#rOP 186

[victorie552onepiecespeedrun]

Reading One Piece pt 186: Everyone Crashes Barbeque Party

Chapter 433

Thoughts:

- Fpos/cs: “Someone’s in the hole” True, and they appear to be unconscious

- “You’re my grandson! That’s why I won’t capture you! That’s what I’ll write on my report! Stay as long as you want!” “Let’s just write they got away.” Grandpa Garp really is something else :D

- “I’m leaving” “Ok, bye” :D

- YOU HURT YOUR GRANDPA’S FEELINGS LUFFY :D

- Yeah, they’re very much related, Nami

- Ok, so there’s only Coby and Helmeppo now. Luffy went to talk with them but Zoro didn’t. You could interact with people sometimes, Zoro

- Straw Hats really went and took a break :) They need it

- Some of marines warships can cross the Calm Belt, huh (Luffy asked Coby how they got to the Grand Line if not by Reverse Mountain)

- Kairouseki again. It’s like a magic stone I swear. Stops DF users, makes ships invisible to monsters, what next

- Also, Nami is totally spying at them

- Dr. Vegapunk? Will it be relevant?

- They’re happy :D

- “Luffy-san! Do you know what the latter half of this Grand Line is called? People know the last part of the sea that goes beyond the Red Line by the name:…” ?

- “…The “New World”” !!!

- I heard it before! So that’s what that means!

- “A sea where people who will begin the next generation gather! Whoever conquers this sea will become the Pirate King! Luffy! Let’s meet again over there!” !!! This is great!

- “…and I will be Admiral!” you go Coby, dream big!

- Aww, he got embarrassed :D

- Luffy believes in him of course

- “Are you still a crybaby, Coby?” Yes, he is

- “Luffy, did you just… create another great enemy?” “Coby’s a man of his word. I know it.” They seem pretty happy about it. They’re weird guys like that

- Feeding time! And Sogeking is here!

- Ok, is it a chapter where Usopp Situation is finally resolved or what

- (I can’t believe Galley-ga Company has swimming pool just for its employees. Talk about perks)

- Ok, literary everyone crashed on Straw Hats barbeque party right now. Frankies, Galley-ga, Iceberg, giants, horses, Franky, you name it

- “IT’S A FEAST!”

- I love post-adventure parties, they’re the best

- !!!!

- Aokiji is here! What does he wants from Robin

- “Why didn’t you run away?” “I changed” she did, she’s not alone anymore

- “The giant who fought for Ohara 20 years ago… Saul… we were… very good friends.” Oh?

- “It was my duty to observe what you do with your life…” I wanted to be proud of you right now, Aokiji, but I just realized that if you were taking care of Robin, you could secretly take her in, not leave her for 20 years to fend for herself

- Oh, it’s an confession

- “I decided that I could no longer leave a ticking bomb like you roam free” SHE WAS 8!!! NOT YOU TOO, AOKIJI

- “One who hasn’t found a place to harbour herself… and is still wandering around even after 20 years” and whose fault is that? Ok, let bygones be bygones, I’m letting it go

- “Most of all… I thought you just wanted to die… I… I intended to but everything about Ohara to an end this time.” …alright, at least you’re honest

- “Of course I never expected CP9 to fall…” haha

- “…Did you finally find a place to harbour herself?” “…Yes”

- “Then live your life to the fullest… Ohara… hasn’t fallen yet.”

- And he vanishes. That was emotional

- (I like Aokiji, flaws and all)

- (we do see Aokiji one last time. He stole food from the feast :D Bicycle away, Admiral)

- PLOT TIME

- We’re in Holyland! Government got an emergency on their hands

- Grand Line! Apparently Shanks contacted Whitebeard! That’s good!

- WHITEBEARD

Another chapter filled with wonders :D

rOP 185  rOP 187

[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 2021/04/10 05-40-09

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

[giadinhviet]

Tang lễ nhà văn Kim Dung: Lưu Đức Hoa, Huỳnh Hiểu Minh cùng dàn nghệ sĩ gửi hoa trắng rợp trời

Tang lễ nhà văn Kim Dung: Lưu Đức Hoa, Huỳnh Hiểu Minh cùng dàn nghệ sĩ gửi hoa trắng rợp trời

Rất nhiều hoa từ các nghệ sĩ, người hâm mộ được gửi đến nhà tang lễ Hong Kong để tưởng nhớ cố nhà văn Kim Dung.

  Trang Sina đưa tin, chiều ngày 12/11, đám tang nhà văn kiếp hiệp nổi tiếng Kim Dung đã được cử hành vào 3 giờ chiều (theo giờ địa phương). Tang lễ được diễn ra trong không khí trang nghiêm, kín đáo, chỉ có người thân và bạn bè tham dự.

Lưu Đức Hoa cùng rất nhiều nghệ sĩ đã gửi vòng…

[victorie552onepiecespeedrun]

Reading One Piece pt 185: MONKEY FAMILY DRAMA GET POPCORN

Chapter 432

Thoughts:

- Ok, here we got nice list of ranks in the World Government. First go World Leaders and we have a food chain of officers. Handy :) (why are there Petty Officers as an official title???)

- So, according to the chart, Grandpa Garp The Vice-Admiral is fourth in the chain of command (Aokiji is 2nd or 3rd depending if he’s a Fleet or Land Admiral but I think Fleet so 2nd)

- You know what, I think I see the resemblance between Garp and Luffy :D It’s all in that jaw structure tho eyes and nose are a little similar too. Yeah, that tracks. Welcome to the family, Grandpa (lol)

- “Hero of the Marines”, huh? Big names in your family tree, Luffy. On the wrong side of the conflict too I may add but eh, details

- …dude, what

- Well, that explains how Luffy got so strong in the first place but Tough Love MUCH??? I was also under an impression Luffy was raised in a barn, what’s up with that

- “I trained you to be a strong marine!” “I always said I wanna be a pirate!” YESSSS FAMILY DRAMA

- Lol, Garp just called Shanks a Bad Influence :D I mean, I guess :D but it’s still hilarious

- AGHFJKSGADSKHS THEY FELL ASLEEP WHILE FIGHTING I LOVE MONKEY FAMILY

- That scolding is hilarious :D

- LORE ABOUT SHANKS EVERYBODY QUIET

- Four Emperors. Holy shit, I finally know what an Emperor is

- (I recognize Shanks and Whitebeard but who are the other two? Also shit, will Luffy have to fight Shanks for the title of The Pirate King? I mean, as I understand it, right now you can become a Pirate King only by finding One Piece so Technically fights for the title aren’t necessary buuut you also need to be strong enough to, you know, keep One Piece for yourself (nobody even knows what One Piece is, lol, maybe possibly probably assumed to be weapons tho) AND strong enough for Pirate World to accept you and your position. I’m sorry but fights seem inevitable. Thought I don’t think Shanks would have a problem with Luffy as a Pirate King per se so we may avoid THAT disaster. But Straw Hats will fight Whitebeard and the other two for sure)

- Ok, before we go further, what was Shanks doing in any proximity of the grandson of Vice-Admiral, like what. What are the odds

- “The “Marine Headquarters” and “Shichibukai” exist in order to counterbalance these four! Their power is so influential that should these “three powers” become unbalanced, the peace of the world would crumble.” Ok, 1) Thank you, Grandpa Garp, I understand One Piece politics now (not like after Five Elders explained it, Grandpa is clearly superior in that aspect) and 2) MORE POWER TO THE PEOPLE if 4 guys are so popular and influential they can crumble your government THEN THEY SHOULD (it’s yet to be determined if Emperors fight for the people. I know at least Shanks isn’t AGAINST people but is he WITH them? It’s not like he printed and handed out papers with his political agenda on them)

- (…Damn, that election messed me up. I’m from EUROPE)

- (And again, what a weak-ass power balance it is. Elder Stars and World Leaders are OLD. Whitebeard is SUPER SICK. IT WILL ALL FALL APART ANYWAY CAUSE THEY WILL DIE FROM NATURAL CAUSES. That system has NO future and NEEDS TO BE CHANGED. THE WAR IS COMING NO MATTER WHAT YOU PREACH GRANDPA GARP BECAUSE THE SYSTEM IS FLAWED)

- “I don’t really understand, but I’m happy to hear they’re fine. I miss them…” oh Luffy :D

- Lol, what a chain of events :D Zoro got lost while trying to get back to Straw Hats to warn them about marines and some guys tried to mug him so Zoro beat them up. After that, they had to show him a way back to his house. “And now they’re like “Sorry for almost mugging you” and he’s like “Don’t worry about it, thanks for the guidance!”. I love Zoro :D

Now, will he cause a commotion or what

- Huh?

- Looks like we got a fight here :D a friendly fight, clearly, go deck each other boys :D

- That marine (:D) can use Soru! (The thing Cp9 could do. It was for being faster I think but I won’t remember so whatever)

- “Chief Petty Officer! Petty Officer!” WHY ARE THOSE REAL RANKS IT’S TOO FUNNY

- “Long time no see” “Who are you?” lol

- It’s Coby!!! (from 2nd to like 7th chapter if you don’t remember) :D but yeah, he looks TOTALLY different. He looks like a teenager, not a child. Nice glow-up, keep it up, kiddo. (How old are you by the way because I kinda feel creepy right now)

- Luffy and Zoro can’t believe their eyes :D

- Why is Helmeppo looking kinda cool now? Still like an asshole but with a fashion sense? THAT HAIR WHAT’S WITH THE HAIR

- Ok, no, I’m not looking at them by myself, have a screenshot

- As marines go, they’re second only to Hina-san, like what’s up with that

- Lol, Zoro doesn’t remember Helmeppo

- “I’m the guy who almost drove you to the death penalty!!! Roronoa Zoro!!!” Nope, doesn’t ring a bell :D

- “I’m the idiot son who rode my father’s coat tails!” NOW THEY REMEMBER :D

- “Ok guys, enough. Go fix up that wall” Grandpa put the hole in, he will put the hole out :D with assistance :D

- Yeah, Luffy and him are super related :D

- “By the way, Luffy, I heard you met your dad” WHAT! WAS THAT BLACKBEARD GOD PLEASE NO NOOOOOOOO

- “I have a dad?” everyone has a dad, Luffy, come on. And you’re a shounen protagonist, you have like a Turbo Dad x20 Deluxe Edition

- (PLEASE NOT BLACKBEARD)  

- (at least we know it’s definitely NOT Shanks now. I mean, I knew that, but I finally got to the part in canon where it’s said loud and clear)

- “Oh what, he didn’t introduce himself…? I heard he saw you off at Logue Town!” …give me a minute

- …it’s either Smoker. Or Dragon The Cult Guy. And it’s NOT Smoker.

