Technology 681 KAMN 10 -0.03 penny-cap Long NaN 12.0 3.476294e+06 13.0 Industrials 419 NVG 14 1.36 penny-cap Long NaN 14.0 3.346921e+06 50.0 Financial Services 545 NZF 12 1.16 penny-cap Long NaN 12.0 3.172195e+06 49.0 Financial Services 641 OTTR 6 1.16 penny-cap Long NaN 6.0 2.857548e+06 70.0 Utilities 737 FAX 6 0.24 penny-cap Long NaN 48.0 2.444107e+06 21.0 Financial Services 558 AFYA 12 11.07 penny-cap Long NaN 12.0 2.367142e+06 27.0 Consumer Defensive 659 BBN 6 0.50 penny-cap Long NaN 54.0 2.245298e+06 20.0 Financial Services 771 AWF 9 2.21 penny-cap Long NaN 15.0 2.158645e+06 22.0 Financial Services 761 CLNC 23 12.62 penny-cap Long NaN 28.0 2.138950e+06 23.0 Real Estate 744 LOMA 14 9.58 penny-cap Long NaN 21.0 2.022478e+06 67.0 Basic Materials 696 ETG 15 4.26 penny-cap Long NaN 15.0 1.861398e+06 78.0 Financial Services 598 ADX 6 0.26 penny-cap Long NaN 6.0 1.767294e+06 71.0 Financial Services 749 RNP 12 2.84 penny-cap Long NaN 12.0 1.570745e+06 78.0 Financial Services 638 AMK 17 5.85 penny-cap Long NaN 32.0 1.117143e+06 23.0 Financial Services 490 TEO 7 -2.84 penny-cap Long NaN 27.0 9.701110e+05 13.0 Communication Services 719 NRK 10 0.98 penny-cap Long NaN 10.0 9.247262e+05 46.0 Financial Services 406 WTFCM 9 0.26 penny-cap Long NaN 9.0 2.392425e+05 52.0 Financial Services 718 LINX 12 2.73 penny-cap Long NaN 41.0 1.726382e+05 38.0 Technology 487 TDI 21 2.66 penny-cap Long NaN 21.0 8.951426e+04 51.0 unknown 495 OGCP 11 4.30 penny-cap Long NaN 11.0 1.265000e+04 78.0 Real Estate 503 FISK 10 4.47 penny-cap Long NaN 10.0 6.270000e+03 15.0 Real Estate 491 ESBA 12 7.68 penny-cap Long NaN 12.0 5.456700e+03 18.0 Real Estate Mean Return: 7.540817307692308 Mean Day/Week: 14.057692307692308 Accuracy:0.8894230769230769 *******************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 519 SAVE 8 -3.82 penny-cap Short NaN -8.0 1.578679e+08 -26.0 Industrials 463 ALGT 10 -8.85 penny-cap Short NaN -59.0 4.978685e+07 -31.0 Industrials 551 PRPL 10 -2.63 penny-cap Short NaN -29.0 3.377148e+07 -19.0 Consumer Cyclical 547 WGO 6 -3.90 penny-cap Short NaN -25.0 3.318556e+07 -24.0 Consumer Cyclical 459 PCRX 8 -2.00 penny-cap Short NaN -8.0 3.084155e+07 -52.0 Healthcare 422 CNNE 25 -5.33 penny-cap Short NaN -33.0 2.688693e+07 -30.0 Consumer Cyclical 682 ORGO 6 2.50 penny-cap Short NaN -40.0 2.312406e+07 -19.0 Healthcare 522 ESE 24 -8.25 penny-cap Short NaN -32.0 2.276474e+07 -26.0 Technology 356 KMPR 14 -1.18 penny-cap Short NaN -32.0 2.144106e+07 -26.0 Financial Services 540 THS 13 -2.59 penny-cap Short NaN -15.0 2.055688e+07 -30.0 Consumer Defensive 674 MBUU 14 -6.20 penny-cap Short NaN -59.0 2.018722e+07 -20.0 Consumer Cyclical 370 NEU 7 -0.34 penny-cap Short NaN -7.0 2.005630e+07 -137.0 Basic Materials 528 GCMG 7 -5.14 penny-cap Short NaN -23.0 1.787680e+07 -25.0 Financial Services 748 ACRS 6 -4.26 penny-cap Short NaN -45.0 1.731957e+07 -27.0 Healthcare 546 FUN 9 -0.67 penny-cap Short NaN -60.0 1.726035e+07 -26.0 Consumer Cyclical 437 KMT 9 -3.90 penny-cap Short NaN -40.0 1.649653e+07 -19.0 Industrials 440 VSH 7 -1.75 penny-cap Short NaN -32.0 1.494878e+07 -26.0 Technology 661 HTLD 19 -3.25 penny-cap Short NaN -39.0 1.383945e+07 -25.0 Industrials 462 ENR 7 0.94 penny-cap Short NaN -30.0 1.311111e+07 -12.0 Industrials 583 SKYW 8 -1.53 penny-cap Short NaN -8.0 1.252941e+07 -32.0 Industrials 376 EXPO 15 -1.54 penny-cap Short NaN -40.0 1.147872e+07 -29.0 Industrials 526 RCUS 21 -13.38 penny-cap Short NaN -29.0 1.124425e+07 -58.0 Healthcare 548 TTGT 10 -1.61 penny-cap Short NaN -29.0 1.095665e+07 -59.0 Communication Services 612 MDGL 8 4.41 penny-cap Short NaN -18.0 1.086863e+07 -14.0 Healthcare 655 LTC 9 0.20 penny-cap Short NaN -58.0 1.078343e+07 -31.0 Real Estate 359 FTDR 8 -3.55 penny-cap Short NaN -8.0 1.055085e+07 -38.0 Consumer Cyclical 405 AAON 9 -0.41 penny-cap Short NaN -9.0 8.816411e+06 -59.0 Industrials 618 FBK 6 0.12 penny-cap Short NaN -58.0 8.518939e+06 -35.0 Financial Services 464 ROCK 10 -2.91 penny-cap Short NaN -29.0 8.505784e+06 -29.0 Industrials 608 KN 7 -0.84 penny-cap Short NaN -7.0 8.037436e+06 -30.0 Technology 669 AMWD 13 -5.09 penny-cap Short NaN -32.0 7.666975e+06 -24.0 Consumer Cyclical 514 XNCR 28 -6.36 penny-cap Short NaN -28.0 6.956816e+06 -62.0 Healthcare 385 IMVT 10 8.82 penny-cap Short NaN -10.0 5.441935e+06 -137.0 Healthcare 750 ECOL 12 -4.92 penny-cap Short NaN -55.0 4.860419e+06 -19.0 Industrials 715 SWM 12 -0.03 penny-cap Short NaN -60.0 4.354822e+06 -25.0 Basic Materials 736 PLUS 11 -0.68 penny-cap Short NaN -25.0 4.323134e+06 -19.0 Technology 622 CFFN 15 1.68 penny-cap Short NaN -15.0 4.226374e+06 -50.0 Financial Services 739 JOUT 15 1.15 penny-cap Short NaN -40.0 2.880543e+06 -20.0 Consumer Cyclical 753 ORIC 8 -1.95 penny-cap Short NaN -8.0 2.751756e+06 -72.0 Healthcare 756 PFC 10 -3.52 penny-cap Short NaN -59.0 2.705568e+06 -34.0 Financial Services 625 CLBK 6 -1.15 penny-cap Short NaN -34.0 2.673992e+06 -10.0 Financial Services 616 SPNS 9 0.16 penny-cap Short NaN -30.0 2.498894e+06 -30.0 Technology 640 ICLK 8 -8.29 penny-cap Short NaN -9.0 2.277902e+06 -59.0 Communication Services 559 UZC 13 0.04 penny-cap Short NaN -39.0 6.444179e+05 -137.0 unknown 468 TCBIP 11 -0.08 penny-cap Short NaN -28.0 2.075830e+05 -136.0 Financial Services 470 TCBIL 8 0.04 penny-cap Short NaN -33.0 1.047000e+05 -137.0 unknown 658 HLG 59 -33.09 penny-cap Short NaN -59.0 8.632512e+04 -137.0 Consumer Defensive 560 HWCPL 11 -0.32 penny-cap Short NaN -32.0 4.250000e+04 -33.0 unknown 770 TANNL 6 0.39 penny-cap Short NaN -14.0 2.722090e+04 -14.0 unknown Mean Return: -2.752244897959184 Mean Day/Week: 11.938775510204081 Accuracy:0.7551020408163265 ************************************** ************************************** ************************************** Error: []

[stock-filter]

Stock daily Filter Report for 2021/06/15 05-40-10

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 6 Communication Services 16 Consumer Cyclical 12 Consumer Defensive 10 Energy 31 Financial Services 20 Healthcare 34 Industrials 13 Real Estate 27 Technology 32 Utilities 8 unknown 2 **************************************** big_industry_downtrending_count tickers industry Basic Materials 3 Communication Services 3 Consumer Cyclical 5 Consumer Defensive 5 Financial Services 6 Healthcare 6 Industrials 9 Technology 7 Utilities 1 *******************Part 1.1 Big Cap Long Entry SPAN MACD********************* big_long_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 12 MRK 2 -1.08 big-cap Long NaN 2.0 5.913209e+08 4.0 Healthcare Mean Return: -1.08 Mean Day/Week: 2.0 Accuracy:0.0 *******************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 54 VRTX 2 0.92 big-cap Short NaN -2.0 6.503891e+08 -2.0 Healthcare 197 ACGLP 1 0.00 big-cap Short NaN -1.0 1.814072e+06 -1.0 Financial Services Mean Return: 0.92 Mean Day/Week: 3.0 Accuracy:0.0 *******************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 12 MRK 2 -1.08 big-cap Long NaN 2.0 5.913209e+08 4.0 Healthcare 171 CQP 1 0.00 big-cap Long NaN 8.0 1.576551e+07 4.0 Energy Mean Return: -1.08 Mean Day/Week: 3.0 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 54 VRTX 2 0.92 big-cap Short NaN -2.0 6.503891e+08 -2.0 Healthcare 197 ACGLP 1 0.00 big-cap Short NaN -1.0 1.814072e+06 -1.0 Financial Services Mean Return: 0.92 Mean Day/Week: 3.0 Accuracy:0.0 *******************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 MSFT 2 0.78 big-cap Long NaN 3.0 4.964374e+09 77.0 Technology 2 GOOGL 4 1.70 big-cap Long NaN 4.0 2.437885e+09 77.0 Communication Services 4 V 3 0.06 big-cap Long NaN 3.0 1.296854e+09 59.0 Financial Services 15 XOM 5 -0.09 big-cap Long NaN 5.0 8.916880e+08 10.0 Energy 16 CSCO 2 -1.10 big-cap Long NaN 3.0 7.874734e+08 70.0 Technology 12 MRK 2 -1.08 big-cap Long NaN 2.0 5.913209e+08 4.0 Healthcare 36 VALE 1 0.00 big-cap Long NaN 1.0 5.775260e+08 50.0 Basic Materials 49 ENB 2 2.60 big-cap Long NaN 2.0 5.270419e+08 77.0 Energy 40 SPGI 1 0.00 big-cap Long NaN 1.0 5.054526e+08 74.0 Financial Services 26 IBM 4 -0.42 big-cap Long NaN 4.0 4.608794e+08 67.0 Technology 35 ISRG 1 0.00 big-cap Long NaN 1.0 3.573420e+08 46.0 Healthcare 37 GILD 3 -1.65 big-cap Long NaN 3.0 3.408152e+08 30.0 Healthcare 21 BMY 1 0.00 big-cap Long NaN 1.0 3.386603e+08 44.0 Healthcare 46 ADP 3 -0.45 big-cap Long NaN 3.0 2.860229e+08 70.0 Industrials 87 ROP 3 2.33 big-cap Long NaN 3.0 2.702365e+08 51.0 Industrials 99 SRE 1 0.00 big-cap Long NaN 1.0 2.541620e+08 67.0 Utilities 102 INFO 1 0.00 big-cap Long NaN 1.0 2.305103e+08 74.0 Industrials 106 ALXN 3 -0.19 big-cap Long NaN 3.0 2.285923e+08 42.0 Healthcare 86 EXC 5 2.94 big-cap Long NaN 5.0 2.183753e+08 57.0 Utilities 188 WAT 4 2.48 big-cap Long NaN 4.0 1.825844e+08 56.0 Healthcare 210 DPZ 4 1.24 big-cap Long NaN 4.0 1.825436e+08 49.0 Consumer Cyclical 43 ZTS 3 1.36 big-cap Long NaN 3.0 1.813683e+08 45.0 Healthcare 221 IFF 3 0.01 big-cap Long NaN 3.0 1.804156e+08 77.0 Basic Materials 128 MTD 1 0.00 big-cap Long NaN 1.0 1.581883e+08 49.0 Healthcare 168 EPAM 5 3.86 big-cap Long NaN 5.0 1.530637e+08 68.0 Technology 105 MSCI 1 0.00 big-cap Long NaN 1.0 1.431429e+08 52.0 Financial Services 63 MCO 1 0.00 big-cap Long NaN 1.0 1.424714e+08 70.0 Financial Services 31 GSK 4 2.37 big-cap Long NaN 4.0 1.227670e+08 42.0 Healthcare 184 AVTR 3 -0.39 big-cap Long NaN 3.0 1.083163e+08 51.0 Basic Materials 217 VICI 5 -0.96 big-cap Long NaN 5.0 9.947417e+07 77.0 Real Estate 223 CRL 3 0.16 big-cap Long NaN 3.0 8.886412e+07 77.0 Healthcare 208 NTAP 5 1.40 big-cap Long NaN 5.0 8.710298e+07 68.0 Technology 20 SAP 1 0.00 big-cap Long NaN 1.0 8.591843e+07 47.0 Technology 149 MPLX 3 3.09 big-cap Long NaN 3.0 7.726637e+07 77.0 Energy 226 TECH 3 3.09 big-cap Long NaN 3.0 7.630437e+07 77.0 Healthcare 190 PEAK 4 1.99 big-cap Long NaN 4.0 7.452381e+07 69.0 Real Estate 186 PKI 3 0.71 big-cap Long NaN 3.0 6.562125e+07 28.0 Healthcare 253 CBOE 4 0.57 big-cap Long NaN 4.0 4.394872e+07 77.0 Financial Services 211 PBA 2 0.94 big-cap Long NaN 2.0 3.933713e+07 72.0 Energy 137 XP 2 0.48 big-cap Long NaN 5.0 3.554125e+07 11.0 Financial Services 173 FTS 1 0.00 big-cap Long NaN 1.0 9.882215e+06 66.0 Utilities 66 RELX 1 0.00 big-cap Long NaN 1.0 6.941462e+06 50.0 Communication Services 233 JHX 2 -0.12 big-cap Long NaN 2.0 5.190230e+05 55.0 Basic Materials Mean Return: 0.8938709677419354 Mean Day/Week: 3.7096774193548385 Accuracy:0.6774193548387096 *******************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 34 MU 4 2.31 big-cap Short NaN -4.0 1.143446e+09 -31.0 Technology 54 VRTX 2 0.92 big-cap Short NaN -2.0 6.503891e+08 -2.0 Healthcare 150 DAL 1 0.00 big-cap Short NaN -1.0 5.123271e+08 -10.0 Industrials 110 PCAR 1 0.00 big-cap Short NaN -1.0 1.460603e+08 -6.0 Industrials 212 CPB 4 -0.21 big-cap Short NaN -4.0 1.146197e+08 -6.0 Consumer Defensive 238 KC 1 0.00 big-cap Short NaN -1.0 1.100933e+08 -62.0 Technology 237 PLTK 3 1.24 big-cap Short NaN -3.0 5.245607e+07 -8.0 Communication Services 197 ACGLP 1 0.00 big-cap Short NaN -1.0 1.814072e+06 -1.0 Financial Services 254 CEA 4 -0.22 big-cap Short NaN -4.0 1.305219e+05 -34.0 Industrials Mean Return: 0.808 Mean Day/Week: 4.2 Accuracy:0.4 *******************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 5 NVDA 14 14.41 big-cap Long NaN 14.0 5.528138e+09 48.0 Technology 3 FB 14 2.78 big-cap Long NaN 14.0 3.958582e+09 66.0 Communication Services 1 GOOG 6 2.45 big-cap Long NaN 6.0 2.843314e+09 77.0 Communication Services 53 MRNA 13 17.38 big-cap Long NaN 13.0 2.433917e+09 43.0 Healthcare 10 CRM 11 3.48 big-cap Long NaN 14.0 1.654885e+09 17.0 Technology 78 F 12 0.32 big-cap Long NaN 16.0 1.189490e+09 16.0 Consumer Cyclical 44 GM 6 -3.88 big-cap Long NaN 11.0 8.885375e+08 13.0 Consumer Cyclical 80 BIIB 6 2.75 big-cap Long NaN 6.0 8.076963e+08 30.0 Healthcare 17 ORCL 6 -1.54 big-cap Long NaN 6.0 7.299395e+08 77.0 Technology 45 LRCX 8 2.33 big-cap Long NaN 12.0 6.620412e+08 64.0 Technology 32 TGT 17 5.01 big-cap Long NaN 17.0 5.937587e+08 60.0 Consumer Defensive 126 MPC 27 6.87 big-cap Long NaN 29.0 5.176380e+08 77.0 Energy 9 KO 10 0.51 big-cap Long NaN 10.0 5.139498e+08 56.0 Consumer Defensive 29 RTX 22 6.42 big-cap Long NaN 36.0 5.093224e+08 77.0 Industrials 19 TMUS 13 3.99 big-cap Long NaN 69.0 5.035833e+08 51.0 Communication Services 57 COP 6 0.85 big-cap Long NaN 27.0 4.636922e+08 10.0 Energy 14 LLY 6 1.77 big-cap Long NaN 28.0 4.524716e+08 18.0 Healthcare 6 ASML 10 5.53 big-cap Long NaN 10.0 4.511353e+08 68.0 Technology 28 INTU 19 13.53 big-cap Long NaN 19.0 4.411705e+08 24.0 Technology 138 PXD 8 -4.75 big-cap Long