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akitsune-lune · 5 years ago

Text

a lukewarm defence of Blossomfall

or: How I learned to stop worrying and love the IvyBlossom

Hi there. Do you have a minute to talk about Blossomfall?

My goal here

Analyse Blossomfall’s behaviour in OOTS. Clear up misconceptions and aim to change people’s minds regarding the relationship between Millie, Briar, n Blossom, as well as making a case for IvyBlossom not in fact being A Toxic Evil Ship Propagated by Abuse Apologists. This is going to be an extremely long post and hopefully THE Blossomfall Defence Post. Fly, my pretties, share it around, this took so long.

1: The Text

let’s go over everything single thing Blossomfall has done in OOTS so that there’s no way for us to be in disagreement over what she’s done. It’s gonna take a while. This will be everything vaguely important to Blossomfall’s character, but not including shit like characters noticing Blossompaw sitting with her mentor or whatever. You are free to ctrl-f “Blossom” your way through all of OOTS to see if I’m cherry picking passages for my clever scheme to make everyone think about Blossomfall. (spoilers, I’m not)

Fourth Apprentice:

Literally nothing of note. Just filling in random background bits.

Fading Echoes:

P.68 This is pretty much our first look at Blossomfall. She squabbles with her littermates and maybe has a crush on Toadstep.

P.128 next is our first interaction between Ivypaw and Blossompaw. Ivypaw thinks Dovepaw is getting special treatment, and Blossompaw disagrees.

P.149 And a first interaction between Millie and Blossompaw. Blossompaw jumps onto the Great Oak and hurts herself, then Millie fusses over her. This is a pretty good set-up for showing Millie to be a bit of an overbearing mother and no spoilers, but if Millie’s attention suddenly vanished, you could imagine that would leave Blossompaw off-kilter.

P.174 Now we have an antagonistic interaction between Ivypaw and Blossompaw; Blossompaw is rude and thoughtless and it plays directly to Ivypaw’s deepest insecurities. Throughout the assessment, Blossompaw treats her like she’s useless.

P.235 A quick acknowledgement of Briarlight’s siblings cheering for her

P.248 another moment of sisterly affection between them

P.258 The first mention of Thornclaw in relation to Blossomfall. I’ve heard it cited as evidence of Thorn/Blossom set-up, which... seems like a stretch, but maybe.

P.361 And to round out Fading Echoes we get Ivypaw and Blossomfall working together in battle, and Blossomfall being appreciative of Ivypaw’s abilities.

Night Whispers:

P.33 The very first moment of Blossomfall in Night Whispers is an in-text, explicit acknowledgement that Blossomfall and Ivypaw have put their previous quarrels to rest. After that, (P.111) we get a quick moment of Ivypaw and Blossomfall talking like chill Clanmates, which might further support that their previous animosity is gone.

P.114 We get another instance of Blossomfall complimenting Ivypaw, then an exchange which leads Ivypaw to think No wonder Hawkfrost doesn’t visit [Blossomfall’s] dreams.

P.143 After that, we hear Millie bemoaning how her daughter’s life is meaningless now, followed by

P.143 Which would imply that Bumblestripe and Blossomfall would take issue with how Millie talks about Briarlight and her life.

P.327 another moment of Blossomfall showing concern for her littermates, and that rounds off book 3 of OOTS.

Sign of the Moon:

P.178 Blossomfall is now training in the Dark Forest and Ivypool is very upset by it, later thinking ThunderClan cats are loyal.

P.179-180 In Blossomfall’s first training exercise in the Dark Forest, Ivypool interferes and risks punishment to save Blossomfall from injury.

P.181 Blossomfall is ungrateful, but Ivypool doesn’t really react to her remark.

Next, Ivypool wants to speak with Blossomfall about her training in the Dark Forest. Before she has the chance, however, Blossomfall’s old mentor Hazeltail notices that Blossomfall is injured and tries to draw Millie’s attention to it.

P.273 This is our first hint that Millie has something to do with Blossomfall’s training in the Dark Forest. I’d like to point out that it’s Millie ignoring her and not Briarlight that provokes the anger from Blossomfall.

P.276 Twofold - First, Blossomfall doesn’t jump to Thornclaw’s defence when Ivypool calls him bossy, rather she agrees. Blossomfall also rebuffs Ivypool’s efforts to check on her.

P.277 Next, we have Ivypool pushing further, and Blossomfall seems edgy. Ivypool expresses more concern in her head and is scared for Blossomfall.

Now we have the big scene. Ivypool and Blossomfall go exploring in the tunnels and Blossomfall’s character finally gets her moment.

P.279 Blossomfall makes a remark about losing the use of her legs, which could be interpreted multiple ways, a dark joke about what happened to Briarlight, jealousy over the attention that her sister’s condition has resulted in, etc

P.312-313 Now we cut to the heart of the matter. Blossomfall doesn’t even know if Millie loves her anymore.

P.313 “I hate myself for feeling jealous of Briarlight. I can’t help what I feel, and that proves I’m not a good cat.” Because of jealousy and attention-seeking urges, Blossomfall has decided that she’s a bad person and deserves to go to the Dark Forest.

P.313-314

P.323 Then they get back to camp after having been missing for several hours and after Blossomfall has been injured, and Millie lectures her.

P.323 and then there’s the nail in the coffin. I’d also like to draw attention to the fact that Blossomfall doesn’t lash out. She just accepts Millie’s lack of concern for her and her lecturing, while relying on the Dark Forest for validation. She especially is never shown to lash out at Briarlight. That’s the end of Sign of the Moon.

The Forgotten Warrior:

P.247 In book 5, Blossomfall is shown to be again antagonistic, though this time toward Dovewing, and very protective of her littermates, in a negative light this time. This is pretty much the only moment of note for Blossomfall in the whole book.

The Last Hope:

P.67 Now we get the magnum opus of Blossomfall and Thornclaw being chummy and Lionblaze misinterpreting this as meaning they’re going to end up as mates, then realizing it’s actually because they’re training in the Dark Forest together. This is the third time Blossomfall and Thornclaw have been mentioned in the same sentence, and the first time they’ve ever interacted with each other. It’s the first time where they’ve been explicitly friendly; the first BlossomThorn moment was a mention of Thornclaw’s mannerisms rubbing off on Blossomfall and the second was Blossomfall indirectly calling Thornclaw bossy. This is why I say with relative confidence, BlossomThorn in AVoS was not planned in OOTS. Our ‘evidence’ is

Blossomfall thinks he’s bossy

Blossomfall imitated him once

They’re friends because they trained in the Dark Forest together

She has a similar number of moments with Mousewhisker and Toadstep, but I haven’t included them other than the very first moment with Blossomfall because those aren’t the ships that end up canonized. Even with Toadstep, Bumblepaw explicitly says that she’s mooning over him, which is far more indication of future romance than BlossomThorn gets.

ADDITIONALLY in the reprinted version of The Last Hope...

He’s replaced with Mousewhisker! Which knocks BlossomThorn mentions in canon down to just two, only one of which is at least neutral, and they never even interact before she’s nursing his kits! *screm* Erins WHY?

and uh... that’s actually about it for Blossomfall’s moments in Last Hope. She’s lumped in with Mousewhisker, Birchfall, etc with Ivypool and ThunderClan trying to track them down and make sure they don’t fight for the DF, etc, and then she doesn’t, n book ends.

Alright let’s analyse some data.

2: The relationship between Ivy/Blossom

It's toxic and unneeded- just because it's not heterosexual it doesn't mean it's healthy. Blossomfall bullied Ivypool for almost the entire first half of OotS, and just because she supported Ivy once it doesn't mean that they're friends. It means they've moved on and forgiven each other.

Forum post on January 14th, 2019

Alright, I’ve heard some crazy shit about BlossomIvy and I’m here to tell you, forget it. You don’t have to ship them, but if you’re gonna call them toxic, I’m gonna call you full of shit.

Ivypaw and Blossompaw’s first big conflict is during Blossompaw’s assessment, at which point she calls Ivypaw a bad hunter and Ivypaw gets upset. Now pay close attention, folks! This is the only time Blossompaw and Ivypaw argue before Blossomfall starts training in the Dark Forest. After this, once Ivypaw has been training in the Dark Forest, Blossomfall compliments her on her skills and the text explicitly suggests that now Ivypaw and Blossomfall have ‘put their quarrels behind them.’ After that, once Blossomfall begins training in the Dark Forest, Ivypool intervenes on her behalf to save her from injury and is called out by Brokenstar. Blossomfall is ungrateful, but Ivypool shows no regret for helping her.

Then we get the big moment between them in the tunnels. Blossomfall, after being injured, asks Ivypool if she thinks Millie will miss her. Ivypool realizes why Blossomfall is training in the Dark Forest, and Blossomfall confesses that she knows that the Dark Forest is bad news but feels that she deserves to go there because she’s a bad person (cat?).

Something I want to pay special mention to is the fact that Blossomfall is confessing all of this to Ivypool rather than any other main character, because they understand each other. Whether or not you like the ship, it is an undeniable fact that Blossomfall and Ivypool have a great deal of common ground.

They were both taken advantage of by the Dark Forest because of their jealousy over their sisters, they both know that the Dark Forest is up to no good but don’t leave it, and they both acknowledge in no uncertain terms that they’re jealous of cats that would also want something that they themselves have--in Blossomfall’s case, her able body, and in Ivypool’s, her lack of super-powers and involvement in the prophecy. Blossomfall and Ivypool can relate to and understand each other on a level that they cannot their other Clanmates.

Blossompaw and Ivypaw have a moment of animosity in Night Whispers, when Blossompaw says Ivypaw is a bad hunter and that she’d prefer Dovepaw, and Ivypaw is very upset. Then later, again, we get an in-text acknowledgement from another character that Blossomfall and Ivypaw have put their quarrels behind them. After Blossomfall’s assessment, she and Ivypaw only have friendly or neutral interactions. The next time they argue is when Blossomfall joins the Dark Forest, is out of her depth, and Ivypool intervenes to save her. Blossomfall argues that she can take care of herself and Ivypool thinks she’s full of it, but doesn’t push the point.

Then later, they have a bit of an antagonistic interaction where Ivypool is scared that Blossomfall is making the wrong choice by training in the Dark Forest and wants to help her, while Blossomfall rejects her help.

And then of course, the big scene. Blossomfall admits her deepest fear, that Millie no longer loves her, to Ivypool, and Ivypool immediately understands, thinking of her own jealousy of Dovewing.

That’s pretty much a summary of the evolution of the BlossomIvy relationship. For all you visual learners, here’s a handy chart

It’s hardly scientific, but arguing that Blossomfall and Ivypool don’t move from antagonistic to emotionally vulnerable with each other would be a hard stance to take given the sharp difference between the argument during the assessment and the conversation in the tunnels. Even when Blossomfall is telling Ivypool that she can take care of herself after Ivypool saves her from Ratscar, it doesn’t necessitate an interpretation of them as hostile--it can be read as either “I don’t want your help” OR “I can take care of myself” the latter of which invites a lot of classic romance tropes.

If you don’t read their relationship as potentially romantic, they still go from not understanding each other to understanding each other the best out of any other cat in their Clan. That’s a pretty significant development (especially for Warriors oof) so even if you still think Blossomfall is a brat or spoiled or emotionally stunted because of her jealousy of Briarlight, the text shows that Ivypool and Blossomfall at least have the potential to be extremely close friends and confidantes.

And if you DO read their relationship as potentially romantic, first of all welcome to the club, here’s your club-sanctioned hat and waterbottle with an engraved picture of em, and second of all, it’s really not a stretch. Again, they have a great deal of common ground. Blossomfall tells Ivypool her deepest insecurity and Ivypool understands. She doesn’t lecture Blossomfall and disagrees when Blossomfall says that she’s a bad cat. Despite not having a whole lot to go on, what we do have 100% shows them trusting and understanding each other.

Overall, what I want to argue is that THE BlossomIvy argument in Night Whispers is absolutely not enough to write them off as toxic; in fact, it later shows how much their relationship has developed. Additionally, it’s not just some random ship where we picked two she-cats out of a hat and then made a bunch of fan art; they have a legit connection, whether or not you think they have chemistry or are a better ship than say, FernIvy. They are in similar enough situations that they’re able to sympathize with each other more than Lionblaze, Jayfeather, Bumblestripe, Toadstep (?) or any other important cat in their lives can. That’s a helluva lot more to go off of than just “they trained in the Dark Forest together” or “they’re friendly sometimes” like we have for other major ships for the two of them. (Let me also explictly say that I’m not trying to argue that BlossomIvy is more canon than BlossomThorn and FernIvy, because no shit--the latter two have kits and are canonically mates. I’m just arguing over what makes most sense and who would work best as a pair)

3: Blossomfall’s family

Here’s the other major point of Blossomfall’s character; her relationship with her sister and her mother. Let’s answer a few questions. Is Millie actually ignoring Blossomfall or is Blossomfall being unreasonable? Does it matter if Millie is neglecting Blossomfall and should Blossomfall be self-sufficient as an adult? How does Blossomfall’s jealousy of Briarlight affect Briarlight herself, and what is Blossomfall’s relationship with her littermates? How does Blossomfall react to Millie’s perceived neglect?

And we’ll knock em off one by one:

Q: Is Millie actually neglecting Blossomfall or is Blossomfall being unreasonable?

A: This isn’t an easy question to answer. There are arguments to be made on both sides; Blossomfall is a young adult by the time Briarlight is injured (around 18 if you use my AU lol) and therefore probably shouldn’t require her mother’s constant attention. On the other hand, Millie is shown to be very attentive to her children and very concerned when they’re hurt or potentially going to be hurt (149, Fading Echoes). After Briarlight becomes disabled, Millie’s concern for Blossomfall vanishes. Blossomfall is injured training in the Dark Forest (and let me point out that Blossomfall is not the one who seeks out her mother’s attention; Hazeltail does it on her behalf) and Millie doesn’t care. (273, Sign of the Moon) Later in Sign of the Moon, Blossomfall has hit her head pretty hard and turns up after hours of being missing and Millie’s reaction is to chastise her for not hunting on Briarlight’s behalf. It’s sharply contrasted in-text with how Whitewing reacts to Ivypool, who hasn’t even been hurt. (323, Sign of the Moon) This is a pretty definitive display of how Millie does not care about her other daughter’s well-being anymore. If you’re thinking, “Well, Blossomfall was being irresponsible by running off into the tunnels, so she’s not innocent here” I agree, however let me employ my good friend Extremely Detailed Metaphor to explain why Millie isn’t either.

Let’s put this in terms of a human situation; a high school AU, if you will. I’ll paint a picture; it’s mid-winter, Sunday night. Blossomfall, her mother, and her sister Briarlight, live on a block where everyone is expected to shovel the snow in front of their house. Briarlight and Blossomfall get to school by walking to the bus stop at the end of the street. Millie tells Blossomfall to shovel the snow outside of their house that night so that Briarlight will be able to get to school on Monday in her wheelchair.

Instead, Blossomfall goes to a party, gets drunk, tries to drive herself home, gets into a car accident, and gets a concussion. Millie arrives at the hospital and, without making sure Blossomfall is okay, goes off at Blossomfall, telling her that she should have shovelled the entire block instead of going out to party.

Now, we’re once again in a situation where Blossomfall has been irresponsible, Millie is putting unreasonable expectations on her other daughter out of pity for Briarlight, and Millie is unconcerned about Blossomfall’s well-being. Unquestionably, Blossomfall did the wrong thing by going to a party/exploring the tunnels. BUT. That does not excuse Millie’s reaction. Millie is justified in being upset that Blossomfall is shirking her responsibilities, but not even bothering to find out how seriously she’s been injured is appalling behaviour from a previously-attentive mother. And you don’t need to take my word for it; from Whitewing and Brackenfur’s reactions, it’s obvious that no one thinks Millie is behaving in an acceptable fashion. She blatantly disregards Blossomfall’s well-being.

Seriously, I know it’s a pretty dire accusation, but with both examples of Blossomfall being injured post-Briarlight-injury and Millie either ignoring her or lecturing her, I don’t really know what other conclusion can be drawn. And let’s not villanize Millie utterly; Graystripe gets absolutely no mention in any instance despite being their father, so ??? what’s up with him. Overall, though, Blossomfall is not making up shit. There is literally no example post-Briarlight-injury of Millie showing concern for Blossomfall, only ever ignoring or admonishing her.

Q: Does it matter if Millie is neglecting Blossomfall and should Blossomfall be self-sufficient as an adult?

A: Again, not an easy question to answer. This is highly subjective, but if an adult’s mother suddenly lost all concern for their well-being, I’d argue that would be pretty damn destructive to that adult’s self-esteem. When you turn 18 or become a warrior, you don’t magically become self-sufficient and totally independent from your family, no matter what Warriors wants to tell you lmao. Those relationships are still very important, particularly for Blossomfall since as I’ll argue later, one of the most consistent points of her character is that she is extremely family-oriented. To go from her mother fussing over her and always being concerned for her health to her mother giving less than a shit about her when she gets lost and injured... I don’t care if she’s technically an adult. It’s not about her being attention-seeking or childish, it’s about her being completely cut off from one of the main relationships in her support system for no fault of her own. It does matter if Millie no longer cares about her daughter, whether or not the daughter in question is 16 or 18, an apprentice or a warrior. Blossomfall has lost an important relationship in her life, and it does a big hit to her self-esteem.

Q: How does Blossomfall’s jealousy of Briarlight affect Briarlight herself, and what is Blossomfall’s relationship with her littermates?

A: Oh good, an easy one at last. First, Blossomfall doesn’t blame Briarlight. She blames Millie. Second, Blossomfall is only ever shown to be loving and caring toward her sister. Third, (again) the most consistent thing about Blossomfall is that she puts her family first. The first two points can be supported in tandem; if Blossomfall truly blamed Briarlight for Millie’s disregard of Blossom, then why are all her interactions with her sister warm and loving? Very unfortunately, we don’t have many interactions between Briar and Blossom of any kind post-Briar-injury, but Blossomfall and her brother are the first to cheer for her at Briarlight’s ceremony (235, Fading Echoes) and Blossomfall eagerly brings fresh-kill to share with Briarlight (248, Fading Echoes). Later, Dovewing and Poppyfrost overhear one of Millie’s little monologues about how Briarlight’s life is ruined and Poppyfrost remarks that it’s a good thing Bumblestripe and Blossomfall didn’t overhear her. Draw your own conclusions, but to my understanding, this is a pretty plain demonstration that “Millie thinks Briarlight’s life is ruined and Bumblestripe and Blossomfall vehemently disagree, to the point at which they would start a big argument with their mother over that point” is common knowledge in ThunderClan. (143, Night Whispers)

Time and time again, Blossomfall loves and supports her sister. There’s no instance of Blossomfall putting the blame of Millie’s behaviour on Briarlight, only on Millie herself. In the big moment in the tunnel, Blossomfall doesn’t say “Do you think Briarlight would happy if I died and she got all Millie’s attention to herself?” she says “Do you think Millie would miss me?” followed by “I can’t bear seeing [Briarlight] suffer.” (312-313, Sign of the Moon) It’s not about Briarlight. She loves her sister and at the same time, cannot help being jealous of her, because it’s about Millie’s attention.