- Oh Luffy. I’m so sorry

- (AT LEAST IT’S NOT BLACKBEARD)  

- “Your father’s name is “Monkey D. Dragon”, The Revolutionary” why did they draw him like that, Cult Guy doesn’t deserve it

- (Monkey? Is he Garp’s son? Or did he took his wife’s name? Will I ever finish that chapter?)

- …What’s with marines reaction. Like chill guys

- “What’s up with this family!?” yeah, Vice-Admiral, Revolutionary, Future Pirate King… they don’t do things in halves, that Monkey Family

- Lol, Everyone’s panicking except Luffy and Zoro :D these two really don’t know anything :D just like me :D

- Ok Robin, hit us with knowledge

- Revolutionary Army, got it

- Ah. Ok.

- “Ack!!! Maybe I shouldn’t have said anything!!! Then nevermind about what I just said.” AHDJJDKJKAGDFSSGASDGFHSHK

*busy wheezing* GRANDPA FOR THE WIN

rOP 184  rOP 186

Dragon/Monkey family meta

[victorie552onepiecespeedrun]

Reading One Piece pt 187: Meeting Of Heroes

Chapter 434

Thoughts:

- Fpos/cs: “Attack first, think later” and he blasts them. Somehow I’m surprised

- Marines somewhere are freaking out cause Shanks and Whitebeard are meeting each other. As was most of the readers at the time, I believe

- With pirates now

- We got introduced to two Whitebeard Pirates, Joz and Marco! First Division, Third Division… Wasn’t second one Ace? Where is he, by the way, Blackbeard really takes long to find

- What’s happening?

- Shanks got them unconscious just by walking next to them? Wow

- “Excuse me. Since this is an enemy’s ship… I kinda made a bit of a threat.” I thought they were allies?

- What a height difference, even tho Whitebeard is sitting

- Ok, they’ll talk alone. Shanks brough some healing water, nice of him

- …nope, that’s just booze :D from his hometown in the West Blue tho! That’s sweet

- They’re… talking about how there’s not many people left who know New World well I think

- “You’ve climbed the ladder pretty well, too… Before you were just a puny apprentice on Gol D. Rogers ship!” NOW THAT’S NEWS I LIKE

- (then Buggy was too!)

- Oh, Whitebeard used to fight with King Roger a lot, that’s how they met

- Lol, he asks about Buggy actually

- “The day Captain was executed, we parted ways, and that’s the end of it.” :(

- “Duel between you and Hawkeye…” oh? They fought? But they’re friends now! I see Shanks studied Shounen Ways of Getting Friends

- Oh, now Whitebeard asks about the missing arm

- “What kind of enemy did you give it to?” He gave it to the Future, not Enemy

- “…I bet it on the New Age…” that’s so cool

- Blackbeard Talk!

- “He’ll be aiming for the top with his own will!” “What do you want me to do?” “Please, stop Ace” huh?

- “It’s not yet time for them to face each other!” aww

- “Leave Blackbeard alone!” yeh, I don’t think Whitebeard is up for that

- Told you

- “He *killed a nakama*! Thus violating the ultimate law.” Why the air quotes? Something’s not right here

- “You can’t live in this world without humanity and justice! It’s my responsibility to give that stupid Teach a lesson about that!!!” The words are somewhat reasonable but his face is crazy. You okay, Whitebeard

- OH SHIT THEY’RE FIGHTING NOW

- OH SHIT!!!!! EVEN CLOUDS HAVE SPLIT IN HALF!!!!

- Aaaaand we’re leaving now

- With Blackbeard crew! Thematically appropriate

- They read about Straw Hats and Enies Lobby in the newspaper :D

- Oh no!  they’re close to Water Seven so they want to go and meet Straw Hats. And get rid of them, of course

- “Hey” !!!

- Would you look at that :D Ace is here :D  

Ace and Blackbeard meet at last! What will happen?

rOP 186  rOP 188

[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 38: Battle Strategy

Chapters 181-186

Thoughts:

- Everyone almost at Alubarna except our crew. Mafia is annoyed

- The crew IS coming but they all look the same with their cloacks! And mafia only want Vivi! My plan would be to kill them all from the distance, what is theirs?

- Eh, more or less the same. The crew is splitting them up. Is there a sword user for Zoro?

- Vivi’s free to go!

- CAMEL THEY USED CAMEL FOR THAT

- Wait, they’re starting third first pages only story arc, with jailbreak, but I don’t know what it is about yet. Who went to prison in the manga?

- Bad times for Vivi! Battlefield is full of idiots and traitors! Be smarter, Kouza!

- Battle has started but Vivi’s not giving up. Good, I was worried for a moment

- Mr.2 is after Vivi

- First pages only story: It’s Hachi! (fishman with swords from Nami’s arc, beaten by Zoro) well, make me feel invested in you, son

- So that was a 2-step identification process! Damn, that’s really smart! I wouldn’t have thought of that. I’m proud of you, Zoro (reminder: Mr.2 can shapeshift. They were Usopp for a moment)

- Carue can fly!

- Sanji! How are you everywhere!

- The glasses are off!

- Sanji aka Mr.Prince: “I’m not Mr.Prince” you so valid, Sanji. Yes, confuse them more!

- I don’t know anything about baseball. I hope Usopp and Chopper do

- Usopp is smart

- Usopp is loyal

- Usopp IS BADASS

- And this is how you win

Ok, one fight won, four to go. Vivi, you can defeat whole armies and don’t let anyone tell you otherwise.

rOP 37   rOP 39

[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 2021/03/30 05-15-07

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

[stock-filter]

Stock daily Filter Report for 2021/06/15 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 2021/06/03 05-41-34