NaN 8.0 4.153583e+08 10.0 Energy 143 NET 6 11.00 big-cap Long NaN 14.0 4.103417e+08 19.0 Technology 50 EQIX 22 14.71 big-cap Long NaN 59.0 3.635213e+08 42.0 Real Estate 113 SLB 10 3.74 big-cap Long NaN 29.0 3.407050e+08 30.0 Energy 30 AXP 10 0.06 big-cap Long NaN 10.0 3.327911e+08 77.0 Financial Services 41 BP 10 3.77 big-cap Long NaN 10.0 3.155385e+08 77.0 Energy 51 PBR 21 18.07 big-cap Long NaN 58.0 3.134536e+08 25.0 Energy 27 AMT 10 4.72 big-cap Long NaN 10.0 3.104571e+08 59.0 Real Estate 68 BX 15 4.74 big-cap Long NaN 15.0 3.060322e+08 77.0 Financial Services 117 EOG 9 -0.44 big-cap Long NaN 9.0 3.019556e+08 77.0 Energy 158 VLO 9 -2.90 big-cap Long NaN 29.0 2.407788e+08 35.0 Energy 67 EMR 10 0.30 big-cap Long NaN 10.0 2.347556e+08 77.0 Industrials 247 DVN 13 11.45 big-cap Long NaN 29.0 2.312429e+08 36.0 Energy 112 SBAC 11 7.14 big-cap Long NaN 11.0 2.308527e+08 59.0 Real Estate 142 DFS 10 -0.12 big-cap Long NaN 10.0 2.284023e+08 77.0 Financial Services 141 KR 6 -1.45 big-cap Long NaN 7.0 2.187675e+08 36.0 Consumer Defensive 65 ITUB 25 18.56 big-cap Long NaN 64.0 2.152836e+08 37.0 Financial Services 183 ET 10 8.43 big-cap Long NaN 33.0 2.149428e+08 77.0 Energy 146 CERN 25 4.35 big-cap Long NaN 60.0 2.110368e+08 32.0 Healthcare 48 CCI 10 3.61 big-cap Long NaN 10.0 1.993407e+08 65.0 Real Estate 114 SPG 12 3.95 big-cap Long NaN 12.0 1.963484e+08 77.0 Real Estate 120 PSX 8 2.51 big-cap Long NaN 29.0 1.852870e+08 12.0 Energy 39 PLD 10 5.20 big-cap Long NaN 10.0 1.795761e+08 65.0 Real Estate 62 EW 15 5.74 big-cap Long NaN 15.0 1.767600e+08 46.0 Healthcare 84 DLR 9 4.83 big-cap Long NaN 9.0 1.632504e+08 55.0 Real Estate 166 SYF 31 10.98 big-cap Long NaN 31.0 1.574822e+08 77.0 unknown 242 CNP 21 4.47 big-cap Long NaN 21.0 1.568178e+08 65.0 Utilities 139 WMB 12 6.06 big-cap Long NaN 31.0 1.566066e+08 77.0 Energy 89 PSA 7 2.04 big-cap Long NaN 7.0 1.556884e+08 77.0 Real Estate 140 SU 10 3.69 big-cap Long NaN 28.0 1.553569e+08 77.0 Energy 151 FTNT 7 4.32 big-cap Long NaN 7.0 1.519803e+08 77.0 Technology 213 MGM 7 -1.20 big-cap Long NaN 12.0 1.466181e+08 21.0 Consumer Cyclical 136 WELL 8 5.74 big-cap Long NaN 9.0 1.451257e+08 77.0 Real Estate 127 NTR 23 6.35 big-cap Long NaN 29.0 1.449307e+08 29.0 Basic Materials 97 APTV 8 1.01 big-cap Long NaN 12.0 1.429995e+08 12.0 Consumer Cyclical 107 CARR 11 0.65 big-cap Long NaN 11.0 1.396639e+08 66.0 Industrials 231 NLOK 23 13.43 big-cap Long NaN 23.0 1.393120e+08 26.0 Technology 241 BSY 9 6.67 big-cap Long NaN 17.0 1.382630e+08 52.0 Technology 155 ARE 9 6.18 big-cap Long NaN 9.0 1.355060e+08 51.0 Real Estate 152 ANET 22 14.05 big-cap Long NaN 55.0 1.330137e+08 48.0 Technology 144 WORK 11 1.93 big-cap Long NaN 16.0 1.326250e+08 19.0 Technology 73 EPD 9 4.14 big-cap Long NaN 9.0 1.305079e+08 74.0 Energy 195 HAL 8 -4.51 big-cap Long NaN 27.0 1.274367e+08 12.0 Energy 83 IDXX 14 6.55 big-cap Long NaN 14.0 1.242309e+08 22.0 Healthcare 157 AVB 21 7.98 big-cap Long NaN 21.0 1.225268e+08 77.0 Real Estate 92 BBD 13 11.09 big-cap Long NaN 30.0 1.210710e+08 28.0 Financial Services 218 BXP 19 10.00 big-cap Long NaN 19.0 1.207931e+08 77.0 Real Estate 160 NDAQ 7 3.22 big-cap Long NaN 7.0 1.182850e+08 77.0 Financial Services 192 LNG 32 14.45 big-cap Long NaN 32.0 1.167087e+08 77.0 Energy 196 ESS 9 2.35 big-cap Long NaN 9.0 1.107243e+08 77.0 Real Estate 95 APH 6 0.18 big-cap Long NaN 9.0 1.105494e+08 55.0 Technology 187 HES 30 14.86 big-cap Long NaN 30.0 1.069671e+08 77.0 Energy 11 NVS 9 5.21 big-cap Long NaN 26.0 1.068938e+08 27.0 Healthcare 156 EQR 12 5.42 big-cap Long NaN 12.0 1.039795e+08 77.0 Real Estate 174 AKAM 27 6.92 big-cap Long NaN 60.0 1.038092e+08 28.0 Technology 202 EXR 7 3.70 big-cap Long NaN 7.0 1.029951e+08 77.0 Real Estate 109 PAYX 16 3.68 big-cap Long NaN 16.0 1.000168e+08 68.0 Industrials 124 NOK 21 10.98 big-cap Long NaN 47.0 9.695671e+07 32.0 Technology 176 LOGI 7 -2.26 big-cap Long NaN 14.0 9.394445e+07 21.0 Technology 255 CPT 14 7.67 big-cap Long NaN 14.0 9.374332e+07 77.0 Real Estate 189 NVCR 10 8.27 big-cap Long NaN 10.0 9.316581e+07 44.0 Healthcare 23 BUD 40 15.17 big-cap Long NaN 65.0 9.200534e+07 46.0 Consumer Defensive 85 TEL 10 -0.27 big-cap Long NaN 10.0 9.155525e+07 22.0 Technology 228 LUMN 9 2.16 big-cap Long NaN 25.0 9.128447e+07 27.0 Communication Services 131 CNQ 13 10.74 big-cap Long NaN 27.0 9.063980e+07 77.0 Energy 234 CVE 10 12.48 big-cap Long NaN 10.0 8.522489e+07 12.0 Energy 250 TAP 9 -0.55 big-cap Long NaN 9.0 8.279300e+07 55.0 Consumer Defensive 118 MSI 25 5.53 big-cap Long NaN 25.0 8.232085e+07 77.0 Technology 93 BCE 51 9.44 big-cap Long NaN 73.0 7.919151e+07 70.0 Communication Services 88 TRP 9 1.88 big-cap Long NaN 9.0 7.784617e+07 72.0 Energy 180 ALB 12 0.33 big-cap Long NaN 12.0 7.780641e+07 26.0 Basic Materials 94 CM 33 14.25 big-cap Long NaN 33.0 7.193801e+07 77.0 Financial Services 246 UDR 10 2.82 big-cap Long NaN 10.0 6.838974e+07 77.0 Real Estate 18 NVO 7 4.24 big-cap Long NaN 44.0 6.837724e+07 40.0 Healthcare 148 YUMC 20 8.78 big-cap Long NaN 33.0 6.058848e+07 22.0 Consumer Cyclical 185 INVH 22 8.79 big-cap Long NaN 64.0 6.045498e+07 67.0 Real Estate 177 VTR 8 3.59 big-cap Long NaN 10.0 5.999463e+07 15.0 Real Estate 69 STLA 20 11.00 big-cap Long NaN 21.0 5.984020e+07 28.0 unknown 191 SUI 10 5.07 big-cap Long NaN 10.0 5.979952e+07 65.0 Real Estate 248 LW 9 -0.81 big-cap Long NaN 14.0 5.957328e+07 11.0 Consumer Defensive 55 EQNR 12 5.91 big-cap Long NaN 33.0 5.300710e+07 44.0 Energy 204 DRE 10 4.97 big-cap Long NaN 10.0 5.201866e+07 66.0 Real Estate 249 HWM 19 3.77 big-cap Long NaN 19.0 5.117504e+07 77.0 Industrials 239 WPC 10 0.91 big-cap Long NaN 10.0 4.537046e+07 56.0 Real Estate 203 HEI 10 0.38 big-cap Long NaN 10.0 4.320584e+07 47.0 Industrials 219 ZLAB 11 -4.31 big-cap Long NaN 16.0 4.179705e+07 22.0 Healthcare 199 MAA 9 3.50 big-cap Long NaN 9.0 3.703839e+07 77.0 Real Estate 13 TM 20 13.10 big-cap Long NaN 20.0 3.429567e+07 23.0 Consumer Cyclical 245 ELS 15 7.48 big-cap Long NaN 15.0 3.367699e+07 65.0 Real Estate 75 AMX 26 9.32 big-cap Long NaN 26.0 3.159087e+07 47.0 Communication Services 71 ABEV 27 21.05 big-cap Long NaN 27.0 3.072764e+07 43.0 Consumer Defensive 207 LDOS 9 2.87 big-cap Long NaN 9.0 3.071989e+07 32.0 Technology 244 BAH 15 2.11 big-cap Long NaN 15.0 3.009640e+07 34.0 Industrials 243 WTRG 15 2.45 big-cap Long NaN 15.0 2.886789e+07 45.0 Utilities 209 AGR 8 3.54 big-cap Long NaN 8.0 2.722762e+07 70.0 Utilities 163 CCEP 44 13.19 big-cap Long NaN 44.0 2.714264e+07 77.0 Consumer Defensive 60 UBS 8 -1.58 big-cap Long NaN 16.0 2.311622e+07 17.0 Financial Services 134 GMAB 20 14.64 big-cap Long NaN 50.0 2.254631e+07 28.0 Healthcare 72 HMC 9 0.98 big-cap Long NaN 11.0 2.218400e+07 70.0 Consumer Cyclical 215 IMO 32 21.34 big-cap Long NaN 32.0 2.148106e+07 77.0 Energy 227 TTM 7 1.66 big-cap Long NaN 24.0 2.101283e+07 15.0 Consumer Cyclical 145 FMX 9 2.22 big-cap Long NaN 9.0 1.863589e+07 64.0 Consumer Defensive 64 SAN 23 6.81 big-cap Long NaN 33.0 1.592020e+07 77.0 Financial Services 116 BBVA 26 8.51 big-cap Long NaN 33.0 1.441462e+07 35.0 Financial Services 235 NTCO 22 21.33 big-cap Long NaN 47.0 1.322247e+07 28.0 Consumer Defensive 108 WIT 19 10.30 big-cap Long NaN 40.0 1.085253e+07 42.0 Technology 25 PTR 11 10.56 big-cap Long NaN 28.0 1.030396e+07 33.0 Energy 194 SKM 10 0.23 big-cap Long NaN 10.0 8.190814e+06 55.0 Communication Services 130 BSBR 22 20.44 big-cap Long NaN 43.0 5.785432e+06 28.0 Financial Services 159 FMS 7 2.11 big-cap Long NaN 67.0 5.297849e+06 38.0 Healthcare 220 VIV 8 2.85 big-cap Long NaN 37.0 4.872064e+06 17.0 Communication Services 100 E 8 2.16 big-cap Long NaN 8.0 3.772429e+06 77.0 Energy 200 ACGLO 7 -0.37 big-cap Long NaN 9.0 4.406098e+05 22.0 Financial Services 74 AMOV 25 9.44 big-cap Long NaN 26.0 3.125010e+04 39.0 Communication Services 91 BBDO 17 10.70 big-cap Long NaN 28.0 2.055765e+04 33.0 Financial Services Mean Return: 5.728805970149254 Mean Day/Week: 14.305970149253731 Accuracy:0.8805970149253731 *******************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 58 GPN 8 -0.51 big-cap Short NaN -29.0 5.372414e+08 -28.0 Industrials 47 FISV 8 -3.48 big-cap Short NaN -34.0 5.238521e+08 -25.0 Technology 8 ABT 10 4.40 big-cap Short NaN -33.0 5.110717e+08 -33.0 Healthcare 205 ON 7 0.32 big-cap Short NaN -7.0 3.228603e+08 -10.0 Technology 70 TAL 27 -54.55 big-cap Short NaN -27.0 2.607234e+08 -67.0 Consumer Defensive 96 LVS 8 -4.65 big-cap Short NaN -8.0 2.555719e+08 -29.0 Consumer Cyclical 135 CLX 14 -2.48 big-cap Short NaN -33.0 2.371333e+08 -24.0 Consumer Defensive 153 DLTR 12 0.24 big-cap Short NaN -34.0 2.362942e+08 -12.0 Consumer Defensive 165 FLT 6 -0.90 big-cap Short NaN -27.0 1.465505e+08 -24.0 Technology 169 VIPS 9 -7.74 big-cap Short NaN -56.0 1.303270e+08 -52.0 Consumer Cyclical 122 BLL 6 -0.28 big-cap Short NaN -23.0 1.293248e+08 -14.0 Consumer Cyclical 232 SMG 8 -3.92 big-cap Short NaN -42.0 1.186792e+08 -18.0 Basic Materials 214 ABCL 6 -6.08 big-cap Short NaN -8.0 8.747624e+07 -13.0 Healthcare 129 IBKR 6 -3.53 big-cap Short NaN -61.0 4.660408e+07 -33.0 Financial Services 216 ATHM 18 -17.43 big-cap Short NaN -18.0 3.127614e+07 -69.0 Communication Services 252 DNB 6 -0.09 big-cap Short NaN -26.0 2.411201e+07 -28.0 Technology 229 ERIE 31 -10.94 big-cap Short NaN -31.0 1.285845e+07 -71.0 Financial Services 240 ENIA 31 -2.06 big-cap Short NaN -42.0 7.015140e+06 -38.0 Utilities 201 SUZ 19 -8.96 big-cap Short NaN -22.0 3.098330e+06 -37.0 Basic Materials 230 ZNH 6 0.02 big-cap Short NaN -6.0 2.585950e+05 -31.0 Industrials Mean Return: -6.131 Mean Day/Week: 12.3 Accuracy:0.8 ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 2 Communication Services 1 Consumer Cyclical 9 Consumer Defensive 3 Energy 9 Financial Services 4 Healthcare 10 Industrials 5 Real Estate 26 Technology 12 Utilities 5 unknown 2 **************************************** small_industry_downtrending_count tickers industry Communication Services 2 Consumer Cyclical 6 Consumer Defensive 1 Financial Services 4 Healthcare 4 Industrials 8 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 295 WOOF 1 0.00 small-cap Long NaN 1.0 1.166063e+09 5.0 Consumer Cyclical 342 PAC 3 -0.34 small-cap Long NaN 4.0 6.490560e+06 5.0 Industrials 369 ASR 2 -1.48 small-cap Long NaN 2.0 5.211486e+06 4.0 Industrials Mean Return: -0.91 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 295 WOOF 1 0.00 small-cap Long NaN 1.0 1.166063e+09 5.0 Consumer Cyclical 342 PAC 3 -0.34 small-cap Long NaN 4.0 6.490560e+06 5.0 Industrials 369 ASR 2 -1.48 small-cap Long NaN 2.0 5.211486e+06 4.0 Industrials Mean Return: -0.91 Mean Day/Week: 3.0 Accuracy:0.0 *******************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 312 CASY 2 -1.36 small-cap Short NaN -31.0 3.402887e+07 -4.0 Consumer Defensive Mean Return: -1.36 Mean Day/Week: 2.0 Accuracy:1.0 *******************Part 2.5 Small Cap Long Entry MACD********************* small_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 295 WOOF 1 0.00 small-cap Long NaN 1.0 1.166063e+09 5.0 Consumer Cyclical 298 CLF 4 -4.08 small-cap Long NaN 4.0 9.107240e+08 53.0 Basic Materials 276 JAZZ 4 2.51 small-cap Long NaN 4.0 1.425412e+08 28.0 Healthcare 344 YETI 5 0.99 small-cap Long NaN 5.0 9.541839e+07 51.0 Consumer Cyclical 364 VRM 2 2.15 small-cap Long NaN 2.0 7.746795e+07 21.0 Consumer Cyclical 270 COLD 3 -0.51 small-cap Long NaN 5.0 4.951562e+07 64.0 Real Estate 337 CACI 2 -1.02 small-cap Long NaN 2.0 4.206059e+07 51.0 Technology 332 OGE 3 1.07 small-cap Long NaN 3.0 4.199699e+07 56.0 Utilities 278 PNW 3 -0.04 small-cap Long NaN 3.0 4.183756e+07 64.0 Utilities 274 BRKR 3 0.56 small-cap Long NaN 4.0 4.128764e+07 77.0 Healthcare 359 STWD 5 -0.26 small-cap Long NaN 5.0 3.249144e+07 77.0 Real Estate 345 BJ 1 0.00 small-cap Long NaN 5.0 2.887806e+07 36.0 Consumer Defensive 256 AMH 3 -0.03 small-cap Long NaN 3.0 2.768605e+07 68.0 Real Estate 335 WES 3 -0.08 small-cap Long NaN 3.0 2.547564e+07 77.0 Energy 342 PAC 3 -0.34 small-cap Long NaN 4.0 6.490560e+06 5.0 Industrials 369 ASR 2 -1.48 small-cap Long NaN 2.0 5.211486e+06 4.0 Industrials 339 FSV 5 1.73 small-cap Long NaN 5.0 2.617736e+06 77.0 Real Estate 275 AGNCM 1 0.00 small-cap Long NaN 4.0 3.014785e+05 19.0 Real Estate Mean Return: 0.07800000000000003 Mean Day/Week: 3.533333333333333 Accuracy:0.4 *******************Part 2.6 Small Cap Short Entry MACD********************* small_short_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 327 PB 1 0.00 small-cap Short NaN -1.0 3.122888e+07 -31.0 Financial Services 315 ONEM 4 0.74 small-cap Short NaN -4.0 