Finally, Blossomfall’s family is incredibly important to her. She and her littermates are continuously used for Dovepaw to angst about how she and Ivypaw are no longer close. For example, we get Blossomfall fretting over both of her siblings (327, Night Whispers), then Blossomfall being petty and upset because Bumblestripe chose to train with Dovewing instead of her and Bumblestripe dismissed her as being ridiculous (247, Forgotten Warrior). I’m not saying Blossomfall was in the right, there, but it does show Blossomfall’s devotion to her family and her expectation that her littermates do the same. There are also all of the above examples of them cheering at Briarlight’s ceremony, Blossomfall bringing fresh-kill to share with Briarlight, and the implication that Blossomfall and Bumblestripe would object to the way that Millie talks about Briarlight.

Q: How does Blossomfall react to Millie’s perceived neglect?

A: Another fairly easy one. Blossomfall puts on a front of not caring. When Millie admonishes her for daring to get lost and hurt, Blossomfall doesn’t lash out at her mother, much less Briarlight. She never fights back, she doesn’t tell her mother that she’s being callous and neglectful, she accepts it silently and then tells Ivypool, verbatim, “Whatever. This is just the way that it is now.” She rolls over and accepts it, as much as it hurts her, and the Dark Forest takes advantage of that unresolved pain. (323, Sign of the Moon)

Even earlier in Sign of the Moon, when Blossomfall has just begun training in the Dark Forest (suggesting she has been ignored by Millie long enough that the Dark Forest has been able to draw her in) she wakes up injured and Hazeltail notices. Blossomfall brushes it off, which I would infer is because she’s adjusted to her pain and injury being ignored but you can read as an isolated incident if you really want to, but Hazeltail insists on bringing Millie’s attention to it. Millie dismisses it and Blossomfall is angry, but silent, which again, I would infer is because that’s what Blossomfall expected from Millie and is hurt to have her expectation confirmed (273, Sign of the Moon). This can’t be read as an isolated incident, because Blossomfall is already training in the Dark Forest, therefore Millie has been ignoring her for a while now.

4: Is Blossomfall a bad person?

In conclusion, no.

Blossomfall is upset when her mother stops caring about her well-being and believes that she deserves to go to the Dark Forest because of her jealousy over her sister (313, Sign of the Moon). I’m not saying that her self-hatred means she’s a good person, but it’s obvious that she wouldn’t choose jealousy if she had the option to not feel this way.

Critically, what I want people to take away from this, is that Blossomfall, like all of us, doesn’t have complete control over how she feels. She cannot choose to wake up and simply not be jealous of her sister and be fine with her mother’s indifference to her well-being. She believes that feeling this way makes her a bad person and would, of course, change if she could. The only thing that is within Blossomfall’s control is how she reacts to her jealousy and hurt. And the way that she reacts is by taking it out on herself, by training in the Dark Forest, and by mentally beating herself up for feelings outside of her control. There is not a single example of her lashing out at Millie, or god forbid her sister Briarlight. She is silent in the face of Millie’s bad treatment of her and supportive and loving of Briarlight. Self-hatred is of course, not a virtue, but our society prefers it to harming others.

That’s why I can say with confidence: Blossomfall is a good person, if prone to occasional self-hatred, pettiness, and thoughtlessness. Those are not flaws that make someone evil, just normal and struggling. She is not perfect and completely loveable, but she is not toxic, or spoiled, or unreasonable. She’s just a person who has been hurt by others’ behaviour and punishes herself for things outside of her control. She loves her family, tries to take care of herself, and doesn’t always perform perfectly.

Thanks for reading. I hope you’re at least thinking a little more about previously formed opinions on Blossomfall and that we all continue to read critically in the future.

End note: So why did I call this a lukewarm defence, anyway? Other than making reference to one of my favourite video essayists, Blossomfall is a complex cat often misunderstood by the fandom, but she’s also a shithead. Post-OOTS, she’s pretty unequivocally a kitty-racist. But she’s also Thornclaw’s wife, so it’s not like that’s the only way her character gets yanked out of its previous characterization for the convenience of the plot. Consider this a defence of Blossomfall in Omen of the Stars by a person who would rather pretend she died just after it and A Vision of Shadows (and later books) has another character in her place. I’m not interested in debating Blossomfall’s behaviour post-OOTS. She’s bad, whatever, but don’t smear the good name of her character development in OOTS.

201 notes · View notes

stock-filter · 4 years ago

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Stock daily Filter Report for 2021/04/20 05-40-07