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 13 Communication Services 12 Consumer Cyclical 11 Consumer Defensive 17 Energy 22 Financial Services 42 Healthcare 21 Industrials 18 Real Estate 24 Technology 18 Utilities 5 unknown 2 **************************************** big_industry_downtrending_count tickers industry Basic Materials 2 Communication Services 2 Consumer Cyclical 4 Consumer Defensive 6 Financial Services 2 Healthcare 6 Technology 5 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 209 CVE 2 3.49 big-cap Long NaN 2.0 1.220121e+08 4.0 Energy Mean Return: 3.49 Mean Day/Week: 2.0 Accuracy:1.0 *******************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 209 CVE 2 3.49 big-cap Long NaN 2.0 1.220121e+08 4.0 Energy 222 LW 1 0.00 big-cap Long NaN 6.0 4.705563e+07 3.0 Consumer Defensive Mean Return: 3.49 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 133 DLTR 4 -2.07 big-cap Short NaN -27.0 2.773879e+08 -4.0 Consumer Defensive 180 DRI 2 -0.55 big-cap Short NaN -51.0 2.280923e+08 -2.0 Consumer Cyclical Mean Return: -1.31 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 41 MRNA 4 6.62 big-cap Long NaN 4.0 1.937124e+09 35.0 Healthcare 29 GS 4 3.58 big-cap Long NaN 4.0 1.064002e+09 77.0 Financial Services 6 KO 3 0.38 big-cap Long NaN 3.0 6.249471e+08 48.0 Consumer Defensive 28 AXP 2 0.22 big-cap Long NaN 2.0 5.528220e+08 77.0 Financial Services 34 BP 2 2.26 big-cap Long NaN 2.0 5.343375e+08 76.0 Energy 13 HON 2 -0.95 big-cap Long NaN 2.0 5.096451e+08 59.0 Industrials 23 AMT 2 1.69 big-cap Long NaN 2.0 5.028660e+08 51.0 Real Estate 33 PLD 2 1.59 big-cap Long NaN 2.0 4.789579e+08 57.0 Real Estate 26 SCHW 4 1.46 big-cap Long NaN 4.0 4.615397e+08 77.0 Financial Services 4 ASML 2 0.34 big-cap Long NaN 2.0 3.997415e+08 60.0 Technology 99 SPG 4 5.34 big-cap Long NaN 4.0 3.620194e+08 77.0 Real Estate 43 APD 2 1.03 big-cap Long NaN 2.0 3.063694e+08 52.0 Basic Materials 35 CCI 2 1.98 big-cap Long NaN 2.0 3.054494e+08 57.0 Real Estate 104 EOG 1 0.00 big-cap Long NaN 1.0 3.021667e+08 77.0 Energy 49 HCA 3 -1.92 big-cap Long NaN 3.0 2.862597e+08 77.0 Healthcare 88 CARR 3 0.30 big-cap Long NaN 3.0 2.638502e+08 58.0 Industrials 74 TEL 2 -0.25 big-cap Long NaN 2.0 2.387086e+08 14.0 Technology 73 DLR 1 0.00 big-cap Long NaN 1.0 2.372828e+08 47.0 Real Estate 123 DFS 2 0.12 big-cap Long NaN 2.0 2.279619e+08 77.0 Financial Services 54 EMR 2 0.39 big-cap Long NaN 2.0 2.245382e+08 77.0 Industrials 135 EQR 4 4.26 big-cap Long NaN 4.0 2.189279e+08 77.0 Real Estate 96 PRU 2 -0.44 big-cap Long NaN 2.0 2.186634e+08 77.0 Financial Services 69 EA 5 -1.68 big-cap Long NaN 5.0 2.151993e+08 19.0 Communication Services 97 SBAC 3 3.82 big-cap Long NaN 3.0 1.917795e+08 51.0 Real Estate 81 A 3 -1.13 big-cap Long NaN 3.0 1.904547e+08 42.0 Healthcare 192 ALLY 2 -0.87 big-cap Long NaN 2.0 1.815045e+08 77.0 Financial Services 175 CFG 4 -0.31 big-cap Long NaN 4.0 1.696600e+08 77.0 Financial Services 226 TAP 1 0.00 big-cap Long NaN 1.0 1.627236e+08 47.0 Consumer Defensive 179 ESS 1 0.00 big-cap Long NaN 1.0 1.577479e+08 77.0 Real Estate 94 AFL 4 0.58 big-cap Long NaN 4.0 1.555912e+08 77.0 Financial Services 134 ARE 1 0.00 big-cap Long NaN 1.0 1.548359e+08 43.0 Real Estate 85 TT 3 -0.68 big-cap Long NaN 3.0 1.442053e+08 77.0 Industrials 139 MGA 2 -1.15 big-cap Long NaN 2.0 1.423477e+08 77.0 Consumer Cyclical 112 ADM 2 0.00 big-cap Long NaN 2.0 1.411529e+08 77.0 Consumer Defensive 75 ROP 3 -0.17 big-cap Long NaN 3.0 1.392639e+08 43.0 Industrials 141 CBRE 1 0.00 big-cap Long NaN 1.0 1.384153e+08 77.0 Real Estate 108 LYB 2 -0.86 big-cap Long NaN 2.0 1.383429e+08 77.0 Basic Materials 131 FTNT 3 -0.98 big-cap Long NaN 3.0 1.338668e+08 77.0 Technology 209 CVE 2 3.49 big-cap Long NaN 2.0 1.220121e+08 4.0 Energy 220 UDR 2 1.46 big-cap Long NaN 2.0 1.218604e+08 77.0 Real Estate 231 BWA 1 0.00 big-cap Long NaN 1.0 1.176744e+08 77.0 Consumer Cyclical 165 CAG 1 0.00 big-cap Long NaN 1.0 1.157073e+08 62.0 Consumer Defensive 116 CNQ 4 7.49 big-cap Long NaN 4.0 1.148089e+08 77.0 Energy 186 DRE 2 1.87 big-cap Long NaN 2.0 1.138691e+08 58.0 Real Estate 173 SUI 2 1.10 big-cap Long NaN 2.0 1.085348e+08 57.0 Real Estate 159 ALB 4 1.10 big-cap Long NaN 4.0 1.071432e+08 29.0 Basic Materials 63 EPD 1 0.00 big-cap Long NaN 1.0 1.005590e+08 66.0 Energy 39 BNS 4 1.46 big-cap Long NaN 4.0 9.762420e+07 77.0 Financial Services 168 NVCR 2 0.81 big-cap Long NaN 2.0 9.476322e+07 36.0 Healthcare 227 MTN 4 0.21 big-cap Long NaN 4.0 8.554573e+07 77.0 Consumer Cyclical 124 FRC 4 0.64 big-cap Long NaN 4.0 8.535595e+07 77.0 Financial Services 182 MAA 1 0.00 big-cap Long NaN 1.0 7.914268e+07 77.0 Real Estate 212 WPC 2 1.58 big-cap Long NaN 2.0 7.402061e+07 48.0 Real Estate 82 ING 4 0.87 big-cap Long NaN 4.0 7.321824e+07 76.0 Financial Services 234 WLK 1 0.00 big-cap Long NaN 1.0 5.933101e+07 62.0 Basic Materials 185 HEI 2 0.25 big-cap Long NaN 2.0 5.856958e+07 39.0 Industrials 187 LDOS 1 0.00 big-cap Long NaN 1.0 5.522689e+07 24.0 Technology 157 QSR 2 -1.05 big-cap Long NaN 2.0 5.347468e+07 66.0 Consumer Cyclical 76 TRP 1 0.00 big-cap Long NaN 1.0 5.253524e+07 64.0 Energy 72 TRI 5 1.98 big-cap Long NaN 5.0 5.222631e+07 70.0 Industrials 160 XYL 3 0.55 big-cap Long NaN 3.0 5.048022e+07 47.0 Industrials 232 CBOE 1 0.00 big-cap Long NaN 1.0 5.022776e+07 75.0 Financial Services 40 ABB 1 0.00 big-cap Long NaN 1.0 3.519663e+07 62.0 Industrials 62 HMC 1 0.00 big-cap Long NaN 3.0 3.350789e+07 62.0 Consumer Cyclical 126 FMX 1 0.00 big-cap Long NaN 1.0 3.093214e+07 56.0 Consumer Defensive 150 RYAAY 1 0.00 big-cap Long NaN 2.0 2.970822e+07 29.0 Industrials 191 AGR 1 0.00 big-cap Long NaN 1.0 2.637561e+07 62.0 Utilities 176 SKM 2 -0.24 big-cap Long NaN 2.0 8.497783e+06 47.0 Communication Services 100 CHT 2 0.05 big-cap Long NaN 2.0 4.869942e+06 36.0 Communication Services 190 SHG 5 3.72 big-cap Long NaN 5.0 4.193925e+06 62.0 Financial Services 44 WBK 5 0.05 big-cap Long NaN 5.0 3.455730e+06 77.0 Financial Services 169 BPYPP 4 0.84 big-cap Long NaN 4.0 4.497996e+05 14.0 Real Estate Mean Return: 0.9962264150943397 Mean Day/Week: 3.2830188679245285 Accuracy:0.6981132075471698 *******************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 236 PLAN 3 -0.6 big-cap Short NaN -3.0 6.503178e+07 -68.0 Technology Mean Return: -0.6 Mean Day/Week: 3.0 Accuracy:1.0 *******************Part 1.7 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 3 NVDA 6 7.15 big-cap Long NaN 6.0 9.897402e+09 40.0 Technology 0 FB 6 0.43 big-cap Long NaN 6.0 3.775289e+09 58.0 Communication Services 2 JPM 13 1.29 big-cap Long NaN 18.0 1.685566e+09 77.0 Financial Services 38 PBR 13 16.04 big-cap Long NaN 48.0 1.245089e+09 17.0 Energy 17 C 15 7.39 big-cap Long NaN 17.0 1.206660e+09 77.0 Financial Services 1 WMT 11 -0.39 big-cap Long NaN 51.0 1.061614e+09 14.0 Consumer Defensive 30 TGT 9 2.94 big-cap Long NaN 9.0 7.488880e+08 52.0 Consumer Defensive 10 PEP 14 1.28 big-cap Long NaN 59.0 6.728305e+08 47.0 Consumer Defensive 109 NOK 13 10.93 big-cap Long NaN 38.0 6.439999e+08 24.0 Technology 16 MS 19 6.78 big-cap Long NaN 23.0 6.332001e+08 77.0 Financial Services 115 BNTX 18 19.21 big-cap Long NaN 43.0 6.183418e+08 45.0 Healthcare 24 INTU 11 6.63 big-cap Long NaN 11.0 5.791099e+08 16.0 Technology 59 COF 25 14.44 big-cap Long NaN 25.0 5.142538e+08 77.0 Financial Services 221 DVN 15 19.95 big-cap Long NaN 20.0 4.975617e+08 28.0 Energy 110 MPC 19 6.84 big-cap Long NaN 21.0 4.745386e+08 77.0 Energy 56 NEM 22 12.30 big-cap Long NaN 59.0 4.501968e+08 43.0 Basic Materials 21 BLK 7 1.72 big-cap Long NaN 7.0 4.328089e+08 47.0 Financial Services 36 EQIX 14 6.27 big-cap Long