3.049482e+07 -71.0 Healthcare 290 NFE 2 2.31 small-cap Short NaN -2.0 2.272226e+07 -136.0 Utilities 363 BOKF 2 -1.29 small-cap Short NaN -4.0 1.378146e+07 -20.0 Financial Services Mean Return: 0.5866666666666666 Mean Day/Week: 3.0 Accuracy:0.3333333333333333 *******************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 328 NTNX 12 16.59 small-cap Long NaN 47.0 2.661673e+08 17.0 Technology 346 MRO 10 -2.47 small-cap Long NaN 12.0 2.508627e+08 16.0 Energy 333 DKS 12 0.05 small-cap Long NaN 12.0 1.817045e+08 77.0 Consumer Cyclical 272 NKLA 8 2.50 small-cap Long NaN 34.0 1.339917e+08 12.0 Consumer Cyclical 348 APA 9 -4.76 small-cap Long NaN 10.0 1.296052e+08 13.0 Energy 268 CONE 17 7.84 small-cap Long NaN 17.0 1.282838e+08 45.0 Real Estate 269 FANG 9 0.08 small-cap Long NaN 9.0 1.279301e+08 12.0 Energy 322 DXC 36 26.00 small-cap Long NaN 54.0 1.279042e+08 56.0 Technology 349 ASAN 7 17.36 small-cap Long NaN 17.0 1.116154e+08 18.0 Technology 291 VER 15 4.11 small-cap Long NaN 51.0 1.100185e+08 77.0 Real Estate 316 REXR 7 5.16 small-cap Long NaN 7.0 9.753623e+07 65.0 Real Estate 368 BHVN 7 11.29 small-cap Long NaN 19.0 9.404378e+07 17.0 Healthcare 257 IVZ 7 -1.67 small-cap Long NaN 7.0 9.250798e+07 77.0 Financial Services 323 TRGP 13 22.67 small-cap Long NaN 35.0 9.199554e+07 77.0 Energy 317 SEE 12 3.81 small-cap Long NaN 69.0 8.637388e+07 59.0 Consumer Cyclical 305 KIM 8 -1.22 small-cap Long NaN 8.0 7.900061e+07 77.0 Real Estate 336 PAA 25 22.37 small-cap Long NaN 33.0 7.832875e+07 36.0 Energy 325 JBL 11 1.77 small-cap Long NaN 11.0 7.065815e+07 70.0 Technology 279 CIEN 8 -0.24 small-cap Long NaN 11.0 6.964846e+07 17.0 Technology 259 IRM 26 10.95 small-cap Long NaN 26.0 6.702430e+07 77.0 Real Estate 285 JNPR 7 2.57 small-cap Long NaN 7.0 5.819373e+07 35.0 Technology 343 PRGO 24 8.17 small-cap Long NaN 42.0 5.801538e+07 27.0 Healthcare 341 COR 6 1.97 small-cap Long NaN 11.0 5.753659e+07 26.0 Real Estate 260 MGP 11 2.63 small-cap Long NaN 11.0 5.593442e+07 77.0 Real Estate 318 VRT 21 10.61 small-cap Long NaN 21.0 5.581294e+07 51.0 Industrials 329 AIRC 15 8.20 small-cap Long NaN 15.0 5.357433e+07 27.0 Real Estate 319 FRT 9 3.66 small-cap Long NaN 9.0 5.251046e+07 77.0 Real Estate 266 MRVI 8 11.51 small-cap Long NaN 8.0 5.004004e+07 77.0 Healthcare 287 REG 8 0.10 small-cap Long NaN 8.0 4.882989e+07 77.0 Real Estate 324 OMF 10 -0.79 small-cap Long NaN 11.0 4.822369e+07 56.0 Financial Services 300 MANH 13 7.88 small-cap Long NaN 13.0 4.813435e+07 34.0 Technology 357 FR 10 4.88 small-cap Long NaN 10.0 4.583962e+07 77.0 Real Estate 302 CLR 24 16.02 small-cap Long NaN 28.0 4.537162e+07 35.0 Energy 361 THC 13 4.23 small-cap Long NaN 35.0 4.382559e+07 77.0 Healthcare 281 STOR 7 0.72 small-cap Long NaN 9.0 4.339982e+07 21.0 Real Estate 320 KRC 7 2.46 small-cap Long NaN 14.0 4.115835e+07 77.0 Real Estate 362 QRTEA 6 1.02 small-cap Long NaN 26.0 4.110389e+07 26.0 Consumer Cyclical 366 BRX 9 0.34 small-cap Long NaN 9.0 3.751826e+07 77.0 Real Estate 299 VNO 9 1.21 small-cap Long NaN 10.0 3.495682e+07 13.0 Real Estate 331 LSI 13 9.13 small-cap Long NaN 13.0 3.485279e+07 77.0 Real Estate 258 MMP 17 8.61 small-cap Long NaN 48.0 3.385455e+07 50.0 Energy 308 CUBE 10 4.85 small-cap Long NaN 10.0 3.090689e+07 77.0 Real Estate 280 DNLI 9 16.94 small-cap Long NaN 20.0 3.031381e+07 15.0 Healthcare 350 EGP 10 5.68 small-cap Long NaN 10.0 2.891662e+07 67.0 Real Estate 296 UGI 8 0.80 small-cap Long NaN 8.0 2.810306e+07 77.0 Utilities 355 SAIC 7 0.01 small-cap Long NaN 40.0 2.407162e+07 16.0 Technology 301 ADT 18 18.87 small-cap Long NaN 18.0 2.375298e+07 45.0 Industrials 293 MBT 19 3.17 small-cap Long NaN 41.0 2.350351e+07 27.0 Communication Services 261 GLPI 9 2.23 small-cap Long NaN 9.0 2.305181e+07 52.0 Real Estate 347 ACC 14 4.65 small-cap Long NaN 56.0 1.643307e+07 42.0 Real Estate 286 MCFE 7 4.14 small-cap Long NaN 12.0 1.639725e+07 77.0 Technology 353 PSXP 27 16.99 small-cap Long NaN 78.0 1.622727e+07 72.0 Energy 354 MPLN 19 13.68 small-cap Long NaN 47.0 1.370048e+07 22.0 Healthcare 351 CHH 22 6.53 small-cap Long NaN 26.0 1.319615e+07 57.0 Consumer Cyclical 267 KOF 11 4.75 small-cap Long NaN 25.0 8.406341e+06 49.0 Consumer Defensive 271 EBR 22 17.80 small-cap Long NaN 78.0 7.477487e+06 52.0 Utilities 306 BSMX 6 5.70 small-cap Long NaN 6.0 7.040143e+06 55.0 Financial Services 358 HNP 9 10.25 small-cap Long NaN 9.0 1.888531e+06 40.0 Utilities 309 ICL 15 4.48 small-cap Long NaN 15.0 1.044023e+06 77.0 Basic Materials 264 WTRU 6 2.08 small-cap Long NaN 16.0 3.271476e+05 27.0 unknown 313 PBCTP 7 0.36 small-cap Long NaN 18.0 2.797148e+05 21.0 Financial Services 314 JSM 11 1.14 small-cap Long NaN 14.0 2.498720e+05 30.0 unknown Mean Return: 6.329354838709678 Mean Day/Week: 12.451612903225806 Accuracy:0.9032258064516129 *******************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 321 THO 11 -12.32 small-cap Short NaN -25.0 1.534843e+08 -20.0 Consumer Cyclical 273 LAD 8 -2.18 small-cap Short NaN -58.0 1.164784e+08 -28.0 Consumer Cyclical 283 NYT 8 -3.41 small-cap Short NaN -71.0 1.077274e+08 -67.0 Communication Services 352 PSTH 6 -1.87 small-cap Short NaN -6.0 8.389733e+07 -64.0 Financial Services 294 YY 33 -26.35 small-cap Short NaN -71.0 4.871665e+07 -55.0 Communication Services 360 LSTR 6 -0.89 small-cap Short NaN -23.0 4.614337e+07 -9.0 Industrials 356 BPMC 10 -3.11 small-cap Short NaN -10.0 4.538138e+07 -31.0 Healthcare 265 UHAL 12 -4.61 small-cap Short NaN -57.0 4.400789e+07 -18.0 Industrials 311 BLD 8 -2.47 small-cap Short NaN -26.0 4.381004e+07 -16.0 Industrials 282 GNTX 6 -2.68 small-cap Short NaN -59.0 4.002653e+07 -25.0 Consumer Cyclical 292 RNR 18 -6.02 small-cap Short NaN -30.0 3.662352e+07 -25.0 Financial Services 310 RCM 13 -4.90 small-cap Short NaN -28.0 2.356683e+07 -30.0 Healthcare 303 ALLK 8 0.10 small-cap Short NaN -8.0 2.336622e+07 -136.0 Healthcare 365 RBC 6 -2.00 small-cap Short NaN -54.0 1.914460e+07 -20.0 Industrials 367 TNET 11 -3.20 small-cap Short NaN -33.0 1.308045e+07 -25.0 Industrials 330 ESLT 10 1.45 small-cap Short NaN -37.0 8.316146e+06 -15.0 Industrials Mean Return: -4.6537500000000005 Mean Day/Week: 10.875 Accuracy:0.875 ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 17 Communication Services 8 Consumer Cyclical 23 Consumer Defensive 15 Energy 40 Financial Services 58 Healthcare 44 Industrials 28 Real Estate 62 Technology 30 Utilities 5 unknown 2 **************************************** penny_industry_downtrending_count tickers industry Basic Materials 4 Communication Services 6 Consumer Cyclical 22 Consumer Defensive 4 Energy 1 Financial Services 30 Healthcare 15 Industrials 22 Real Estate 3 Technology 8 Utilities 1 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 584 SIG 2 1.10 penny-cap Long NaN 2.0 1.068965e+08 5.0 Consumer Cyclical 530 KRTX 2 -4.80 penny-cap Long NaN 4.0 2.096112e+07 5.0 Healthcare 551 YELP 2 -0.37 penny-cap Long NaN 5.0 1.172392e+07 2.0 Communication Services Mean Return: -1.3566666666666667 Mean Day/Week: 2.0 Accuracy:0.3333333333333333 *******************Part 3.2 Penny Cap Short Entry SPAN MACD********************* penny_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 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 584 SIG 2 1.10 penny-cap Long NaN 2.0 1.068965e+08 5.0 Consumer Cyclical 396 WWE 3 -2.17 penny-cap Long NaN 14.0 5.355402e+07 5.0 Communication Services 530 KRTX 2 -4.80 penny-cap Long NaN 4.0 2.096112e+07 5.0 Healthcare 670 EBIX 2 -3.02 penny-cap Long NaN 10.0 2.047335e+07 5.0 Technology 551 YELP 2 -0.37 penny-cap Long NaN 5.0 1.172392e+07 2.0 Communication Services 501 TR 3 0.10 penny-cap Long NaN 9.0 8.866121e+06 4.0 Consumer Defensive 569 MODV 4 0.65 penny-cap Long NaN 32.0 7.011113e+06 5.0 Healthcare 784 EVOP 2 0.37 penny-cap Long NaN 11.0 4.209834e+06 3.0 Technology Mean Return: -1.0175 Mean Day/Week: 2.5 Accuracy:0.5 *******************Part 3.4 Penny Cap Short Entry SPAN********************* penny_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 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 426 X 3 -3.39 penny-cap Long NaN 3.0 6.943512e+08 56.0 Basic Materials 372 CROX 1 0.00 penny-cap Long NaN 1.0 2.806868e+08 77.0 Consumer Cyclical 584 SIG 2 1.10 penny-cap Long NaN 2.0 1.068965e+08 5.0 Consumer Cyclical 465 HRB 5 -0.89 penny-cap Long NaN 5.0 5.145470e+07 77.0 Consumer Cyclical 389 JCOM 2 -0.05 penny-cap Long NaN 2.0 4.489457e+07 77.0 Technology 661 HSKA 4 7.66 penny-cap Long NaN 4.0 3.429595e+07 21.0 Healthcare 440 DOC 3 -0.05 penny-cap Long NaN 5.0 3.055685e+07 6.0 Real Estate 518 SHOO 5 -1.02 penny-cap Long NaN 5.0 2.292565e+07 70.0 Consumer Cyclical 618 CVA 4 -2.20 penny-cap Long NaN 4.0 2.146699e+07 31.0 Industrials 464 PZZA 1 0.00 penny-cap Long NaN 5.0 2.126689e+07 27.0 Consumer Cyclical 530 KRTX 2 -4.80 penny-cap Long NaN 4.0 2.096112e+07 5.0 Healthcare 535 OUT 4 -1.59 penny-cap Long NaN 4.0 2.036005e+07 77.0 Real Estate 590 SITC 3 0.56 penny-cap Long NaN 3.0 1.934179e+07 71.0 Real Estate 684 SUPN 1 0.00 penny-cap Long NaN 1.0 1.773728e+07 44.0 Healthcare 698 CEQP 2 -1.12 penny-cap Long NaN 2.0 1.702125e+07 77.0 Energy 691 CXP 5 -1.10 penny-cap Long NaN 5.0 1.428774e+07 74.0 Real Estate 713 NYMT 4 -2.51 penny-cap Long NaN 5.0 1.353571e+07 7.0 Real Estate 788 OXM 3 -2.58 penny-cap Long NaN 3.0 1.243834e+07 77.0 Consumer Cyclical 551 YELP 2 -0.37 penny-cap Long NaN 5.0 1.172392e+07 2.0 Communication Services 652 PDI 5 -0.82 penny-cap Long NaN 5.0 1.132902e+07 11.0 Financial Services 750 GBX 2 -1.13 penny-cap Long NaN 2.0 1.107886e+07 10.0 Industrials 430 INOV 4 1.73 penny-cap Long NaN 4.0 1.013984e+07 77.0 Healthcare 529 NNI 2 -1.09 penny-cap Long NaN 2.0 9.882970e+06 11.0 Financial Services 568 HCSG 4 1.91 penny-cap Long NaN 4.0 9.198189e+06 26.0 Healthcare 651 RVNC 4 0.97 penny-cap Long NaN 4.0 9.073830e+06 38.0 Healthcare 726 ETV 3 0.37 penny-cap Long NaN 3.0 8.364751e+06 54.0 Financial Services 749 AKR 5 -0.97 penny-cap Long NaN 5.0 7.951211e+06 77.0 Real Estate 579 VNOM 5 -4.35 penny-cap Long NaN 5.0 6.826510e+06 44.0 Energy 707 HEP 2 -1.01 penny-cap Long NaN 2.0 5.950101e+06 77.0 Energy 806 ETW 4 -0.79 penny-cap Long NaN 4.0 4.941836e+06 68.0 Financial Services 672 OTTR 5 0.68 penny-cap Long NaN 5.0 3.510865e+06 69.0 Utilities 738 USAC 1 0.00 penny-cap Long NaN 1.0 2.794059e+06 22.0 Energy 630 ADX 5 0.67 penny-cap Long NaN 5.0 1.929027e+06 70.0 Financial Services 681 TY 3 -0.29 penny-cap Long NaN 3.0 7.827725e+05 77.0 Financial Services 754 NYMTO 1 0.00 penny-cap Long NaN 1.0 4.579163e+05 77.0 Real Estate 748 NYMTP 1 0.00 penny-cap Long NaN 4.0 4.233019e+05 6.0 Real Estate Mean Return: -0.549 Mean Day/Week: 3.7333333333333334 Accuracy:0.3 *******************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 391 HFC 1 0.00 penny-cap Short NaN -1.0 1.167898e+08 -29.0 Energy 586 SI 1 0.00 penny-cap Short NaN -1.0 1.085483e+08 -40.0 Financial Services 496 SIX 3 1.58 penny-cap Short NaN -3.0 5.694253e+07 -29.0 Consumer Cyclical 375 NYCB 4 -2.78 penny-cap Short NaN -4.0 4.714898e+07 -29.0 Financial Services 506 BXS 2 -2.34 penny-cap Short NaN -2.0 3.848890e+07 -39.0 Financial Services 628 AVYA 1 0.00 penny-cap Short NaN -1.0 3.099468e+07 -29.0 Technology 483 TCBI 1 0.00 penny-cap Short NaN -1.0 2.889753e+07 -49.0 Financial Services 580 TPIC 3 2.45 penny-cap Short NaN -3.0 2.815803e+07 -11.0 Industrials 390 AL 3 0.25 penny-cap Short NaN -3.0 2.241453e+07 -26.0 Industrials 469 TRTN 4 -0.50 penny-cap Short NaN -4.0 1.876192e+07 -32.0 Industrials 682 BALY 3 -0.51 penny-cap Short NaN -3.0 1.365208e+07 -40.0 Consumer Cyclical 641 ADUS 4 -1.42 penny-cap Short NaN -4.0 1.138447e+07 -32.0 Healthcare 487 BIPC 3 2.26 penny-cap Short NaN -3.0 1.014064e+07 -8.0 Utilities 531 CVBF 1 0.00 penny-cap Short NaN -1.0 8.796100e+06 -39.0 Financial Services 677 HMN 4 0.50 penny-cap Short NaN -4.0 5.934203e+06 -37.0 Financial Services 690 HY 4 -3.42 penny-cap Short NaN -4.0 5.761571e+06 -47.0 Industrials 624 PRK 3 -0.97 penny-cap Short NaN -4.0 3.789317e+06 -31.0 Financial Services 721 BATRA 1 0.00 penny-cap Short NaN -1.0 1.328166e+06 -39.0 Communication Services 450 IFS 3 -0.04 penny-cap Short NaN -3.0 6.798859e+05 -6.0 Financial Services Mean Return: -0.37999999999999995 Mean Day/Week: 3.769230769230769 Accuracy:0.6153846153846154 *******************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 526 QFIN 7 14.98 penny-cap Long NaN 15.0 2.567618e+08 15.0 unknown 409 QTS 6 -0.13 penny-cap Long NaN 8.0 1.684925e+08 45.0 Real Estate 539 BNL 32 24.15 penny-cap Long NaN 53.0 1.243602e+08 42.0 Real Estate 384 EQT 6 2.64 penny-cap