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Long 3.0 4.551199e+08 2.0 Healthcare 84 GILD 3 0.30 big-cap Long 3.0 4.414349e+08 3.0 Healthcare 70 RIO 2 1.78 big-cap Long 3.0 3.096932e+08 2.0 Basic Materials 324 ALB 1 0.00 big-cap Long 1.0 1.911593e+08 1.0 Basic Materials 159 STZ 1 0.00 big-cap Long 1.0 1.617426e+08 4.0 Consumer Defensive 158 IDXX 3 0.04 big-cap Long 5.0 1.591718e+08 3.0 Healthcare 350 NVCR 5 -2.86 big-cap Long 5.0 1.529846e+08 5.0 Healthcare 187 LBRDK 1 0.00 big-cap Long 1.0 1.238271e+08 3.0 Communication Services 33 BHP 1 0.00 big-cap Long 1.0 1.065336e+08 1.0 Basic Materials 325 APO 3 2.49 big-cap Long 3.0 8.647998e+07 4.0 Financial Services 401 ZLAB 2 0.02 big-cap Long 5.0 8.170340e+07 2.0 Healthcare 44 BBL 2 0.55 big-cap Long 2.0 7.115394e+07 4.0 Basic Materials 36 NVO 1 0.00 big-cap Long 5.0 5.389127e+07 1.0 Healthcare 442 FDS 2 -0.60 big-cap Long 2.0 4.727446e+07 3.0 Financial Services 188 LBRDA 2 0.28 big-cap Long 2.0 9.043781e+06 3.0 Communication Services 203 WIT 1 0.00 big-cap Long 1.0 8.262759e+06 3.0 Technology Mean Return: 0.506923076923077 Mean Day/Week: 3.1538461538461537 Accuracy:0.8461538461538461 *******************Part 1.2 Big Cap Short Entry SPAN MACD********************* big_short_signal_entry_span_macd Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 28 AVGO 1 0.0 big-cap Short -1.0 1.134888e+09 -1.0 Technology 173 BBD 1 0.0 big-cap Short -1.0 1.227595e+08 -1.0 Financial Services 171 BBDO 1 0.0 big-cap Short -1.0 1.046041e+05 -1.0 Financial Services Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************Part 1.3 Big Cap Long Entry SPAN********************* big_long_signal_entry_span Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 0 AAPL 5 0.34 big-cap Long 11.0 1.266512e+10 5.0 Technology 15 NFLX 1 0.00 big-cap Long 11.0 2.151560e+09 1.0 Communication Services 112 MRNA 4 1.53 big-cap Long 4.0 1.427471e+09 4.0 Healthcare 23 CRM 3 -1.08 big-cap Long 11.0 9.009369e+08 3.0 Technology 51 AZN 3 1.58 big-cap Long 27.0 8.280854e+08 3.0 Healthcare 138 CRWD 1 0.00 big-cap Long 6.0 8.140202e+08 1.0 Technology 24 TMO 3 -1.37 big-cap Long 13.0 7.727787e+08 3.0 Healthcare 47 BMY 5 3.15 big-cap Long 24.0 7.441572e+08 5.0 Healthcare 196 ALXN 2 1.09 big-cap Long 2.0 5.702766e+08 3.0 Healthcare 62 CHTR 3 1.32 big-cap Long 3.0 5.563129e+08 3.0 Communication Services 37 NEE 3 -0.47 big-cap Long 13.0 5.116939e+08 3.0 Utilities 26 MRK 2 0.25 big-cap Long 26.0 4.753414e+08 2.0 Healthcare 46 AMGN 3 0.33 big-cap Long 24.0 4.587927e+08 3.0 Healthcare 32 ABBV 2 0.65 big-cap Long 3.0 4.551199e+08 2.0 Healthcare 84 GILD 3 0.30 big-cap Long 3.0 4.414349e+08 3.0 Healthcare 64 NOW 3 -1.79 big-cap Long 11.0 4.368008e+08 3.0 Technology 91 BDX 3 0.44 big-cap Long 14.0 3.634107e+08 3.0 Healthcare 148 LULU 2 -0.56 big-cap Long 20.0 3.373941e+08 2.0 Consumer Cyclical 70 RIO 2 1.78 big-cap Long 3.0 3.096932e+08 2.0 Basic Materials 170 GOLD 3 0.60 big-cap Long 26.0 3.002454e+08 3.0 Basic Materials 191 OKTA 3 -3.03 big-cap Long 8.0 2.847988e+08 3.0 Technology 109 ADSK 3 -2.88 big-cap Long 12.0 2.637535e+08 3.0 Technology 186 PANW 1 0.00 big-cap Long 7.0 2.260646e+08 1.0 Technology 336 CVAC 2 3.39 big-cap Long 6.0 2.021187e+08 2.0 Healthcare 324 ALB 1 0.00 big-cap Long 1.0 1.911593e+08 1.0 Basic Materials 73 GSK 3 0.77 big-cap Long 28.0 1.900978e+08 3.0 Healthcare 101 EQIX 3 -0.20 big-cap Long 23.0 1.831392e+08 3.0 Real Estate 159 STZ 1 0.00 big-cap Long 1.0 1.617426e+08 4.0 Consumer Defensive 158 IDXX 3 0.04 big-cap Long 5.0 1.591718e+08 3.0 Healthcare 133 ITUB 1 0.00 big-cap Long 23.0 1.567975e+08 1.0 Financial Services 350 NVCR 5 -2.86 big-cap Long 5.0 1.529846e+08 5.0 Healthcare 251 WORK 2 0.17 big-cap Long 7.0 1.342467e+08 2.0 Technology 226 AWK 5 2.13 big-cap Long 17.0 1.267082e+08 5.0 Utilities 187 LBRDK 1 0.00 big-cap Long 1.0 1.238271e+08 3.0 Communication Services 33 BHP 1 0.00 big-cap Long 1.0 1.065336e+08 1.0 Basic Materials 337 AEM 2 1.58 big-cap Long 23.0 1.028685e+08 2.0 Basic Materials 272 PAYC 2 -1.33 big-cap Long 11.0 9.716303e+07 2.0 Technology 212 ANSS 3 -2.71 big-cap Long 14.0 9.658309e+07 3.0 Technology 290 HOLX 1 0.00 big-cap Long 13.0 9.566804e+07 1.0 Healthcare 467 ICLR 3 -0.76 big-cap Long 16.0 9.035894e+07 3.0 Healthcare 408 DVA 2 -2.06 big-cap Long 25.0 8.942749e+07 2.0 Healthcare 287 MKTX 2 -0.25 big-cap Long 10.0 8.871966e+07 2.0 Financial Services 310 WPM 3 1.26 big-cap Long 26.0 8.834890e+07 3.0 Basic Materials 325 APO 3 2.49 big-cap Long 3.0 8.647998e+07 4.0 Financial Services 370 GH 2 -3.52 big-cap Long 11.0 8.539634e+07 2.0 Healthcare 323 LOGI 5 4.12 big-cap Long 11.0 8.238029e+07 5.0 Technology 401 ZLAB 2 0.02 big-cap Long 5.0 8.170340e+07 2.0 Healthcare 349 MPWR 3 -3.16 big-cap Long 12.0 8.118929e+07 3.0 Technology 225 RMD 2 -0.89 big-cap Long 16.0 7.417724e+07 2.0 Healthcare 334 TYL 3 -0.77 big-cap Long 10.0 7.368151e+07 3.0 Technology 44 BBL 2 0.55 big-cap Long 2.0 7.115394e+07 4.0 Basic Materials 333 ZEN 3 -2.11 big-cap Long 9.0 7.092108e+07 3.0 Technology 379 LDOS 3 0.37 big-cap Long 17.0 5.533387e+07 3.0 Technology 36 NVO 1 0.00 big-cap Long 5.0 5.389127e+07 1.0 Healthcare 473 PCTY 2 -1.70 big-cap Long 11.0 5.306546e+07 2.0 Technology 143 ABEV 4 1.42 big-cap Long 22.0 5.193879e+07 4.0 Consumer Defensive 327 BIO 3 0.77 big-cap Long 10.0 5.021484e+07 3.0 Healthcare 395 FMC 3 0.32 big-cap Long 26.0 4.994079e+07 4.0 Basic Materials 456 RGEN 3 -0.72 big-cap Long 8.0 4.778321e+07 3.0 Healthcare 442 FDS 2 -0.60 big-cap Long 2.0 4.727446e+07 3.0 Financial Services 430 OSH 2 -0.31 big-cap Long 11.0 4.342045e+07 2.0 Healthcare 429 MPW 4 1.82 big-cap Long 9.0 4.249250e+07 4.0 Real Estate 474 KL 3 1.42 big-cap Long 25.0 4.038712e+07 3.0 Basic Materials 343 GRFS 4 3.04 big-cap Long 23.0 1.131390e+07 4.0 Healthcare 188 LBRDA 2 0.28 big-cap Long 2.0 9.043781e+06 3.0 Communication Services 203 WIT 1 0.00 big-cap Long 1.0 8.262759e+06 3.0 Technology 485 RDY 3 2.90 big-cap Long 16.0 7.739688e+06 3.0 Healthcare 432 NTCO 4 -2.14 big-cap Long 8.0 6.525355e+06 4.0 Consumer Defensive 274 FMS 1 0.00 big-cap Long 28.0 6.442996e+06 1.0 Healthcare 221 CHT 5 2.83 big-cap Long 7.0 3.733206e+06 5.0 Communication Services 412 KEP 3 0.56 big-cap Long 10.0 1.237808e+06 3.0 Utilities Mean Return: 0.14135593220338985 Mean Day/Week: 3.169491525423729 Accuracy:0.5932203389830508 *******************Part 1.4 Big Cap Short Entry SPAN********************* big_short_signal_entry_span Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 28 AVGO 1 0.00 big-cap Short -1.0 1.134888e+09 -1.0 Technology 289 DKNG 5 -4.36 big-cap Short -16.0 8.877100e+08 -5.0 Consumer Cyclical 315 OXY 2 0.66 big-cap Short -22.0 2.701323e+08 -2.0 Energy 211 PCAR 1 0.00 big-cap Short -23.0 1.397477e+08 -5.0 Industrials 152 RKT 4 -1.02 big-cap Short -20.0 1.248795e+08 -4.0 Financial Services 173 BBD 1 0.00 big-cap Short -1.0 1.227595e+08 -1.0 Financial Services 388 ASX 1 0.00 big-cap Short -38.0 1.393096e+07 -1.0 Technology 303 IX 1 0.00 big-cap Short -14.0 1.918881e+06 -1.0 Financial Services 193 MFG 1 0.00 big-cap Short -15.0 6.677514e+05 -1.0 Financial Services 171 BBDO 1 0.00 big-cap Short -1.0 1.046041e+05 -1.0 Financial Services Mean Return: -1.5733333333333335 Mean Day/Week: 6.0 Accuracy:0.6666666666666666 *******************Part 1.5 Big Cap Long Entry MACD********************* big_long_signal_entry_macd Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 397 FUTU 1 0.00 big-cap Long 1.0 2.258124e+09 15.0 Financial Services 55 WFC 2 0.09 big-cap Long 2.0 1.671281e+09 78.0 Financial Services 112 MRNA 4 1.53 big-cap Long 4.0 1.427471e+09 4.0 Healthcare 19 ABT 3 0.48 big-cap Long 3.0 7.750649e+08 66.0 Healthcare 164 FCX 2 -2.12 big-cap Long 2.0 7.334245e+08 78.0 Basic Materials 196 ALXN 2 1.09 big-cap Long 2.0 5.702766e+08 3.0 Healthcare 62 CHTR 3 1.32 big-cap Long 3.0 5.563129e+08 3.0 Communication Services 74 CVS 3 -0.04 big-cap Long 3.0 4.905170e+08 18.0 Healthcare 32 ABBV 2 0.65 big-cap Long 3.0 4.551199e+08 2.0 Healthcare 84 GILD 3 0.30 big-cap Long 3.0 4.414349e+08 3.0 Healthcare 98 FISV 3 -0.32 big-cap Long 3.0 3.592601e+08 35.0 Technology 87 CI 3 -0.74 big-cap Long 3.0 3.205169e+08 40.0 Healthcare 249 DFS 4 -0.69 big-cap Long 4.0 3.108986e+08 78.0 Financial Services 70 RIO 2 1.78 big-cap Long 3.0 3.096932e+08 2.0 Basic Materials 120 HCA 2 -1.04 big-cap Long 2.0 2.768639e+08 78.0 Healthcare 356 TSCO 2 1.10 big-cap Long 2.0 2.309699e+08 71.0 Consumer Cyclical 324 ALB 1 0.00 big-cap Long 1.0 1.911593e+08 1.0 Basic Materials 190 CNC 2 0.65 big-cap Long 2.0 1.740266e+08 7.0 Healthcare 129 BSX 5 3.71 big-cap Long 5.0 1.732624e+08 53.0 unknown 159 STZ 1 0.00 big-cap Long 1.0 1.617426e+08 4.0 Consumer Defensive 158 IDXX 3 0.04 big-cap Long 5.0 1.591718e+08 3.0 Healthcare 215 PRU 4 1.24 big-cap Long 4.0 1.584643e+08 78.0 Financial Services 207 AFL 2 0.21 big-cap Long 2.0 1.565459e+08 78.0 Financial Services 350 NVCR 5 -2.86 big-cap Long 5.0 1.529846e+08 5.0 Healthcare 364 ULTA 2 -0.74 big-cap Long 2.0 1.516857e+08 78.0 Consumer Cyclical 351 AES 4 -0.10 big-cap Long 4.0 1.407986e+08 17.0 Utilities 461 LKQ 2 0.29 big-cap Long 2.0 1.291262e+08 54.0 Consumer Cyclical 187 LBRDK 1 0.00 big-cap Long 1.0 1.238271e+08 3.0 Communication Services 301 VMC 4 1.52 big-cap Long 4.0 1.211358e+08 75.0 Basic Materials 342 HZNP 3 -3.48 big-cap Long 3.0 1.083922e+08 14.0 Healthcare 33 BHP 1 0.00 big-cap Long 1.0 1.065336e+08 1.0 Basic Materials 471 MTN 3 -1.38 big-cap Long 3.0 1.031777e+08 52.0 Consumer Cyclical 469 BILL 4 -4.71 big-cap Long 4.0 1.022269e+08 8.0 Technology 405 PFG 3 0.17 big-cap Long 3.0 9.551678e+07 78.0 Financial Services 322 COO 3 -0.17 big-cap Long 3.0 8.948626e+07 78.0 Healthcare 250 FRC 2 -2.22 big-cap Long 2.0 8.902946e+07 78.0 Financial Services 311 IAC 3 -3.09 big-cap Long 3.0 8.778189e+07 10.0 Communication Services 325 APO 3 2.49 big-cap Long 3.0 8.647998e+07 4.0 Financial Services 401 ZLAB 2 0.02 big-cap Long 5.0 8.170340e+07 2.0 Healthcare 264 TSN 4 0.37 big-cap Long 4.0 7.762311e+07 43.0 Consumer Defensive 44 BBL 2 0.55 big-cap Long 2.0 7.115394e+07 4.0 Basic Materials 417 HAS 5 -0.83 big-cap Long 5.0 6.075709e+07 17.0 Consumer Cyclical 440 DT 5 -4.18 big-cap Long 5.0 5.673716e+07 13.0 Technology 36 NVO 1 0.00 big-cap Long 5.0 5.389127e+07 1.0 Healthcare 126 UBS 2 -1.06 big-cap Long 2.0 4.759191e+07 78.0 Financial Services 442 FDS 2 -0.60 big-cap Long 2.0 4.727446e+07 3.0 Financial Services 439 SBSW 3 -1.24 big-cap Long 3.0 4.535222e+07 78.0 Basic Materials 367 ESS 2 0.37 big-cap Long 2.0 4.483640e+07 50.0 Real Estate 483 WLK 3 0.62 big-cap Long 3.0 4.393700e+07 31.0 Basic Materials 400 LBTYK 1 0.00 big-cap Long 1.0 4.111906e+07 29.0 unknown 452 CG 4 2.16 big-cap Long 4.0 3.996873e+07 78.0 Financial Services 476 CBOE 1 0.00 big-cap Long 1.0 3.906493e+07 44.0 Financial Services 27 TM 5 0.42 big-cap Long 5.0 3.723074e+07 16.0 Consumer Cyclical 269 RCI 5 1.33 big-cap Long 5.0 2.341782e+07 12.0 Communication Services 292 CCEP 3 1.15 big-cap Long 3.0 1.974650e+07 78.0 Consumer Defensive 202 LYG 2 0.84 big-cap Long 2.0 1.220276e+07 78.0 Financial Services 188 LBRDA 2 0.28 big-cap Long 2.0 9.043781e+06 3.0 Communication Services 203 WIT 1 0.00 big-cap Long 1.0 8.262759e+06 3.0 Technology 409 WPP 1 0.00 big-cap Long 1.0 4.996580e+06 78.0 Communication Services Mean Return: -0.0987755102040816 Mean Day/Week: 3.2244897959183674 Accuracy:0.5918367346938775 *******************Part 1.6 Big Cap Short Entry MACD********************* big_short_signal_entry_macd Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 6 TSM 2 -2.89 big-cap Short -3.0 1.411200e+09 -26.0 Technology 28 AVGO 1 0.00 big-cap Short -1.0 1.134888e+09 -1.0 Technology 184 XPEV 1 0.00 big-cap Short -1.0 4.344154e+08 -53.0 Consumer Cyclical 173 BBD 1 0.00 big-cap Short -1.0 1.227595e+08 -1.0 Financial Services 437 BAP 4 -6.94 big-cap Short -4.0 9.768121e+07 -36.0 Financial Services 171 BBDO 1 0.00 big-cap Short -1.0 1.046041e+05 -1.0 Financial Services 104 CCZ 2 0.02 big-cap Short -2.0 6.245200e+03 -30.0 unknown Mean Return: -3.27 Mean Day/Week: 4.0 Accuracy:0.6666666666666666 *******************Part 1.7 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 2 AMZN 9 2.85 big-cap Long 12.0 8.518756e+09 9.0 Consumer Cyclical 9 NVDA 9 8.73 big-cap Long 12.0 6.110224e+09 9.0 Technology 1 MSFT 11 3.85 big-cap Long 11.0 5.555307e+09 63.0 Technology 5 FB 27 10.32 big-cap Long 27.0 4.086027e+09 27.0 Communication Services 4 GOOGL 10 3.62 big-cap Long 10.0 3.327843e+09 78.0 Communication Services 3 GOOG 10 3.47 big-cap Long 10.0 2.839333e+09 78.0 Communication Services 69 SQ 8 -4.82 big-cap Long 8.0 2.482345e+09 9.0 Technology 361 PTC 11 -4.18 big-cap Long 11.0 1.573445e+09 16.0 Technology 96 LRCX 13 4.79 big-cap Long 13.0 1.472115e+09 25.0 Technology 7 V 8 2.30 big-cap Long 8.0 1.420055e+09 35.0 Financial Services 31 ORCL 16 11.99 big-cap Long 16.0 1.407040e+09 40.0 Technology 14 PYPL 6 -0.30 big-cap Long 8.0 1.356267e+09 6.0 Financial Services 13 HD 25 16.15 big-cap Long 25.0 1.319571e+09 25.0 Consumer Cyclical 11 PG 16 0.92 big-cap Long 28.0 1.233250e+09 16.0 Consumer Defensive 10 MA 7 0.58 big-cap Long 7.0 1.186362e+09 39.0 Financial Services 12 UNH 7 3.61 big-cap Long 31.0 1.155994e+09 27.0 Healthcare 25 PFE 7 6.22 big-cap Long 28.0 1.150897e+09 16.0 Healthcare 59 SE 9 2.04 big-cap Long 9.0 1.051800e+09 10.0 Communication Services 29 CSCO 27 8.90 big-cap Long 27.0 9.961422e+08 31.0 Technology 22 KO 17 3.79 big-cap Long 45.0 9.860360e+08 17.0 Consumer Defensive 30 PEP 16 1.48 big-cap Long 27.0 9.581901e+08 16.0 Consumer Defensive 71 UBER 7 0.51 big-cap Long 7.0 9.173259e+08 12.0 Technology 18 ADBE 12 6.66 big-cap Long 16.0 9.104583e+08 12.0 Technology 411 NUAN 6 0.68 big-cap Long 8.0 8.107915e+08 6.0 Technology 8 WMT 6 -0.06 big-cap Long 19.0 7.884354e+08 6.0 Consumer Defensive 85 BKNG 9 1.94 big-cap Long 9.0 7.835597e+08 78.0 Consumer Cyclical 58 LOW 24 15.40 big-cap Long 24.0 7.477772e+08 28.0 Consumer Cyclical 16 ASML 16 0.94 big-cap Long 16.0 7.116721e+08 29.0 Technology 56 PM 7 0.68 big-cap Long 7.0 6.233368e+08 53.0 Consumer Defensive 48 HON 18 8.56 big-cap Long 31.0 5.622738e+08 28.0 Industrials 61 SBUX 14 6.50 big-cap Long 14.0 5.495421e+08 38.0 Consumer Cyclical 75 TGT 19 10.12 big-cap Long 19.0 5.362080e+08 21.0 Consumer Defensive 80 VALE 10 6.12 big-cap Long 10.0 5.186157e+08 11.0 Basic Materials 235 BNTX 12 28.22 big-cap Long 12.0 5.086197e+08 14.0 Healthcare 41 MCD 26 8.92 big-cap Long 28.0 4.999729e+08 26.0 Consumer Cyclical 76 LMT 25 12.42 big-cap Long 48.0 4.850358e+08 25.0 Industrials 154 CMG 9 3.32 big-cap Long 