NaN 53.0 4.257795e+08 34.0 Real Estate 25 RTX 14 6.31 big-cap Long NaN 27.0 3.919536e+08 77.0 Industrials 147 SYF 23 12.67 big-cap Long NaN 23.0 3.702173e+08 77.0 unknown 32 MDLZ 25 4.45 big-cap Long NaN 60.0 3.593012e+08 54.0 Consumer Defensive 14 AZN 28 7.24 big-cap Long NaN 59.0 3.407268e+08 34.0 Healthcare 53 ITUB 17 14.77 big-cap Long NaN 56.0 2.959693e+08 29.0 Financial Services 95 KMI 24 8.40 big-cap Long NaN 24.0 2.838259e+08 77.0 Energy 86 ALXN 33 7.06 big-cap Long NaN 34.0 2.812699e+08 34.0 Healthcare 129 YUMC 12 9.19 big-cap Long NaN 25.0 2.778467e+08 14.0 Consumer Cyclical 233 CPT 7 4.18 big-cap Long NaN 7.0 2.707999e+08 77.0 Real Estate 61 ABEV 19 20.42 big-cap Long NaN 19.0 2.576823e+08 35.0 Consumer Defensive 189 CZR 6 2.46 big-cap Long NaN 6.0 2.297549e+08 77.0 Consumer Cyclical 92 AIG 22 8.08 big-cap Long NaN 22.0 2.199405e+08 77.0 Financial Services 83 CNC 10 2.46 big-cap Long NaN 19.0 2.103798e+08 24.0 Healthcare 128 CERN 17 0.96 big-cap Long NaN 52.0 2.092099e+08 24.0 Healthcare 207 NLOK 15 13.10 big-cap Long NaN 15.0 2.085993e+08 44.0 Technology 89 ALL 48 18.92 big-cap Long NaN 64.0 2.015022e+08 66.0 Financial Services 136 AVB 13 7.27 big-cap Long NaN 13.0 1.996059e+08 77.0 Real Estate 200 IT 32 20.95 big-cap Long NaN 32.0 1.939425e+08 77.0 Technology 225 UHS 39 14.58 big-cap Long NaN 61.0 1.888930e+08 43.0 Healthcare 55 BX 7 1.11 big-cap Long NaN 7.0 1.881206e+08 77.0 Financial Services 66 CP 10 3.55 big-cap Long NaN 20.0 1.877017e+08 47.0 Industrials 51 EW 7 -2.13 big-cap Long NaN 7.0 1.664484e+08 38.0 Healthcare 132 ANET 14 5.13 big-cap Long NaN 47.0 1.651304e+08 40.0 Technology 71 IDXX 6 -1.37 big-cap Long NaN 6.0 1.638409e+08 14.0 Healthcare 121 WMB 22 9.86 big-cap Long NaN 22.0 1.632565e+08 77.0 Energy 148 EPAM 6 0.41 big-cap Long NaN 6.0 1.577137e+08 60.0 Technology 164 HES 22 14.51 big-cap Long NaN 22.0 1.549282e+08 77.0 Energy 50 DD 20 5.05 big-cap Long NaN 21.0 1.505982e+08 34.0 Basic Materials 214 NLY 11 1.84 big-cap Long NaN 11.0 1.389677e+08 57.0 Real Estate 184 EXPD 20 8.56 big-cap Long NaN 20.0 1.375111e+08 62.0 Industrials 101 HSY 24 6.06 big-cap Long NaN 24.0 1.332117e+08 59.0 Consumer Defensive 151 IP 28 11.79 big-cap Long NaN 69.0 1.227167e+08 66.0 Consumer Cyclical 223 LKQ 28 11.40 big-cap Long NaN 28.0 1.213686e+08 77.0 Consumer Cyclical 18 RY 24 8.50 big-cap Long NaN 24.0 1.208484e+08 77.0 Financial Services 216 CNP 13 0.96 big-cap Long NaN 13.0 1.205785e+08 57.0 Utilities 93 PAYX 8 1.13 big-cap Long NaN 8.0 1.191962e+08 60.0 Industrials 105 MSI 17 3.67 big-cap Long NaN 17.0 1.177156e+08 77.0 Technology 197 BXP 10 10.48 big-cap Long NaN 10.0 1.117106e+08 70.0 Real Estate 154 NTRS 28 9.72 big-cap Long NaN 28.0 1.113695e+08 77.0 Financial Services 9 TM 12 10.85 big-cap Long NaN 12.0 1.112967e+08 15.0 Consumer Cyclical 111 NTR 15 5.13 big-cap Long NaN 21.0 1.093199e+08 21.0 Basic Materials 156 AKAM 19 4.24 big-cap Long NaN 52.0 1.076699e+08 20.0 Technology 120 CPRT 8 -2.01 big-cap Long NaN 8.0 9.868938e+07 39.0 Industrials 224 HWM 10 5.38 big-cap Long NaN 10.0 9.717067e+07 77.0 Industrials 22 HSBC 14 2.92 big-cap Long NaN 24.0 9.626089e+07 28.0 Financial Services 219 ELS 8 3.44 big-cap Long NaN 8.0 9.591521e+07 57.0 Real Estate 166 WAT 6 -1.21 big-cap Long NaN 6.0 9.513540e+07 48.0 Healthcare 46 BAM 12 2.75 big-cap Long NaN 12.0 9.222049e+07 66.0 Financial Services 163 INVH 14 6.33 big-cap Long NaN 56.0 9.219783e+07 59.0 Real Estate 27 DEO 15 5.28 big-cap Long NaN 42.0 8.613929e+07 65.0 Consumer Defensive 196 ELAN 13 1.76 big-cap Long NaN 30.0 8.502847e+07 18.0 Healthcare 15 BUD 32 13.27 big-cap Long NaN 57.0 8.491969e+07 38.0 Consumer Defensive 47 IBN 7 0.92 big-cap Long NaN 25.0 8.039863e+07 12.0 Financial Services 174 LNG 24 12.15 big-cap Long NaN 24.0 7.955443e+07 77.0 Energy 208 OSH 8 -3.21 big-cap Long NaN 8.0 7.743662e+07 33.0 Healthcare 152 WPM 19 11.79 big-cap Long NaN 56.0 7.718309e+07 34.0 Basic Materials 218 BAH 7 0.40 big-cap Long NaN 7.0 7.248419e+07 26.0 Industrials 80 CM 25 15.46 big-cap Long NaN 25.0 6.634895e+07 77.0 Financial Services 144 CCEP 36 12.23 big-cap Long NaN 36.0 6.579940e+07 77.0 Consumer Defensive 57 BMO 25 11.85 big-cap Long NaN 25.0 6.282571e+07 77.0 Financial Services 162 AEM 17 5.18 big-cap Long NaN 53.0 5.123488e+07 22.0 Basic Materials 228 KL 18 6.95 big-cap Long NaN 44.0 4.832921e+07 34.0 Basic Materials 58 STLA 12 8.68 big-cap Long NaN 12.0 4.760578e+07 20.0 unknown 79 BCE 43 9.93 big-cap Long NaN 64.0 4.732817e+07 62.0 Communication Services 146 DB 15 9.43 big-cap Long NaN 24.0 4.088120e+07 28.0 Financial Services 70 NGG 23 8.01 big-cap Long NaN 57.0 3.777421e+07 43.0 Utilities 67 AMX 18 3.73 big-cap Long NaN 18.0 3.527877e+07 39.0 Communication Services 193 IMO 24 21.45 big-cap Long NaN 24.0 3.229647e+07 77.0 Energy 217 WTRG 7 -0.65 big-cap Long NaN 7.0 2.797404e+07 37.0 Utilities 52 SAN 15 7.72 big-cap Long NaN 25.0 2.551915e+07 77.0 Financial Services 177 BPY 10 1.79 big-cap Long NaN 10.0 2.528668e+07 77.0 Real Estate 87 CRH 19 4.27 big-cap Long NaN 19.0 2.406758e+07 48.0 Basic Materials 91 WIT 11 8.57 big-cap Long NaN 32.0 1.996908e+07 34.0 Technology 90 LYG 24 11.46 big-cap Long NaN 24.0 1.817501e+07 77.0 Financial Services 117 TU 17 5.06 big-cap Long NaN 25.0 1.533223e+07 20.0 Communication Services 211 NTCO 14 11.98 big-cap Long NaN 39.0 1.499201e+07 20.0 Consumer Defensive 118 GMAB 12 6.18 big-cap Long NaN 42.0 1.266140e+07 20.0 Healthcare 127 NWG 8 3.82 big-cap Long NaN 8.0 1.229105e+07 77.0 Financial Services 114 BSBR 14 16.60 big-cap Long NaN 34.0 1.187613e+07 20.0 Financial Services 102 BBVA 18 7.55 big-cap Long NaN 24.0 8.720107e+06 27.0 Financial Services 204 KEP 7 4.26 big-cap Long NaN 7.0 1.310992e+06 7.0 Utilities 77 BBDO 9 12.13 big-cap Long NaN 20.0 2.992860e+05 25.0 Financial Services 64 AMOV 17 2.88 big-cap Long NaN 18.0 2.180671e+04 31.0 Communication Services 171 VAR 15 0.27 big-cap Long NaN 15.0 0.000000e+00 44.0 Healthcare Mean Return: 7.175196078431374 Mean Day/Week: 16.61764705882353 Accuracy:0.9313725490196079 *******************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 60 TAL 19 -31.71 big-cap Short NaN -19.0 3.833322e+08 -59.0 Consumer Defensive 107 EDU 17 -24.67 big-cap Short NaN -17.0 3.584961e+08 -56.0 Consumer Defensive 155 DISCA 12 -4.93 big-cap Short NaN -48.0 2.746037e+08 -42.0 Communication Services 143 WISH 14 8.83 big-cap Short NaN -14.0 2.125170e+08 -115.0 Consumer Cyclical 170 CTXS 22 -7.00 big-cap Short NaN -32.0 1.951176e+08 -24.0 Technology 119 CLX 6 -0.43 big-cap Short NaN -25.0 1.630231e+08 -16.0 Consumer Defensive 142 HOLX 24 -7.72 big-cap Short NaN -25.0 1.472648e+08 -31.0 Healthcare 153 KMX 10 -0.98 big-cap Short NaN -19.0 1.272655e+08 -16.0 Consumer Cyclical 138 PCG 8 -0.29 big-cap Short NaN -30.0 1.221792e+08 -20.0 Utilities 230 NRG 31 -12.47 big-cap Short NaN -54.0 1.114107e+08 -54.0 Utilities 201 SQM 10 8.46 big-cap Short NaN -15.0 8.019596e+07 -12.0 Basic Materials 210 CHGG 22 -7.92 big-cap Short NaN -22.0 6.278049e+07 -64.0 Consumer Defensive 195 ATHM 10 -10.29 big-cap Short NaN -10.0 5.682302e+07 -61.0 Communication Services 229 DNB 10 -2.13 big-cap Short NaN -18.0 3.069177e+07 -20.0 Technology 206 ERIE 23 -6.96 big-cap Short NaN -23.0 1.078879e+07 -63.0 Financial Services 183 SUZ 11 -7.87 big-cap Short NaN -15.0 8.586095e+06 -29.0 Basic Materials 213 ENIA 23 -0.38 big-cap Short NaN -34.0 5.976134e+06 -30.0 Utilities Mean Return: -6.38 Mean Day/Week: 16.0 Accuracy:0.8823529411764706 ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 5 Communication Services 3 Consumer Cyclical 7 Consumer Defensive 2 Energy 9 Financial Services 