Long NaN 32.0 1.045918e+08 35.0 Energy 423 WCC 10 0.59 penny-cap Long NaN 34.0 9.817659e+07 77.0 Industrials 461 OSTK 8 -1.54 penny-cap Long NaN 19.0 9.102598e+07 19.0 Consumer Cyclical 388 STAG 6 4.93 penny-cap Long NaN 6.0 8.948043e+07 77.0 Real Estate 556 RRC 23 27.25 penny-cap Long NaN 30.0 8.027262e+07 30.0 Energy 422 ADC 9 -0.16 penny-cap Long NaN 9.0 7.778396e+07 66.0 Real Estate 751 ERJ 14 26.30 penny-cap Long NaN 14.0 7.599839e+07 77.0 Industrials 625 AR 26 25.49 penny-cap Long NaN 26.0 7.369134e+07 77.0 Energy 820 SM 12 8.48 penny-cap Long NaN 12.0 7.340290e+07 77.0 Energy 611 ASO 11 13.46 penny-cap Long NaN 11.0 7.336889e+07 77.0 Consumer Cyclical 704 DEN 17 20.48 penny-cap Long NaN 17.0 7.280230e+07 77.0 Energy 374 DEI 16 6.34 penny-cap Long NaN 17.0 7.208774e+07 77.0 Real Estate 421 SWAV 18 16.01 penny-cap Long NaN 18.0 7.168195e+07 53.0 Healthcare 373 FTI 9 -0.25 penny-cap Long NaN 30.0 6.955195e+07 12.0 Energy 408 SWCH 21 14.93 penny-cap Long NaN 52.0 6.532947e+07 43.0 Technology 458 ALKS 13 10.42 penny-cap Long NaN 42.0 6.396231e+07 36.0 Healthcare 597 MAC 15 16.17 penny-cap Long NaN 37.0 6.152841e+07 27.0 Real Estate 813 TELL 12 16.17 penny-cap Long NaN 32.0 6.112228e+07 16.0 Energy 542 SFM 7 4.28 penny-cap Long NaN 7.0 5.582114e+07 77.0 Consumer Defensive 486 COMM 26 16.73 penny-cap Long NaN 26.0 5.581182e+07 77.0 Technology 416 PGNY 17 13.37 penny-cap Long NaN 17.0 5.493650e+07 46.0 Healthcare 553 MIC 6 -0.25 penny-cap Long NaN 6.0 5.457684e+07 48.0 Industrials 432 CDNA 6 3.58 penny-cap Long NaN 15.0 5.333473e+07 17.0 Healthcare 631 CRC 19 14.63 penny-cap Long NaN 26.0 5.143739e+07 20.0 Energy 393 SRC 10 3.92 penny-cap Long NaN 10.0 5.073814e+07 77.0 Real Estate 627 DDS 21 29.46 penny-cap Long NaN 21.0 4.725368e+07 36.0 Consumer Cyclical 533 HP 6 1.90 penny-cap Long NaN 27.0 4.613705e+07 10.0 Energy 371 STAA 13 8.04 penny-cap Long NaN 13.0 4.506569e+07 52.0 Healthcare 410 OVV 9 3.11 penny-cap Long NaN 11.0 4.501402e+07 13.0 Energy 406 ESI 16 7.14 penny-cap Long NaN 36.0 4.437130e+07 77.0 Basic Materials 598 BCRX 20 13.38 penny-cap Long NaN 27.0 4.410752e+07 27.0 Healthcare 636 MUR 23 18.10 penny-cap Long NaN 28.0 4.402753e+07 35.0 Energy 678 PAGP 26 28.18 penny-cap Long NaN 33.0 4.369394e+07 36.0 Energy 402 CC 30 17.41 penny-cap Long NaN 55.0 4.361409e+07 55.0 Basic Materials 683 CPG 9 -3.32 penny-cap Long NaN 9.0 4.358249e+07 10.0 Energy 620 WBT 10 -2.61 penny-cap Long NaN 10.0 4.293813e+07 77.0 Industrials 451 HPP 7 3.23 penny-cap Long NaN 14.0 4.073014e+07 77.0 Real Estate 470 AQUA 16 9.13 penny-cap Long NaN 16.0 3.989860e+07 46.0 Industrials 497 ETRN 10 5.08 penny-cap Long NaN 27.0 3.893255e+07 67.0 Energy 438 SGMS 34 30.27 penny-cap Long NaN 42.0 3.853063e+07 38.0 Consumer Cyclical 454 APLS 13 23.61 penny-cap Long NaN 42.0 3.728434e+07 20.0 Healthcare 543 AZUL 15 22.79 penny-cap Long NaN 37.0 3.660956e+07 26.0 Industrials 439 RETA 6 0.40 penny-cap Long NaN 18.0 3.617626e+07 15.0 Healthcare 399 VVV 42 23.66 penny-cap Long NaN 42.0 3.615727e+07 77.0 Energy 549 RVLV 9 -3.02 penny-cap Long NaN 12.0 3.610754e+07 22.0 Consumer Cyclical 437 AM 25 10.18 penny-cap Long NaN 29.0 3.604104e+07 38.0 Energy 571 PDCE 13 14.51 penny-cap Long NaN 26.0 3.565920e+07 77.0 Energy 387 HLI 9 5.85 penny-cap Long NaN 23.0 3.375844e+07 23.0 Financial Services 702 CLB 10 10.08 penny-cap Long NaN 32.0 3.240496e+07 19.0 Energy 632 MTDR 29 21.64 penny-cap Long NaN 29.0 3.237549e+07 77.0 Energy 456 AMN 10 2.81 penny-cap Long NaN 38.0 3.138758e+07 38.0 Healthcare 599 SGRY 35 24.91 penny-cap Long NaN 35.0 3.127252e+07 77.0 Healthcare 370 DAVA 19 19.71 penny-cap Long NaN 35.0 3.096736e+07 38.0 Technology 462 SPT 8 16.03 penny-cap Long NaN 14.0 2.913036e+07 16.0 Technology 660 DRNA 7 20.98 penny-cap Long NaN 15.0 2.896982e+07 21.0 Healthcare 394 SLG 17 10.49 penny-cap Long NaN 17.0 2.888688e+07 77.0 Real Estate 550 COKE 21 23.01 penny-cap Long NaN 21.0 2.780359e+07 70.0 Consumer Defensive 667 TTCF 9 -3.84 penny-cap Long NaN 21.0 2.714761e+07 17.0 Consumer Defensive 405 NAV 10 0.27 penny-cap Long NaN 47.0 2.701136e+07 51.0 Industrials 633 PRFT 45 19.37 penny-cap Long NaN 45.0 2.693181e+07 77.0 Technology 582 MGY 10 10.04 penny-cap Long NaN 12.0 2.662114e+07 13.0 Energy 510 APLE 10 -0.51 penny-cap Long NaN 10.0 2.661256e+07 77.0 Real Estate 572 SJI 7 0.27 penny-cap Long NaN 41.0 2.661182e+07 22.0 Utilities 545 NSA 9 5.83 penny-cap Long NaN 9.0 2.651036e+07 77.0 Real Estate 561 CIM 20 12.44 penny-cap Long NaN 20.0 2.635557e+07 77.0 Real Estate 594 NAVI 13 7.72 penny-cap Long NaN 13.0 2.631477e+07 77.0 Financial Services 775 CYH 12 7.79 penny-cap Long NaN 28.0 2.613971e+07 31.0 Healthcare 448 SEM 13 3.81 penny-cap Long NaN 13.0 2.549495e+07 75.0 Healthcare 383 ACHC 6 2.02 penny-cap Long NaN 6.0 2.499414e+07 77.0 Healthcare 411 DCP 10 15.15 penny-cap Long NaN 33.0 2.448513e+07 29.0 Energy 635 CSTM 29 18.19 penny-cap Long NaN 35.0 2.434027e+07 70.0 Basic Materials 509 ARNC 12 3.65 penny-cap Long NaN 49.0 2.430266e+07 43.0 Industrials 593 MLHR 25 7.12 penny-cap Long NaN 25.0 2.406722e+07 77.0 Consumer Cyclical 546 SUM 27 11.28 penny-cap Long NaN 27.0 2.405465e+07 77.0 Basic Materials 711 GNL 11 2.25 penny-cap Long NaN 11.0 2.368205e+07 22.0 Real Estate 732 KRG 9 4.59 penny-cap Long NaN 9.0 2.351613e+07 77.0 Real Estate 642 VSTO 23 19.21 penny-cap Long NaN 29.0 2.302169e+07 30.0 Consumer Cyclical 512 MIME 24 12.57 penny-cap Long NaN 44.0 2.294502e+07 26.0 Technology 400 TV 6 -3.42 penny-cap Long NaN 6.0 2.239811e+07 66.0 Communication Services 442 NFG 6 0.74 penny-cap Long NaN 6.0 2.187954e+07 77.0 Energy 761 PTEN 9 4.13 penny-cap Long NaN 28.0 2.187463e+07 13.0 Energy 615 DOMO 8 10.62 penny-cap Long NaN 15.0 2.156619e+07 17.0 Technology 622 OR 30 16.72 penny-cap Long NaN 65.0 2.153996e+07 48.0 Basic Materials 645 ABR 13 8.18 penny-cap Long NaN 13.0 2.145272e+07 77.0 Real Estate 427 TRNO 6 3.36 penny-cap Long NaN 6.0 2.123438e+07 51.0 Real Estate 734 SKT 9 -2.46 penny-cap Long NaN 10.0 2.107153e+07 11.0 Real Estate 741 SAND 24 13.61 penny-cap Long NaN 68.0 2.097530e+07 51.0 Basic Materials 491 CVLT 6 3.28 penny-cap Long NaN 15.0 2.075539e+07 77.0 Technology 474 VG 8 5.33 penny-cap Long NaN 18.0 2.040864e+07 22.0 Communication Services 507 EPR 8 1.70 penny-cap Long NaN 10.0 2.036496e+07 17.0 Real Estate 532 EXLS 28 10.17 penny-cap Long NaN 28.0 1.999861e+07 72.0 Technology 525 RRR 33 14.37 penny-cap Long NaN 33.0 1.993557e+07 77.0 Consumer Cyclical 596 ENLC 11 28.51 penny-cap Long NaN 35.0 1.964720e+07 21.0 Energy 482 BRFS 14 17.68 penny-cap Long NaN 17.0 1.932785e+07 17.0 Consumer Defensive 709 CNR 20 17.52 penny-cap Long NaN 20.0 1.888897e+07 77.0 Industrials 629 BDN 15 5.55 penny-cap Long NaN 15.0 1.809176e+07 77.0 Real Estate 606 FLWS 7 14.03 penny-cap Long NaN 31.0 1.786139e+07 32.0 Consumer Cyclical 478 SXT 22 4.35 penny-cap Long NaN 44.0 1.776275e+07 70.0 Basic Materials 617 PGRE 15 3.84 penny-cap Long NaN 15.0 1.757902e+07 77.0 Real Estate 534 MDRX 21 3.99 penny-cap Long NaN 43.0 1.752424e+07 24.0 Healthcare 560 CLNY 7 7.87 penny-cap Long NaN 7.0 1.747920e+07 77.0 Real Estate 789 CRTX 8 5.37 penny-cap Long NaN 19.0 1.739022e+07 15.0 Healthcare 740 BGCP 9 4.25 penny-cap Long NaN 9.0 1.713176e+07 77.0 Financial Services 499 LXP 10 2.60 penny-cap Long NaN 10.0 1.630684e+07 70.0 Real Estate 566 PSEC 8 1.73 penny-cap Long NaN 11.0 1.600835e+07 77.0 Financial Services 418 WTS 13 4.71 penny-cap Long NaN 42.0 1.599192e+07 37.0 Industrials 602 NVMI 8 2.52 penny-cap Long NaN 13.0 1.593043e+07 19.0 Technology 574 ODP 7 -2.43 penny-cap Long NaN 11.0 1.545404e+07 30.0 Consumer Cyclical 443 VIAV 13 2.31 penny-cap Long NaN 16.0 1.495188e+07 22.0 Technology 800 CNDT 12 3.99 penny-cap Long NaN 12.0 1.482611e+07 77.0 Technology 453 FOCS 11 6.05 penny-cap Long NaN 38.0 1.476342e+07 17.0 Financial Services 743 IRT 10 7.83 penny-cap Long NaN 10.0 1.433012e+07 77.0 Real Estate 601 MAG 16 17.12 penny-cap Long NaN 46.0 1.426721e+07 21.0 Basic Materials 513 AMRC 8 10.15 penny-cap Long NaN 47.0 1.319128e+07 13.0 Industrials 515 ESRT 10 3.18 penny-cap Long NaN 10.0 1.298669e+07 77.0 Real Estate 536 ITCI 6 5.04 penny-cap Long NaN 33.0 1.296060e+07 25.0 Healthcare 484 IGMS 6 -0.13 penny-cap Long NaN 25.0 1.287154e+07 10.0 Healthcare 808 MDP 8 9.17 penny-cap Long NaN 8.0 1.244022e+07 77.0 Communication Services 619 PDM 10 5.89 penny-cap Long NaN 10.0 1.238907e+07 22.0 Real Estate 637 EPC 9 3.78 penny-cap Long NaN 27.0 1.212027e+07 65.0 Consumer Defensive 607 IDCC 13 4.61 penny-cap Long NaN 13.0 1.192968e+07 48.0 Communication Services 455 LEGN 20 28.73 penny-cap Long NaN 36.0 1.180104e+07 39.0 Healthcare 424 JBGS 8 2.28 penny-cap Long NaN 11.0 1.163521e+07 11.0 Real Estate 666 VRTS 19 5.01 penny-cap Long NaN 19.0 1.152170e+07 77.0 Financial Services 773 CLI 9 0.20 penny-cap Long NaN 9.0 1.139905e+07 77.0 Real Estate 807 CMRE 9 9.26 penny-cap Long NaN 9.0 1.127655e+07 77.0 Industrials 573 ENBL 33 29.39 penny-cap Long NaN 33.0 1.123911e+07 77.0 Energy 379 LANC 8 3.18 penny-cap Long NaN 8.0 1.086040e+07 42.0 Consumer Defensive 480 SUN 8 3.85 penny-cap Long NaN 8.0 1.081574e+07 57.0 Energy 668 ROIC 6 1.26 penny-cap Long NaN 6.0 1.077476e+07 77.0 Real Estate 663 MFA 6 0.95 penny-cap Long NaN 6.0 1.044686e+07 75.0 Real Estate 768 EVRI 17 13.01 penny-cap Long NaN 34.0 1.029828e+07 38.0 Consumer Cyclical 727 FFG 17 0.38 penny-cap Long NaN 17.0 1.006323e+07 17.0 Financial Services 415 GTES 10 -1.82 penny-cap Long NaN 10.0 9.933354e+06 77.0 Industrials 760 GLNG 12 7.09 penny-cap Long NaN 21.0 9.886434e+06 21.0 Energy 679 ARI 8 3.38 penny-cap Long NaN 8.0 9.844890e+06 77.0 Real Estate 504 JJSF 32 7.15 penny-cap Long NaN 38.0 9.787957e+06 41.0 Consumer Defensive 811 CAMT 7 3.40 penny-cap Long NaN 14.0 9.785309e+06 17.0 Technology 762 BPMP 28 14.68 penny-cap Long NaN 36.0 9.648705e+06 72.0 Energy 736 RDWR 7 4.10 penny-cap Long NaN 16.0 9.544124e+06 26.0 Technology 772 GTY 9 5.35 penny-cap Long NaN 9.0 9.458496e+06 70.0 Real Estate 731 XPEL 26 34.55 penny-cap Long NaN 45.0 9.432894e+06 51.0 Consumer Cyclical 610 GGAL 15 22.48 penny-cap Long NaN 34.0 9.292283e+06 21.0 Financial Services 565 FCFS 36 17.38 penny-cap Long NaN 45.0 9.263665e+06 71.0 Financial Services 567 BRC 12 4.09 penny-cap Long NaN 12.0 9.076420e+06 17.0 Industrials 608 WHD 9 3.94 penny-cap Long NaN 29.0 8.981550e+06 16.0 Energy 774 TVTY 16 8.20 penny-cap Long NaN 17.0 8.827841e+06 39.0 Healthcare 728 EGBN 9 -0.37 penny-cap Long NaN 10.0 8.786034e+06 77.0 Financial Services 609 RPAI 10 0.72 penny-cap Long NaN 10.0 8.734827e+06 22.0 Real Estate 790 ZUMZ 6 -5.26 penny-cap Long NaN 10.0 8.606262e+06 10.0 Consumer Cyclical 723 MSEX 8 1.05 penny-cap Long NaN 13.0 8.390242e+06 56.0 Utilities 776 RGR 24 10.02 penny-cap Long NaN 24.0 8.360358e+06 27.0 Industrials 662 AAT 11 6.87 penny-cap Long NaN 12.0 8.313775e+06 77.0 Real Estate 674 UE 9 0.05 penny-cap Long NaN 9.0 8.110934e+06 77.0 Real Estate 505 FSKR 10 2.46 penny-cap Long NaN 10.0 7.889915e+06 77.0 Financial Services 413 CIG 8 -0.23 penny-cap Long NaN 59.0 7.829474e+06 22.0 Utilities 714 MEI 15 2.97 penny-cap Long NaN 15.0 7.761080e+06 56.0 Technology 392 JOBS 10 1.73 penny-cap Long NaN 49.0 7.754674e+06 29.0 Industrials 603 PBH 25 10.56 penny-cap Long NaN 25.0 7.644650e+06 30.0 Healthcare 592 BDC 10 2.24 penny-cap Long NaN 28.0 7.557394e+06 28.0 Industrials 769 SCWX 8 23.27 penny-cap Long NaN 20.0 7.512449e+06 10.0 Technology 821 CDMO 8 -0.42 penny-cap Long NaN 8.0 7.413216e+06 77.0 Healthcare 508 LAUR 7 0.80 penny-cap Long NaN 29.0 7.229511e+06 25.0 Consumer Defensive 815 NESR 8 11.74 penny-cap Long NaN 8.0 7.207808e+06 28.0 Energy 716 SILV 14 1.81 penny-cap Long NaN 51.0 7.090134e+06 28.0 Basic Materials 703 ROAD 11 4.51 penny-cap Long NaN 12.0 7.089234e+06 41.0 Industrials 712 EVV 7 1.15 penny-cap Long NaN 18.0 7.053772e+06 21.0 Financial Services 479 DNP 14 1.10 penny-cap Long NaN 46.0 6.608152e+06 20.0 Financial Services 693 PRAA 11 2.44 penny-cap Long NaN 55.0 6.491400e+06 55.0 Financial Services 706 USA 8 0.80 penny-cap Long NaN 9.0 6.451110e+06 70.0 Financial Services 664 RQI 10 4.05 penny-cap Long NaN 10.0 6.414994e+06 77.0 Financial Services 737 AVO 8 10.10 penny-cap Long NaN 14.0 6.331260e+06 21.0 Consumer Defensive 718 ILPT 6 2.19 penny-cap Long NaN 6.0 6.229106e+06 65.0 Real Estate 701 NPO 10 3.40 penny-cap Long NaN 10.0 6.097819e+06 77.0 Industrials 686 YPF 11 15.66 penny-cap Long NaN 26.0 5.957854e+06 21.0 Energy 638 ETY 11 4.31 penny-cap Long NaN 17.0 5.737461e+06 67.0 Financial Services 802 AUDC 8 2.35 penny-cap Long NaN 47.0 