9.0 4.831614e+08 10.0 Consumer Cyclical 40 COST 11 2.41 big-cap Long 19.0 4.766511e+08 11.0 Consumer Defensive 43 MDT 11 4.81 big-cap Long 11.0 4.694487e+08 18.0 Healthcare 67 INTU 9 0.59 big-cap Long 9.0 4.445558e+08 12.0 Technology 49 UPS 16 5.91 big-cap Long 17.0 4.398931e+08 16.0 Industrials 117 VMW 29 16.76 big-cap Long 29.0 4.148708e+08 31.0 Technology 50 UNP 17 3.44 big-cap Long 17.0 4.054662e+08 19.0 Industrials 78 ISRG 7 3.41 big-cap Long 13.0 4.053971e+08 7.0 Healthcare 237 SWK 35 13.71 big-cap Long 35.0 3.912458e+08 35.0 Industrials 68 MMM 31 9.53 big-cap Long 31.0 3.896453e+08 59.0 Industrials 198 CARR 27 11.46 big-cap Long 27.0 3.886451e+08 27.0 Industrials 34 DHR 6 3.11 big-cap Long 16.0 3.877948e+08 6.0 Healthcare 65 BLK 16 7.01 big-cap Long 23.0 3.829294e+08 16.0 Financial Services 35 ACN 26 8.29 big-cap Long 26.0 3.626980e+08 27.0 Technology 123 DELL 9 12.52 big-cap Long 9.0 3.575192e+08 78.0 Technology 105 USB 17 5.94 big-cap Long 44.0 3.534717e+08 53.0 Financial Services 167 EBAY 16 4.94 big-cap Long 16.0 3.239953e+08 72.0 Consumer Cyclical 89 SPGI 31 12.01 big-cap Long 56.0 3.077438e+08 35.0 Financial Services 238 BBY 24 5.69 big-cap Long 24.0 3.077230e+08 26.0 Consumer Cyclical 79 EL 7 2.34 big-cap Long 7.0 3.023675e+08 51.0 Consumer Defensive 102 CL 7 0.75 big-cap Long 22.0 3.005335e+08 7.0 Consumer Defensive 38 TMUS 12 3.42 big-cap Long 29.0 2.985541e+08 12.0 Communication Services 108 SHW 20 10.35 big-cap Long 26.0 2.939286e+08 20.0 Basic Materials 119 WDAY 6 -1.87 big-cap Long 6.0 2.937768e+08 12.0 Technology 66 AMT 20 10.35 big-cap Long 23.0 2.805035e+08 20.0 Real Estate 240 WLTW 15 1.85 big-cap Long 15.0 2.801332e+08 67.0 Financial Services 130 MCO 20 10.15 big-cap Long 51.0 2.787320e+08 31.0 Financial Services 141 DG 8 4.53 big-cap Long 20.0 2.759133e+08 8.0 Consumer Defensive 135 NOC 26 13.43 big-cap Long 52.0 2.734074e+08 31.0 Industrials 210 ORLY 28 12.01 big-cap Long 41.0 2.663518e+08 28.0 Consumer Cyclical 53 LIN 29 9.60 big-cap Long 29.0 2.537982e+08 29.0 Basic Materials 100 DUK 26 9.27 big-cap Long 28.0 2.506723e+08 26.0 Utilities 176 CDNS 12 0.50 big-cap Long 12.0 2.461606e+08 12.0 Technology 90 TJX 10 2.04 big-cap Long 10.0 2.453927e+08 11.0 Consumer Cyclical 103 CSX 20 5.23 big-cap Long 40.0 2.445468e+08 30.0 Industrials 183 GIS 6 0.55 big-cap Long 30.0 2.442263e+08 26.0 Consumer Defensive 220 SWKS 11 -3.00 big-cap Long 11.0 2.437482e+08 78.0 Technology 366 STX 10 4.51 big-cap Long 10.0 2.406775e+08 78.0 Technology 99 CCI 24 9.24 big-cap Long 24.0 2.406357e+08 26.0 Real Estate 86 FIS 12 5.56 big-cap Long 49.0 2.364187e+08 31.0 Technology 151 ALGN 8 4.82 big-cap Long 8.0 2.347239e+08 8.0 Healthcare 140 AON 9 -0.14 big-cap Long 9.0 2.341271e+08 78.0 Financial Services 189 IQV 12 8.86 big-cap Long 12.0 2.313455e+08 78.0 Healthcare 107 ICE 8 3.17 big-cap Long 8.0 2.312433e+08 9.0 Financial Services 168 AEP 26 9.07 big-cap Long 30.0 2.281906e+08 26.0 Utilities 445 PPD 25 22.22 big-cap Long 25.0 2.263928e+08 28.0 Healthcare 172 BAX 23 8.34 big-cap Long 27.0 2.260292e+08 23.0 Healthcare 213 HPQ 14 6.62 big-cap Long 14.0 2.224023e+08 78.0 Technology 194 XEL 19 7.50 big-cap Long 29.0 2.182571e+08 19.0 Utilities 233 DHI 28 16.07 big-cap Long 28.0 2.176143e+08 62.0 Consumer Cyclical 247 LEN 27 14.99 big-cap Long 27.0 2.116024e+08 63.0 Consumer Cyclical 81 SYK 12 5.59 big-cap Long 12.0 2.081516e+08 17.0 Healthcare 97 ADP 8 2.40 big-cap Long 40.0 2.007591e+08 38.0 Industrials 92 ZTS 6 3.40 big-cap Long 19.0 1.949289e+08 6.0 Healthcare 128 EW 7 2.98 big-cap Long 13.0 1.946026e+08 7.0 Healthcare 139 WM 31 13.18 big-cap Long 33.0 1.922837e+08 31.0 Industrials 179 LHX 28 10.02 big-cap Long 31.0 1.909032e+08 31.0 Industrials 162 EXC 26 6.68 big-cap Long 26.0 1.896896e+08 26.0 Utilities 88 PLD 20 8.10 big-cap Long 20.0 1.863640e+08 26.0 Real Estate 115 D 22 6.95 big-cap Long 30.0 1.860914e+08 22.0 Utilities 243 AZO 30 19.51 big-cap Long 30.0 1.859480e+08 31.0 Consumer Cyclical 131 PGR 18 7.33 big-cap Long 31.0 1.846122e+08 18.0 Financial Services 155 CTSH 16 1.52 big-cap Long 26.0 1.813881e+08 16.0 Technology 253 MXIM 12 -1.58 big-cap Long 12.0 1.813526e+08 12.0 Technology 175 APH 16 1.62 big-cap Long 16.0 1.729186e+08 16.0 Technology 257 WY 12 5.46 big-cap Long 12.0 1.727566e+08 78.0 Real Estate 222 VRSK 7 1.01 big-cap Long 20.0 1.696015e+08 7.0 Industrials 136 BX 8 3.30 big-cap Long 8.0 1.692011e+08 78.0 Financial Services 110 SO 19 6.88 big-cap Long 27.0 1.668867e+08 19.0 Utilities 239 GLW 29 18.54 big-cap Long 43.0 1.654804e+08 44.0 Technology 477 AAP 7 4.60 big-cap Long 41.0 1.649644e+08 34.0 Consumer Cyclical 185 INFO 29 10.60 big-cap Long 29.0 1.645769e+08 35.0 Industrials 163 ROP 12 3.65 big-cap Long 25.0 1.634137e+08 12.0 Industrials 218 SBAC 6 2.71 big-cap Long 26.0 1.630748e+08 20.0 Real Estate 142 MNST 16 6.64 big-cap Long 17.0 1.622883e+08 16.0 Consumer Defensive 169 ROST 9 3.35 big-cap Long 9.0 1.599801e+08 17.0 Consumer Cyclical 181 SRE 28 9.86 big-cap Long 28.0 1.572057e+08 28.0 Utilities 387 DPZ 10 4.47 big-cap Long 25.0 1.565583e+08 10.0 Consumer Cyclical 234 OTIS 28 7.13 big-cap Long 35.0 1.560942e+08 28.0 Industrials 255 FTNT 11 7.59 big-cap Long 11.0 1.555431e+08 78.0 Technology 153 ERIC 10 1.73 big-cap Long 11.0 1.497812e+08 10.0 Technology 308 CDW 14 10.14 big-cap Long 14.0 1.486010e+08 53.0 Technology 244 CPRT 8 5.86 big-cap Long 12.0 1.475344e+08 8.0 Industrials 121 MMC 28 8.48 big-cap Long 49.0 1.466978e+08 31.0 Financial Services 114 ECL 12 1.67 big-cap Long 15.0 1.465608e+08 12.0 Basic Materials 208 ZBH 9 5.91 big-cap Long 9.0 1.461676e+08 11.0 Healthcare 353 CMS 20 9.31 big-cap Long 30.0 1.435879e+08 20.0 Utilities 219 VFC 11 1.10 big-cap Long 14.0 1.413653e+08 11.0 Consumer Cyclical 178 DXCM 6 1.55 big-cap Long 9.0 1.406352e+08 6.0 Healthcare 450 CNP 26 8.13 big-cap Long 28.0 1.389361e+08 26.0 Utilities 279 O 26 7.28 big-cap Long 26.0 1.374571e+08 31.0 Real Estate 180 CSGP 7 1.34 big-cap Long 12.0 1.358919e+08 7.0 Real Estate 265 ODFL 31 12.19 big-cap Long 50.0 1.357446e+08 51.0 Industrials 304 EPAM 14 15.54 big-cap Long 14.0 1.317248e+08 29.0 Technology 241 FAST 17 3.27 big-cap Long 24.0 1.291968e+08 17.0 Industrials 286 ABC 6 1.66 big-cap Long 28.0 1.276809e+08 31.0 Healthcare 273 LH 16 3.04 big-cap Long 16.0 1.250023e+08 73.0 Healthcare 166 PSA 19 10.83 big-cap Long 59.0 1.248482e+08 52.0 Real Estate 352 BURL 8 2.55 big-cap Long 8.0 1.230790e+08 78.0 Consumer Cyclical 295 QRVO 13 3.35 big-cap Long 13.0 1.219256e+08 16.0 Technology 146 KDP 28 7.91 big-cap Long 28.0 1.211465e+08 31.0 Consumer Defensive 328 HUBS 8 -0.66 big-cap Long 8.0 1.207931e+08 13.0 Technology 217 TDG 10 -1.30 big-cap Long 10.0 1.201401e+08 31.0 Industrials 431 CCK 12 8.13 big-cap Long 12.0 1.194193e+08 29.0 Consumer Cyclical 124 GPN 9 2.96 big-cap Long 9.0 1.193107e+08 30.0 Industrials 275 NDAQ 20 7.69 big-cap Long 20.0 1.182190e+08 75.0 Financial Services 383 NTAP 22 10.54 big-cap Long 22.0 1.174483e+08 29.0 Technology 451 WHR 30 15.74 big-cap Long 30.0 1.172920e+08 31.0 Consumer Cyclical 229 RSG 22 8.40 big-cap Long 32.0 1.146464e+08 22.0 Industrials 195 TT 7 1.61 big-cap Long 7.0 1.135959e+08 52.0 Industrials 441 SAM 15 10.12 big-cap Long 15.0 1.123767e+08 54.0 Consumer Defensive 72 DEO 9 6.44 big-cap Long 9.0 1.110839e+08 34.0 Consumer Defensive 341 INVH 25 7.12 big-cap Long 25.0 1.102606e+08 28.0 Real Estate 177 A 11 2.70 big-cap Long 14.0 1.095191e+08 11.0 Healthcare 259 ED 26 10.02 big-cap Long 30.0 1.094595e+08 26.0 Utilities 199 ALL 17 6.93 big-cap Long 33.0 1.090597e+08 35.0 Financial Services 446 LB 17 10.72 big-cap Long 50.0 1.088608e+08 78.0 Consumer Cyclical 378 DRE 24 7.54 big-cap Long 24.0 1.085555e+08 28.0 Real Estate 262 ARE 12 4.00 big-cap Long 23.0 1.084355e+08 12.0 Real Estate 232 MTD 10 5.47 big-cap Long 17.0 1.083449e+08 10.0 Healthcare 161 DLR 16 3.50 big-cap Long 20.0 1.056667e+08 16.0 Real Estate 320 AEE 28 9.65 big-cap Long 31.0 1.051570e+08 28.0 Utilities 192 MSCI 13 11.20 big-cap Long 16.0 1.036736e+08 13.0 Financial Services 344 DOV 35 10.00 big-cap Long 37.0 1.032193e+08 35.0 Industrials 435 EVRG 31 13.53 big-cap Long 31.0 1.031074e+08 32.0 Utilities 392 CE 17 5.75 big-cap Long 43.0 1.024073e+08 41.0 Basic Materials 224 ES 11 2.01 big-cap Long 25.0 1.006496e+08 11.0 Utilities 404 TDY 17 7.45 big-cap Long 17.0 1.003530e+08 31.0 Technology 268 DTE 30 12.34 big-cap Long 30.0 1.002660e+08 31.0 Utilities 438 PHM 28 10.47 big-cap Long 28.0 1.002519e+08 54.0 Consumer Cyclical 410 CRL 10 7.29 big-cap Long 10.0 9.741595e+07 78.0 Healthcare 39 SAP 9 7.32 big-cap Long 12.0 9.727459e+07 9.0 Technology 330 PODD 10 1.89 big-cap Long 12.0 9.559461e+07 10.0 Healthcare 285 EFX 13 4.66 big-cap Long 21.0 9.501834e+07 13.0 Industrials 227 BLL 7 1.17 big-cap Long 15.0 9.412868e+07 7.0 Consumer Cyclical 236 WEC 21 8.82 big-cap Long 31.0 9.341647e+07 21.0 Utilities 296 CHD 17 1.60 big-cap Long 27.0 9.301186e+07 17.0 Consumer Defensive 398 VICI 9 2.54 big-cap Long 9.0 9.156646e+07 54.0 Real Estate 472 XPO 12 6.13 big-cap Long 12.0 9.136885e+07 17.0 Industrials 478 TTC 16 8.39 big-cap Long 16.0 8.894098e+07 78.0 Industrials 242 AME 16 3.75 big-cap Long 16.0 8.887857e+07 31.0 Industrials 421 AVY 11 4.00 big-cap Long 11.0 8.870191e+07 78.0 Industrials 363 STE 13 9.17 big-cap Long 26.0 8.819479e+07 13.0 Healthcare 283 WST 9 9.28 big-cap Long 19.0 8.781356e+07 9.0 Healthcare 54 BUD 7 5.05 big-cap Long 23.0 8.777242e+07 7.0 Consumer Defensive 390 POOL 10 6.89 big-cap Long 27.0 8.583710e+07 10.0 Consumer Cyclical 245 WELL 8 -0.95 big-cap Long 8.0 8.503372e+07 46.0 Real Estate 419 SJM 11 3.92 big-cap Long 31.0 8.456503e+07 26.0 Consumer Defensive 254 MT 18 13.88 big-cap Long 29.0 8.427134e+07 78.0 Basic Materials 434 LNT 26 9.61 big-cap Long 31.0 8.409227e+07 26.0 Utilities 271 KKR 11 4.16 big-cap Long 11.0 8.231501e+07 78.0 Financial Services 291 ZBRA 6 0.84 big-cap Long 6.0 8.186136e+07 78.0 Technology 42 UL 6 1.44 big-cap Long 28.0 8.107357e+07 6.0 Consumer Defensive 246 WCN 29 12.85 big-cap Long 34.0 8.039655e+07 29.0 Industrials 263 AMP 11 3.54 big-cap Long 11.0 8.015954e+07 78.0 Financial Services 371 MAA 25 5.47 big-cap Long 25.0 7.803806e+07 65.0 Real Estate 94 CNI 12 0.34 big-cap Long 44.0 7.736865e+07 31.0 Industrials 389 WAB 7 2.15 big-cap Long 16.0 7.733106e+07 7.0 Industrials 464 UHS 8 6.60 big-cap Long 11.0 7.703201e+07 12.0 Healthcare 276 VRSN 12 2.68 big-cap Long 19.0 7.703087e+07 12.0 Technology 280 GRMN 14 7.31 big-cap Long 14.0 7.668970e+07 31.0 Technology 347 NVR 12 4.19 big-cap Long 12.0 7.613203e+07 63.0 Consumer Cyclical 354 PEAK 27 7.08 big-cap Long 27.0 7.565417e+07 31.0 Real Estate 230 PEG 26 9.67 big-cap Long 27.0 7.532207e+07 26.0 Utilities 345 TRMB 12 0.46 big-cap Long 12.0 7.522081e+07 78.0 Technology 339 AVTR 12 8.19 big-cap Long 12.0 7.490301e+07 12.0 Basic Materials 391 MAS 28 12.95 big-cap Long 28.0 7.428408e+07 28.0 Industrials 297 FLT 6 1.37 big-cap Long 6.0 7.334520e+07 44.0 Technology 309 IP 17 5.19 big-cap Long 17.0 7.327182e+07 35.0 Consumer Cyclical 278 FTV 18 4.52 big-cap Long 29.0 7.185983e+07 18.0 Technology 57 SNE 8 0.25 big-cap Long 8.0 7.118577e+07 11.0 Technology 462 WRK 17 4.61 big-cap Long 35.0 7.097532e+07 35.0 Consumer Cyclical 216 YUM 25 8.78 big-cap Long 25.0 6.918676e+07 25.0 Consumer Cyclical 479 CPT 25 6.94 big-cap Long 25.0 6.910525e+07 54.0 Real Estate 376 EXPD 30 13.64 big-cap Long 30.0 6.731973e+07 35.0 Industrials 282 AJG 17 8.75 big-cap Long 40.0 6.716214e+07 31.0 Financial Services 314 TXG 12 1.27 big-cap Long 12.0 6.659348e+07 13.0 Healthcare 413 J 31 14.91 big-cap Long 45.0 6.629236e+07 53.0 Industrials 256 ANET 9 2.27 big-cap Long 16.0 6.391871e+07 9.0 Technology 393 IEX 18 8.88 big-cap Long 18.0 6.365889e+07 18.0 Industrials 433 FBHS 17 12.37 big-cap Long 27.0 6.295119e+07 17.0 Consumer Cyclical 313 ETR 25 8.33 big-cap Long 28.0 6.198490e+07 25.0 Utilities 348 WAT 13 5.25 big-cap Long 13.0 6.196184e+07 17.0 Healthcare 423 MOH 7 5.57 big-cap Long 27.0 6.185527e+07 28.0 Healthcare 482 PWR 11 4.21 big-cap Long 11.0 6.183019e+07 78.0 Industrials 332 TRU 12 4.94 big-cap Long 24.0 5.833461e+07 12.0 Industrials 481 ALLE 26 12.60 big-cap Long 29.0 5.752912e+07 26.0 Industrials 267 FNV 13 8.92 big-cap Long 27.0 5.750145e+07 13.0 Basic Materials 284 EIX 11 2.19 big-cap Long 28.0 5.537545e+07 11.0 Utilities 346 BR 16 1.75 big-cap Long 24.0 5.458586e+07 16.0 Technology 420 PKG 7 2.38 big-cap Long 11.0 5.437368e+07 7.0 Consumer Cyclical 355 SSNC 15 5.53 big-cap Long 27.0 5.398229e+07 15.0 Technology 415 TECH 9 4.45 big-cap Long 9.0 5.354184e+07 78.0 Healthcare 375 EXR 20 11.72 big-cap Long 62.0 5.267607e+07 54.0 Real Estate 458 ATO 22 8.58 big-cap Long 31.0 5.161913e+07 22.0 Utilities 165 TRP 12 1.69 big-cap Long 31.0 4.951314e+07 33.0 Energy 475 TXT 14 6.67 big-cap Long 14.0 4.896889e+07 78.0 Industrials 449 BSY 11 4.21 big-cap Long 11.0 4.886994e+07 13.0 Technology 174 BCE 12 1.75 big-cap Long 31.0 4.859969e+07 31.0 Communication Services 444 XRAY 15 5.51 big-cap Long 33.0 4.749660e+07 35.0 Healthcare 399 RJF 11 0.44 big-cap Long 11.0 4.741272e+07 78.0 unknown 414 FICO 17 10.19 big-cap Long 25.0 4.644832e+07 17.0 Technology 329 XYL 17 6.07 big-cap Long 26.0 4.614139e+07 17.0 Industrials 326 TFX 11 2.21 big-cap Long 13.0 4.477101e+07 31.0 Healthcare 416 ACGL 19 7.80 big-cap Long 45.0 4.447015e+07 49.0 Financial Services 362 SUI 22 5.75 big-cap Long 22.0 4.401928e+07 26.0 Real Estate 459 TREX 7 6.43 big-cap Long 7.0 4.317022e+07 7.0 Industrials 465 LII 29 15.06 big-cap Long 29.0 4.312511e+07 31.0 Industrials 111 ABB 11 6.07 big-cap Long 27.0 4.279381e+07 31.0 Industrials 60 SNY 17 5.29 big-cap Long 28.0 4.146211e+07 17.0 Healthcare 406 GDDY 7 0.24 big-cap Long 12.0 3.991859e+07 7.0 Technology 407 MKL 12 4.64 big-cap Long 12.0 3.598425e+07 52.0 Financial Services 125 RACE 11 -0.56 big-cap Long 21.0 3.581108e+07 11.0 Consumer Cyclical 460 FNF 14 9.09 big-cap Long 14.0 3.572176e+07 29.0 Financial Services 447 GGG 12 4.19 big-cap Long 17.0 3.555915e+07 12.0 Industrials 457 WRB 18 8.08 big-cap Long 47.0 3.469482e+07 48.0 Financial Services 384 TW 11 3.56 big-cap Long 11.0 3.460068e+07 54.0 Financial Services 443 WPC 17 6.06 big-cap Long 25.0 3.439960e+07 17.0 Real Estate 436 BRO 12 6.21 big-cap Long 12.0 3.326041e+07 12.0 Financial Services 453 WTRG 6 3.30 big-cap Long 16.0 3.317180e+07 6.0 Utilities 338 AMCR 16 0.77 big-cap Long 16.0 3.245045e+07 31.0 Consumer Cyclical 454 ELS 25 6.24 big-cap Long 25.0 2.995692e+07 26.0 Real Estate 377 HEI 8 1.58 big-cap Long 10.0 2.961540e+07 8.0 Industrials 157 NGG 12 5.85 