6 Healthcare 8 Industrials 6 Real Estate 18 Technology 8 Utilities 3 unknown 4 **************************************** small_industry_downtrending_count tickers industry Communication Services 1 Consumer Cyclical 6 Consumer Defensive 1 Energy 1 Financial Services 1 Healthcare 8 Industrials 4 Technology 3 Utilities 1 unknown 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 253 FANG 1 0.0 small-cap Long NaN 1.0 2.331106e+08 4.0 Energy 320 APA 1 0.0 small-cap Long NaN 2.0 2.220212e+08 5.0 Energy 277 VNO 1 0.0 small-cap Long NaN 2.0 6.954092e+07 5.0 Real Estate 336 BOKFL 1 0.0 small-cap Long NaN 3.0 1.398891e+05 4.0 unknown 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 253 FANG 1 0.0 small-cap Long NaN 1.0 2.331106e+08 4.0 Energy 320 APA 1 0.0 small-cap Long NaN 2.0 2.220212e+08 5.0 Energy 277 VNO 1 0.0 small-cap Long NaN 2.0 6.954092e+07 5.0 Real Estate 336 BOKFL 1 0.0 small-cap Long NaN 3.0 1.398891e+05 4.0 unknown 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 316 MRO 2 0.94 small-cap Long NaN 4.0 3.585789e+08 8.0 Energy 308 DKS 4 -1.99 small-cap Long NaN 4.0 2.449896e+08 77.0 Consumer Cyclical 253 FANG 1 0.00 small-cap Long NaN 1.0 2.331106e+08 4.0 Energy 320 APA 1 0.00 small-cap Long NaN 2.0 2.220212e+08 5.0 Energy 240 IPG 2 -0.18 small-cap Long NaN 2.0 1.260143e+08 77.0 Communication Services 300 OMF 2 -1.22 small-cap Long NaN 3.0 1.134172e+08 48.0 Financial Services 267 AFG 4 2.82 small-cap Long NaN 4.0 1.094346e+08 77.0 Financial Services 292 FRT 1 0.00 small-cap Long NaN 1.0 1.022985e+08 77.0 Real Estate 256 PNR 4 1.84 small-cap Long NaN 4.0 8.441595e+07 77.0 Industrials 238 AMH 1 0.00 small-cap Long NaN 1.0 7.682228e+07 60.0 Real Estate 237 TECK 2 -1.97 small-cap Long NaN 2.0 7.653603e+07 35.0 Basic Materials 307 OGE 5 -0.93 small-cap Long NaN 5.0 7.517687e+07 48.0 Utilities 251 CF 2 -1.23 small-cap Long NaN 2.0 7.042948e+07 77.0 Basic Materials 277 VNO 1 0.00 small-cap Long NaN 2.0 6.954092e+07 5.0 Real Estate 278 MANH 5 0.43 small-cap Long NaN 5.0 6.944654e+07 26.0 Technology 329 FR 2 0.93 small-cap Long NaN 2.0 6.174465e+07 77.0 Real Estate 247 LEA 2 -0.34 small-cap Long NaN 2.0 5.321835e+07 77.0 Consumer Cyclical 339 BRX 1 0.00 small-cap Long NaN 1.0 5.255792e+07 77.0 Real Estate 245 GLPI 1 0.00 small-cap Long NaN 1.0 4.908754e+07 45.0 Real Estate 244 MGP 3 -0.06 small-cap Long NaN 3.0 4.845461e+07 77.0 Real Estate 263 LAMR 1 0.00 small-cap Long NaN 1.0 4.808748e+07 77.0 Real Estate 280 CHNG 3 0.81 small-cap Long NaN 3.0 4.654663e+07 13.0 Healthcare 283 CUBE 2 0.99 small-cap Long NaN 2.0 4.567388e+07 77.0 Real Estate 313 BRKS 2 0.42 small-cap Long NaN 2.0 4.091335e+07 45.0 Technology 301 JBL 3 0.32 small-cap Long NaN 3.0 3.822021e+07 62.0 Technology 322 EGP 2 1.53 small-cap Long NaN 2.0 3.646574e+07 59.0 Real Estate 330 HNP 1 0.00 small-cap Long NaN 1.0 3.530482e+05 32.0 Utilities 314 WF 1 0.00 small-cap Long NaN 1.0 2.813242e+05 58.0 Financial Services 336 BOKFL 1 0.00 small-cap Long NaN 3.0 1.398891e+05 4.0 unknown Mean Return: 0.17277777777777778 Mean Day/Week: 3.4444444444444446 Accuracy:0.5555555555555556 *******************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 276 COG 4 4.01 small-cap Short NaN -4.0 2.023906e+08 -39.0 Energy 254 AZPN 2 0.91 small-cap Short NaN -2.0 5.981446e+07 -24.0 Technology 328 BPMC 2 -2.28 small-cap Short NaN -2.0 4.655818e+07 -23.0 Healthcare 242 RARE 2 -2.13 small-cap Short NaN -2.0 3.584544e+07 -71.0 Healthcare Mean Return: 0.12750000000000006 Mean Day/Week: 2.5 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 243 IRM 18 9.46 small-cap Long NaN 18.0 1.836947e+08 77.0 Real Estate 296 DXC 28 22.78 small-cap Long NaN 45.0 1.680858e+08 48.0 Technology 269 VER 7 4.35 small-cap Long NaN 43.0 1.270859e+08 70.0 Real Estate 262 AGNC 13 3.26 small-cap Long NaN 56.0 1.165753e+08 61.0 Real Estate 319 CCJ 18 5.77 small-cap Long NaN 20.0 8.706697e+07 77.0 Energy 323 CHH 14 3.71 small-cap Long NaN 18.0 8.087243e+07 49.0 Consumer Cyclical 274 ARW 9 0.57 small-cap Long NaN 9.0 8.034975e+07 62.0 Technology 315 PRGO 16 6.57 small-cap Long NaN 34.0 7.381624e+07 19.0 Healthcare 291 VRT 12 8.04 small-cap Long NaN 12.0 7.294209e+07 43.0 Industrials 294 TFII 26 15.92 small-cap Long NaN 26.0 6.896141e+07 77.0 Industrials 281 CLR 16 17.22 small-cap Long NaN 20.0 6.886419e+07 27.0 Energy 306 LSI 14 6.89 small-cap Long NaN 42.0 6.270711e+07 77.0 Real Estate 335 QRTEA 9 7.98 small-cap Long NaN 18.0 5.404589e+07 18.0 Consumer Cyclical 252 CONE 9 2.42 small-cap Long NaN 9.0 5.341661e+07 37.0 Real Estate 257 KGC 14 8.89 small-cap Long NaN 57.0 5.218544e+07 41.0 Basic Materials 258 GFI 18 14.00 small-cap Long NaN 18.0 4.954649e+07 43.0 Basic Materials 318 JHG 30 16.54 small-cap Long NaN 58.0 4.449679e+07 42.0 Financial Services 239 MMP 9 4.07 small-cap Long NaN 40.0 4.276122e+07 42.0 Energy 332 LESL 6 0.79 small-cap Long NaN 6.0 4.243306e+07 29.0 Consumer Cyclical 268 ALV 7 3.33 small-cap Long NaN 7.0 4.229166e+07 45.0 Consumer Cyclical 317 ACC 6 4.44 small-cap Long NaN 48.0 4.209134e+07 34.0 Real Estate 279 ADT 10 7.43 small-cap Long NaN 10.0 4.178581e+07 37.0 Industrials 310 PAA 17 13.67 small-cap Long NaN 25.0 4.013461e+07 28.0 Energy 324 VNT 15 3.32 small-cap Long NaN 35.0 3.813121e+07 19.0 Technology 293 CACC 12 6.85 small-cap Long NaN 27.0 3.548884e+07 27.0 Financial Services 282 SC 42 34.29 small-cap Long NaN 42.0 3.451112e+07 77.0 Financial Services 303 AIRC 7 4.69 small-cap Long NaN 7.0 2.862991e+07 19.0 Real Estate 311 SRCL 25 11.41 small-cap Long NaN 44.0 2.068038e+07 37.0 Industrials 325 PSXP 19 17.81 small-cap Long NaN 69.0 2.065505e+07 64.0 Energy 260 PHYS 17 4.25 small-cap Long NaN 42.0 2.027771e+07 22.0 unknown 272 MBT 11 0.02 small-cap Long NaN 33.0 1.811306e+07 19.0 Communication Services 326 MPLN 11 7.25 small-cap Long NaN 38.0 1.382074e+07 14.0 Healthcare 309 MSA 6 1.65 small-cap Long NaN 30.0 1.302641e+07 19.0 Industrials 333 KT 16 11.98 small-cap Long NaN 16.0 9.356265e+06 77.0 Communication Services 255 EBR 14 16.56 small-cap Long NaN 70.0 7.845376e+06 44.0 Utilities 284 ICL 7 4.07 small-cap Long NaN 7.0 1.271303e+06 77.0 Basic Materials 286 JSM 6 3.38 small-cap Long NaN 6.0 6.116001e+05 41.0 unknown 248 WTRU 7 -1.02 small-cap Long NaN 7.0 4.679939e+05 19.0 unknown Mean Return: 8.279210526315792 Mean Day/Week: 14.236842105263158 Accuracy:0.9736842105263158 *******************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 273 YY 25 -26.85 small-cap Short NaN -62.0 1.795320e+08 -47.0 Communication Services 270 RNR 10 -4.01 small-cap Short NaN -22.0 6.577101e+07 -17.0 Financial Services 259 ARMK 10 -2.12 small-cap Short NaN -50.0 6.064166e+07 -23.0 Consumer Cyclical 297 IOVA 16 -25.06 small-cap Short NaN -16.0 5.259524e+07 -71.0 Healthcare 275 MLCO 18 -4.04 small-cap Short NaN -49.0 5.257656e+07 -24.0 Consumer Cyclical 287 TTEK 16 -2.85 small-cap Short NaN -32.0 4.399811e+07 -27.0 Industrials 334 VNET 25 -26.68 small-cap Short NaN -75.0 4.316920e+07 -63.0 Technology 289 KOD 19 -21.36 small-cap Short NaN -19.0 3.432062e+07 -74.0 Healthcare 288 TGTX 22 -22.11 small-cap Short NaN -49.0 3.325080e+07 -57.0 Healthcare 338 ENIC 24 -6.40 small-cap Short NaN -26.0 3.021851e+06 -74.0 Utilities Mean Return: -14.148000000000001 Mean Day/Week: 18.5 Accuracy:1.0 ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 29 Communication Services 4 Consumer Cyclical 27 Consumer Defensive 16 Energy 35 Financial Services 51 Healthcare 22 Industrials 30 Real Estate 35 Technology 16 Utilities 1 unknown 3 **************************************** penny_industry_downtrending_count tickers industry Basic Materials 3 Communication