5.733212e+06 28.0 Technology 441 BAK 7 -4.47 penny-cap Long NaN 7.0 5.476981e+06 77.0 Basic Materials 587 AFYA 11 9.39 penny-cap Long NaN 11.0 5.454669e+06 26.0 Consumer Defensive 473 CNS 25 7.76 penny-cap Long NaN 55.0 5.427900e+06 36.0 Financial Services 659 DSL 10 -0.05 penny-cap Long NaN 10.0 5.341761e+06 77.0 Financial Services 414 NEA 14 1.57 penny-cap Long NaN 14.0 5.296291e+06 49.0 Financial Services 540 EXG 19 3.82 penny-cap Long NaN 19.0 5.235831e+06 70.0 Financial Services 475 NAD 17 2.81 penny-cap Long NaN 17.0 4.885897e+06 48.0 Financial Services 614 GDV 15 0.81 penny-cap Long NaN 15.0 4.873800e+06 77.0 Financial Services 797 ALGS 14 8.48 penny-cap Long NaN 16.0 4.795510e+06 17.0 Healthcare 730 HYT 7 0.59 penny-cap Long NaN 14.0 4.764102e+06 22.0 Financial Services 688 BDJ 15 2.33 penny-cap Long NaN 15.0 4.591045e+06 77.0 Financial Services 818 NXRT 12 9.33 penny-cap Long NaN 12.0 4.345302e+06 69.0 Real Estate 719 KAMN 9 -0.67 penny-cap Long NaN 11.0 4.287293e+06 12.0 Industrials 445 CIGI 9 0.59 penny-cap Long NaN 9.0 4.168298e+06 77.0 Real Estate 656 DCBO 17 8.30 penny-cap Long NaN 51.0 4.130870e+06 36.0 Technology 767 ESTA 15 3.02 penny-cap Long NaN 15.0 4.045528e+06 77.0 Healthcare 604 IPAR 9 -0.41 penny-cap Long NaN 11.0 4.006331e+06 22.0 Consumer Defensive 779 ALEX 10 0.59 penny-cap Long NaN 18.0 4.003697e+06 22.0 Real Estate 653 MNR 6 2.09 penny-cap Long NaN 6.0 3.752089e+06 28.0 Real Estate 449 NVG 13 1.32 penny-cap Long NaN 13.0 3.234829e+06 49.0 Financial Services 744 NFJ 6 1.79 penny-cap Long NaN 6.0 3.155493e+06 52.0 Financial Services 739 BXMX 7 0.87 penny-cap Long NaN 7.0 3.087137e+06 74.0 Financial Services 804 CLNC 22 12.72 penny-cap Long NaN 27.0 2.875056e+06 22.0 Real Estate 575 NZF 11 1.00 penny-cap Long NaN 11.0 2.793932e+06 48.0 Financial Services 817 AWF 8 1.40 penny-cap Long NaN 14.0 2.300505e+06 21.0 Financial Services 792 RNP 11 4.55 penny-cap Long NaN 11.0 1.901394e+06 77.0 Financial Services 669 AMK 16 4.04 penny-cap Long NaN 31.0 1.888616e+06 22.0 Financial Services 733 ETG 14 4.31 penny-cap Long NaN 14.0 1.814564e+06 77.0 Financial Services 519 TEO 6 -1.36 penny-cap Long NaN 26.0 1.430626e+06 12.0 Communication Services 786 LOMA 13 8.02 penny-cap Long NaN 20.0 9.795174e+05 66.0 Basic Materials 759 NRK 9 0.58 penny-cap Long NaN 9.0 8.449951e+05 47.0 Financial Services 643 SIM 6 16.63 penny-cap Long NaN 44.0 2.235122e+05 44.0 Basic Materials 516 TDI 20 3.45 penny-cap Long NaN 20.0 1.252944e+05 50.0 unknown 434 WTFCM 8 0.19 penny-cap Long NaN 8.0 1.157780e+05 51.0 Financial Services 463 VLYPO 7 1.00 penny-cap Long NaN 11.0 1.014373e+05 21.0 Financial Services 758 LINX 11 2.86 penny-cap Long NaN 40.0 1.941072e+04 37.0 Technology 522 OGCP 10 3.64 penny-cap Long NaN 10.0 1.776600e+04 77.0 Real Estate 528 FISK 10 4.22 penny-cap Long NaN 10.0 6.308626e+03 15.0 Real Estate 520 ESBA 11 6.45 penny-cap Long NaN 11.0 4.110390e+03 77.0 Real Estate Mean Return: 7.547214611872147 Mean Day/Week: 13.41095890410959 Accuracy:0.8904109589041096 *******************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 544 SAVE 7 -3.79 penny-cap Short NaN -7.0 8.048667e+07 -25.0 Industrials 581 PRPL 9 -1.09 penny-cap Short NaN -28.0 3.776938e+07 -18.0 Consumer Cyclical 493 ALGT 9 -6.54 penny-cap Short NaN -58.0 3.706897e+07 -30.0 Industrials 488 PCRX 7 -1.45 penny-cap Short NaN -7.0 3.289202e+07 -51.0 Healthcare 710 MBUU 13 -5.70 penny-cap Short NaN -58.0 2.388408e+07 -19.0 Consumer Cyclical 468 KMT 8 -3.38 penny-cap Short NaN -39.0 2.264691e+07 -18.0 Industrials 570 THS 12 -2.11 penny-cap Short NaN -14.0 2.199780e+07 -29.0 Consumer Defensive 382 KMPR 13 -2.59 penny-cap Short NaN -31.0 1.932682e+07 -25.0 Financial Services 644 MDGL 7 6.42 penny-cap Short NaN -17.0 1.817197e+07 -13.0 Healthcare 466 CPA 8 -1.03 penny-cap Short NaN -8.0 1.753884e+07 -24.0 Industrials 471 VSH 6 -1.71 penny-cap Short NaN -31.0 1.732369e+07 -25.0 Technology 425 MSGS 9 -1.80 penny-cap Short NaN -9.0 1.589440e+07 -13.0 Communication Services 689 LTC 8 0.51 penny-cap Short NaN -57.0 1.512546e+07 -30.0 Real Estate 492 ENR 6 0.44 penny-cap Short NaN -29.0 1.472305e+07 -11.0 Industrials 557 GCMG 6 -6.41 penny-cap Short NaN -22.0 1.471854e+07 -24.0 Financial Services 404 EXPO 14 -1.53 penny-cap Short NaN -39.0 1.353444e+07 -28.0 Industrials 613 SKYW 7 -0.73 penny-cap Short NaN -7.0 1.314331e+07 -31.0 Industrials 640 KN 6 -0.54 penny-cap Short NaN -6.0 1.246937e+07 -29.0 Technology 548 ESE 23 -10.58 penny-cap Short NaN -31.0 1.165345e+07 -25.0 Technology 555 RCUS 20 -12.69 penny-cap Short NaN -28.0 1.108158e+07 -57.0 Healthcare 705 AMWD 12 -6.58 penny-cap Short NaN -31.0 1.067920e+07 -23.0 Consumer Cyclical 452 CNNE 24 -3.26 penny-cap Short NaN -32.0 1.055753e+07 -29.0 Consumer Cyclical 397 NEU 6 -1.21 penny-cap Short NaN -6.0 1.006028e+07 -136.0 Basic Materials 385 FTDR 7 -2.59 penny-cap Short NaN -7.0 9.945092e+06 -37.0 Consumer Cyclical 433 AAON 8 -0.48 penny-cap Short NaN -8.0 9.782266e+06 -58.0 Industrials 412 IMVT 9 8.63 penny-cap Short NaN -9.0 9.680026e+06 -136.0 Healthcare 538 XNCR 27 -5.58 penny-cap Short NaN -27.0 9.000151e+06 -61.0 Healthcare 494 ROCK 9 -4.07 penny-cap Short NaN -28.0 8.864496e+06 -28.0 Industrials 576 FUN 8 -0.48 penny-cap Short NaN -59.0 8.434836e+06 -25.0 Consumer Cyclical 403 RLI 13 -0.41 penny-cap Short NaN -44.0 8.021681e+06 -21.0 Financial Services 578 TTGT 9 -0.18 penny-cap Short NaN -28.0 7.403842e+06 -58.0 Communication Services 763 ATEC 9 3.60 penny-cap Short NaN -56.0 5.295929e+06 -31.0 Healthcare 793 ECOL 11 -5.22 penny-cap Short NaN -54.0 5.231172e+06 -18.0 Industrials 796 ORIC 7 2.67 penny-cap Short NaN -7.0 5.001235e+06 -71.0 Healthcare 777 PLUS 10 -1.86 penny-cap Short NaN -24.0 4.852560e+06 -18.0 Technology 654 CFFN 14 0.95 penny-cap Short NaN -14.0 4.569463e+06 -49.0 Financial Services 697 HTLD 18 -3.64 penny-cap Short NaN -38.0 4.243680e+06 -24.0 Industrials 755 SWM 11 -1.24 penny-cap Short NaN -59.0 3.562601e+06 -24.0 Basic Materials 780 JOUT 14 0.49 penny-cap Short NaN -39.0 3.547899e+06 -19.0 Consumer Cyclical 648 SPNS 8 0.89 penny-cap Short NaN -29.0 2.494528e+06 -29.0 Technology 799 PFC 9 -4.45 penny-cap Short NaN -58.0 1.837908e+06 -33.0 Financial Services 671 ICLK 7 -5.31 penny-cap Short NaN -8.0 1.376946e+06 -58.0 Communication Services 588 UZC 12 0.08 penny-cap Short NaN -38.0 4.678814e+05 -136.0 unknown 694 HLG 58 -34.04 penny-cap Short NaN -58.0 4.492052e+05 -136.0 Consumer Defensive 500 TCBIL 7 0.04 penny-cap Short NaN -32.0 3.062000e+05 -136.0 unknown 498 TCBIP 11 -0.10 penny-cap Short NaN -28.0 2.072664e+05 -136.0 Financial Services 589 HWCPL 11 -0.32 penny-cap Short NaN -32.0 4.255000e+04 -33.0 unknown Mean Return: -2.5525531914893618 Mean Day/Week: 11.638297872340425 Accuracy:0.7659574468085106 ************************************** ************************************** ************************************** Error: []

[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: []

[stock-filter]

Stock daily Filter Report for 2021/06/02 05-40-12

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 14 Communication Services 13 Consumer Cyclical 9 Consumer Defensive 12 Energy 18 Financial Services 41 Healthcare 24 Industrials 20 Real Estate 19 Technology 16 Utilities 4 unknown 3 **************************************** big_industry_downtrending_count tickers industry Basic Materials 2 Communication Services 3 Consumer Cyclical 5 Consumer Defensive 6 Financial Services 2 Healthcare 6 Industrials 1 Real Estate 1 Technology 6 Utilities 5 *******************Part 1.1 Big Cap Long Entry SPAN MACD********************* big_long_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 204 CVE 1 0.0 big-cap Long NaN 1.0 1.420378e+08 3.0 Energy 177 LSXMB 2 0.0 big-cap Long NaN 2.0 2.585000e+02 2.0 Communication Services Mean Return: 0.0 Mean Day/Week: 3.0 Accuracy:0.0 *******************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 204 CVE 1 0.0 big-cap Long NaN 1.0 1.420378e+08 3.0 Energy 177 LSXMB 2 0.0 big-cap Long NaN 2.0 2.585000e+02 2.0 Communication Services Mean Return: 0.0 Mean Day/Week: 3.0 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 133 DLTR 3 -1.19 big-cap Short NaN -26.0 4.215960e+08 -3.0 Consumer Defensive 176 DRI 1 0.00 big-cap Short NaN -50.0 2.366329e+08 -1.0 Consumer Cyclical 139 EIX 3 0.36 big-cap Short NaN -25.0 1.188432e+08 -5.0 Utilities Mean Return: -0.415 Mean Day/Week: 3.5 Accuracy:0.5 *******************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 NVDA 5 3.99 big-cap Long NaN 5.0 7.512903e+09 39.0 Technology 0 FB 5 0.43 big-cap Long NaN 5.0 3.686258e+09 57.0 Communication Services 7 CRM 2 -0.80 big-cap Long NaN 5.0 1.888631e+09 8.0 Technology 27 GS 3 3.31 big-cap Long NaN 3.0 1.366972e+09 77.0 Financial Services 41 MRNA 3 2.86 big-cap Long NaN 3.0 1.106311e+09 34.0 Healthcare 4 ASML 1 0.00 big-cap Long NaN 1.0 8.625657e+08 59.0 Technology 6 KO 2 -0.02 big-cap Long NaN 2.0 6.368374e+08 47.0 Consumer Defensive 26 AXP 1 0.00 big-cap Long NaN 1.0 6.153632e+08 77.0 Financial Services 31 BP 1 0.00 big-cap Long NaN 1.0 5.139377e+08 75.0 Energy 101 SPG 2 4.44 big-cap Long NaN 2.0 4.989552e+08 77.0 Real Estate 12 HON 1 0.00 big-cap Long NaN 1.0 4.831367e+08 58.0 Industrials 24 SCHW 2 1.07 big-cap Long NaN 2.0 4.439916e+08 77.0 Financial Services 21 AMT 1 0.00 big-cap Long NaN 1.0 4.373888e+08 50.0 Real Estate 36 TFC 3 -1.03 big-cap Long NaN 3.0 3.732212e+08 77.0 Financial Services 68 EA 4 -0.25 big-cap Long NaN 4.0 3.349304e+08 18.0 Communication Services 89 CARR 2 2.00 big-cap Long NaN 2.0 2.903941e+08 57.0 Industrials 30 PLD 1 0.00 big-cap Long NaN 1.0 2.813384e+08 56.0 Real Estate 187 MGM 3 -0.89 big-cap Long NaN 3.0 2.793725e+08 12.0 Consumer Cyclical 33 CCI 1 0.00 big-cap Long NaN 1.0 2.654107e+08 56.0 Real Estate 49 HCA 2 0.50 big-cap Long NaN 2.0 2.624655e+08 77.0 Healthcare 184 CZR 5 2.33 big-cap Long NaN 5.0 2.586778e+08 77.0 Consumer Cyclical 98 TDG 3 1.61 big-cap Long NaN 5.0 2.526127e+08 8.0 Industrials 81 A 2 -0.67 big-cap Long NaN 2.0 2.385340e+08 41.0 Healthcare 55 EMR 1 0.00 big-cap Long NaN 1.0 2.337947e+08 77.0 Industrials 43 APD 1 0.00 big-cap Long NaN 1.0 2.226661e+08 51.0 Basic Materials 157 ALB 3 1.73 big-cap Long NaN 3.0 2.195788e+08 28.0 Basic Materials 186 ALLY 1 0.00 big-cap Long NaN 1.0 2.113313e+08 77.0 Financial Services 73 TEL 1 0.00 big-cap Long NaN 1.0 1.906713e+08 13.0 Technology 97 PRU 1 0.00 big-cap Long NaN 1.0 1.892429e+08 77.0 Financial Services 124 DFS 1 0.00 big-cap Long NaN 1.0 1.846865e+08 77.0 Financial Services 86 TT 2 0.61 big-cap Long NaN 2.0 1.824063e+08 77.0 Industrials 113 ADM 1 0.00 big-cap Long NaN 1.0 1.796599e+08 77.0 Consumer Defensive 172 CFG 3 0.52 big-cap Long NaN 3.0 1.764727e+08 77.0 Financial Services 146 EPAM 5 -0.13 big-cap Long NaN 5.0 1.727700e+08 59.0 Technology 134 EQR 3 3.28 big-cap Long NaN 3.0 1.715268e+08 77.0 Real Estate 99 SBAC 2 1.39 big-cap Long NaN 2.0 1.693310e+08 50.0 Real Estate 109 LYB 1 0.00 big-cap Long NaN 1.0 1.653716e+08 77.0 Basic Materials 131 FTNT 2 -1.62 big-cap Long NaN 2.0 1.538765e+08 77.0 Technology 95 AFL 3 0.69 big-cap Long NaN 3.0 1.513327e+08 77.0 Financial Services 71 IDXX 5 -0.82 big-cap Long NaN 5.0 1.447765e+08 13.0 Healthcare 74 ROP 1 0.00 big-cap Long NaN 1.0 1.441392e+08 42.0 Industrials 204 CVE 1 0.00 big-cap Long NaN 1.0 1.420378e+08 3.0 Energy 166 NVCR 1 0.00 big-cap Long NaN 1.0 1.363843e+08 35.0 Healthcare 137 MGA 1 0.00 big-cap Long NaN 1.0 1.333994e+08 77.0 Consumer Cyclical 116 CNQ 3 5.32 big-cap Long NaN 3.0 1.217490e+08 77.0 Energy 125 FRC 3 -0.04 big-cap Long NaN 3.0 1.196287e+08 77.0 Financial Services 182 DRE 1 0.00 big-cap Long NaN 1.0 1.143005e+08 57.0 Real Estate 164 WAT 5 -0.81 big-cap Long NaN 5.0 1.052200e+08 47.0 Healthcare 221 MTN 3 0.96 big-cap Long NaN 3.0 9.160839e+07 77.0 Consumer Cyclical 38 BNS 3 -0.03 big-cap Long NaN 3.0 9.095257e+07 77.0 Financial Services 208 WPC 1 0.00 big-cap Long NaN 1.0 8.906672e+07 47.0 Real Estate 215 UDR 1 0.00 big-cap Long NaN 1.0 8.755556e+07 77.0 Real Estate 158 XYL 2 0.98 big-cap Long NaN 2.0 7.944298e+07 46.0 Industrials 170 SUI 1 0.00 big-cap Long NaN 1.0 7.902592e+07 56.0 Real Estate 224 TXT 1 0.00 big-cap Long NaN 1.0 7.862626e+07 77.0 Industrials 82 ING 3 1.50 big-cap Long NaN 3.0 6.922703e+07 75.0 Financial Services 181 HEI 1 0.00 big-cap Long NaN 1.0 4.802353e+07 38.0 Industrials 72 TRI 4 1.16 big-cap Long NaN 4.0 2.513139e+07 69.0 Industrials 173 SKM 1 0.00 big-cap Long NaN 1.0 2.094508e+07 46.0 Communication Services 185 SHG 4 4.38 big-cap Long NaN 4.0 6.659755e+06 