big-cap Long 25.0 2.670250e+07 12.0 Utilities 252 FMX 25 7.03 big-cap Long 30.0 2.668003e+07 25.0 Consumer Defensive 127 PHG 13 6.22 big-cap Long 17.0 2.635010e+07 17.0 Healthcare 182 ALC 8 1.07 big-cap Long 11.0 2.506255e+07 8.0 Healthcare 160 TRI 12 2.64 big-cap Long 12.0 1.987228e+07 39.0 Industrials 426 L 9 1.72 big-cap Long 9.0 1.797764e+07 78.0 Financial Services 197 CRH 12 3.57 big-cap Long 12.0 1.794210e+07 17.0 Basic Materials 386 AGR 31 13.70 big-cap Long 31.0 1.726945e+07 31.0 Utilities 428 OTEX 11 0.91 big-cap Long 12.0 1.507466e+07 29.0 Technology 316 FTS 29 7.29 big-cap Long 29.0 1.437196e+07 29.0 Utilities 147 AMX 8 1.03 big-cap Long 26.0 1.382050e+07 8.0 Communication Services 134 RELX 12 5.13 big-cap Long 19.0 1.325629e+07 12.0 Communication Services 319 PKX 20 16.04 big-cap Long 34.0 1.104451e+07 35.0 Basic Materials 373 BIP 12 0.71 big-cap Long 24.0 9.684984e+06 31.0 Utilities 299 GIB 26 6.90 big-cap Long 26.0 6.450627e+06 29.0 Technology 365 SKM 16 9.17 big-cap Long 16.0 6.179380e+06 16.0 Communication Services 385 SHG 31 7.67 big-cap Long 32.0 5.799776e+06 31.0 Financial Services 260 CAJ 14 4.02 big-cap Long 14.0 3.249871e+06 78.0 Technology 425 JHX 12 5.38 big-cap Long 12.0 7.633328e+05 16.0 Basic Materials 116 DCUE 17 3.93 big-cap Long 28.0 6.547700e+05 17.0 Utilities 369 ACGLP 13 0.28 big-cap Long 26.0 3.609445e+05 13.0 Financial Services 372 ACGLO 11 0.65 big-cap Long 26.0 2.367134e+05 11.0 Financial Services 359 VAR 13 0.21 big-cap Long 13.0 0.000000e+00 76.0 Healthcare Mean Return: 5.998829787234042 Mean Day/Week: 15.702127659574469 Accuracy:0.9574468085106383 *******************Part 1.8 Big Cap Short Maintainance********************* big_short_signal_maintainance Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 77 NIO 9 -0.97 big-cap Short -55.0 3.318928e+09 -38.0 Consumer Cyclical 368 GME 8 -0.77 big-cap Short -17.0 1.685782e+09 -25.0 Consumer Cyclical 204 VIAC 16 -22.02 big-cap Short -17.0 1.459622e+09 -16.0 Communication Services 209 PLUG 24 -48.21 big-cap Short -47.0 8.613127e+08 -34.0 Industrials 45 JD 7 -4.37 big-cap Short -37.0 6.923708e+08 -30.0 Consumer Cyclical 396 OPEN 18 -24.12 big-cap Short -39.0 5.338431e+08 -19.0 Real Estate 357 PENN 12 -14.04 big-cap Short -22.0 4.941146e+08 -12.0 Consumer Cyclical 317 DISCA 11 -13.13 big-cap Short -17.0 4.314987e+08 -11.0 Communication Services 20 PDD 6 -0.70 big-cap Short -40.0 4.238850e+08 -32.0 Consumer Cyclical 261 ENPH 9 -5.75 big-cap Short -57.0 3.873848e+08 -34.0 Technology 427 SPCE 18 -23.01 big-cap Short -39.0 3.804513e+08 -31.0 Industrials 144 TME 18 -24.61 big-cap Short -18.0 3.671202e+08 -18.0 Communication Services 318 DISCK 10 -16.42 big-cap Short -16.0 3.651327e+08 -10.0 Communication Services 484 SKLZ 21 -57.38 big-cap Short -39.0 2.809415e+08 -21.0 Communication Services 403 RUN 8 -8.92 big-cap Short -8.0 2.711555e+08 -41.0 Technology 95 BEKE 18 -3.21 big-cap Short -18.0 2.432657e+08 -33.0 Real Estate 335 IQ 17 -26.76 big-cap Short -18.0 2.382253e+08 -17.0 Communication Services 150 BIIB 8 1.29 big-cap Short -8.0 2.242583e+08 -10.0 Healthcare 270 GSX 27 -93.64 big-cap Short -33.0 2.188512e+08 -27.0 Consumer Defensive 231 LI 8 -18.36 big-cap Short -8.0 1.999418e+08 -59.0 Consumer Cyclical 374 SEDG 9 -6.67 big-cap Short -41.0 1.927636e+08 -40.0 Technology 63 HDB 11 -10.15 big-cap Short -36.0 1.900033e+08 -11.0 Financial Services 402 TEVA 8 -6.55 big-cap Short -8.0 1.271385e+08 -15.0 Healthcare 305 GDS 33 -19.86 big-cap Short -39.0 1.161099e+08 -33.0 Technology 294 VTRS 19 -6.53 big-cap Short -40.0 1.144822e+08 -40.0 Healthcare 293 BKR 14 -7.96 big-cap Short -28.0 1.097152e+08 -14.0 Energy 418 LUMN 12 -3.53 big-cap Short -16.0 8.578404e+07 -12.0 Communication Services 466 LAZR 16 -36.93 big-cap Short -69.0 8.094392e+07 -39.0 Technology 381 CGC 16 -15.25 big-cap Short -42.0 7.430868e+07 -22.0 Healthcare 118 IBN 15 -6.43 big-cap Short -37.0 7.421377e+07 -15.0 Financial Services 281 YNDX 20 -6.35 big-cap Short -20.0 7.402676e+07 -22.0 Communication Services 312 ZI 14 -3.23 big-cap Short -14.0 6.834120e+07 -15.0 Technology 248 HRL 8 -0.94 big-cap Short -11.0 5.462760e+07 -8.0 Consumer Defensive 214 BGNE 9 -5.64 big-cap Short -11.0 5.037095e+07 -9.0 Healthcare 206 CS 22 -18.91 big-cap Short -33.0 4.523248e+07 -22.0 Financial Services 122 TAK 10 -5.04 big-cap Short -11.0 3.934638e+07 -10.0 Healthcare 149 LU 6 -0.50 big-cap Short -40.0 3.683731e+07 -26.0 Financial Services 302 UI 13 -5.71 big-cap Short -13.0 3.432452e+07 -13.0 Technology 228 RPRX 19 -4.64 big-cap Short -55.0 3.295068e+07 -22.0 Healthcare 394 ATHM 30 -1.42 big-cap Short -37.0 2.347623e+07 -30.0 Communication Services 422 YSG 33 -55.27 big-cap Short -39.0 2.249784e+07 -33.0 Consumer Cyclical 480 DADA 45 -59.65 big-cap Short -45.0 2.219691e+07 -48.0 Consumer Cyclical 358 NMR 15 -6.19 big-cap Short -15.0 1.480455e+07 -15.0 Financial Services 205 VIACA 13 -8.49 big-cap Short -17.0 6.141010e+06 -13.0 Communication Services 52 LFC 9 -1.82 big-cap Short -20.0 5.633814e+06 -60.0 Financial Services 277 TLK 13 -2.70 big-cap Short -66.0 4.403258e+06 -15.0 Communication Services Mean Return: -15.46652173913043 Mean Day/Week: 15.326086956521738 Accuracy:0.9782608695652174 ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 12 Communication Services 4 Consumer Cyclical 25 Consumer Defensive 5 Energy 3 Financial Services 20 Healthcare 14 Industrials 29 Real Estate 18 Technology 22 Utilities 8 unknown 2 **************************************** small_industry_downtrending_count tickers industry Communication Services 5 Consumer Cyclical 8 Energy 1 Financial Services 4 Healthcare 23 Industrials 5 Real Estate 3 Technology 13 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 MACD Signal Count Market Value Span Signal Count industry 486 TECK 3 0.68 small-cap Long 3.0 7.868936e+07 4.0 Basic Materials 540 EHC 2 0.27 small-cap Long 3.0 4.705388e+07 2.0 Healthcare 591 ANGI 4 -1.76 small-cap Long 4.0 1.810743e+07 5.0 Communication Services 562 DCI 1 0.00 small-cap Long 1.0 1.372839e+07 3.0 Industrials 707 ENIC 2 1.76 small-cap Long 2.0 2.155649e+06 2.0 Utilities Mean Return: 0.23750000000000002 Mean Day/Week: 3.0 Accuracy:0.75 *******************Part 2.2 Small Cap Short Entry SPAN MACD********************* small_short_signal_entry_span_macd Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 607 TTEK 1 0.0 small-cap Short -2.0 4.066386e+07 -1.0 Industrials 528 OHI 4 0.4 small-cap Short -5.0 3.746273e+07 -4.0 Real Estate Mean Return: 0.4 Mean Day/Week: 5.0 Accuracy:0.0 *******************Part 2.3 Small Cap Long Entry SPAN********************* small_long_signal_entry_span Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 547 IAA 4 3.77 small-cap Long 8.0 1.325189e+08 4.0 Industrials 486 TECK 3 0.68 small-cap Long 3.0 7.868936e+07 4.0 Basic Materials 576 LITE 2 -0.72 small-cap Long 14.0 7.239792e+07 2.0 Technology 697 VRM 1 0.00 small-cap Long 11.0 6.620783e+07 1.0 Consumer Cyclical 586 GRUB 5 2.30 small-cap Long 10.0 6.035652e+07 5.0 Communication Services 507 FLEX 3 -0.10 small-cap Long 10.0 5.905007e+07 3.0 Technology 540 EHC 2 0.27 small-cap Long 3.0 4.705388e+07 2.0 Healthcare 699 BTG 3 -0.32 small-cap Long 25.0 4.202331e+07 3.0 Basic Materials 501 AMED 3 -1.04 small-cap Long 12.0 3.742280e+07 3.0 Healthcare 630 LHCG 5 2.61 small-cap Long 23.0 2.341337e+07 5.0 Healthcare 655 COR 1 0.00 small-cap Long 18.0 2.042539e+07 1.0 Real Estate 591 ANGI 4 -1.76 small-cap Long 4.0 1.810743e+07 5.0 Communication Services 629 HTA 3 1.41 small-cap Long 23.0 1.781750e+07 3.0 Real Estate 562 DCI 1 0.00 small-cap Long 1.0 1.372839e+07 3.0 Industrials 678 NATI 4 0.48 small-cap Long 7.0 1.287360e+07 4.0 Technology 707 ENIC 2 1.76 small-cap Long 2.0 2.155649e+06 2.0 Utilities 684 HNP 1 0.00 small-cap Long 35.0 3.524342e+05 1.0 Utilities 502 WTRU 5 1.14 small-cap Long 17.0 2.008711e+05 5.0 unknown Mean Return: 0.7485714285714284 Mean Day/Week: 3.7142857142857144 Accuracy:0.6428571428571429 *******************Part 2.4 Small Cap Short Entry SPAN********************* small_short_signal_entry_span Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 583 NCLH 1 0.00 small-cap Short -6.0 3.356110e+08 -1.0 Consumer Cyclical 691 APPS 2 -4.57 small-cap Short -31.0 2.496835e+08 -2.0 Technology 498 BFAM 1 0.00 small-cap Short -7.0 4.363605e+07 -1.0 Consumer Cyclical 607 TTEK 1 0.00 small-cap Short -2.0 4.066386e+07 -1.0 Industrials 528 OHI 4 0.40 small-cap Short -5.0 3.746273e+07 -4.0 Real Estate 567 MLCO 2 -1.24 small-cap Short -19.0 2.478185e+07 -2.0 Consumer Cyclical 696 QRTEB 4 -0.91 small-cap Short -42.0 3.038939e+04 -4.0 Consumer Cyclical Mean Return: -1.58 Mean Day/Week: 3.75 Accuracy:0.75 *******************Part 2.5 Small Cap Long Entry MACD********************* small_long_signal_entry_macd Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 535 JNPR 2 -0.35 small-cap Long 2.0 8.399099e+07 6.0 Technology 587 PII 5 1.06 small-cap Long 5.0 8.386609e+07 72.0 Consumer Cyclical 486 TECK 3 0.68 small-cap Long 3.0 7.868936e+07 4.0 Basic Materials 504 WU 5 2.92 small-cap Long 5.0 7.208195e+07 78.0 Financial Services 616 AN 4 2.18 small-cap Long 4.0 7.173093e+07 78.0 Consumer Cyclical 551 ATH 3 2.56 small-cap Long 3.0 5.227516e+07 78.0 Financial Services 521 AGCO 3 0.47 small-cap Long 3.0 4.835028e+07 78.0 Industrials 602 BC 3 2.24 small-cap Long 3.0 4.832504e+07 78.0 Consumer Cyclical 503 MRVI 2 0.00 small-cap Long 2.0 4.783853e+07 42.0 Healthcare 540 EHC 2 0.27 small-cap Long 3.0 4.705388e+07 2.0 Healthcare 689 LSTR 3 0.60 small-cap Long 3.0 4.446522e+07 78.0 Industrials 520 WEX 3 -0.73 small-cap Long 3.0 3.704801e+07 78.0 Technology 662 ACC 1 0.00 small-cap Long 1.0 3.654112e+07 20.0 Real Estate 580 RGA 5 -0.21 small-cap Long 5.0 3.595323e+07 42.0 Financial Services 703 FOXF 2 -0.54 small-cap Long 2.0 3.536980e+07 78.0 Consumer Cyclical 680 LEG 4 2.42 small-cap Long 4.0 3.456884e+07 36.0 Consumer Cyclical 546 ALV 3 1.29 small-cap Long 3.0 3.417890e+07 14.0 Consumer Cyclical 497 GL 5 3.58 small-cap Long 5.0 3.159892e+07 31.0 Financial Services 670 IART 5 4.09 small-cap Long 5.0 3.062299e+07 16.0 Healthcare 679 INSP 5 0.83 small-cap Long 5.0 2.739667e+07 7.0 Healthcare 512 CX 2 -2.39 small-cap Long 2.0 2.701036e+07 78.0 Basic Materials 690 MDU 3 1.50 small-cap Long 3.0 2.469362e+07 78.0 Basic Materials 666 VIRT 1 0.00 small-cap Long 1.0 2.379423e+07 78.0 Financial Services 651 HUN 1 0.00 small-cap Long 1.0 2.351712e+07 17.0 Basic Materials 594 NNN 3 -0.02 small-cap Long 3.0 2.321666e+07 78.0 Real Estate 591 ANGI 4 -1.76 small-cap Long 4.0 1.810743e+07 5.0 Communication Services 709 ORCC 2 -0.14 small-cap Long 2.0 1.632918e+07 50.0 Financial Services 634 LFUS 3 -0.24 small-cap Long 3.0 1.568544e+07 12.0 Technology 659 SON 2 0.05 small-cap Long 2.0 1.552206e+07 35.0 Consumer Cyclical 562 DCI 1 0.00 small-cap Long 1.0 1.372839e+07 3.0 Industrials 708 TNET 4 0.79 small-cap Long 4.0 1.325333e+07 7.0 Industrials 604 SSL 2 1.23 small-cap Long 2.0 1.276343e+07 78.0 Energy 707 ENIC 2 1.76 small-cap Long 2.0 2.155649e+06 2.0 Utilities Mean Return: 0.8324137931034482 Mean Day/Week: 3.3793103448275863 Accuracy:0.6551724137931034 *******************Part 2.6 Small Cap Short Entry MACD********************* small_short_signal_entry_macd Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 661 HAE 1 0.00 small-cap Short -1.0 4.818991e+08 -32.0 Healthcare 701 ARRY 3 0.08 small-cap Short -3.0 4.687612e+07 -43.0 Technology 607 TTEK 1 0.00 small-cap Short -2.0 4.066386e+07 -1.0 Industrials 528 OHI 4 0.40 small-cap Short -5.0 3.746273e+07 -4.0 Real Estate 555 NFE 3 -3.31 small-cap Short -3.0 1.907239e+07 -23.0 Utilities 500 RZA 5 -0.22 small-cap Short -5.0 3.497458e+05 -10.0 unknown Mean Return: -0.7625 Mean Day/Week: 4.25 Accuracy:0.5 *******************Part 2.7 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 660 LSCC 11 11.86 small-cap Long 11.0 1.004816e+09 13.0 Technology 640 HOG 14 17.35 small-cap Long 14.0 7.571839e+08 14.0 Consumer Cyclical 489 RH 20 20.75 small-cap Long 20.0 2.995191e+08 22.0 Consumer Cyclical 596 GGB 16 16.67 small-cap Long 38.0 1.400616e+08 16.0 Basic Materials 648 CACI 12 5.54 small-cap Long 25.0 1.228334e+08 12.0 Technology 641 DKS 10 2.81 small-cap Long 10.0 1.200145e+08 72.0 Consumer Cyclical 658 YETI 10 12.97 small-cap Long 10.0 1.172242e+08 12.0 Consumer Cyclical 617 AXTA 14 7.12 small-cap Long 34.0 1.109155e+08 17.0 Basic Materials 656 BRKS 11 -0.10 small-cap Long 11.0 1.042042e+08 14.0 Technology 704 SLM 16 8.53 small-cap Long 16.0 9.949020e+07 78.0 Financial Services 688 SKX 30 16.90 small-cap Long 39.0 9.803155e+07 31.0 Consumer Cyclical 566 GPS 10 5.35 small-cap Long 10.0 9.559608e+07 41.0 Consumer Cyclical 491 FND 10 10.86 small-cap Long 11.0 9.469570e+07 10.0 Consumer Cyclical 539 BLDR 12 5.17 small-cap Long 12.0 9.296628e+07 78.0 Industrials 590 FLIR 6 0.40 small-cap Long 6.0 9.028722e+07 78.0 Technology 523 AGNC 14 2.66 small-cap Long 17.0 8.611025e+07 78.0 Real Estate 549 SYNH 7 6.65 small-cap Long 7.0 8.237693e+07 8.0 Healthcare 543 PRAH 23 9.36 small-cap Long 38.0 7.800644e+07 78.0 Healthcare 603 KNX 17 8.68 small-cap Long 42.0 7.218903e+07 50.0 Industrials 625 HII 31 12.72 small-cap Long 45.0 7.079226e+07 46.0 Industrials 615 VRT 9 5.02 small-cap Long 9.0 6.977978e+07 12.0 Industrials 558 RNR 11 3.07 small-cap Long 49.0 6.803291e+07 28.0 Financial Services 627 PLNT 8 0.74 small-cap Long 8.0 6.666692e+07 12.0 Consumer Cyclical 554 RHI 6 -0.41 small-cap Long 6.0 6.497786e+07 78.0 Industrials 511 KGC 10 2.97 small-cap Long 27.0 6.187065e+07 10.0 Basic Materials 621 TOL 12 3.18 small-cap Long 12.0 5.970962e+07 63.0 Consumer Cyclical 524 NI 26 13.43 small-cap Long 26.0 5.843955e+07 26.0 Utilities 568 UTHR 12 5.99 small-cap Long 12.0 5.837040e+07 25.0 Healthcare 509 PNR 7 3.11 small-cap Long 35.0 5.547424e+07 50.0 Industrials 687 FOUR 9 0.56 small-cap Long 9.0 5.545215e+07 78.0 Technology 506 CONE 6 3.98 small-cap Long 20.0 5.397024e+07 6.0 Real Estate 494 HSIC 7 1.80 small-cap Long 25.0 5.388596e+07 7.0 Healthcare 644 WMS 7 2.17 small-cap Long 7.0 5.217537e+07 78.0 Industrials 488 AMH 25 8.22 small-cap Long 25.0 5.216669e+07 29.0 Real Estate 522 PNW 26 7.40 small-cap Long 30.0 4.995120e+07 26.0 Utilities 654 MTZ 6 0.49 small-cap Long 6.0 4.929209e+07 78.0 Industrials 599 BLD 15 10.39 small-cap Long 15.0 4.852808e+07 17.0 Industrials 557 CSL 29 13.36 small-cap Long 29.0 4.691916e+07 30.0 Industrials 553 LEVI 6 6.78 small-cap Long 6.0 4.611564e+07 78.0 Consumer Cyclical 581 VOYA 12 5.33 small-cap Long 12.0 4.605938e+07 41.0 Financial Services 538 Y 8 2.38 