Services 5 Consumer Cyclical 9 Consumer Defensive 7 Financial Services 13 Healthcare 47 Industrials 11 Real Estate 2 Technology 14 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 379 OVV 1 0.00 penny-cap Long NaN 3.0 1.088194e+08 5.0 Energy 649 SKT 1 0.00 penny-cap Long NaN 2.0 8.668183e+07 3.0 Real Estate 514 MGY 2 4.58 penny-cap Long NaN 4.0 4.812684e+07 5.0 Energy 594 CPG 1 0.00 penny-cap Long NaN 1.0 3.613821e+07 2.0 Energy 629 KAMN 1 0.00 penny-cap Long NaN 3.0 8.048867e+06 4.0 Industrials Mean Return: 4.58 Mean Day/Week: 6.0 Accuracy:1.0 *******************Part 3.2 Penny Cap Short Entry SPAN MACD********************* penny_short_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 395 MSGS 1 0.0 penny-cap Short NaN -1.0 1.121406e+08 -5.0 Communication 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 349 FTI 1 0.00 penny-cap Long NaN 22.0 1.416327e+08 4.0 Energy 379 OVV 1 0.00 penny-cap Long NaN 3.0 1.088194e+08 5.0 Energy 649 SKT 1 0.00 penny-cap Long NaN 2.0 8.668183e+07 3.0 Real Estate 514 MGY 2 4.58 penny-cap Long NaN 4.0 4.812684e+07 5.0 Energy 673 PTEN 1 0.00 penny-cap Long NaN 20.0 4.329080e+07 5.0 Energy 594 CPG 1 0.00 penny-cap Long NaN 1.0 3.613821e+07 2.0 Energy 629 KAMN 1 0.00 penny-cap Long NaN 3.0 8.048867e+06 4.0 Industrials Mean Return: 4.58 Mean Day/Week: 8.0 Accuracy:1.0 *******************Part 3.4 Penny Cap Short Entry SPAN********************* penny_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 395 MSGS 1 0.00 penny-cap Short NaN -1.0 1.121406e+08 -5.0 Communication Services 538 BIG 2 3.09 penny-cap Short NaN -46.0 4.536177e+07 -3.0 Consumer Defensive 599 EVH 1 0.00 penny-cap Short NaN -19.0 6.636806e+06 -3.0 Healthcare Mean Return: 3.09 Mean Day/Week: 4.0 Accuracy:0.0 *******************Part 3.5 Penny Cap Long Entry MACD********************* penny_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 722 SM 4 20.89 penny-cap Long NaN 4.0 1.485315e+08 77.0 Energy 379 OVV 1 0.00 penny-cap Long NaN 3.0 1.088194e+08 5.0 Energy 649 SKT 1 0.00 penny-cap Long NaN 2.0 8.668183e+07 3.0 Real Estate 612 UNFI 1 0.00 penny-cap Long NaN 1.0 7.469418e+07 77.0 Consumer Defensive 489 RVLV 1 0.00 penny-cap Long NaN 4.0 6.264768e+07 14.0 Consumer Cyclical 547 ASO 3 1.46 penny-cap Long NaN 3.0 5.993225e+07 77.0 Consumer Cyclical 424 LCII 1 0.00 penny-cap Long NaN 4.0 5.510775e+07 8.0 Consumer Cyclical 391 ADC 1 0.00 penny-cap Long NaN 1.0 5.136262e+07 58.0 Real Estate 386 OLN 4 0.89 penny-cap Long NaN 4.0 4.943834e+07 77.0 Basic Materials 497 TROX 2 -2.00 penny-cap Long NaN 2.0 4.886568e+07 48.0 Basic Materials 351 CUZ 3 3.46 penny-cap Long NaN 3.0 4.884336e+07 66.0 Real Estate 514 MGY 2 4.58 penny-cap Long NaN 4.0 4.812684e+07 5.0 Energy 347 STAA 5 5.64 penny-cap Long NaN 5.0 4.656043e+07 44.0 Healthcare 554 HRI 2 -5.33 penny-cap Long NaN 2.0 4.605545e+07 77.0 Industrials 553 WBT 2 0.08 penny-cap Long NaN 2.0 4.337793e+07 77.0 Industrials 488 GT 1 0.00 penny-cap Long NaN 1.0 4.306591e+07 77.0 Consumer Cyclical 352 UNM 3 1.90 penny-cap Long NaN 3.0 4.131292e+07 77.0 Financial Services 483 NSA 2 0.51 penny-cap Long NaN 2.0 3.945781e+07 77.0 Real Estate 365 SRC 2 0.80 penny-cap Long NaN 2.0 3.843679e+07 77.0 Real Estate 594 CPG 1 0.00 penny-cap Long NaN 1.0 3.613821e+07 2.0 Energy 516 EPRT 1 0.00 penny-cap Long NaN 1.0 3.396835e+07 77.0 Real Estate 407 SEM 5 -1.02 penny-cap Long NaN 5.0 3.161858e+07 67.0 Healthcare 433 ADNT 2 -3.58 penny-cap Long NaN 2.0 2.994492e+07 62.0 Consumer Cyclical 543 IDCC 5 6.31 penny-cap Long NaN 5.0 2.944658e+07 40.0 Communication Services 530 NAVI 5 4.09 penny-cap Long NaN 5.0 2.898531e+07 77.0 Financial Services 449 LXP 2 -0.95 penny-cap Long NaN 2.0 2.856921e+07 62.0 Real Estate 401 NVT 2 0.43 penny-cap Long NaN 2.0 2.825350e+07 77.0 Industrials 374 NAV 2 -0.05 penny-cap Long NaN 2.0 2.806489e+07 43.0 Industrials 455 APLE 2 -0.55 penny-cap Long NaN 2.0 2.789907e+07 77.0 Real Estate 571 ABR 5 2.68 penny-cap Long NaN 5.0 2.760760e+07 77.0 Real Estate 697 CVM 1 0.00 penny-cap Long NaN 1.0 2.712336e+07 18.0 Healthcare 586 BOOT 4 -1.81 penny-cap Long NaN 4.0 2.471917e+07 77.0 Consumer Cyclical 503 HCSG 1 0.00 penny-cap Long NaN 1.0 2.287985e+07 18.0 Healthcare 621 GES 3 0.09 penny-cap Long NaN 3.0 2.245605e+07 43.0 Consumer Cyclical 422 AIMC 2 -2.34 penny-cap Long NaN 2.0 2.130310e+07 42.0 Industrials 552 PDM 2 1.78 penny-cap Long NaN 2.0 1.978200e+07 14.0 Real Estate 653 BGCP 1 0.00 penny-cap Long NaN 1.0 1.808148e+07 77.0 Financial Services 375 LAZ 2 -1.00 penny-cap Long NaN 2.0 1.670893e+07 43.0 Financial Services 410 BCPC 2 -1.04 penny-cap Long NaN 2.0 1.656881e+07 71.0 Basic Materials 545 RPAI 2 1.61 penny-cap Long NaN 2.0 1.444967e+07 14.0 Real Estate 656 IRT 2 1.73 penny-cap Long NaN 2.0 1.429964e+07 77.0 Real Estate 580 AAT 3 5.01 penny-cap Long NaN 4.0 1.403140e+07 71.0 Real Estate 457 ESRT 2 0.49 penny-cap Long NaN 2.0 1.188300e+07 77.0 Real Estate 453 FSKR 2 0.23 penny-cap Long NaN 2.0 1.118693e+07 77.0 Financial Services 646 KRG 1 0.00 penny-cap Long NaN 1.0 1.103186e+07 77.0 Real Estate 468 IBTX 1 0.00 penny-cap Long NaN 3.0 1.076869e+07 8.0 Financial Services 495 GBDC 3 1.76 penny-cap Long NaN 3.0 9.798251e+06 14.0 Financial Services 502 BRC 4 0.91 penny-cap Long NaN 4.0 9.574736e+06 9.0 Industrials 602 PRAA 3 2.20 penny-cap Long NaN 5.0 9.548725e+06 47.0 Financial Services 620 GNL 3 2.34 penny-cap Long NaN 3.0 9.548060e+06 14.0 Real Estate 590 UE 1 0.00 penny-cap Long NaN 1.0 9.545088e+06 77.0 Real Estate 685 CLI 1 0.00 penny-cap Long NaN 1.0 9.481848e+06 77.0 Real Estate 417 AB 3 -0.04 penny-cap Long NaN 3.0 9.396827e+06 77.0 Financial Services 643 EGBN 1 0.00 penny-cap Long NaN 2.0 9.154283e+06 77.0 Financial Services 383 GTES 2 -0.93 penny-cap Long NaN 2.0 8.714983e+06 77.0 Industrials 708 CNDT 4 0.83 penny-cap Long NaN 4.0 8.145392e+06 77.0 Technology 629 KAMN 1 0.00 penny-cap Long NaN 3.0 8.048867e+06 4.0 Industrials 522 AFYA 3 7.05 penny-cap Long NaN 3.0 7.656929e+06 18.0 Consumer Defensive 581 RQI 2 1.41 penny-cap Long NaN 2.0 7.192266e+06 77.0 Financial Services 714 CMRE 1 0.00 penny-cap Long NaN 1.0 7.109106e+06 77.0 Industrials 684 BUSE 5 2.92 penny-cap Long NaN 5.0 7.030314e+06 14.0 Financial Services 608 NPO 2 0.00 penny-cap Long NaN 2.0 6.155532e+06 77.0 Industrials 598 BDJ 3 0.10 penny-cap Long NaN 3.0 5.444462e+06 77.0 Financial Services 720 NXRT 4 4.53 penny-cap Long NaN 4.0 4.849504e+06 61.0 Real Estate 610 ROAD 3 1.62 penny-cap Long NaN 4.0 4.810492e+06 33.0 Industrials 541 IPAR 1 0.00 penny-cap Long NaN 3.0 4.684754e+06 14.0 Consumer Defensive 576 DSL 2 0.00 penny-cap Long NaN 2.0 4.322514e+06 77.0 Financial Services 578 RVT 2 0.10 penny-cap Long NaN 2.0 4.017379e+06 77.0 Financial Services 695 NMFC 1 0.00 penny-cap Long NaN 1.0 3.945358e+06 14.0 Financial Services 409 NVG 5 0.63 penny-cap Long NaN 5.0 3.936868e+06 41.0 Financial Services 681 GTY 1 0.00 penny-cap Long NaN 1.0 3.476662e+06 62.0 Real Estate 671 NRK 1 0.00 penny-cap Long NaN 1.0 3.471070e+06 39.0 Financial Services 669 NMZ 1 0.00 penny-cap Long NaN 1.0 2.824014e+06 40.0 Financial Services 703 TGP 2 0.44 penny-cap Long NaN 2.0 2.737010e+06 77.0 Energy 705 CHY 2 -0.19 penny-cap Long NaN 2.0 2.589674e+06 41.0 Financial Services 508 NZF 3 0.47 penny-cap Long NaN 3.0 2.381869e+06 40.0 Financial Services 647 ETG 5 0.83 penny-cap Long NaN 5.0 1.960450e+06 77.0 Financial Services 702 RNP 3 2.39 penny-cap Long NaN 3.0 1.823274e+06 77.0 Financial Services 419 VLYPP 2 1.07 penny-cap Long NaN 3.0 2.097424e+05 42.0 Financial Services 461 OGCP 1 0.00 penny-cap Long NaN 1.0 6.328400e+04 70.0 Real Estate 459 ESBA 2 1.72 penny-cap Long NaN 2.0 