61.0 Financial Services 102 CHT 1 0.00 big-cap Long NaN 1.0 3.559606e+06 35.0 Communication Services 44 WBK 3 0.44 big-cap Long NaN 3.0 1.679237e+06 77.0 Financial Services 167 BPYPP 3 -0.05 big-cap Long NaN 3.0 1.625489e+06 13.0 Real Estate 177 LSXMB 2 0.00 big-cap Long NaN 2.0 2.585000e+02 2.0 Communication Services Mean Return: 1.0362162162162163 Mean Day/Week: 3.810810810810811 Accuracy:0.6216216216216216 *******************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 228 PLAN 2 -0.78 big-cap Short NaN -2.0 7.875244e+07 -67.0 Technology Mean Return: -0.78 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 2 JPM 12 1.28 big-cap Long NaN 17.0 1.502700e+09 77.0 Financial Services 16 C 14 7.27 big-cap Long NaN 16.0 1.191203e+09 77.0 Financial Services 217 DVN 14 17.97 big-cap Long NaN 19.0 1.124383e+09 27.0 Energy 1 WMT 10 -0.17 big-cap Long NaN 50.0 9.597036e+08 13.0 Consumer Defensive 15 MS 18 6.07 big-cap Long NaN 21.0 8.389768e+08 77.0 Financial Services 9 PEP 13 0.88 big-cap Long NaN 57.0 7.602364e+08 46.0 Consumer Defensive 28 TGT 8 2.46 big-cap Long NaN 8.0 7.263770e+08 51.0 Consumer Defensive 60 COF 24 14.64 big-cap Long NaN 24.0 6.953311e+08 77.0 Financial Services 35 PBR 12 9.73 big-cap Long NaN 46.0 5.295810e+08 16.0 Energy 87 ALXN 32 7.26 big-cap Long NaN 33.0 4.605325e+08 33.0 Healthcare 57 NEM 21 13.99 big-cap Long NaN 58.0 4.399415e+08 42.0 Basic Materials 111 MPC 18 6.07 big-cap Long NaN 20.0 3.971226e+08 77.0 Energy 22 INTU 10 5.08 big-cap Long NaN 10.0 3.956459e+08 15.0 Technology 40 FDX 23 5.19 big-cap Long NaN 23.0 3.857496e+08 53.0 Industrials 13 AZN 27 7.51 big-cap Long NaN 58.0 3.788165e+08 33.0 Healthcare 23 RTX 13 6.71 big-cap Long NaN 26.0 3.703361e+08 77.0 Industrials 19 BLK 6 0.52 big-cap Long NaN 6.0 3.568383e+08 46.0 Financial Services 29 MDLZ 24 3.99 big-cap Long NaN 59.0 3.494617e+08 53.0 Consumer Defensive 115 BNTX 17 12.78 big-cap Long NaN 42.0 3.417725e+08 44.0 Healthcare 112 NTR 14 5.91 big-cap Long NaN 20.0 3.337691e+08 20.0 Basic Materials 85 CNC 9 3.38 big-cap Long NaN 18.0 3.117654e+08 23.0 Healthcare 34 EQIX 13 3.74 big-cap Long NaN 53.0 3.027770e+08 33.0 Real Estate 145 SYF 22 11.59 big-cap Long NaN 22.0 2.867066e+08 77.0 unknown 93 AIG 21 9.03 big-cap Long NaN 21.0 2.826502e+08 77.0 Financial Services 129 YUMC 11 8.18 big-cap Long NaN 24.0 2.574199e+08 13.0 Consumer Cyclical 96 KMI 23 7.00 big-cap Long NaN 23.0 2.510208e+08 77.0 Energy 32 ZTS 9 1.74 big-cap Long NaN 50.0 2.269783e+08 36.0 Healthcare 56 BX 6 1.32 big-cap Long NaN 6.0 2.249193e+08 77.0 Financial Services 121 WMB 21 8.37 big-cap Long NaN 21.0 2.133596e+08 77.0 Energy 163 HES 21 13.79 big-cap Long NaN 21.0 2.121432e+08 77.0 Energy 54 ITUB 16 10.12 big-cap Long NaN 55.0 2.004939e+08 28.0 Financial Services 90 ALL 47 18.83 big-cap Long NaN 63.0 1.935503e+08 65.0 Financial Services 196 IT 31 20.53 big-cap Long NaN 31.0 1.928181e+08 77.0 Technology 52 EW 6 -0.30 big-cap Long NaN 6.0 1.904240e+08 37.0 Healthcare 51 DD 19 5.99 big-cap Long NaN 20.0 1.843294e+08 33.0 Basic Materials 180 EXPD 19 8.88 big-cap Long NaN 19.0 1.695227e+08 61.0 Industrials 17 RY 23 8.13 big-cap Long NaN 23.0 1.673399e+08 77.0 Financial Services 58 BMO 24 11.99 big-cap Long NaN 24.0 1.590186e+08 77.0 Financial Services 110 NOK 12 5.92 big-cap Long NaN 37.0 1.534868e+08 23.0 Technology 210 NLY 10 1.95 big-cap Long NaN 10.0 1.484977e+08 56.0 Real Estate 135 AVB 12 6.29 big-cap Long NaN 12.0 1.442886e+08 77.0 Real Estate 62 ABEV 18 16.32 big-cap Long NaN 18.0 1.423565e+08 34.0 Consumer Defensive 46 BAM 11 3.17 big-cap Long NaN 11.0 1.380307e+08 65.0 Financial Services 193 BXP 8 8.33 big-cap Long NaN 8.0 1.349706e+08 69.0 Real Estate 161 INVH 13 5.40 big-cap Long NaN 55.0 1.339405e+08 58.0 Real Estate 128 CERN 16 0.77 big-cap Long NaN 52.0 1.333787e+08 23.0 Healthcare 65 CP 9 4.66 big-cap Long NaN 19.0 1.316026e+08 46.0 Industrials 103 HSY 23 5.54 big-cap Long NaN 23.0 1.298211e+08 58.0 Consumer Defensive 148 IP 27 12.73 big-cap Long NaN 68.0 1.296787e+08 65.0 Consumer Cyclical 192 ELAN 12 2.02 big-cap Long NaN 29.0 1.233418e+08 17.0 Healthcare 25 DEO 14 4.85 big-cap Long NaN 40.0 1.219505e+08 64.0 Consumer Defensive 219 HWM 9 5.94 big-cap Long NaN 9.0 1.201027e+08 77.0 Industrials 203 OSH 7 -4.33 big-cap Long NaN 7.0 1.197477e+08 32.0 Healthcare 83 LBRDK 8 -0.16 big-cap Long NaN 32.0 1.196737e+08 33.0 Communication Services 211 CNP 12 1.04 big-cap Long NaN 12.0 1.180620e+08 56.0 Utilities 14 BUD 31 11.87 big-cap Long NaN 56.0 1.168513e+08 37.0 Consumer Defensive 80 CM 24 14.40 big-cap Long NaN 24.0 1.156596e+08 77.0 Financial Services 105 MSI 16 2.48 big-cap Long NaN 16.0 1.124309e+08 77.0 Technology 171 LNG 22 9.71 big-cap Long NaN 22.0 1.107303e+08 77.0 Energy 226 CPT 6 2.48 big-cap Long NaN 6.0 1.105326e+08 77.0 Real Estate 220 UHS 38 16.20 big-cap Long NaN 60.0 1.102228e+08 42.0 Healthcare 202 NLOK 14 10.95 big-cap Long NaN 14.0 1.059703e+08 43.0 Technology 8 TM 11 8.36 big-cap Long NaN 11.0 1.018659e+08 14.0 Consumer Cyclical 120 CPRT 7 -0.93 big-cap Long NaN 7.0 1.011212e+08 38.0 Industrials 138 WST 8 2.25 big-cap Long NaN 49.0 1.010741e+08 39.0 Healthcare 132 ANET 13 5.34 big-cap Long NaN 46.0 1.004938e+08 39.0 Technology 174 BPY 9 1.95 big-cap Long NaN 9.0 9.673924e+07 77.0 Real Estate 20 HSBC 13 1.63 big-cap Long NaN 23.0 9.356060e+07 27.0 Financial Services 59 STLA 11 8.33 big-cap Long NaN 11.0 9.290397e+07 19.0 unknown 155 AKAM 18 3.31 big-cap Long NaN 51.0 9.009759e+07 19.0 Technology 94 PAYX 7 0.25 big-cap Long NaN 7.0 8.881454e+07 59.0 Industrials 152 NTRS 26 10.90 big-cap Long NaN 26.0 8.010325e+07 77.0 Financial Services 149 WPM 18 11.06 big-cap Long NaN 56.0 7.298107e+07 33.0 Basic Materials 47 IBN 6 0.98 big-cap Long NaN 24.0 7.107945e+07 11.0 Financial Services 10 NVO 16 3.83 big-cap Long NaN 35.0 6.817380e+07 31.0 Healthcare 218 LKQ 27 13.10 big-cap Long NaN 27.0 6.775155e+07 77.0 Consumer Cyclical 160 AEM 16 4.71 big-cap Long NaN 53.0 6.149363e+07 21.0 Basic Materials 79 BCE 42 9.43 big-cap Long NaN 63.0 6.029096e+07 61.0 Communication Services 214 ELS 7 1.02 big-cap Long NaN 7.0 5.700097e+07 56.0 Real Estate 222 KL 17 5.68 big-cap Long NaN 53.0 5.628603e+07 33.0 Basic Materials 213 BAH 6 -0.91 big-cap Long NaN 6.0 5.266118e+07 25.0 Industrials 66 AMX 17 3.27 big-cap Long NaN 17.0 4.699868e+07 38.0 Communication Services 142 CCEP 33 10.87 big-cap Long NaN 33.0 4.521160e+07 77.0 Consumer Defensive 144 DB 14 9.30 big-cap Long NaN 23.0 4.071044e+07 27.0 Financial Services 212 WTRG 6 -0.16 big-cap Long NaN 6.0 3.819999e+07 36.0 Utilities 151 SNN 8 -1.41 big-cap Long NaN 40.0 3.610857e+07 25.0 Healthcare 70 NGG 22 6.64 big-cap Long NaN 56.0 3.581955e+07 42.0 Utilities 188 IMO 23 22.49 big-cap Long NaN 23.0 2.600214e+07 77.0 Energy 206 NTCO 13 10.96 big-cap Long NaN 38.0 2.189132e+07 19.0 Consumer Defensive 117 TU 16 4.44 big-cap Long NaN 24.0 2.087716e+07 19.0 Communication Services 88 CRH 18 4.46 big-cap Long NaN 18.0 1.763435e+07 47.0 Basic Materials 53 SAN 14 7.96 big-cap Long NaN 24.0 1.609129e+07 77.0 Financial Services 91 LYG 23 10.02 big-cap Long NaN 23.0 1.345301e+07 77.0 Financial Services 104 BBVA 17 7.71 big-cap Long NaN 23.0 1.285784e+07 26.0 Financial Services 118 GMAB 11 5.24 big-cap Long NaN 41.0 1.225339e+07 19.0 Healthcare 114 BSBR 13 13.85 big-cap Long NaN 32.0 1.177432e+07 19.0 Financial Services 127 NWG 7 3.32 big-cap Long NaN 7.0 1.127361e+07 77.0 Financial Services 84 LBRDA 8 -0.38 big-cap Long NaN 33.0 1.091655e+07 33.0 Communication Services 92 WIT 10 7.32 big-cap Long NaN 31.0 9.627996e+06 33.0 Technology 200 KEP 6 5.12 big-cap Long NaN 6.0 1.479341e+06 6.0 Utilities 63 AMOV 16 3.41 big-cap Long NaN 17.0 1.042424e+05 30.0 Communication Services 76 BBDO 8 6.08 big-cap Long NaN 18.0 9.277246e+04 24.0 Financial Services 169 VAR 15 0.27 big-cap Long NaN 15.0 0.000000e+00 45.0 Healthcare Mean Return: 6.4762135922330115 Mean Day/Week: 15.912621359223301 Accuracy:0.912621359223301 *******************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 61 TAL 18 -26.28 big-cap Short NaN -18.0 4.035493e+08 -58.0 Consumer Defensive 107 EDU 16 -20.25 big-cap Short NaN -16.0 3.790386e+08 -55.0 Consumer Defensive 69 CTSH 11 1.12 big-cap Short NaN -18.0 3.274593e+08 -18.0 Technology 178 QS 25 -31.93 big-cap Short NaN -47.0 3.103303e+08 -136.0 Consumer Cyclical 153 DISCA 11 -5.40 big-cap Short NaN -47.0 2.462116e+08 -41.0 Communication Services 140 HOLX 23 -7.53 big-cap Short NaN -24.0 2.004510e+08 -30.0 Healthcare 168 CTXS 21 -7.89 big-cap Short NaN -31.0 1.468063e+08 -23.0 Technology 191 OPEN 18 -12.94 big-cap Short NaN -18.0 1.424603e+08 -49.0 Real Estate 154 DISCK 14 -2.66 big-cap Short NaN -46.0 1.408115e+08 -40.0 Communication Services 141 WISH 13 -0.99 big-cap Short NaN -13.0 1.348803e+08 -114.0 Consumer Cyclical 225 NRG 30 -14.79 big-cap Short NaN -53.0 1.219369e+08 -53.0 Utilities 136 PCG 7 -1.08 big-cap Short NaN -29.0 1.164680e+08 -19.0 Utilities 190 ATHM 9 -8.40 big-cap Short NaN -9.0 1.046901e+08 -60.0 Communication Services 205 CHGG 21 -7.95 big-cap Short NaN -21.0 1.016603e+08 -63.0 Consumer Defensive 150 KMX 9 0.74 big-cap Short NaN -18.0 8.548310e+07 -15.0 Consumer Cyclical 197 SQM 9 4.91 big-cap Short NaN -14.0 4.755675e+07 -11.0 Basic Materials 108 RPRX 13 0.77 big-cap Short NaN -17.0 3.044894e+07 -23.0 Healthcare 223 DNB 9 -2.85 big-cap Short NaN -17.0 2.235666e+07 -19.0 Technology 201 ERIE 22 -6.26 big-cap Short NaN -22.0 1.493779e+07 -62.0 Financial Services 179 SUZ 10 -7.95 big-cap Short NaN -63.0 1.108872e+07 -28.0 Basic Materials 209 ENIA 22 -2.28 big-cap Short NaN -33.0 8.546334e+06 -29.0 Utilities Mean Return: -7.613809523809522 Mean Day/Week: 15.761904761904763 Accuracy:0.8095238095238095 ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 7 Communication Services 3 Consumer Cyclical 7 Consumer Defensive 2 Energy 7 Financial Services 6 Healthcare 7 Industrials 7 Real Estate 12 Technology 8 Utilities 2 unknown 3 **************************************** small_industry_downtrending_count tickers industry Communication Services 1 Consumer Cyclical 5 Consumer Defensive 1 Energy 1 Financial Services 1 Healthcare 7 Industrials 4 Technology 8 Utilities 1 unknown 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 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 312 QLYS 1 0.0 small-cap Short NaN -21.0 3.472456e+07 -5.0 Technology 325 SWI 1 0.0 small-cap Short NaN -22.0 1.470360e+07 -5.0 Technology 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 305 MRO 1 0.00 small-cap Long NaN 3.0 6.959275e+08 7.0 Energy 298 DKS 3 -1.38 small-cap Long NaN 3.0 1.755462e+08 77.0 Consumer Cyclical 242 CF 1 0.00 small-cap Long NaN 1.0 1.342855e+08 77.0 Basic Materials 251 OC 1 0.00 small-cap Long NaN 1.0 1.335814e+08 61.0 Industrials 232 IPG 1 0.00 small-cap Long NaN 1.0 1.264560e+08 77.0 Communication Services 230 TECK 1 0.00 small-cap Long NaN 1.0 1.065777e+08 34.0 Basic Materials 238 LEA 1 0.00 small-cap Long NaN 1.0 8.883376e+07 77.0 Consumer Cyclical 254 AFG 2 1.19 small-cap Long NaN 2.0 8.176620e+07 77.0 Financial Services 290 OMF 1 0.00 small-cap Long NaN 2.0 7.970141e+07 47.0 Financial Services 297 OGE 3 -0.93 small-cap Long NaN 3.0 6.797687e+07 47.0 Utilities 273 CUBE 1 0.00 small-cap Long NaN 1.0 5.888802e+07 77.0 Real Estate 303 BRKS 1 0.00 small-cap Long NaN 1.0 5.854220e+07 44.0 Technology 246 PNR 3 1.53 small-cap Long NaN 3.0 5.768687e+07 77.0 Industrials 266 MANH 4 0.81 small-cap Long NaN 4.0 3.894402e+07 25.0 Technology 268 CHNG 2 0.60 small-cap Long NaN 2.0 3.751333e+07 12.0 Healthcare 291 JBL 2 0.00 small-cap Long NaN 2.0 3.613805e+07 61.0 Technology 317 FR 1 0.00 small-cap Long NaN 1.0 3.346772e+07 77.0 Real Estate 319 LESL 5 0.24 small-cap Long NaN 5.0 2.508516e+07 28.0 Consumer Cyclical 310 EGP 1 0.00 small-cap Long NaN 1.0 2.459074e+07 58.0 Real Estate 236 MGP 1 0.00 small-cap Long NaN 1.0 2.101101e+07 77.0 Real Estate 276 JSM 5 2.99 small-cap Long NaN 5.0 1.223037e+06 40.0 unknown Mean Return: 0.5611111111111112 Mean Day/Week: 4.555555555555555 Accuracy:0.6666666666666666 *******************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 265 COG 3 0.49 small-cap Short NaN -3.0 1.619471e+08 -38.0 Energy 244 AZPN 1 0.00 small-cap Short NaN -1.0 6.324971e+07 -23.0 Technology 302 HELE 1 0.00 small-cap Short NaN -5.0 5.785664e+07 -6.0 Consumer Defensive 234 RARE 1 0.00 small-cap Short NaN -1.0 3.718198e+07 -70.0 Healthcare 316 BPMC 1 0.00 small-cap Short NaN -1.0 2.897272e+07 -22.0 Healthcare Mean Return: 0.49 Mean Day/Week: 7.0 Accuracy:0.0 *******************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 308 CCJ 17 5.86 small-cap Long NaN 19.0 2.040566e+08 77.0 Energy 253 AGNC 12 3.10 small-cap Long NaN 54.0 1.434007e+08 60.0 Real Estate 257 VER 6 2.73 small-cap Long NaN 42.0 1.273829e+08 69.0 Real Estate 269 CLR 15 16.10 small-cap Long NaN 19.0 1.036814e+08 26.0 Energy 235 IRM 17 6.97 small-cap Long NaN 17.0 9.377731e+07 77.0 Real Estate 247 KGC 13 8.39 small-cap Long NaN 56.0 8.517423e+07 40.0 Basic Materials 296 LSI 13 5.76 small-cap Long NaN 41.0 7.828866e+07 77.0 Real Estate 248 GFI 17 14.16 small-cap Long NaN 17.0 7.410476e+07 42.0 Basic Materials 263 ARW 8 0.82 small-cap Long NaN 8.0 6.647986e+07 61.0 Technology 304 PRGO 15 5.26 small-cap Long NaN 33.0 6.543502e+07 18.0 Healthcare 255 ALV 6 3.83 small-cap Long NaN 6.0 6.520216e+07 44.0 Consumer Cyclical 231 MMP 8 2.46 small-cap Long NaN 39.0 6.406924e+07 41.0 Energy 286 DXC 27 18.45 small-cap Long NaN 44.0 6.290479e+07 47.0 Technology 313 VNT 14 4.75 small-cap Long NaN 34.0 5.641303e+07 18.0 Technology 282 VRT 11 7.51 small-cap Long NaN 11.0 5.306841e+07 42.0 Industrials 300 PAA 16 10.84 small-cap Long NaN 23.0 4.992712e+07 27.0 Energy 323 QRTEA 8 5.51 small-cap Long NaN 17.0 4.881214e+07 17.0 Consumer Cyclical 243 CONE 8 1.54 small-cap Long NaN 8.0 4.748210e+07 36.0 Real Estate 284 TFII 25 17.16 small-cap Long NaN 25.0 4.147292e+07 77.0 Industrials 270 RGLD 18 3.75 small-cap Long NaN 45.0 3.926371e+07 43.0 Basic Materials 301 SRCL 24 11.81 small-cap Long NaN 42.0 3.535164e+07 36.0 Industrials 311 CHH 13 3.95 small-cap Long NaN 17.0 3.490737e+07 48.0 Consumer Cyclical 256 SYNH 6 -1.29 small-cap Long NaN 6.0 3.361830e+07 38.0 Healthcare 307 JHG 29 16.77 small-cap Long NaN 57.0 2.905795e+07 41.0 Financial Services 250 PHYS 16 3.99 small-cap Long NaN 41.0 2.877875e+07 21.0 unknown 260 MBT 10 -0.63 small-cap Long NaN 32.0 2.806474e+07 18.0 Communication Services 314 PSXP 18 16.11 small-cap Long NaN 68.0 2.242196e+07 63.0 Energy 272 SC 40 34.67 small-cap Long NaN 40.0 2.239814e+07 77.0 Financial Services 293 AIRC 6 2.98 small-cap Long NaN 6.0 2.197163e+07 18.0 Real Estate 283 CACC 11 4.42 small-cap Long NaN 26.0 1.768528e+07 26.0 Financial Services 315 MPLN 10 8.43 small-cap Long NaN 37.0 1.715339e+07 13.0 Healthcare 267 ADT 9 8.29 small-cap Long NaN 9.0 1.705355e+07 36.0 Industrials 245 EBR 13 14.60 small-cap Long NaN 69.0 1.232512e+07 43.0 Utilities 320 KT 15 13.48 small-cap Long NaN 15.0 9.593124e+06 76.0 Communication Services 274 ICL 6 3.25 small-cap Long NaN 6.0 2.030893e+06 77.0 Basic Materials 271 BSMX 11 0.73 small-cap Long NaN 11.0 1.106510e+06 46.0 Financial Services 239 WTRU 6 -0.54 small-cap Long NaN 6.0 5.473710e+05 18.0 unknown Mean Return: 7.72891891891892 Mean Day/Week: 13.972972972972974 Accuracy:0.918918918918919 *******************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 261 YY 24 -24.47 small-cap Short NaN -61.0 2.738686e+08 -46.0 Communication Services 277 MSTR 32 -33.79 small-cap Short NaN -68.0 2.043031e+08 -49.0 Technology 258 RNR 9 -4.41 small-cap Short NaN -21.0 1.083301e+08 -16.0 Financial Services 249 ARMK 9 0.46 small-cap Short NaN -49.0 7.205963e+07 -22.0 Consumer Cyclical 321 VNET 24 -25.65 small-cap Short NaN -73.0 5.303740e+07 -62.0 Technology 264 MLCO 17 -4.91 small-cap Short NaN -48.0 5.032350e+07 -23.0 Consumer Cyclical 279 TGTX 21 -21.94 small-cap Short NaN -48.0 4.127536e+07 -56.0 Healthcare 287 IOVA 15 -25.11 small-cap Short NaN -15.0 3.623767e+07 -70.0 Healthcare 326 ARRY 16 -25.71 small-cap Short NaN -16.0 3.463465e+07 -73.0 Technology 280 KOD 18 -23.46 small-cap Short NaN -18.0 2.556350e+07 -73.0 Healthcare 278 TTEK 15 -2.90 small-cap Short NaN -31.0 2.287810e+07 -26.0 Industrials 327 ENIC 23 -6.40 small-cap Short NaN -25.0 3.096533e+06 -73.0 Utilities Mean Return: -16.52416666666667 Mean Day/Week: 18.583333333333332 Accuracy:0.9166666666666666 ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 30 Communication Services 5 Consumer Cyclical 24 Consumer Defensive 11 Energy 31 Financial Services 50 Healthcare 24 Industrials 32 Real Estate 29 Technology 18 Utilities 1 unknown 3 **************************************** penny_industry_downtrending_count tickers industry Basic Materials 1 Communication Services 1 Consumer Cyclical 7 Consumer Defensive 9 Energy 3 Financial Services 14 Healthcare 39 Industrials 6 Real Estate 2 Technology 11 unknown 2 *******************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 491 MGY 1 0.0 penny-cap Long NaN 2.0 4.372775e+07 4.0 Energy Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************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 450 KRTX 1 0.0 penny-cap Short NaN -1.0 1.279716e+07 -5.0 Healthcare 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 491 MGY 1 0.0 penny-cap Long NaN 2.0 4.372775e+07 4.0 Energy Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************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 514 BIG 1 0.0 penny-cap Short NaN -45.0 6.610982e+07 -2.0 Consumer Defensive 450 KRTX 1 0.0 penny-cap Short NaN -1.0 1.279716e+07 -5.0 Healthcare 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 681 SM 3 13.02 penny-cap Long NaN 3.0 1.241812e+08 77.0 Energy 523 ASO 2 1.97 penny-cap Long NaN 2.0 7.837299e+07 77.0 Consumer Cyclical 338 CUZ 2 3.61 penny-cap Long NaN 2.0 7.224886e+07 65.0 Real Estate 530 WBT 1 0.00 penny-cap Long NaN 1.0 6.875214e+07 77.0 Industrials 370 OLN 3 3.48 penny-cap Long NaN 3.0 6.550160e+07 77.0 Basic Materials 335 STAA 4 5.83 penny-cap Long NaN 4.0 6.461469e+07 43.0 Healthcare 349 SRC 1 0.00 penny-cap Long NaN 1.0 6.097005e+07 77.0 Real Estate 339 UNM 2 1.74 penny-cap Long NaN 2.0 5.738327e+07 77.0 Financial Services 563 AAT 2 3.50 penny-cap Long NaN 3.0 5.021184e+07 70.0 Real Estate 634 ERJ 3 2.84 penny-cap Long NaN 3.0 4.730724e+07 77.0 Industrials 527 PGRE 5 6.04 penny-cap Long NaN 5.0 4.449928e+07 69.0 Real Estate 412 ADNT 1 0.00 penny-cap Long NaN 1.0 4.418736e+07 61.0 Consumer Cyclical 491 MGY 1 0.00 penny-cap Long NaN 2.0 4.372775e+07 4.0 Energy 363 RYN 1 0.00 penny-cap Long NaN 1.0 4.214624e+07 42.0 Real Estate 552 ABR 4 3.92 penny-cap Long NaN 4.0 4.197320e+07 77.0 Real Estate 519 IDCC 4 4.81 penny-cap Long NaN 4.0 3.713517e+07 39.0 Communication Services 433 APLE 1 0.00 penny-cap Long NaN 1.0 3.575580e+07 77.0 Real Estate 531 HRI 1 0.00 penny-cap Long NaN 1.0 3.380271e+07 77.0 Industrials 477 TROX 1 0.00 penny-cap Long NaN 1.0 3.292889e+07 47.0 Basic Materials 506 NAVI 4 4.15 penny-cap Long NaN 4.0 3.162736e+07 77.0 Financial Services 358 NAV 1 0.00 penny-cap Long NaN 1.0 2.895353e+07 42.0 Industrials 387 SEM 4 0.05 penny-cap Long NaN 4.0 2.729278e+07 66.0 Healthcare 600 GES 2 1.57 penny-cap Long NaN 2.0 2.712248e+07 42.0 Consumer Cyclical 569 BOOT 3 1.13 penny-cap Long NaN 3.0 2.604432e+07 77.0 Consumer Cyclical 427 LXP 1 0.00 penny-cap Long NaN 1.0 2.504641e+07 61.0 Real Estate 464 NSA 1 0.00 penny-cap Long NaN 1.0 2.499572e+07 77.0 Real Estate 360 LAZ 1 0.00 penny-cap Long NaN 1.0 2.390321e+07 42.0 Financial Services 381 NVT 1 0.00 penny-cap Long NaN 1.0 2.287988e+07 77.0 Industrials 402 AIMC 1 0.00 penny-cap Long NaN 1.0 1.978594e+07 41.0 Industrials 435 ESRT 1 0.00 penny-cap Long NaN 1.0 1.870379e+07 77.0 Real Estate 518 TDS 1 0.00 penny-cap Long NaN 1.0 1.790458e+07 61.0 Communication Services 389 BCPC 1 0.00 penny-cap Long NaN 1.0 1.625588e+07 70.0 Basic Materials 359 CLH 1 0.00 penny-cap Long NaN 1.0 1.586335e+07 77.0 Industrials 482 BRC 3 2.36 penny-cap Long NaN 3.0 1.319541e+07 8.0 Industrials 628 IRT 1 0.00 penny-cap Long NaN 1.0 1.280084e+07 77.0 Real Estate 475 GBDC 2 0.88 penny-cap Long NaN 2.0 1.275032e+07 13.0 Financial Services 521 RPAI 1 0.00 penny-cap Long NaN 1.0 1.256147e+07 13.0 Real Estate 529 PDM 1 0.00 penny-cap Long NaN 1.0 1.255927e+07 13.0 Real Estate 520 FWRD 2 1.03 penny-cap Long NaN 2.0 1.238651e+07 77.0 Industrials 397 AB 2 0.22 penny-cap Long NaN 2.0 1.170442e+07 77.0 Financial Services 599 GNL 2 1.38 penny-cap Long NaN 2.0 1.129047e+07 13.0 Real Estate 367 GTES 1 0.00 penny-cap Long NaN 1.0 9.976125e+06 77.0 Industrials 431 FSKR 1 0.00 penny-cap Long NaN 1.0 9.445911e+06 77.0 Financial Services 554 RVNC 4 -1.11 penny-cap Long NaN 4.0 9.139849e+06 29.0 Healthcare 586 NPO 1 0.00 penny-cap Long NaN 1.0 7.556775e+06 77.0 Industrials 582 PRAA 2 1.21 penny-cap Long NaN 4.0 7.508931e+06 46.0 Financial Services 366 NEA 5 0.66 penny-cap Long NaN 5.0 7.288953e+06 40.0 Financial Services 550 CRVL 3 0.90 penny-cap Long NaN 3.0 7.013627e+06 40.0 Financial Services 669 CNDT 3 -0.72 penny-cap Long NaN 3.0 6.040012e+06 77.0 Technology 565 RQI 1 0.00 penny-cap Long NaN 1.0 5.565839e+06 77.0 Financial Services 388 NVG 4 0.46 penny-cap Long NaN 4.0 5.475140e+06 40.0 Financial Services 679 NXRT 3 2.80 penny-cap Long NaN 3.0 4.850939e+06 60.0 Real Estate 620 HYT 5 0.83 penny-cap Long NaN 5.0 4.571809e+06 13.0 Financial Services 581 BDJ 2 0.58 penny-cap Long NaN 2.0 4.551726e+06 77.0 Financial Services 588 ROAD 2 1.77 penny-cap Long NaN 3.0 4.428283e+06 32.0 Industrials 649 BUSE 4 3.88 penny-cap Long NaN 4.0 4.399885e+06 13.0 Financial Services 664 TGP 1 0.00 penny-cap Long NaN 1.0 3.907570e+06 77.0 Energy 547 BTT 1 0.00 penny-cap Long NaN 1.0 3.801852e+06 39.0 Financial Services 558 DSL 1 0.00 penny-cap Long NaN 1.0 3.593277e+06 77.0 Financial Services 487 NZF 2 0.47 penny-cap Long NaN 2.0 3.471187e+06 39.0 Financial Services 606 FPF 5 0.49 penny-cap Long NaN 5.0 3.415400e+06 47.0 Financial Services 560 RVT 1 0.00 penny-cap Long NaN 1.0 2.853655e+06 77.0 Financial Services 666 CHY 1 0.00 penny-cap Long NaN 1.0 2.490499e+06 40.0 Financial Services 498 AFYA 2 0.64 penny-cap Long NaN 2.0 2.158779e+06 17.0 Consumer Defensive 663 RNP 2 0.92 penny-cap Long NaN 2.0 2.110759e+06 77.0 Financial Services 622 ETG 4 1.02 penny-cap Long NaN 4.0 1.998464e+06 77.0 Financial Services 449 FISK 1 0.00 penny-cap Long NaN 1.0 2.037230e+05 6.0 Real Estate 439 ESBA 1 0.00 penny-cap Long NaN 1.0 1.577630e+05 77.0 Real Estate 399 VLYPP 1 0.00 penny-cap Long NaN 2.0 9.691800e+04 41.0 Financial Services 441 OGCP 1 0.00 penny-cap Long NaN 1.0 6.361259e+04 70.0 Real Estate Mean Return: 2.1758333333333333 Mean Day/Week: 4.0 Accuracy:0.9444444444444444 *******************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 660 GEO 3 6.57 penny-cap Short NaN -3.0 3.005321e+07 -49.0 Real Estate 483 THS 3 -0.10 penny-cap Short NaN -5.0 1.946795e+07 -20.0 Consumer Defensive 450 KRTX 1 0.00 penny-cap Short NaN -1.0 1.279716e+07 -5.0 Healthcare 623 NXGN 3 2.02 penny-cap Short NaN -3.0 1.187074e+07 -69.0 Healthcare 654 ITOS 1 0.00 penny-cap Short NaN -1.0 8.028736e+06 -49.0 Healthcare 596 ZEAL 1 0.00 penny-cap Short NaN -1.0 2.571269e+05 -20.0 Healthcare 601 MSC 5 -3.42 penny-cap Short NaN -5.0 4.493451e+04 -136.0 Consumer Cyclical Mean Return: 1.2675 Mean Day/Week: 4.25 Accuracy:0.5 *******************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 351 AMC 9 104.68 penny-cap Long NaN 12.0 1.515517e+10 15.0 Communication Services 473 RRC 14 22.64 penny-cap Long NaN 21.0 1.420203e+08 21.0 Energy 535 AR 17 22.98 penny-cap Long NaN 17.0 1.384792e+08 77.0 Energy 453 SWN 16 22.74 penny-cap Long NaN 19.0 1.201199e+08 25.0 Energy 545 MUR 14 18.36 penny-cap Long NaN 18.0 9.674669e+07 26.0 Energy 509 MAC 6 10.86 penny-cap Long NaN 27.0 9.598173e+07 18.0 Real Estate 451 ELY 15 10.20 penny-cap Long NaN 29.0 8.698031e+07 18.0 Consumer Cyclical 589 DEN 8 14.34 penny-cap Long NaN 8.0 8.506715e+07 77.0 Energy 350 SLG 7 8.03 penny-cap Long NaN 7.0 8.038719e+07 70.0 Real Estate 378 HL 16 26.37 penny-cap Long NaN 18.0 7.996036e+07 18.0 Basic Materials 368 PGNY 8 13.01 penny-cap Long NaN 8.0 6.666981e+07 37.0 Healthcare 400 IGT 15 22.52 penny-cap Long NaN 24.0 6.308977e+07 15.0 Consumer Cyclical 337 DEI 7 4.66 penny-cap Long NaN 8.0 6.220791e+07 69.0 Real Estate 540 MTDR 20 19.14 penny-cap Long NaN 20.0 5.987590e+07 77.0 Energy 466 PSLV 7 1.41 penny-cap Long NaN 31.0 5.976610e+07 18.0 unknown 371 IMAB 11 24.70 penny-cap Long NaN 33.0 5.851488e+07 28.0 Healthcare 562 UFS 26 35.33 penny-cap Long NaN 26.0 5.839541e+07 77.0 Basic Materials 675 PLCE 11 6.45 penny-cap Long NaN 11.0 5.560354e+07 12.0 Consumer Cyclical 382 SGMS 25 29.82 penny-cap Long NaN 33.0 5.532295e+07 29.0 Consumer Cyclical 505 MLHR 16 11.61 penny-cap Long NaN 16.0 5.146272e+07 70.0 Consumer Cyclical 459 BNL 23 11.72 penny-cap Long NaN 43.0 5.145532e+07 33.0 Real Estate 510 BCRX 11 11.05 penny-cap Long NaN 18.0 4.782791e+07 18.0 Healthcare 380 AM 16 8.85 penny-cap Long NaN 19.0 4.534342e+07 29.0 Energy 