small-cap Long 8.0 4.569287e+07 48.0 Financial Services 565 PFPT 6 2.95 small-cap Long 9.0 4.541453e+07 6.0 Technology 499 WSO 24 11.14 small-cap Long 24.0 4.441288e+07 28.0 Industrials 490 MMP 8 0.77 small-cap Long 8.0 4.289454e+07 12.0 Energy 517 OC 26 10.50 small-cap Long 26.0 4.256613e+07 31.0 Industrials 637 LSI 11 6.43 small-cap Long 11.0 4.111281e+07 70.0 Real Estate 561 ACM 31 14.30 small-cap Long 45.0 4.038452e+07 78.0 Industrials 526 RE 12 5.04 small-cap Long 15.0 4.029986e+07 46.0 Financial Services 556 VER 12 2.06 small-cap Long 12.0 3.966218e+07 39.0 Real Estate 683 FR 30 12.20 small-cap Long 30.0 3.910921e+07 50.0 Real Estate 496 GLPI 10 2.08 small-cap Long 10.0 3.896248e+07 14.0 Real Estate 682 WH 31 13.55 small-cap Long 40.0 3.652472e+07 78.0 Consumer Cyclical 626 AZEK 7 2.83 small-cap Long 7.0 3.620187e+07 12.0 Industrials 631 CDK 25 1.88 small-cap Long 25.0 3.587956e+07 27.0 Technology 664 FRPT 11 4.17 small-cap Long 11.0 3.539642e+07 13.0 Consumer Defensive 705 MAN 9 5.61 small-cap Long 9.0 3.437588e+07 78.0 Industrials 624 JBL 26 11.94 small-cap Long 26.0 3.390604e+07 31.0 Technology 530 STOR 12 2.36 small-cap Long 12.0 3.376964e+07 18.0 Real Estate 495 MGP 10 1.88 small-cap Long 10.0 3.355753e+07 78.0 Real Estate 550 GLOB 7 1.21 small-cap Long 7.0 3.273539e+07 8.0 Technology 614 SEE 7 3.25 small-cap Long 30.0 3.220394e+07 30.0 Consumer Cyclical 548 AIZ 28 10.11 small-cap Long 30.0 3.173539e+07 28.0 Financial Services 585 RGLD 13 8.66 small-cap Long 15.0 3.161704e+07 13.0 Basic Materials 635 POST 17 5.34 small-cap Long 32.0 3.156779e+07 35.0 Consumer Defensive 572 ARCC 9 1.92 small-cap Long 9.0 3.155539e+07 78.0 Financial Services 515 BRKR 12 3.28 small-cap Long 12.0 3.079294e+07 78.0 Healthcare 619 DXC 14 1.80 small-cap Long 14.0 3.027834e+07 17.0 Technology 600 CASY 17 5.75 small-cap Long 17.0 2.969938e+07 71.0 Consumer Defensive 598 EXEL 6 3.10 small-cap Long 10.0 2.861159e+07 6.0 Healthcare 536 SID 10 20.17 small-cap Long 10.0 2.853060e+07 14.0 Basic Materials 610 ITT 17 6.02 small-cap Long 37.0 2.846212e+07 78.0 Industrials 516 SJR 7 3.92 small-cap Long 49.0 2.841030e+07 33.0 Communication Services 628 HRC 16 2.37 small-cap Long 16.0 2.799835e+07 78.0 Healthcare 676 ORI 10 3.87 small-cap Long 10.0 2.708673e+07 78.0 Financial Services 663 JHG 12 4.13 small-cap Long 12.0 2.683737e+07 12.0 Financial Services 564 ARW 16 7.22 small-cap Long 16.0 2.644955e+07 31.0 Technology 537 MCFE 6 -2.71 small-cap Long 6.0 2.557252e+07 63.0 Technology 563 UGI 6 2.77 small-cap Long 6.0 2.495915e+07 68.0 Utilities 595 CUBE 15 7.33 small-cap Long 15.0 2.486981e+07 66.0 Real Estate 579 SITE 7 -1.82 small-cap Long 7.0 2.428421e+07 31.0 Industrials 647 GMED 8 4.33 small-cap Long 10.0 2.383898e+07 8.0 Healthcare 652 FAF 15 7.78 small-cap Long 15.0 2.341858e+07 30.0 Financial Services 552 SEIC 18 5.39 small-cap Long 30.0 2.312314e+07 31.0 Financial Services 519 ATR 12 4.02 small-cap Long 26.0 2.311148e+07 30.0 Consumer Cyclical 574 ADT 6 -3.25 small-cap Long 13.0 2.257952e+07 6.0 Industrials 612 RBA 11 1.93 small-cap Long 27.0 2.186418e+07 11.0 Industrials 672 EGP 24 5.59 small-cap Long 24.0 2.143007e+07 28.0 Real Estate 545 ACI 6 5.50 small-cap Long 6.0 2.111658e+07 35.0 Consumer Defensive 671 PRI 6 3.79 small-cap Long 6.0 2.100932e+07 78.0 Financial Services 613 REXR 23 10.71 small-cap Long 23.0 2.024028e+07 26.0 Real Estate 643 SRCL 6 -0.48 small-cap Long 11.0 2.022089e+07 6.0 Industrials 668 WSC 11 -1.51 small-cap Long 11.0 1.872455e+07 17.0 Industrials 677 PSXP 7 3.90 small-cap Long 37.0 1.817659e+07 33.0 Energy 569 G 11 1.21 small-cap Long 29.0 1.806991e+07 29.0 Technology 674 CHH 10 -1.08 small-cap Long 10.0 1.773549e+07 18.0 Consumer Cyclical 575 WWD 12 -0.01 small-cap Long 25.0 1.741588e+07 18.0 Industrials 700 SWI 26 8.03 small-cap Long 60.0 1.308275e+07 26.0 Technology 593 SC 11 12.02 small-cap Long 11.0 1.305713e+07 54.0 Financial Services 698 BWXT 28 10.49 small-cap Long 44.0 1.304833e+07 28.0 Industrials 653 DOOO 25 15.15 small-cap Long 25.0 1.281456e+07 78.0 Consumer Cyclical 706 SBS 8 0.21 small-cap Long 24.0 1.278333e+07 8.0 Utilities 592 BSMX 16 1.51 small-cap Long 16.0 9.144595e+06 16.0 Financial Services 505 KOF 8 0.11 small-cap Long 8.0 8.938322e+06 31.0 Consumer Defensive 711 GIL 10 2.65 small-cap Long 10.0 7.074360e+06 37.0 Consumer Cyclical 692 KT 18 4.88 small-cap Long 44.0 7.059514e+06 46.0 Communication Services 649 FSV 6 3.45 small-cap Long 6.0 4.837362e+06 54.0 Real Estate 573 LPL 10 -1.34 small-cap Long 10.0 4.371385e+06 11.0 Technology 633 ESLT 14 1.30 small-cap Long 14.0 2.050464e+06 35.0 Industrials 694 DSGX 9 2.53 small-cap Long 9.0 1.755584e+06 13.0 Technology 597 ICL 8 0.97 small-cap Long 8.0 1.278758e+06 78.0 Basic Materials 605 JSM 10 -0.45 small-cap Long 24.0 7.015069e+05 10.0 unknown 518 AGNCM 13 0.36 small-cap Long 23.0 7.565328e+04 78.0 Real Estate Mean Return: 5.368571428571429 Mean Day/Week: 13.482142857142858 Accuracy:0.9017857142857143 *******************Part 2.8 Small Cap Short Maintaiance********************* small_short_signal_maintainance Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 618 CCIV 15 -7.40 small-cap Short -36.0 3.776878e+08 -15.0 Financial Services 667 FUBO 26 -46.18 small-cap Short -43.0 3.199612e+08 -40.0 Communication Services 673 JMIA 20 -29.10 small-cap Short -42.0 2.515993e+08 -24.0 Consumer Cyclical 584 FCEL 22 -39.72 small-cap Short -42.0 2.166554e+08 -24.0 Industrials 510 NKLA 34 -51.08 small-cap Short -41.0 1.362908e+08 -34.0 Consumer Cyclical 527 LMND 6 -6.47 small-cap Short -55.0 1.104141e+08 -34.0 Financial Services 570 COG 8 -7.52 small-cap Short -23.0 1.104072e+08 -8.0 Energy 487 BLDP 7 -13.42 small-cap Short -44.0 1.074704e+08 -33.0 Industrials 642 EBS 12 -15.89 small-cap Short -40.0 1.010713e+08 -33.0 Healthcare 531 SPWR 19 -16.83 small-cap Short -43.0 9.936722e+07 -31.0 Technology 636 BE 12 -15.65 small-cap Short -44.0 8.397350e+07 -37.0 Industrials 609 TGTX 10 -8.46 small-cap Short -18.0 7.591823e+07 -26.0 Healthcare 541 EXPI 19 -28.82 small-cap Short -37.0 7.563198e+07 -19.0 Real Estate 589 XLRN 7 -5.24 small-cap Short -9.0 6.956935e+07 -7.0 Healthcare 492 MRTX 9 -8.35 small-cap Short -89.0 6.179995e+07 -61.0 Healthcare 532 NYT 9 0.69 small-cap Short -32.0 5.608020e+07 -28.0 Communication Services 665 BEAM 16 -12.33 small-cap Short -46.0 5.590307e+07 -22.0 Healthcare 534 BB 19 -14.05 small-cap Short -46.0 5.401427e+07 -32.0 Technology 533 IONS 19 -8.07 small-cap Short -54.0 5.296623e+07 -33.0 Healthcare 560 YY 16 1.27 small-cap Short -32.0 5.287704e+07 -16.0 Communication Services 646 HUYA 19 -21.09 small-cap Short -35.0 5.120149e+07 -19.0 Communication Services 702 SAIL 9 -4.86 small-cap Short -39.0 5.051914e+07 -25.0 Technology 571 ACAD 24 -25.57 small-cap Short -89.0 4.609286e+07 -57.0 Healthcare 695 IRTC 6 11.26 small-cap Short -6.0 4.529595e+07 -55.0 Healthcare 693 VNET 8 -11.00 small-cap Short -44.0 4.051590e+07 -32.0 Technology 686 DM 18 -32.03 small-cap Short -40.0 3.572837e+07 -33.0 Technology 525 VIR 18 -2.24 small-cap Short -37.0 3.276974e+07 -28.0 Healthcare 645 PRLB 24 -22.62 small-cap Short -45.0 3.189815e+07 -40.0 Industrials 588 BBIO 18 -8.96 small-cap Short -66.0 3.150287e+07 -18.0 Healthcare 542 ASND 25 -18.23 small-cap Short -32.0 2.717319e+07 -42.0 Healthcare 632 AVIR 17 -27.34 small-cap Short -37.0 2.652431e+07 -17.0 Healthcare 493 RARE 22 -11.98 small-cap Short -44.0 2.191290e+07 -40.0 Healthcare 650 TPTX 25 -39.56 small-cap Short -45.0 1.955332e+07 -34.0 Healthcare 582 ALLK 18 -5.15 small-cap Short -44.0 1.268661e+07 -40.0 Healthcare 639 CD 32 -22.63 small-cap Short -32.0 4.003786e+06 -35.0 Technology 657 TIMB 16 -3.76 small-cap Short -39.0 1.987706e+06 -43.0 Communication Services Mean Return: -16.066111111111113 Mean Day/Week: 16.77777777777778 Accuracy:0.9166666666666666 ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 25 Communication Services 11 Consumer Cyclical 37 Consumer Defensive 12 Energy 8 Financial Services 84 Healthcare 29 Industrials 47 Real Estate 32 Technology 39 Utilities 18 unknown 9 **************************************** penny_industry_downtrending_count tickers industry Basic Materials 9 Communication Services 16 Consumer Cyclical 29 Consumer Defensive 10 Energy 20 Financial Services 26 Healthcare 109 Industrial Goods 1 Industrials 15 Real Estate 11 Technology 42 Utilities 1 unknown 3 *******************Part 3.1 Penny Cap Long Entry SPAN MACD********************* penny_long_signal_entry_span_macd Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 738 FTDR 1 0.00 penny-cap Long 1.0 1.909838e+07 2.0 Consumer Cyclical 779 ICUI 2 -0.25 penny-cap Long 2.0 1.731718e+07 2.0 Healthcare 793 IMAB 3 1.63 penny-cap Long 3.0 1.581780e+07 3.0 Healthcare 1068 HCAT 3 -1.09 penny-cap Long 5.0 1.434799e+07 3.0 Healthcare 890 LCII 2 -0.47 penny-cap Long 3.0 1.264754e+07 2.0 Consumer Cyclical 1184 ZNTL 5 11.52 penny-cap Long 5.0 1.263762e+07 5.0 Healthcare 1205 UPLD 2 -1.50 penny-cap Long 2.0 1.212915e+07 2.0 Technology 1128 MDGL 4 0.37 penny-cap Long 4.0 1.114633e+07 4.0 Healthcare 1042 VNOM 1 0.00 penny-cap Long 1.0 7.651530e+06 5.0 Energy 1196 ROAD 2 -1.37 penny-cap Long 2.0 5.647159e+06 2.0 Industrials 1129 SPNS 3 -3.19 penny-cap Long 5.0 4.210214e+06 3.0 Technology 1340 ARCO 2 -0.18 penny-cap Long 2.0 2.822980e+06 3.0 Consumer Cyclical 1286 LINX 1 0.00 penny-cap Long 1.0 3.281141e+05 1.0 Technology 1127 SIM 4 2.01 penny-cap Long 4.0 8.902335e+03 5.0 Basic Materials Mean Return: 0.68 Mean Day/Week: 3.1818181818181817 Accuracy:0.36363636363636365 *******************Part 3.2 Penny Cap Short Entry SPAN MACD********************* penny_short_signal_entry_span_macd Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 1052 SI 1 0.00 penny-cap Short -4.0 2.124514e+08 -1.0 Financial Services 824 AHCO 5 -5.04 penny-cap Short -5.0 3.054328e+07 -5.0 Healthcare 1102 DDS 1 0.00 penny-cap Short -4.0 2.040890e+07 -4.0 Consumer Cyclical 1044 RMBS 1 0.00 penny-cap Short -2.0 1.681683e+07 -1.0 Technology 1046 STRA 1 0.00 penny-cap Short -4.0 1.581469e+07 -1.0 Consumer Defensive 1009 MEOH 1 0.00 penny-cap Short -1.0 1.202511e+07 -1.0 Basic Materials 1263 OXSQL 1 0.00 penny-cap Short -5.0 5.726705e+05 -1.0 unknown Mean Return: -5.04 Mean Day/Week: 11.0 Accuracy:1.0 *******************Part 3.3 Penny Cap Long Entry SPAN********************* penny_long_signal_entry_span Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 741 RPD 1 0.00 penny-cap Long 8.0 9.501733e+07 1.0 Technology 908 NSTG 1 0.00 penny-cap Long 8.0 4.518699e+07 1.0 Healthcare 848 EYE 1 0.00 penny-cap Long 8.0 4.070645e+07 1.0 Consumer Cyclical 731 AUY 3 0.43 penny-cap Long 27.0 3.106444e+07 3.0 Basic Materials 1045 PRPL 2 -2.56 penny-cap Long 7.0 2.583689e+07 2.0 Consumer Cyclical 998 BNL 3 2.22 penny-cap Long 12.0 2.188223e+07 3.0 Real Estate 738 FTDR 1 0.00 penny-cap Long 1.0 1.909838e+07 2.0 Consumer Cyclical 755 NOVT 4 1.75 penny-cap Long 11.0 1.895075e+07 4.0 Technology 1116 RPAY 2 0.92 penny-cap Long 9.0 1.844355e+07 2.0 Technology 776 SWCH 4 3.70 penny-cap Long 13.0 1.775009e+07 4.0 Technology 743 ACIW 3 -0.59 penny-cap Long 6.0 1.762549e+07 3.0 Technology 779 ICUI 2 -0.25 penny-cap Long 2.0 1.731718e+07 2.0 Healthcare 793 IMAB 3 1.63 penny-cap Long 3.0 1.581780e+07 3.0 Healthcare 1179 GNW 2 0.83 penny-cap Long 29.0 1.522520e+07 2.0 Financial Services 1068 HCAT 3 -1.09 penny-cap Long 5.0 1.434799e+07 3.0 Healthcare 1249 RDWR 1 0.00 penny-cap Long 7.0 1.396898e+07 1.0 Technology 1173 SUPN 5 -1.05 penny-cap Long 11.0 1.284487e+07 5.0 Healthcare 890 LCII 2 -0.47 penny-cap Long 3.0 1.264754e+07 2.0 Consumer Cyclical 1184 ZNTL 5 11.52 penny-cap Long 5.0 1.263762e+07 5.0 Healthcare 1205 UPLD 2 -1.50 penny-cap Long 2.0 1.212915e+07 2.0 Technology 1128 MDGL 4 0.37 penny-cap Long 4.0 1.114633e+07 4.0 Healthcare 1161 GOL 1 0.00 penny-cap Long 11.0 9.341806e+06 1.0 Industrials 1157 IAG 3 -1.19 penny-cap Long 11.0 8.831553e+06 3.0 Basic Materials 788 PINC 3 0.77 penny-cap Long 16.0 8.526516e+06 3.0 Healthcare 1042 VNOM 1 0.00 penny-cap Long 1.0 7.651530e+06 5.0 Energy 1223 MMI 2 -1.33 penny-cap Long 7.0 6.382660e+06 2.0 Real Estate 1196 ROAD 2 -1.37 penny-cap Long 2.0 5.647159e+06 2.0 Industrials 962 BSTZ 3 0.68 penny-cap Long 10.0 5.488580e+06 3.0 unknown 1273 HURN 4 -0.73 penny-cap Long 7.0 5.430068e+06 4.0 Industrials 1100 SJW 4 1.27 penny-cap Long 15.0 4.755889e+06 4.0 Utilities 1129 SPNS 3 -3.19 penny-cap Long 5.0 4.210214e+06 3.0 Technology 1250 RPTX 2 -2.32 penny-cap Long 13.0 3.820842e+06 2.0 Healthcare 764 UGP 2 0.52 penny-cap Long 17.0 3.518100e+06 2.0 Energy 1340 ARCO 2 -0.18 penny-cap Long 2.0 2.822980e+06 3.0 Consumer Cyclical 946 TCBIL 4 -0.27 penny-cap Long 42.0 6.960499e+05 4.0 unknown 1286 LINX 1 0.00 penny-cap Long 1.0 3.281141e+05 1.0 Technology 1054 UZA 3 0.35 penny-cap Long 34.0 1.828332e+05 3.0 unknown 1070 IBA 5 3.50 penny-cap Long 12.0 9.596658e+04 5.0 Consumer Defensive 1127 SIM 4 2.01 penny-cap Long 4.0 8.902335e+03 5.0 Basic Materials Mean Return: 0.4638709677419354 Mean Day/Week: 3.3225806451612905 Accuracy:0.5161290322580645 *******************Part 3.4 Penny Cap Short Entry SPAN********************* penny_short_signal_entry_span Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 1243 RIOT 3 -15.59 penny-cap Short -19.0 1.147018e+09 -3.0 Technology 1052 SI 1 0.00 penny-cap Short -4.0 2.124514e+08 -1.0 Financial Services 1171 BALY 1 0.00 penny-cap Short -15.0 1.183984e+08 -1.0 Consumer Cyclical 955 SNBR 4 0.34 penny-cap Short -23.0 9.209255e+07 -4.0 Consumer Cyclical 774 GTLS 1 0.00 penny-cap Short -23.0 4.395739e+07 -1.0 Industrial Goods 732 NARI 2 -1.82 penny-cap Short -38.0 4.227244e+07 -2.0 Healthcare 1026 AMRS 3 -8.13 penny-cap Short -16.0 3.961379e+07 -3.0 Basic Materials 1107 HIMX 4 -2.73 penny-cap Short -6.0 3.198572e+07 -4.0 Technology 824 AHCO 5 -5.04 penny-cap Short -5.0 3.054328e+07 -5.0 Healthcare 806 MSGS 5 -0.64 penny-cap Short -21.0 2.985459e+07 -5.0 Communication Services 794 HAIN 1 0.00 penny-cap Short -18.0 2.965218e+07 -1.0 Consumer Defensive 836 GOOS 1 0.00 penny-cap Short -26.0 2.748695e+07 -1.0 Consumer Cyclical 1150 WW 3 0.32 penny-cap Short -18.0 2.568636e+07 -3.0 Consumer Cyclical 1102 DDS 1 0.00 penny-cap Short -4.0 2.040890e+07 -4.0 Consumer Cyclical 725 LPRO 2 -3.61 penny-cap Short -41.0 1.918291e+07 -2.0 Financial Services 861 SBRA 1 0.00 penny-cap Short -6.0 1.771718e+07 -1.0 Real Estate 1044 RMBS 1 0.00 penny-cap Short -2.0 1.681683e+07 -1.0 Technology 1046 STRA 1 0.00 penny-cap Short -4.0 1.581469e+07 -1.0 Consumer Defensive 992 HP 3 -1.54 penny-cap Short -20.0 