5.525440e+04 77.0 Real Estate 470 FISK 2 2.95 penny-cap Long NaN 2.0 3.309358e+03 7.0 Real Estate Mean Return: 1.4052631578947368 Mean Day/Week: 3.3157894736842106 Accuracy:0.7192982456140351 *******************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 395 MSGS 1 0.00 penny-cap Short NaN -1.0 1.121406e+08 -5.0 Communication Services 381 IMVT 1 0.00 penny-cap Short NaN -1.0 5.760160e+07 -136.0 Healthcare 651 NXGN 4 3.29 penny-cap Short NaN -4.0 4.725941e+07 -70.0 Healthcare 691 ITOS 2 -1.57 penny-cap Short NaN -2.0 8.674042e+06 -50.0 Healthcare 648 RYTM 1 0.00 penny-cap Short NaN -1.0 6.625691e+06 -72.0 Healthcare 662 AMTI 1 0.00 penny-cap Short NaN -2.0 5.943148e+06 -21.0 Healthcare 650 KROS 1 0.00 penny-cap Short NaN -1.0 5.553267e+06 -23.0 Healthcare 633 BATRK 1 0.00 penny-cap Short NaN -1.0 2.909628e+06 -28.0 Communication Services 617 ZEAL 2 -1.53 penny-cap Short NaN -2.0 4.310886e+05 -21.0 Healthcare Mean Return: 0.06333333333333331 Mean Day/Week: 4.666666666666667 Accuracy:0.6666666666666666 *******************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 367 AMC 10 199.90 penny-cap Long NaN 13.0 4.660603e+10 16.0 Communication Services 533 MAC 7 19.93 penny-cap Long NaN 28.0 1.726335e+08 19.0 Real Estate 473 SWN 17 19.78 penny-cap Long NaN 20.0 1.352973e+08 26.0 Energy 558 DDS 13 28.17 penny-cap Long NaN 13.0 1.350615e+08 28.0 Consumer Cyclical 366 SLG 9 8.44 penny-cap Long NaN 9.0 1.342436e+08 71.0 Real Estate 402 SGMS 26 29.31 penny-cap Long NaN 34.0 1.139990e+08 30.0 Consumer Cyclical 494 RRC 15 24.13 penny-cap Long NaN 22.0 1.119301e+08 22.0 Energy 557 AR 18 19.71 penny-cap Long NaN 18.0 1.102579e+08 77.0 Energy 350 DEI 8 6.51 penny-cap Long NaN 9.0 1.009888e+08 70.0 Real Estate 679 EVRI 9 13.20 penny-cap Long NaN 26.0 9.936139e+07 30.0 Consumer Cyclical 378 SWCH 13 4.60 penny-cap Long NaN 44.0 7.198956e+07 35.0 Technology 566 MUR 15 21.56 penny-cap Long NaN 19.0 7.198003e+07 27.0 Energy 398 HL 17 28.01 penny-cap Long NaN 19.0 7.159617e+07 19.0 Basic Materials 435 BRFS 6 17.70 penny-cap Long NaN 9.0 7.007083e+07 9.0 Consumer Defensive 611 DEN 9 12.04 penny-cap Long NaN 9.0 6.986324e+07 77.0 Energy 420 IGT 16 24.14 penny-cap Long NaN 25.0 6.780946e+07 16.0 Consumer Cyclical 441 CHX 15 18.39 penny-cap Long NaN 20.0 6.733754e+07 30.0 Energy 471 ELY 16 9.99 penny-cap Long NaN 30.0 6.167881e+07 19.0 Consumer Cyclical 484 SUM 18 11.94 penny-cap Long NaN 18.0 5.996731e+07 77.0 Basic Materials 534 BCRX 12 13.24 penny-cap Long NaN 19.0 5.991712e+07 19.0 Healthcare 390 SWAV 10 6.44 penny-cap Long NaN 10.0 5.924073e+07 45.0 Healthcare 477 BNL 24 12.86 penny-cap Long NaN 44.0 5.446382e+07 34.0 Real Estate 384 PGNY 9 11.10 penny-cap Long NaN 9.0 5.404835e+07 38.0 Healthcare 387 IMAB 12 19.95 penny-cap Long NaN 34.0 5.241683e+07 29.0 Healthcare 562 MTDR 21 19.38 penny-cap Long NaN 21.0 5.179996e+07 77.0 Energy 579 UFS 28 37.17 penny-cap Long NaN 28.0 5.038410e+07 77.0 Basic Materials 485 PSLV 8 2.01 penny-cap Long NaN 32.0 4.759425e+07 19.0 unknown 442 CVLT 7 1.93 penny-cap Long NaN 7.0 4.753359e+07 77.0 Technology 466 RRR 25 15.41 penny-cap Long NaN 25.0 4.738549e+07 77.0 Consumer Cyclical 663 ERJ 6 7.88 penny-cap Long NaN 6.0 4.538698e+07 77.0 Industrials 376 ESI 8 3.99 penny-cap Long NaN 28.0 4.397571e+07 77.0 Basic Materials 467 MED 17 9.42 penny-cap Long NaN 20.0 4.394991e+07 19.0 Consumer Cyclical 440 COMM 18 12.93 penny-cap Long NaN 18.0 4.231595e+07 77.0 Technology 371 CC 22 19.56 penny-cap Long NaN 47.0 4.111572e+07 47.0 Basic Materials 529 MLHR 17 10.84 penny-cap Long NaN 17.0 3.759493e+07 71.0 Consumer Cyclical 577 DRNA 7 0.39 penny-cap Long NaN 7.0 3.759229e+07 13.0 Healthcare 368 NOMD 7 2.13 penny-cap Long NaN 7.0 3.745647e+07 56.0 Consumer Defensive 456 MIME 16 9.60 penny-cap Long NaN 36.0 3.645241e+07 18.0 Technology 569 VSTO 15 22.26 penny-cap Long NaN 21.0 3.587582e+07 22.0 Consumer Cyclical 345 BPOP 21 6.72 penny-cap Long NaN 21.0 3.512306e+07 77.0 Financial Services 479 HGV 11 3.16 penny-cap Long NaN 11.0 3.499693e+07 77.0 Consumer Cyclical 450 JJSF 24 8.65 penny-cap Long NaN 30.0 3.488041e+07 33.0 Consumer Defensive 397 SSRM 13 6.77 penny-cap Long NaN 56.0 3.363601e+07 25.0 Basic Materials 595 CCS 9 4.40 penny-cap Long NaN 24.0 3.302011e+07 77.0 Consumer Cyclical 583 VRTS 11 6.86 penny-cap Long NaN 11.0 3.218782e+07 77.0 Financial Services 400 AM 17 8.26 penny-cap Long NaN 20.0 3.176057e+07 30.0 Energy 716 PLCE 12 6.64 penny-cap Long NaN 12.0 3.149881e+07 13.0 Consumer Cyclical 498 CIM 12 6.45 penny-cap Long NaN 12.0 3.067349e+07 77.0 Real Estate 637 CORE 9 -1.09 penny-cap Long NaN 9.0 3.042001e+07 71.0 Consumer Defensive 616 CNR 11 12.04 penny-cap Long NaN 11.0 2.948252e+07 77.0 Industrials 593 PAGP 18 19.68 penny-cap Long NaN 25.0 2.932185e+07 28.0 Energy 475 MDRX 13 4.43 penny-cap Long NaN 34.0 2.868412e+07 16.0 Healthcare 370 VVV 34 22.47 penny-cap Long NaN 34.0 2.823625e+07 77.0 Energy 550 PGRE 6 5.43 penny-cap Long NaN 6.0 2.792484e+07 70.0 Real Estate 481 CBT 22 13.98 penny-cap Long NaN 28.0 2.604159e+07 77.0 Basic Materials 425 AQUA 8 5.20 penny-cap Long NaN 8.0 2.602056e+07 38.0 Industrials 561 CRC 11 3.92 penny-cap Long NaN 18.0 2.357781e+07 12.0 Energy 589 IAG 12 6.58 penny-cap Long NaN 18.0 2.291323e+07 19.0 Basic Materials 559 BDN 7 4.25 penny-cap Long NaN 7.0 2.233679e+07 71.0 Real Estate 480 AZUL 7 13.81 penny-cap Long NaN 29.0 2.168644e+07 18.0 Industrials 432 SXT 14 3.29 penny-cap Long NaN 36.0 2.138859e+07 62.0 Basic Materials 430 AGI 13 6.62 penny-cap Long NaN 59.0 2.108204e+07 40.0 Basic Materials 573 GTN 14 7.63 penny-cap Long NaN 33.0 2.025679e+07 77.0 Communication Services 527 FSK 7 4.09 penny-cap Long NaN 7.0 2.025552e+07 77.0 Financial Services 539 PBH 17 6.60 penny-cap Long NaN 17.0 1.885368e+07 22.0 Healthcare 535 SGRY 27 17.61 penny-cap Long NaN 27.0 1.808537e+07 77.0 Healthcare 591 GOL 18 11.06 penny-cap Long NaN 42.0 1.786647e+07 29.0 Industrials 563 PRFT 37 13.32 penny-cap Long NaN 37.0 1.689194e+07 77.0 Technology 429 UNVR 28 18.68 penny-cap Long NaN 47.0 1.671933e+07 62.0 Basic Materials 414 LEGN 12 27.98 penny-cap Long NaN 28.0 1.669380e+07 31.0 Healthcare 496 MD 18 0.76 penny-cap Long NaN 18.0 1.638091e+07 43.0 Healthcare 689 RGR 16 10.68 penny-cap Long NaN 16.0 1.550091e+07 19.0 Industrials 518 MTX 19 3.62 penny-cap Long NaN 19.0 1.539523e+07 77.0 Basic Materials 565 CSTM 21 8.54 penny-cap Long NaN 27.0 1.352844e+07 62.0 Basic Materials 447 NUS 17 3.63 penny-cap Long NaN 37.0 1.350715e+07 19.0 Consumer Defensive 491 COKE 13 23.75 penny-cap Long NaN 13.0 1.348199e+07 62.0 Consumer Defensive 592 EURN 6 -0.50 penny-cap Long NaN 18.0 1.298103e+07 14.0 Energy 474 EXLS 20 5.98 penny-cap Long NaN 20.0 1.295063e+07 64.0 Technology 644 XPEL 18 28.71 penny-cap Long NaN 37.0 1.267632e+07 43.0 Consumer Cyclical 492 PRMW 13 0.04 penny-cap Long NaN 13.0 1.175438e+07 43.0 Consumer Defensive 546 GGAL 7 11.12 penny-cap Long NaN 25.0 1.168088e+07 13.0 Financial Services 638 NGD 10 15.33 penny-cap Long NaN 41.0 1.164480e+07 22.0 Basic Materials 437 GOLF 19 5.00 penny-cap Long NaN 19.0 1.158190e+07 19.0 Consumer Cyclical 426 CWK 22 8.46 penny-cap Long NaN 22.0 1.157127e+07 62.0 Real Estate 699 EXTR 9 -2.74 penny-cap Long NaN 9.0 1.111327e+07 40.0 Technology 486 EVTC 21 8.23 penny-cap Long NaN 43.0 1.098253e+07 43.0 Technology 537 MAG 8 10.89 penny-cap Long NaN 38.0 1.070672e+07 13.0 Basic Materials 677 RAVN 8 4.60 penny-cap Long NaN 12.0 1.054945e+07 30.0 Industrials 642 FFG 17 0.38 penny-cap Long NaN 17.0 1.006323e+07 17.0 Financial Services 717 CTS 13 10.73 penny-cap Long NaN 27.0 9.967077e+06 20.0 Technology 661 INVA 8 1.55 