333 BPOP 20 8.19 penny-cap Long NaN 20.0 4.508128e+07 77.0 Financial Services 548 VSTO 14 24.03 penny-cap Long NaN 20.0 4.482061e+07 21.0 Consumer Cyclical 536 DDS 12 10.10 penny-cap Long NaN 12.0 4.442165e+07 27.0 Consumer Cyclical 420 CHX 14 11.03 penny-cap Long NaN 19.0 4.420142e+07 29.0 Energy 355 CC 21 20.18 penny-cap Long NaN 46.0 4.297023e+07 46.0 Basic Materials 364 SWCH 12 2.39 penny-cap Long NaN 43.0 4.284731e+07 34.0 Technology 419 COMM 17 11.87 penny-cap Long NaN 17.0 3.885304e+07 77.0 Technology 446 RRR 24 18.72 penny-cap Long NaN 24.0 3.785373e+07 77.0 Consumer Cyclical 645 EVRI 8 8.68 penny-cap Long NaN 25.0 3.668141e+07 29.0 Consumer Cyclical 455 MDRX 12 4.66 penny-cap Long NaN 33.0 3.507928e+07 15.0 Healthcare 372 SWAV 9 11.56 penny-cap Long NaN 9.0 3.433950e+07 44.0 Healthcare 576 CCS 8 7.23 penny-cap Long NaN 23.0 3.356118e+07 77.0 Consumer Cyclical 465 SUM 17 13.30 penny-cap Long NaN 17.0 3.286613e+07 77.0 Basic Materials 539 CRC 10 4.69 penny-cap Long NaN 17.0 3.239106e+07 11.0 Energy 595 CNR 10 14.60 penny-cap Long NaN 10.0 3.018762e+07 77.0 Industrials 478 CIM 10 4.96 penny-cap Long NaN 10.0 2.971161e+07 77.0 Real Estate 447 MED 16 11.70 penny-cap Long NaN 19.0 2.948576e+07 18.0 Consumer Cyclical 559 DRNA 6 2.32 penny-cap Long NaN 6.0 2.924182e+07 12.0 Healthcare 421 CVLT 6 1.71 penny-cap Long NaN 6.0 2.861197e+07 77.0 Technology 354 VVV 33 22.20 penny-cap Long NaN 33.0 2.861176e+07 77.0 Energy 377 SSRM 12 8.22 penny-cap Long NaN 55.0 2.842880e+07 24.0 Basic Materials 434 MIME 15 6.47 penny-cap Long NaN 35.0 2.650055e+07 17.0 Technology 503 FSK 6 3.16 penny-cap Long NaN 6.0 2.585726e+07 77.0 Financial Services 462 AZUL 6 10.38 penny-cap Long NaN 28.0 2.492134e+07 17.0 Industrials 593 AAWW 13 2.74 penny-cap Long NaN 43.0 2.465128e+07 73.0 Industrials 409 UNVR 27 19.51 penny-cap Long NaN 46.0 2.439061e+07 61.0 Basic Materials 404 HRB 16 3.56 penny-cap Long NaN 16.0 2.434766e+07 77.0 Consumer Cyclical 471 PRMW 12 -0.37 penny-cap Long NaN 12.0 2.321910e+07 42.0 Consumer Defensive 394 LEGN 11 24.19 penny-cap Long NaN 27.0 2.313328e+07 30.0 Healthcare 629 CASH 23 8.15 penny-cap Long NaN 23.0 2.221979e+07 77.0 Financial Services 353 NOMD 6 1.90 penny-cap Long NaN 6.0 2.194247e+07 55.0 Consumer Defensive 405 AQUA 7 4.69 penny-cap Long NaN 7.0 2.184323e+07 37.0 Industrials 361 ESI 7 4.96 penny-cap Long NaN 27.0 2.172246e+07 77.0 Basic Materials 428 JJSF 23 7.73 penny-cap Long NaN 29.0 2.126551e+07 32.0 Consumer Defensive 537 BDN 6 3.08 penny-cap Long NaN 6.0 2.105652e+07 70.0 Real Estate 476 MD 17 1.22 penny-cap Long NaN 17.0 2.073039e+07 42.0 Healthcare 461 HGV 6 1.04 penny-cap Long NaN 6.0 2.072190e+07 77.0 Consumer Cyclical 541 PRFT 36 13.46 penny-cap Long NaN 36.0 1.971579e+07 77.0 Technology 511 SGRY 26 19.93 penny-cap Long NaN 26.0 1.941979e+07 77.0 Healthcare 470 COKE 12 23.92 penny-cap Long NaN 12.0 1.894218e+07 61.0 Consumer Defensive 425 NUS 16 3.81 penny-cap Long NaN 36.0 1.805466e+07 18.0 Consumer Defensive 567 VRTS 10 3.89 penny-cap Long NaN 10.0 1.759328e+07 77.0 Financial Services 575 PAGP 17 16.25 penny-cap Long NaN 24.0 1.738977e+07 27.0 Energy 406 CWK 21 8.56 penny-cap Long NaN 21.0 1.678400e+07 61.0 Real Estate 572 IAG 11 3.35 penny-cap Long NaN 17.0 1.665200e+07 18.0 Basic Materials 613 CORE 8 -0.02 penny-cap Long NaN 8.0 1.662955e+07 70.0 Consumer Defensive 652 RGR 15 10.73 penny-cap Long NaN 16.0 1.582861e+07 18.0 Industrials 456 ITCI 7 -1.93 penny-cap Long NaN 24.0 1.576538e+07 16.0 Healthcare 481 FCFS 27 14.23 penny-cap Long NaN 35.0 1.557293e+07 62.0 Financial Services 463 CBT 21 15.35 penny-cap Long NaN 27.0 1.543853e+07 77.0 Basic Materials 410 AGI 12 5.42 penny-cap Long NaN 58.0 1.540411e+07 39.0 Basic Materials 416 GOLF 18 4.10 penny-cap Long NaN 18.0 1.521222e+07 18.0 Consumer Cyclical 522 GGAL 6 11.56 penny-cap Long NaN 24.0 1.470434e+07 12.0 Financial Services 621 XPEL 17 28.27 penny-cap Long NaN 36.0 1.435162e+07 42.0 Consumer Cyclical 573 GOL 17 6.77 penny-cap Long NaN 41.0 1.293583e+07 28.0 Industrials 555 GTN 13 7.67 penny-cap Long NaN 32.0 1.281668e+07 77.0 Communication Services 411 SXT 13 3.46 penny-cap Long NaN 35.0 1.281250e+07 61.0 Basic Materials 580 GNW 8 1.54 penny-cap Long NaN 82.0 1.261292e+07 32.0 Financial Services 614 NGD 9 11.58 penny-cap Long NaN 40.0 1.227424e+07 21.0 Basic Materials 467 EVTC 20 7.34 penny-cap Long NaN 42.0 1.183239e+07 42.0 Technology 561 HSKA 7 -3.90 penny-cap Long NaN 24.0 1.181882e+07 12.0 Healthcare 454 EXLS 19 6.12 penny-cap Long NaN 19.0 1.170869e+07 63.0 Technology 513 MAG 7 9.57 penny-cap Long NaN 37.0 1.170370e+07 12.0 Basic Materials 626 SAND 15 7.02 penny-cap Long NaN 60.0 1.170080e+07 42.0 Basic Materials 543 CSTM 20 10.02 penny-cap Long NaN 26.0 1.155855e+07 61.0 Basic Materials 661 EXTR 8 -1.96 penny-cap Long NaN 8.0 1.098233e+07 39.0 Technology 332 DAVA 10 13.33 penny-cap Long NaN 26.0 1.091338e+07 29.0 Technology 489 PLXS 12 0.44 penny-cap Long NaN 12.0 1.066872e+07 77.0 Technology 618 FFG 17 0.38 penny-cap Long NaN 17.0 1.006323e+07 17.0 Financial Services 494 MTX 18 6.57 penny-cap Long NaN 18.0 9.678145e+06 77.0 Basic Materials 568 PIPR 13 6.96 penny-cap Long NaN 13.0 9.629284e+06 77.0 Financial Services 516 PBH 16 6.56 penny-cap Long NaN 16.0 9.521601e+06 21.0 Healthcare 605 HNI 13 6.23 penny-cap Long NaN 23.0 9.354072e+06 65.0 Industrials 633 INVA 7 3.03 penny-cap Long NaN 14.0 9.272616e+06 16.0 Healthcare 644 ESTA 6 3.03 penny-cap Long NaN 6.0 8.568101e+06 77.0 Healthcare 362 CEF 14 4.45 penny-cap Long NaN 37.0 8.382434e+06 21.0 unknown 643 RAVN 7 5.05 penny-cap Long NaN 11.0 8.065082e+06 29.0 Industrials 676 CTS 12 12.91 penny-cap Long NaN 26.0 7.672957e+06 19.0 Technology 415 NG 13 9.63 penny-cap Long NaN 18.0 7.580533e+06 38.0 Basic Materials 609 SVM 7 6.70 penny-cap Long NaN 40.0 7.275312e+06 12.0 Basic Materials 636 WIRE 26 14.24 penny-cap Long NaN 26.0 6.859223e+06 77.0 Industrials 650 TVTY 7 4.00 penny-cap Long NaN 8.0 6.802005e+06 30.0 Healthcare 515 PVG 11 -3.06 penny-cap Long NaN 11.0 6.534662e+06 21.0 Basic Materials 602 MEI 6 3.14 penny-cap Long NaN 6.0 6.507187e+06 47.0 Technology 632 NMRK 17 1.86 penny-cap Long NaN 17.0 6.506262e+06 77.0 Real Estate 553 MGRC 11 2.15 penny-cap Long NaN 11.0 6.385102e+06 13.0 Industrials 408 NAD 8 1.35 penny-cap Long NaN 8.0 6.201947e+06 39.0 Financial Services 594 SA 8 4.24 penny-cap Long NaN 39.0 6.111773e+06 18.0 Basic Materials 460 EXG 10 3.23 penny-cap Long NaN 10.0 5.988829e+06 61.0 Financial Services 479 ANAT 18 22.97 penny-cap Long NaN 18.0 5.405007e+06 63.0 Financial Services 445 USM 15 2.42 penny-cap Long NaN 15.0 5.299994e+06 61.0 Communication Services 533 OR 21 13.62 penny-cap Long NaN 56.0 5.294841e+06 39.0 Basic Materials 334 TFSL 6 1.44 penny-cap Long NaN 13.0 5.277193e+06 19.0 Financial Services 407 CNS 16 6.03 penny-cap Long NaN 42.0 4.931868e+06 27.0 Financial Services 486 ENBL 24 20.09 penny-cap Long NaN 24.0 4.415448e+06 77.0 Energy 670 CLNC 13 5.92 penny-cap Long NaN 18.0 4.390301e+06 13.0 Real Estate 577 DKL 12 3.94 penny-cap Long NaN 36.0 4.348647e+06 14.0 Energy 524 GDV 6 0.04 penny-cap Long NaN 6.0 4.215538e+06 77.0 Financial Services 641 BPMP 19 6.70 penny-cap Long NaN 27.0 4.013309e+06 63.0 Energy 496 NAC 8 2.39 penny-cap Long NaN 45.0 3.488420e+06 39.0 Financial Services 611 BTZ 9 0.81 penny-cap Long NaN 43.0 2.414134e+06 23.0 Financial Services 672 ETW 7 1.58 penny-cap Long NaN 7.0 2.157780e+06 59.0 Financial Services 571 AMK 7 3.25 penny-cap Long NaN 22.0 1.745693e+06 13.0 Financial Services 597 VCTR 10 1.58 penny-cap Long NaN 10.0 1.627560e+06 61.0 Financial Services 557 DCBO 8 -1.25 penny-cap Long NaN 42.0 1.290557e+06 27.0 Technology 448 CIXX 13 8.01 penny-cap Long NaN 39.0 5.303065e+05 77.0 Financial Services 584 KEN 10 2.55 penny-cap Long NaN 41.0 4.650147e+05 32.0 Utilities 551 SIM 13 14.33 penny-cap Long NaN 35.0 5.481409e+04 35.0 Basic Materials 436 TDI 11 0.96 penny-cap Long NaN 11.0 2.106216e+04 41.0 unknown Mean Return: 9.591893939393941 Mean Day/Week: 13.340909090909092 Accuracy:0.946969696969697 *******************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 347 HFC 7 0.07 penny-cap Short NaN -52.0 9.959969e+07 -20.0 Energy 495 PUBM 18 -24.34 penny-cap Short NaN -60.0 8.668564e+07 -33.0 Technology 544 CALM 7 -3.26 penny-cap Short NaN -45.0 5.361959e+07 -30.0 Consumer Defensive 383 EGHT 21 -31.22 penny-cap Short NaN -21.0 3.849854e+07 -23.0 Technology 525 INT 6 -0.86 penny-cap Short NaN -48.0 3.395103e+07 -9.0 Energy 603 IMGN 19 -19.45 penny-cap Short NaN -62.0 2.761028e+07 -45.0 Healthcare 379 INSM 19 -16.30 penny-cap Short NaN -19.0 2.644416e+07 -55.0 Healthcare 340 SAGE 18 -2.27 penny-cap Short NaN -18.0 2.557173e+07 -20.0 Healthcare 331 ALLO 22 -18.71 penny-cap Short NaN -23.0 2.464828e+07 -24.0 Healthcare 390 SEER 20 -33.96 penny-cap Short NaN -20.0 2.358195e+07 -122.0 Healthcare 564 EB 9 1.81 penny-cap Short NaN -47.0 2.245128e+07 -15.0 Technology 662 ZGNX 6 -4.01 penny-cap Short NaN -6.0 2.114378e+07 -41.0 Healthcare 391 CNNE 15 -1.56 penny-cap Short NaN -24.0 2.082026e+07 -20.0 Consumer Cyclical 492 STRA 23 -4.87 penny-cap Short NaN -34.0 1.913707e+07 -31.0 Consumer Defensive 570 HRTX 12 -3.43 penny-cap Short NaN -13.0 1.840502e+07 -13.0 Healthcare 472 RCUS 11 -12.61 penny-cap Short NaN -19.0 1.734470e+07 -48.0 Healthcare 375 LOPE 16 -3.01 penny-cap Short NaN -43.0 1.718811e+07 -18.0 Consumer Defensive 401 SLQT 14 -6.52 penny-cap Short NaN -30.0 1.701662e+07 -16.0 Financial Services 502 EAR 18 -19.63 penny-cap Short NaN -18.0 1.666535e+07 -52.0 Healthcare 437 GDOT 15 -4.67 penny-cap Short NaN -15.0 1.565647e+07 -136.0 Financial Services 430 LGND 24 -24.43 penny-cap Short NaN -72.0 1.544575e+07 -49.0 Healthcare 630 CHRS 7 0.00 penny-cap Short NaN -7.0 1.443632e+07 -74.0 Healthcare 374 CCXI 20 -60.44 penny-cap Short NaN -20.0 1.412447e+07 -62.0 Healthcare 658 STRO 8 -1.43 penny-cap Short NaN -8.0 1.239803e+07 -49.0 Healthcare 615 PLT 9 8.27 penny-cap Short NaN -60.0 1.178734e+07 -11.0 Technology 458 XNCR 18 -1.27 penny-cap Short NaN -18.0 1.165160e+07 -52.0 Healthcare 384 NKTR 15 -6.22 penny-cap Short NaN -60.0 1.148349e+07 -46.0 Healthcare 512 KURA 19 -12.69 penny-cap Short NaN -19.0 1.104457e+07 -136.0 Healthcare 619 CVGW 14 -1.35 penny-cap Short NaN -25.0 1.048922e+07 -22.0 Consumer Defensive 423 RVMD 6 -1.90 penny-cap Short NaN -48.0 1.001291e+07 -39.0 Healthcare 497 AVNS 21 -7.74 penny-cap Short NaN -21.0 9.516589e+06 -52.0 Healthcare 468 ESE 14 -4.00 penny-cap Short NaN -23.0 9.359118e+06 -16.0 Technology 538 NGM 6 -10.27 penny-cap Short NaN -6.0 8.682275e+06 -7.0 Healthcare 604 CSGS 10 -1.91 penny-cap Short NaN -44.0 8.634482e+06 -25.0 Technology 631 OMER 11 -13.90 penny-cap Short NaN -67.0 7.816082e+06 -45.0 Healthcare 612 WMK 9 -3.15 penny-cap Short NaN -9.0 7.578972e+06 -30.0 Consumer Defensive 624 TRIL 8 -4.32 penny-cap Short NaN -8.0 7.480567e+06 -136.0 Healthcare 422 ALXO 14 3.56 penny-cap Short NaN -14.0 7.404917e+06 -136.0 Healthcare 579 SLP 20 -8.28 penny-cap Short NaN -20.0 7.158954e+06 -54.0 Healthcare 585 HTLD 9 -2.50 penny-cap Short NaN -29.0 5.804424e+06 -15.0 Industrials 608 KNSA 20 -16.79 penny-cap Short NaN -53.0 5.604810e+06 -50.0 Healthcare 671 AKRO 18 0.38 penny-cap Short NaN -18.0 5.331063e+06 -22.0 Healthcare 667 RES 8 3.46 penny-cap Short NaN -8.0 4.946858e+06 -32.0 Energy 452 BRP 8 -2.09 penny-cap Short NaN -19.0 4.770498e+06 -20.0 Financial Services 532 PRAX 13 6.63 penny-cap Short NaN -13.0 4.434453e+06 -67.0 Healthcare 674 PASG 12 -14.56 penny-cap Short NaN -12.0 4.264119e+06 -136.0 Healthcare 646 RMAX 30 -1.92 penny-cap Short NaN -52.0 3.351727e+06 -35.0 Real Estate 648 FDMT 18 -19.96 penny-cap Short NaN -18.0 2.722844e+06 -52.0 Healthcare 591 BCAB 16 -7.77 penny-cap Short NaN -45.0 1.868381e+06 -38.0 Healthcare 683 IH 12 -3.11 penny-cap Short NaN -12.0 1.350961e+06 -136.0 Consumer Defensive 429 TARO 9 0.24 penny-cap Short NaN -23.0 1.282031e+06 -16.0 Healthcare 647 PRPB 10 0.10 penny-cap Short NaN -10.0 1.170153e+06 -63.0 Financial Services 682 CONX 7 -0.10 penny-cap Short NaN -7.0 1.117084e+06 -111.0 Financial Services 583 HLG 49 -31.57 penny-cap Short NaN -49.0 3.206722e+05 -136.0 Consumer Defensive 542 ITCB 11 -0.28 penny-cap Short NaN -25.0 1.460363e+05 -17.0 Financial Services 501 GB 18 -9.69 penny-cap Short NaN -36.0 1.221888e+05 -74.0 Technology Mean Return: -8.210714285714285 Mean Day/Week: 14.589285714285714 Accuracy:0.8214285714285714 ************************************** ************************************** ************************************** Error: []