1.553206e+07 -3.0 Energy 891 BLKB 1 0.00 penny-cap Short -37.0 1.302676e+07 -1.0 Technology 1060 MYGN 2 -0.33 penny-cap Short -39.0 1.247939e+07 -2.0 Healthcare 1009 MEOH 1 0.00 penny-cap Short -1.0 1.202511e+07 -1.0 Basic Materials 714 DAVA 1 0.00 penny-cap Short -31.0 1.129639e+07 -1.0 Technology 1290 EVRI 1 0.00 penny-cap Short -32.0 1.037724e+07 -1.0 Consumer Cyclical 1011 INDB 3 -0.24 penny-cap Short -20.0 9.364381e+06 -3.0 Financial Services 1317 MORF 5 -6.29 penny-cap Short -16.0 8.050594e+06 -5.0 Healthcare 963 COLB 1 0.00 penny-cap Short -21.0 6.824921e+06 -3.0 Financial Services 1227 STKL 1 0.00 penny-cap Short -39.0 6.761834e+06 -1.0 Consumer Defensive 1288 PTEN 2 -0.74 penny-cap Short -20.0 6.619489e+06 -2.0 Energy 1319 ZUMZ 1 0.00 penny-cap Short -41.0 6.011565e+06 -1.0 Consumer Cyclical 1084 WHD 3 -0.79 penny-cap Short -24.0 5.406340e+06 -3.0 Energy 1335 CLNC 1 0.00 penny-cap Short -20.0 4.760911e+06 -1.0 Real Estate 1330 RES 2 -0.98 penny-cap Short -23.0 4.081247e+06 -2.0 Energy 1138 CFFN 3 -0.23 penny-cap Short -21.0 3.949776e+06 -3.0 Financial Services 1352 ENTA 1 0.00 penny-cap Short -37.0 3.781193e+06 -2.0 Healthcare 1292 RMAX 5 -2.06 penny-cap Short -22.0 2.768921e+06 -5.0 Real Estate 1263 OXSQL 1 0.00 penny-cap Short -5.0 5.726705e+05 -1.0 unknown Mean Return: -2.783333333333333 Mean Day/Week: 4.333333333333333 Accuracy:0.8888888888888888 *******************Part 3.5 Penny Cap Long Entry MACD********************* penny_long_signal_entry_macd Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 866 AA 2 1.12 penny-cap Long 2.0 3.406664e+08 41.0 Basic Materials 789 PGNY 4 -0.62 penny-cap Long 4.0 2.732355e+08 7.0 Healthcare 953 WRI 3 -0.60 penny-cap Long 3.0 9.861885e+07 78.0 Real Estate 762 VVV 2 4.23 penny-cap Long 2.0 6.060512e+07 78.0 Energy 745 JCOM 3 -0.10 penny-cap Long 3.0 5.574170e+07 78.0 Technology 1195 PAR 5 -3.43 penny-cap Long 5.0 4.487582e+07 8.0 Technology 1241 RILY 5 5.11 penny-cap Long 5.0 4.441329e+07 78.0 Financial Services 911 ADNT 4 0.26 penny-cap Long 4.0 4.292600e+07 31.0 Consumer Cyclical 927 CWH 4 5.12 penny-cap Long 4.0 3.681264e+07 68.0 Consumer Cyclical 1000 HGV 1 0.00 penny-cap Long 1.0 3.565694e+07 78.0 Consumer Cyclical 972 DY 2 -0.85 penny-cap Long 2.0 3.525259e+07 36.0 Industrials 734 ACHC 2 -2.06 penny-cap Long 2.0 3.433560e+07 78.0 Healthcare 994 ATRC 1 0.00 penny-cap Long 1.0 2.957360e+07 78.0 Healthcare 916 LIVN 5 -1.56 penny-cap Long 5.0 2.871632e+07 78.0 Healthcare 982 NSIT 3 -0.03 penny-cap Long 3.0 2.711728e+07 78.0 Technology 1097 CALX 2 -6.47 penny-cap Long 2.0 2.674157e+07 13.0 Technology 809 BXMT 4 -0.10 penny-cap Long 4.0 2.661134e+07 78.0 Real Estate 858 TGNA 2 -2.48 penny-cap Long 2.0 2.611637e+07 78.0 Communication Services 831 AWI 1 0.00 penny-cap Long 1.0 2.305901e+07 78.0 Industrials 932 CVLT 1 0.00 penny-cap Long 1.0 2.244557e+07 78.0 Technology 853 VIAV 1 0.00 penny-cap Long 1.0 2.219398e+07 7.0 Technology 959 DAN 3 -0.79 penny-cap Long 3.0 1.998454e+07 78.0 Consumer Cyclical 721 HHC 3 -0.35 penny-cap Long 3.0 1.945202e+07 78.0 Real Estate 983 NUVA 5 0.38 penny-cap Long 5.0 1.918936e+07 78.0 Healthcare 738 FTDR 1 0.00 penny-cap Long 1.0 1.909838e+07 2.0 Consumer Cyclical 952 ABG 4 -1.91 penny-cap Long 4.0 1.899764e+07 78.0 Consumer Cyclical 1155 ROIC 1 0.00 penny-cap Long 1.0 1.885471e+07 78.0 Real Estate 715 PAG 3 -0.03 penny-cap Long 3.0 1.872932e+07 78.0 Consumer Cyclical 730 FLO 1 0.00 penny-cap Long 1.0 1.755622e+07 31.0 Consumer Defensive 779 ICUI 2 -0.25 penny-cap Long 2.0 1.731718e+07 2.0 Healthcare 733 KMPR 3 -0.37 penny-cap Long 3.0 1.696366e+07 31.0 Financial Services 1022 SSTK 5 -0.47 penny-cap Long 5.0 1.678917e+07 46.0 Communication Services 793 IMAB 3 1.63 penny-cap Long 3.0 1.581780e+07 3.0 Healthcare 951 MCY 3 1.22 penny-cap Long 3.0 1.453566e+07 78.0 Financial Services 1068 HCAT 3 -1.09 penny-cap Long 5.0 1.434799e+07 3.0 Healthcare 1118 BKE 4 -0.47 penny-cap Long 4.0 1.380355e+07 78.0 Consumer Cyclical 910 SXT 3 -0.35 penny-cap Long 3.0 1.359540e+07 31.0 Basic Materials 1297 ELF 4 2.35 penny-cap Long 4.0 1.304847e+07 78.0 Consumer Defensive 1299 RGR 5 0.38 penny-cap Long 5.0 1.292184e+07 6.0 Industrials 890 LCII 2 -0.47 penny-cap Long 3.0 1.264754e+07 2.0 Consumer Cyclical 1184 ZNTL 5 11.52 penny-cap Long 5.0 1.263762e+07 5.0 Healthcare 1205 UPLD 2 -1.50 penny-cap Long 2.0 1.212915e+07 2.0 Technology 1268 GMS 2 -1.42 penny-cap Long 2.0 1.185610e+07 78.0 Industrials 1031 OMAB 5 -3.15 penny-cap Long 5.0 1.161044e+07 15.0 Industrials 1142 DRNA 3 1.96 penny-cap Long 3.0 1.147045e+07 13.0 Healthcare 1128 MDGL 4 0.37 penny-cap Long 4.0 1.114633e+07 4.0 Healthcare 823 SIGI 2 -0.63 penny-cap Long 2.0 1.104965e+07 78.0 Financial Services 1081 CMP 2 -1.04 penny-cap Long 2.0 1.078947e+07 12.0 Basic Materials 1030 FCFS 5 2.11 penny-cap Long 5.0 1.054078e+07 32.0 Financial Services 786 GTES 1 0.00 penny-cap Long 1.0 9.825884e+06 78.0 Industrials 1344 CHEF 3 -3.04 penny-cap Long 3.0 9.424200e+06 78.0 Consumer Defensive 1134 GTN 1 0.00 penny-cap Long 1.0 9.196340e+06 78.0 Communication Services 971 SMPL 3 0.37 penny-cap Long 3.0 9.109868e+06 17.0 Consumer Defensive 1316 EXTR 2 -0.94 penny-cap Long 2.0 8.872800e+06 9.0 Technology 1253 USAC 2 -1.50 penny-cap Long 2.0 8.328043e+06 11.0 Energy 1042 VNOM 1 0.00 penny-cap Long 1.0 7.651530e+06 5.0 Energy 899 CWK 2 0.23 penny-cap Long 2.0 7.539140e+06 31.0 Real Estate 1305 EVOP 1 0.00 penny-cap Long 1.0 6.886224e+06 30.0 Technology 1151 PIPR 2 0.00 penny-cap Long 2.0 6.299321e+06 51.0 Financial Services 1196 ROAD 2 -1.37 penny-cap Long 2.0 5.647159e+06 2.0 Industrials 1129 SPNS 3 -3.19 penny-cap Long 5.0 4.210214e+06 3.0 Technology 1186 HHR 4 0.13 penny-cap Long 4.0 4.076624e+06 78.0 Industrials 1123 BSM 3 1.02 penny-cap Long 3.0 3.649403e+06 7.0 Energy 1125 CRVL 5 4.16 penny-cap Long 5.0 3.529881e+06 10.0 Financial Services 1340 ARCO 2 -0.18 penny-cap Long 2.0 2.822980e+06 3.0 Consumer Cyclical 921 CCU 3 -1.51 penny-cap Long 3.0 2.734342e+06 78.0 Consumer Defensive 729 SHI 3 0.91 penny-cap Long 3.0 3.560835e+05 8.0 Energy 1286 LINX 1 0.00 penny-cap Long 1.0 3.281141e+05 1.0 Technology 1117 ITCB 2 0.00 penny-cap Long 2.0 5.527098e+04 78.0 Financial Services 869 SLMBP 4 0.19 penny-cap Long 4.0 4.588800e+04 77.0 Financial Services 1127 SIM 4 2.01 penny-cap Long 4.0 8.902335e+03 5.0 Basic Materials Mean Return: 0.042413793103448276 Mean Day/Week: 3.4310344827586206 Accuracy:0.3793103448275862 *******************Part 3.6 Penny Cap Short Entry MACD********************* penny_short_signal_entry_macd Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 1052 SI 1 0.00 penny-cap Short -4.0 2.124514e+08 -1.0 Financial Services 1088 BLNK 3 -3.75 penny-cap Short -3.0 1.183649e+08 -34.0 Consumer Cyclical 814 EDIT 2 -1.44 penny-cap Short -2.0 6.369944e+07 -47.0 Healthcare 1010 GRWG 4 -4.74 penny-cap Short -4.0 6.223115e+07 -7.0 Consumer Cyclical 750 HASI 1 0.00 penny-cap Short -1.0 3.917517e+07 -42.0 Real Estate 864 VCYT 2 -5.94 penny-cap Short -2.0 3.867589e+07 -24.0 Healthcare 739 IIPR 1 0.00 penny-cap Short -1.0 3.305693e+07 -22.0 Real Estate 824 AHCO 5 -5.04 penny-cap Short -5.0 3.054328e+07 -5.0 Healthcare 1043 TPIC 2 -1.99 penny-cap Short -2.0 3.048313e+07 -36.0 Industrials 726 SAGE 2 0.55 penny-cap Short -5.0 2.870993e+07 -33.0 Healthcare 1102 DDS 1 0.00 penny-cap Short -4.0 2.040890e+07 -4.0 Consumer Cyclical 1035 ODP 1 0.00 penny-cap Short -1.0 1.951086e+07 -9.0 Consumer Cyclical 1044 RMBS 1 0.00 penny-cap Short -2.0 1.681683e+07 -1.0 Technology 1046 STRA 1 0.00 penny-cap Short -4.0 1.581469e+07 -1.0 Consumer Defensive 923 PDCO 1 0.00 penny-cap Short -2.0 1.547741e+07 -22.0 Healthcare 1133 CSTL 2 -0.87 penny-cap Short -2.0 1.519531e+07 -31.0 Healthcare 1158 EBIX 2 -0.83 penny-cap Short -2.0 1.409071e+07 -40.0 Technology 1338 GTHX 1 0.00 penny-cap Short -1.0 1.242566e+07 -24.0 Healthcare 1009 MEOH 1 0.00 penny-cap Short -1.0 1.202511e+07 -1.0 Basic Materials 1211 WPF 1 0.00 penny-cap Short -1.0 7.495079e+06 -48.0 Financial Services 880 TSEM 1 0.00 penny-cap Short -1.0 6.585462e+06 -19.0 Technology 1029 CMPR 2 -2.04 penny-cap Short -2.0 4.595007e+06 -26.0 Communication Services 863 LEGN 3 0.89 penny-cap Short -3.0 2.979628e+06 -7.0 Healthcare 1333 CLS 4 -1.17 penny-cap Short -5.0 1.904385e+06 -6.0 Technology 969 TEO 5 -2.40 penny-cap Short -5.0 8.892828e+05 -137.0 Communication Services 966 TDJ 4 0.00 penny-cap Short -4.0 8.099082e+05 -6.0 unknown 1263 OXSQL 1 0.00 penny-cap Short -5.0 5.726705e+05 -1.0 unknown 965 TDE 3 -0.00 penny-cap Short -3.0 3.261946e+05 -6.0 unknown Mean Return: -1.9180000000000001 Mean Day/Week: 3.8666666666666667 Accuracy:0.7333333333333333 *******************Part 3.7 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 769 LPX 51 51.14 penny-cap Long 51.0 1.925002e+08 78.0 Industrials 842 AEO 8 11.23 penny-cap Long 8.0 1.714459e+08 78.0 Consumer Cyclical 1013 SINA 9 0.23 penny-cap Long 32.0 9.017335e+07 9.0 Communication Services 763 TV 10 37.19 penny-cap Long 26.0 7.049549e+07 27.0 Communication Services 780 KBR 16 7.12 penny-cap Long 16.0 6.783716e+07 78.0 Industrials 817 CRI 6 2.35 penny-cap Long 14.0 6.720256e+07 6.0 Consumer Cyclical 1091 ASO 12 10.46 penny-cap Long 12.0 6.661937e+07 77.0 Consumer Cyclical 799 KBH 28 10.97 penny-cap Long 28.0 6.612902e+07 64.0 Consumer Cyclical 1034 KLIC 10 -7.32 penny-cap Long 10.0 6.554934e+07 78.0 Technology 767 SNX 35 29.70 penny-cap Long 35.0 6.339717e+07 78.0 Technology 940 CAR 42 60.30 penny-cap Long 62.0 6.087221e+07 78.0 Industrials 722 ESNT 14 9.31 penny-cap Long 15.0 5.547585e+07 14.0 Financial Services 1059 JACK 25 10.61 penny-cap Long 25.0 5.381124e+07 78.0 Consumer Cyclical 753 AYI 17 24.92 penny-cap Long 30.0 5.240967e+07 78.0 Industrials 804 ADC 12 1.16 penny-cap Long 28.0 4.805980e+07 28.0 Real Estate 986 FUL 17 9.84 penny-cap Long 17.0 4.557234e+07 78.0 Basic Materials 1239 LMNX 6 -0.76 penny-cap Long 6.0 4.534531e+07 73.0 Healthcare 803 SWAV 12 7.10 penny-cap Long 12.0 4.468993e+07 14.0 Healthcare 759 NCR 11 3.76 penny-cap Long 11.0 4.452904e+07 17.0 Technology 1071 KTB 8 13.64 penny-cap Long 8.0 4.388564e+07 35.0 Consumer Cyclical 1212 ANF 9 5.45 penny-cap Long 9.0 4.383606e+07 78.0 Consumer Cyclical 792 OLN 18 16.16 penny-cap Long 46.0 4.188430e+07 78.0 Basic Materials 800 MTG 15 8.36 penny-cap Long 15.0 4.147185e+07 17.0 Financial Services 770 LAZ 12 3.55 penny-cap Long 26.0 4.057975e+07 14.0 Financial Services 785 PNM 22 1.90 penny-cap Long 23.0 3.982543e+07 22.0 Utilities 873 SLQT 10 -6.53 penny-cap Long 10.0 3.923609e+07 53.0 Financial Services 925 COMM 7 -5.00 penny-cap Long 7.0 3.901902e+07 78.0 Technology 720 EXP 10 3.96 penny-cap Long 10.0 3.820471e+07 78.0 Basic Materials 746 WEN 10 5.69 penny-cap Long 28.0 3.728208e+07 10.0 Consumer Cyclical 717 MEDP 10 5.03 penny-cap Long 10.0 3.665901e+07 78.0 Healthcare 885 IBP 10 11.46 penny-cap Long 10.0 3.612630e+07 12.0 Industrials 1094 INMD 10 9.72 penny-cap Long 10.0 3.546508e+07 78.0 Healthcare 867 MDC 12 1.07 penny-cap Long 12.0 3.417892e+07 68.0 Consumer Cyclical 815 FCN 36 24.10 penny-cap Long 36.0 3.410673e+07 42.0 Industrials 778 QTS 6 3.48 penny-cap Long 22.0 3.313982e+07 6.0 Real Estate 935 MTH 17 9.90 penny-cap Long 31.0 3.310857e+07 17.0 Consumer Cyclical 716 STAA 11 10.24 penny-cap Long 11.0 3.277925e+07 13.0 Healthcare 713 EME 17 9.05 penny-cap Long 35.0 3.226106e+07 40.0 Industrials 819 APAM 13 5.16 penny-cap Long 23.0 3.220438e+07 13.0 Financial Services 896 AQUA 7 3.91 penny-cap Long 16.0 3.156718e+07 7.0 Industrials 1004 TPH 14 10.84 penny-cap Long 14.0 3.081274e+07 17.0 Consumer Cyclical 889 PCH 11 10.38 penny-cap Long 11.0 3.049241e+07 17.0 Real Estate 765 CC 16 7.93 penny-cap Long 16.0 3.030671e+07 16.0 Basic Materials 839 DOC 12 1.66 penny-cap Long 25.0 2.981908e+07 26.0 Real Estate 736 MMS 31 12.72 penny-cap Long 31.0 2.972819e+07 78.0 Industrials 898 AGIO 10 1.03 penny-cap Long 10.0 2.962766e+07 13.0 Healthcare 979 LGIH 34 37.20 penny-cap Long 34.0 2.940307e+07 36.0 Consumer Cyclical 749 CCMP 12 -0.90 penny-cap Long 12.0 2.926372e+07 29.0 Technology 888 CMD 11 5.08 penny-cap Long 16.0 2.768565e+07 11.0 Healthcare 1200 AAWW 14 12.05 penny-cap Long 14.0 2.675532e+07 43.0 Industrials 740 ALSN 10 6.15 penny-cap Long 10.0 2.640258e+07 10.0 Consumer Cyclical 964 BECN 6 -0.13 penny-cap Long 6.0 2.566294e+07 78.0 Industrials 903 BHF 10 2.12 penny-cap Long 10.0 2.556982e+07 78.0 Financial Services 1126 SIMO 7 -5.13 penny-cap Long 7.0 2.546151e+07 78.0 Technology 796 THG 12 3.61 penny-cap Long 34.0 2.497293e+07 35.0 Financial Services 775 RYN 8 7.25 penny-cap Long 8.0 2.444212e+07 12.0 Real Estate 1172 CCS 10 -1.21 penny-cap Long 10.0 2.437721e+07 66.0 Consumer Cyclical 727 SAIA 14 3.55 penny-cap Long 14.0 2.407278e+07 78.0 Industrials 909 AGI 9 7.78 penny-cap Long 28.0 2.364910e+07 9.0 Basic Materials 744 STAG 30 8.74 penny-cap Long 54.0 2.341949e+07 50.0 Real Estate 748 ASGN 8 5.40 penny-cap Long 8.0 2.340492e+07 78.0 Industrials 894 KMT 11 -0.96 penny-cap Long 11.0 2.334626e+07 35.0 Industrials 868 UFPI 31 25.48 penny-cap Long 52.0 2.326135e+07 54.0 Basic Materials 766 EXPO 8 -1.03 penny-cap Long 8.0 2.256872e+07 78.0 Industrials 905 SR 11 4.08 penny-cap Long 50.0 2.209183e+07 44.0 Utilities 887 ALE 7 2.12 penny-cap Long 11.0 2.199276e+07 31.0 Utilities 1279 ERJ 8 -3.77 penny-cap Long 8.0 2.180743e+07 78.0 Industrials 945 LXP 12 2.36 penny-cap Long 16.0 2.105083e+07 31.0 Real Estate 1028 TRQ 9 7.52 penny-cap Long 9.0 2.089572e+07 78.0 Basic Materials 1066 NAVI 28 13.87 penny-cap Long 35.0 2.075461e+07 78.0 Financial Services 1341 GRBK 16 17.40 penny-cap Long 28.0 2.055946e+07 16.0 Consumer Cyclical 933 ENR 8 2.27 penny-cap Long 26.0 2.036169e+07 8.0 Industrials 897 VSH 9 1.75 penny-cap Long 9.0 2.020457e+07 78.0 Technology 771 NEOG 17 11.26 penny-cap Long 17.0 2.018592e+07 29.0 Healthcare 787 HR 12 1.07 penny-cap Long 25.0 1.996507e+07 26.0 Real Estate 1199 USA 9 10.12 penny-cap Long 9.0 1.991246e+07 78.0 Financial Services 1095 PGRE 16 5.39 penny-cap Long 16.0 1.969490e+07 39.0 Real Estate 829 POR 11 5.01 penny-cap Long 30.0 1.953968e+07 32.0 Utilities 813 MRCY 8 1.64 penny-cap Long 23.0 1.943355e+07 8.0 Industrials 970 ONTO 11 -3.26 penny-cap Long 11.0 1.935639e+07 78.0 Technology 974 WERN 16 2.29 penny-cap Long 16.0 1.927115e+07 48.0 Industrials 751 SRC 10 1.77 penny-cap Long 10.0 1.920031e+07 78.0 Real Estate 851 AVT 13 5.64 penny-cap Long 13.0 1.913393e+07 78.0 Technology 1008 DOOR 10 5.20 penny-cap Long 10.0 1.910228e+07 78.0 Industrials 876 TMHC 26 9.93 penny-cap Long 26.0 1.889684e+07 31.0 Consumer Cyclical 