penny-cap Long NaN 15.0 9.965876e+06 17.0 Healthcare 654 SAND 16 7.95 penny-cap Long NaN 61.0 9.932056e+06 43.0 Basic Materials 344 DAVA 11 13.43 penny-cap Long NaN 27.0 9.552496e+06 30.0 Technology 666 WIRE 27 12.48 penny-cap Long NaN 27.0 9.393654e+06 77.0 Industrials 623 MEI 7 1.91 penny-cap Long NaN 7.0 9.128533e+06 48.0 Technology 501 FCFS 28 14.82 penny-cap Long NaN 37.0 9.083222e+06 63.0 Financial Services 377 CEF 15 5.30 penny-cap Long NaN 38.0 9.040463e+06 22.0 unknown 507 ENBL 25 21.81 penny-cap Long NaN 25.0 8.882693e+06 77.0 Energy 678 ESTA 7 -1.27 penny-cap Long NaN 7.0 8.659820e+06 77.0 Healthcare 660 NMRK 18 2.32 penny-cap Long NaN 18.0 8.646513e+06 77.0 Real Estate 657 CASH 24 7.02 penny-cap Long NaN 24.0 8.562992e+06 77.0 Financial Services 584 PIPR 14 5.15 penny-cap Long NaN 14.0 8.406082e+06 77.0 Financial Services 428 NAD 9 1.67 penny-cap Long NaN 9.0 8.214112e+06 40.0 Financial Services 510 PLXS 13 0.02 penny-cap Long NaN 13.0 7.776740e+06 77.0 Technology 434 DNP 6 -1.29 penny-cap Long NaN 37.0 7.608280e+06 12.0 Financial Services 556 OR 22 14.59 penny-cap Long NaN 57.0 7.047510e+06 40.0 Basic Materials 628 SILV 6 1.37 penny-cap Long NaN 43.0 7.030309e+06 20.0 Basic Materials 427 CNS 17 6.65 penny-cap Long NaN 46.0 6.851265e+06 28.0 Financial Services 572 MGRC 12 0.26 penny-cap Long NaN 12.0 6.618250e+06 14.0 Industrials 436 NG 14 9.24 penny-cap Long NaN 19.0 6.616730e+06 39.0 Basic Materials 687 TVTY 8 3.05 penny-cap Long NaN 9.0 6.281860e+06 31.0 Healthcare 626 HNI 14 4.61 penny-cap Long NaN 24.0 6.132051e+06 66.0 Industrials 478 EXG 11 3.52 penny-cap Long NaN 11.0 5.625006e+06 62.0 Financial Services 615 SA 9 4.24 penny-cap Long NaN 40.0 5.510431e+06 19.0 Basic Materials 382 NEA 6 0.85 penny-cap Long NaN 6.0 5.276040e+06 41.0 Financial Services 674 BPMP 20 6.00 penny-cap Long NaN 28.0 5.075317e+06 64.0 Energy 465 USM 16 1.33 penny-cap Long NaN 16.0 4.889666e+06 62.0 Communication Services 631 SVM 8 5.47 penny-cap Long NaN 41.0 4.626329e+06 13.0 Basic Materials 499 ANAT 19 23.11 penny-cap Long NaN 19.0 4.516661e+06 64.0 Financial Services 346 TFSL 7 0.15 penny-cap Long NaN 14.0 4.486805e+06 20.0 Financial Services 548 GDV 7 0.08 penny-cap Long NaN 7.0 4.133879e+06 77.0 Financial Services 634 MMI 6 5.22 penny-cap Long NaN 38.0 4.124117e+06 14.0 Real Estate 712 ETW 8 1.31 penny-cap Long NaN 8.0 3.265950e+06 60.0 Financial Services 710 CLNC 14 7.08 penny-cap Long NaN 19.0 3.189078e+06 14.0 Real Estate 627 FPF 6 1.92 penny-cap Long NaN 6.0 2.976787e+06 45.0 Financial Services 655 GHG 6 12.97 penny-cap Long NaN 21.0 2.432330e+06 8.0 Consumer Cyclical 520 NAC 9 2.14 penny-cap Long NaN 46.0 2.364496e+06 40.0 Financial Services 635 BTZ 10 1.27 penny-cap Long NaN 44.0 2.222569e+06 24.0 Financial Services 588 AMK 8 2.16 penny-cap Long NaN 24.0 2.073176e+06 14.0 Financial Services 706 ALGS 6 -7.10 penny-cap Long NaN 8.0 1.892885e+06 9.0 Healthcare 618 VCTR 11 0.98 penny-cap Long NaN 11.0 1.767460e+06 62.0 Financial Services 469 CIXX 14 7.00 penny-cap Long NaN 42.0 1.268858e+06 77.0 Financial Services 575 DCBO 9 -0.83 penny-cap Long NaN 43.0 8.494977e+05 28.0 Technology 604 KEN 11 4.23 penny-cap Long NaN 42.0 3.055248e+05 33.0 Utilities 458 TDI 12 2.20 penny-cap Long NaN 12.0 5.834862e+04 42.0 unknown 570 SIM 14 13.52 penny-cap Long NaN 35.0 1.898710e+04 36.0 Basic Materials Mean Return: 10.515441176470588 Mean Day/Week: 13.852941176470589 Accuracy:0.9485294117647058 *******************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 PUBM 19 -23.14 penny-cap Short NaN -61.0 6.892550e+07 -34.0 Technology 460 DY 6 8.59 penny-cap Short NaN -17.0 4.535503e+07 -10.0 Industrials 343 ALLO 23 -20.84 penny-cap Short NaN -24.0 4.312939e+07 -25.0 Healthcare 394 LOPE 17 -4.44 penny-cap Short NaN -44.0 3.929394e+07 -19.0 Consumer Defensive 403 EGHT 22 -31.52 penny-cap Short NaN -22.0 3.108139e+07 -24.0 Technology 515 STRA 24 -6.74 penny-cap Short NaN -35.0 2.937644e+07 -32.0 Consumer Defensive 452 LGND 25 -24.62 penny-cap Short NaN -73.0 2.835768e+07 -50.0 Healthcare 700 ZGNX 7 -3.36 penny-cap Short NaN -7.0 2.768806e+07 -42.0 Healthcare 587 HRTX 13 0.24 penny-cap Short NaN -14.0 2.762476e+07 -14.0 Healthcare 393 CCXI 21 -60.04 penny-cap Short NaN -21.0 2.567001e+07 -63.0 Healthcare 353 SAGE 19 -4.97 penny-cap Short NaN -19.0 2.494410e+07 -21.0 Healthcare 399 INSM 20 -15.02 penny-cap Short NaN -20.0 2.332753e+07 -56.0 Healthcare 411 CNNE 16 -2.35 penny-cap Short NaN -24.0 2.229313e+07 -21.0 Consumer Cyclical 624 IMGN 20 -23.68 penny-cap Short NaN -63.0 2.177181e+07 -46.0 Healthcare 373 EXPO 6 -3.29 penny-cap Short NaN -31.0 2.021349e+07 -20.0 Industrials 536 KURA 20 -17.79 penny-cap Short NaN -20.0 1.808738e+07 -136.0 Healthcare 421 SLQT 15 -7.40 penny-cap Short NaN -31.0 1.727204e+07 -17.0 Financial Services 560 NGM 7 -3.27 penny-cap Short NaN -7.0 1.592034e+07 -8.0 Healthcare 445 RVMD 7 -0.51 penny-cap Short NaN -49.0 1.483436e+07 -40.0 Healthcare 487 ESE 15 -7.28 penny-cap Short NaN -23.0 1.407042e+07 -17.0 Technology 526 EAR 19 -17.62 penny-cap Short NaN -19.0 1.403865e+07 -53.0 Healthcare 404 NKTR 16 -7.27 penny-cap Short NaN -61.0 1.215039e+07 -47.0 Healthcare 659 OMER 12 -10.77 penny-cap Short NaN -68.0 1.201356e+07 -46.0 Healthcare 639 PLT 9 8.27 penny-cap Short NaN -60.0 1.178734e+07 -11.0 Technology 493 RCUS 12 -12.73 penny-cap Short NaN -20.0 1.152137e+07 -49.0 Healthcare 658 CHRS 8 -2.37 penny-cap Short NaN -8.0 1.095371e+07 -75.0 Healthcare 625 CSGS 11 -2.50 penny-cap Short NaN -45.0 1.046517e+07 -26.0 Technology 476 XNCR 19 -6.67 penny-cap Short NaN -19.0 1.031164e+07 -53.0 Healthcare 521 AVNS 22 -10.45 penny-cap Short NaN -22.0 8.606389e+06 -53.0 Healthcare 606 HTLD 10 -4.06 penny-cap Short NaN -30.0 8.416698e+06 -16.0 Industrials 472 BRP 9 -1.59 penny-cap Short NaN -20.0 7.426221e+06 -21.0 Financial Services 555 PRAX 15 -10.04 penny-cap Short NaN -15.0 7.027727e+06 -68.0 Healthcare 694 JOUT 6 0.66 penny-cap Short NaN -31.0 6.178828e+06 -11.0 Consumer Cyclical 597 SLP 21 -10.26 penny-cap Short NaN -21.0 6.171497e+06 -55.0 Healthcare 696 STRO 9 -1.70 penny-cap Short NaN -9.0 5.833246e+06 -50.0 Healthcare 630 KNSA 21 -16.33 penny-cap Short NaN -54.0 5.774700e+06 -51.0 Healthcare 711 AKRO 19 -1.56 penny-cap Short NaN -19.0 5.444981e+06 -23.0 Healthcare 723 CONX 8 0.31 penny-cap Short NaN -8.0 5.254601e+06 -112.0 Financial Services 636 WMK 10 -3.99 penny-cap Short NaN -10.0 4.611701e+06 -31.0 Consumer Defensive 715 PASG 13 -16.33 penny-cap Short NaN -13.0 3.973009e+06 -136.0 Healthcare 652 TRIL 10 -5.28 penny-cap Short NaN -10.0 3.739268e+06 -136.0 Healthcare 451 TARO 10 -0.20 penny-cap Short NaN -24.0 3.645569e+06 -17.0 Healthcare 668 TBPH 6 2.20 penny-cap Short NaN -26.0 3.196118e+06 -14.0 Healthcare 613 BCAB 17 -11.30 penny-cap Short NaN -46.0 2.665862e+06 -39.0 Healthcare 683 FDMT 19 -20.70 penny-cap Short NaN -19.0 2.375923e+06 -53.0 Healthcare 724 IH 13 -3.76 penny-cap Short NaN -13.0 2.099655e+06 -136.0 Consumer Defensive 680 RMAX 31 -3.09 penny-cap Short NaN -53.0 1.847782e+06 -36.0 Real Estate 525 GB 19 -11.14 penny-cap Short NaN -36.0 3.478253e+05 -75.0 Technology 564 ITCB 12 -0.68 penny-cap Short NaN -26.0 2.497786e+05 -18.0 Financial Services 603 HLG 50 -32.01 penny-cap Short NaN -50.0 1.400784e+05 -136.0 Consumer Defensive 622 MSC 6 -3.28 penny-cap Short NaN -6.0 3.453840e+03 -136.0 Consumer Cyclical Mean Return: -9.17 Mean Day/Week: 15.372549019607844 Accuracy:0.8823529411764706 ************************************** ************************************** ************************************** 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: []