826 OGS 18 7.91 penny-cap Long 30.0 1.882735e+07 18.0 Utilities 980 CCOI 27 11.08 penny-cap Long 27.0 1.875436e+07 29.0 Communication Services 1024 TROX 10 -2.36 penny-cap Long 10.0 1.831819e+07 17.0 Basic Materials 874 SWX 15 3.65 penny-cap Long 58.0 1.823342e+07 42.0 Utilities 834 PSB 12 0.99 penny-cap Long 31.0 1.820381e+07 78.0 Real Estate 821 AXS 6 3.91 penny-cap Long 6.0 1.800553e+07 30.0 Financial Services 1101 BCC 17 19.23 penny-cap Long 30.0 1.784247e+07 38.0 Basic Materials 1077 TDS 29 10.29 penny-cap Long 29.0 1.782858e+07 31.0 Communication Services 777 RXT 23 7.92 penny-cap Long 23.0 1.748495e+07 25.0 Technology 838 BKH 30 9.61 penny-cap Long 30.0 1.698419e+07 32.0 Utilities 756 CW 10 2.14 penny-cap Long 10.0 1.684684e+07 31.0 Industrials 810 TRNO 12 5.20 penny-cap Long 23.0 1.668263e+07 12.0 Real Estate 1047 EPRT 7 2.38 penny-cap Long 7.0 1.654276e+07 78.0 Real Estate 976 NWE 31 16.90 penny-cap Long 42.0 1.646714e+07 38.0 Utilities 855 PSN 18 11.74 penny-cap Long 18.0 1.592505e+07 27.0 Industrials 1154 BOOT 7 -1.49 penny-cap Long 7.0 1.540593e+07 78.0 Consumer Cyclical 795 SSD 7 1.00 penny-cap Long 7.0 1.540183e+07 53.0 Industrials 912 SUN 8 1.59 penny-cap Long 8.0 1.536804e+07 78.0 Energy 758 NOMD 25 12.48 penny-cap Long 25.0 1.487213e+07 25.0 Consumer Defensive 1135 PDI 8 0.01 penny-cap Long 8.0 1.460091e+07 41.0 Financial Services 1076 FIX 17 11.58 penny-cap Long 100.0 1.453855e+07 78.0 Industrials 1206 GES 6 -3.25 penny-cap Long 6.0 1.387054e+07 12.0 Consumer Cyclical 840 RDN 14 4.81 penny-cap Long 16.0 1.382710e+07 39.0 Financial Services 893 FORM 11 -6.44 penny-cap Long 11.0 1.373333e+07 12.0 Technology 1256 BGCP 12 16.58 penny-cap Long 12.0 1.361762e+07 53.0 Financial Services 878 AIMC 6 1.07 penny-cap Long 6.0 1.353623e+07 11.0 Industrials 879 APG 12 0.79 penny-cap Long 12.0 1.323337e+07 78.0 Industrials 781 SHLX 12 3.39 penny-cap Long 12.0 1.318430e+07 78.0 Energy 984 JELD 6 3.10 penny-cap Long 6.0 1.313703e+07 14.0 Industrials 1183 CXP 7 5.54 penny-cap Long 38.0 1.305846e+07 35.0 Real Estate 1148 ZUO 8 -0.82 penny-cap Long 8.0 1.292941e+07 8.0 Technology 947 AWR 6 2.46 penny-cap Long 17.0 1.287832e+07 6.0 Utilities 1204 TTMI 12 0.69 penny-cap Long 12.0 1.287738e+07 78.0 Technology 886 SPB 10 -0.37 penny-cap Long 10.0 1.287315e+07 78.0 Consumer Defensive 862 CNNE 6 0.85 penny-cap Long 26.0 1.283841e+07 6.0 Consumer Cyclical 1324 ICHR 16 11.54 penny-cap Long 16.0 1.248321e+07 78.0 Technology 1166 LOB 41 40.71 penny-cap Long 41.0 1.236477e+07 45.0 Financial Services 1167 HBM 10 -1.97 penny-cap Long 10.0 1.229784e+07 14.0 Basic Materials 1229 MHO 16 3.84 penny-cap Long 16.0 1.216783e+07 65.0 Consumer Cyclical 1014 PRMW 12 -1.32 penny-cap Long 14.0 1.208156e+07 12.0 Consumer Defensive 1262 IRT 19 11.17 penny-cap Long 27.0 1.204002e+07 54.0 Real Estate 1307 INGN 7 15.68 penny-cap Long 7.0 1.187417e+07 15.0 Healthcare 1072 PVG 11 1.26 penny-cap Long 27.0 1.181313e+07 11.0 Basic Materials 938 OFC 6 2.12 penny-cap Long 6.0 1.179744e+07 30.0 Real Estate 1082 IDCC 9 3.43 penny-cap Long 9.0 1.179056e+07 9.0 Communication Services 1062 MAIN 51 26.30 penny-cap Long 64.0 1.148887e+07 78.0 Financial Services 902 UNVR 16 4.36 penny-cap Long 16.0 1.143846e+07 31.0 Basic Materials 991 EXLS 12 4.93 penny-cap Long 17.0 1.125417e+07 33.0 Technology 1258 SAND 12 7.73 penny-cap Long 31.0 1.115354e+07 12.0 Basic Materials 948 CWST 12 3.74 penny-cap Long 48.0 1.088944e+07 35.0 Industrials 827 GRA 10 1.24 penny-cap Long 10.0 1.073741e+07 17.0 Basic Materials 857 TTEC 27 15.97 penny-cap Long 27.0 1.063115e+07 78.0 Technology 954 GHC 6 3.41 penny-cap Long 6.0 1.057063e+07 12.0 Consumer Defensive 1006 ABM 11 1.35 penny-cap Long 48.0 1.051768e+07 49.0 Industrials 1003 NSA 11 6.54 penny-cap Long 11.0 1.042047e+07 70.0 Real Estate 1191 BSIG 12 11.93 penny-cap Long 12.0 1.031289e+07 13.0 Financial Services 1136 HTGC 9 1.42 penny-cap Long 9.0 1.008960e+07 78.0 Financial Services 1210 TBK 10 0.16 penny-cap Long 10.0 9.955871e+06 78.0 Financial Services 944 AEL 13 1.68 penny-cap Long 13.0 9.729881e+06 17.0 Financial Services 977 CWT 11 3.77 penny-cap Long 14.0 9.672867e+06 11.0 Utilities 1113 PRFT 6 0.56 penny-cap Long 6.0 9.598756e+06 78.0 Technology 936 MMSI 12 2.00 penny-cap Long 12.0 9.592056e+06 15.0 Healthcare 1012 COKE 11 5.37 penny-cap Long 29.0 9.313449e+06 31.0 Consumer Defensive 922 PCI 9 0.86 penny-cap Long 9.0 9.209119e+06 78.0 Financial Services 1208 MEI 7 -0.98 penny-cap Long 7.0 9.155221e+06 17.0 Technology 841 BAK 26 45.00 penny-cap Long 26.0 8.909480e+06 78.0 Basic Materials 1007 EVTC 12 6.12 penny-cap Long 12.0 8.849064e+06 12.0 Technology 1119 HUBG 7 2.40 penny-cap Long 34.0 8.686562e+06 38.0 Industrials 812 INOV 26 6.93 penny-cap Long 26.0 8.655372e+06 67.0 Healthcare 1203 GNL 8 0.11 penny-cap Long 8.0 8.340975e+06 53.0 Real Estate 1190 BV 10 3.94 penny-cap Long 10.0 8.178800e+06 78.0 Industrials 1216 NWN 19 7.16 penny-cap Long 55.0 8.147052e+06 32.0 Utilities 1343 HEES 13 1.18 penny-cap Long 13.0 8.018196e+06 41.0 Industrials 1238 XPEL 6 1.10 penny-cap Long 6.0 7.934217e+06 12.0 Consumer Cyclical 1041 GEF 6 -1.75 penny-cap Long 6.0 7.485130e+06 35.0 Consumer Cyclical 1198 AMWD 9 2.43 penny-cap Long 9.0 7.453181e+06 17.0 Consumer Cyclical 1215 ILPT 16 4.52 penny-cap Long 29.0 7.338279e+06 26.0 Real Estate 1231 CORE 14 9.70 penny-cap Long 35.0 7.338048e+06 40.0 Consumer Defensive 1083 FCPT 12 1.23 penny-cap Long 16.0 7.307807e+06 12.0 Real Estate 1015 UTF 18 8.20 penny-cap Long 18.0 7.142150e+06 20.0 Financial Services 1090 MLI 6 0.48 penny-cap Long 6.0 7.023155e+06 78.0 Industrials 801 HLNE 10 -1.34 penny-cap Long 10.0 6.967713e+06 78.0 Financial Services 1224 TSLX 10 2.29 penny-cap Long 10.0 6.860439e+06 11.0 Financial Services 1237 JRVR 7 -1.46 penny-cap Long 9.0 6.858646e+06 7.0 Financial Services 1236 BRMK 8 0.95 penny-cap Long 8.0 6.764943e+06 13.0 Real Estate 1132 UTG 18 6.33 penny-cap Long 24.0 6.353736e+06 18.0 Financial Services 913 NG 8 -1.23 penny-cap Long 25.0 5.768027e+06 8.0 Basic Materials 999 EXG 12 1.39 penny-cap Long 12.0 5.654488e+06 78.0 Financial Services 1149 RQI 26 8.45 penny-cap Long 26.0 5.647417e+06 78.0 Financial Services 989 BRP 12 6.70 penny-cap Long 12.0 5.554467e+06 12.0 Financial Services 1275 STC 11 5.16 penny-cap Long 11.0 5.459409e+06 29.0 Financial Services 1110 PTY 13 3.94 penny-cap Long 13.0 5.427559e+06 17.0 Financial Services 1023 GBDC 9 1.18 penny-cap Long 9.0 5.344248e+06 78.0 Financial Services 981 USM 17 4.93 penny-cap Long 29.0 5.243809e+06 31.0 Communication Services 1234 ETV 13 2.32 penny-cap Long 24.0 5.131121e+06 27.0 Financial Services 1073 NVMI 13 2.57 penny-cap Long 13.0 5.122561e+06 78.0 Technology 798 STN 6 3.62 penny-cap Long 6.0 4.890151e+06 78.0 Industrials 1180 BDJ 31 10.05 penny-cap Long 35.0 4.701168e+06 78.0 Financial Services 1235 HYT 12 1.51 penny-cap Long 12.0 4.534554e+06 15.0 Financial Services 1201 VCTR 9 6.27 penny-cap Long 9.0 4.460888e+06 31.0 Financial Services 1325 CHY 9 2.05 penny-cap Long 9.0 4.385337e+06 12.0 Financial Services 919 GOLF 6 -1.72 penny-cap Long 8.0 4.357614e+06 6.0 Consumer Cyclical 1351 NXRT 30 13.04 penny-cap Long 49.0 4.350807e+06 30.0 Real Estate 1099 OR 9 2.67 penny-cap Long 26.0 4.269656e+06 9.0 Basic Materials 1247 MRTN 14 2.78 penny-cap Long 15.0 4.014996e+06 14.0 Industrials 1120 ETY 11 2.91 penny-cap Long 11.0 3.983106e+06 29.0 Financial Services 784 NEA 10 1.33 penny-cap Long 15.0 3.979388e+06 10.0 Financial Services 1254 BXMX 28 7.54 penny-cap Long 28.0 3.841133e+06 35.0 Financial Services 1018 CSQ 11 4.65 penny-cap Long 11.0 3.832724e+06 78.0 Financial Services 860 NVG 10 1.81 penny-cap Long 16.0 3.757993e+06 10.0 Financial Services 900 NAD 9 0.66 penny-cap Long 13.0 3.641790e+06 9.0 Financial Services 1033 MGEE 28 4.88 penny-cap Long 31.0 3.596422e+06 28.0 Utilities 1285 NMZ 10 1.33 penny-cap Long 10.0 3.551382e+06 10.0 Financial Services 1159 OTTR 7 2.44 penny-cap Long 31.0 3.544417e+06 31.0 Utilities 1246 BST 8 -0.33 penny-cap Long 9.0 3.524404e+06 8.0 Financial Services 1302 JOUT 7 1.30 penny-cap Long 7.0 3.480754e+06 78.0 Consumer Cyclical 1284 TBPH 17 9.16 penny-cap Long 29.0 3.187931e+06 34.0 Healthcare 1176 SYX 13 9.44 penny-cap Long 13.0 3.121311e+06 16.0 Industrials 1147 EVT 28 7.55 penny-cap Long 28.0 3.097437e+06 78.0 Financial Services 1093 GDV 10 2.32 penny-cap Long 10.0 3.094525e+06 78.0 Financial Services 1213 FPF 16 3.12 penny-cap Long 16.0 3.031073e+06 18.0 Financial Services 1323 CHCT 12 3.29 penny-cap Long 28.0 3.010571e+06 12.0 Real Estate 1225 MSEX 22 6.42 penny-cap Long 24.0 2.996374e+06 22.0 Utilities 1314 MDXG 12 4.51 penny-cap Long 12.0 2.976659e+06 14.0 Healthcare 1017 TAC 13 3.08 penny-cap Long 13.0 2.960276e+06 78.0 Utilities 1152 KRO 16 10.74 penny-cap Long 16.0 2.874001e+06 16.0 Basic Materials 1331 FOR 12 5.31 penny-cap Long 12.0 2.839779e+06 78.0 Real Estate 906 SOGO 7 -1.29 penny-cap Long 7.0 2.793175e+06 7.0 Communication Services 1339 ETW 25 6.09 penny-cap Long 25.0 2.780651e+06 78.0 Financial Services 930 ADV 14 8.40 penny-cap Long 26.0 2.752134e+06 14.0 Communication Services 1293 GTY 11 3.76 penny-cap Long 11.0 2.748030e+06 31.0 Real Estate 1266 NFJ 13 4.84 penny-cap Long 13.0 2.714677e+06 16.0 Financial Services 1248 CODI 6 -2.90 penny-cap Long 6.0 2.591307e+06 78.0 Industrials 1106 JPS 15 2.72 penny-cap Long 15.0 2.578641e+06 16.0 Financial Services 1163 GAB 11 1.44 penny-cap Long 11.0 2.551633e+06 36.0 Financial Services 1104 BUR 12 7.38 penny-cap Long 14.0 2.545314e+06 12.0 Financial Services 1109 ADX 14 5.35 penny-cap Long 14.0 2.512693e+06 78.0 Financial Services 1051 NAC 10 0.49 penny-cap Long 14.0 2.366046e+06 10.0 Financial Services 1271 QADA 10 -3.65 penny-cap Long 10.0 2.310229e+06 12.0 Technology 1240 ETG 11 4.30 penny-cap Long 11.0 2.282461e+06 78.0 Financial Services 1025 ANAT 6 0.31 penny-cap Long 30.0 2.201240e+06 33.0 Financial Services 1321 RNP 23 5.02 penny-cap Long 23.0 2.137515e+06 78.0 Financial Services 1036 NZF 9 1.93 penny-cap Long 11.0 2.133346e+06 9.0 Financial Services 1332 EOS 9 2.31 penny-cap Long 9.0 1.688821e+06 12.0 Financial Services 1322 QQQX 11 3.09 penny-cap Long 11.0 1.681146e+06 29.0 Financial Services 1313 BIF 35 10.36 penny-cap Long 47.0 1.232765e+06 78.0 Financial Services 1350 AWF 8 0.42 penny-cap Long 8.0 1.106243e+06 21.0 Financial Services 1122 BTT 10 1.22 penny-cap Long 10.0 9.744402e+05 10.0 Financial Services 1287 NRK 9 1.16 penny-cap Long 13.0 8.830067e+05 9.0 Financial Services 1168 TY 16 4.72 penny-cap Long 16.0 7.293211e+05 78.0 Financial Services 1053 UZC 12 -0.19 penny-cap Long 31.0 3.297660e+05 12.0 unknown 1188 KEN 9 5.79 penny-cap Long 9.0 2.837498e+05 15.0 Utilities 1353 TANNZ 11 1.41 penny-cap Long 31.0 2.463784e+05 17.0 unknown 941 TCBIP 6 0.43 penny-cap Long 36.0 2.212287e+05 6.0 Financial Services 987 CIXX 8 0.93 penny-cap Long 8.0 1.645931e+05 54.0 Financial Services 811 ESGRP 18 1.75 penny-cap Long 27.0 1.605593e+05 18.0 Financial Services 830 ESGRO 19 2.05 penny-cap Long 30.0 1.323783e+05 19.0 Financial Services 882 VLYPO 13 -0.25 penny-cap Long 28.0 1.232787e+05 13.0 Financial Services 825 WTFCM 11 1.90 penny-cap Long 28.0 1.068174e+05 12.0 Financial Services 967 TDI 11 1.41 penny-cap Long 33.0 3.700288e+04 11.0 unknown 871 VLYPP 6 0.09 penny-cap Long 26.0 3.230712e+04 11.0 Financial Services 1277 QADB 8 -2.90 penny-cap Long 8.0 3.281850e+03 10.0 Technology 1222 SG 8 -0.79 penny-cap Long 8.0 0.000000e+00 11.0 Financial Services Mean Return: 5.603225806451613 Mean Day/Week: 13.560483870967742 Accuracy:0.8629032258064516 *******************Part 3.8 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 1069 CLNE 11 -11.88 penny-cap Short -38.0 8.215749e+08 -11.0 Energy 754 AMC 15 -4.52 penny-cap Short -15.0 3.118382e+08 -19.0 Communication Services 975 TLRY 18 -22.25 penny-cap Short -38.0 2.731794e+08 -18.0 Healthcare 1245 SNDL 17 -24.06 penny-cap Short -36.0 2.634230e+08 -17.0 Healthcare 818 APHA 17 -19.69 penny-cap Short -35.0 1.553909e+08 -17.0 Healthcare 791 FSR 15 -28.20 penny-cap Short -22.0 1.527175e+08 -15.0 Consumer Cyclical 1153 TTCF 18 -14.23 penny-cap Short -55.0 1.497950e+08 -34.0 Consumer Defensive 1021 NNDM 18 -21.33 penny-cap Short -42.0 1.388372e+08 -33.0 Technology 852 DNMR 17 -34.57 penny-cap Short -40.0 1.344543e+08 -18.0 Basic Materials 790 MGNI 18 -8.55 penny-cap Short -36.0 1.199600e+08 -18.0 Communication Services 724 DDD 20 -39.35 penny-cap Short -40.0 1.085039e+08 -20.0 Technology 783 RIDE 40 -81.54 penny-cap Short -41.0 1.076928e+08 -40.0 Consumer Cyclical 892 CSIQ 7 -1.68 penny-cap Short -7.0 1.059008e+08 -33.0 Technology 849 BBBY 6 -15.14 penny-cap Short -18.0 9.997801e+07 -29.0 Consumer Cyclical 1311 DMTK 16 -17.82 penny-cap Short -32.0 9.993132e+07 -16.0 Healthcare 949 BNGO 16 -36.52 penny-cap Short -39.0 9.818648e+07 -16.0 Healthcare 957 JKS 13 -11.08 penny-cap Short -56.0 9.723633e+07 -55.0 Technology 1144 GEVO 11 -34.98 penny-cap Short -40.0 9.608117e+07 -11.0 Basic Materials 884 FLGT 16 -9.29 penny-cap Short -39.0 7.751967e+07 -18.0 Healthcare 761 EH 19 -43.11 penny-cap Short -42.0 7.368327e+07 -32.0 Industrials 1050 ACB 22 -18.63 penny-cap Short -41.0 6.950042e+07 -24.0 Healthcare 907 NNOX 10 -31.24 penny-cap Short -44.0 6.523162e+07 -40.0 Healthcare 1303 MVIS 9 -31.87 penny-cap Short -32.0 6.368547e+07 -9.0 Technology 1164 IDEX 6 -14.49 penny-cap Short -42.0 5.844812e+07 -22.0 Technology 870 INO 19 -6.78 penny-cap Short -37.0 5.480926e+07 -34.0 Healthcare 917 TCBI 10 -3.07 penny-cap Short -18.0 5.266687e+07 -10.0 Financial Services 924 BFT 12 -6.96 penny-cap Short -44.0 5.159385e+07 -28.0 Financial Services 808 SRNE 19 -18.73 penny-cap Short -39.0 5.005341e+07 -27.0 Healthcare 993 XL 24 -64.98 penny-cap Short -64.0 4.860024e+07 -49.0 Consumer Cyclical 1002 HYLN 24 -47.68 penny-cap Short -32.0 4.158323e+07 -137.0 Consumer Cyclical 757 ARNA 19 -10.61 penny-cap Short -39.0 4.116669e+07 -22.0 Healthcare 1005 SSYS 18 -10.12 penny-cap Short -41.0 4.066276e+07 -32.0 Technology 1257 RAD 17 -0.21 penny-cap Short -17.0 3.983301e+07 -19.0 Healthcare 1037 LAC 9 -3.61 penny-cap Short -43.0 3.747686e+07 -33.0 Basic Materials 915 BZUN 19 -9.00 penny-cap Short -34.0 3.604336e+07 -19.0 Consumer Cyclical 934 FRHC 6 -5.30 penny-cap Short -6.0 3.416469e+07 -7.0 Financial Services 844 VC 9 -4.87 penny-cap Short -60.0 3.240161e+07 -22.0 Consumer Cyclical 719 FTI 8 -5.68 penny-cap Short -23.0 3.238741e+07 -22.0 Energy 752 FGEN 9 -3.29 penny-cap Short -36.0 3.070534e+07 -34.0 Healthcare 1019 RRC 8 -3.87 penny-cap Short -35.0 2.921325e+07 -8.0 Energy 1320 HGEN 8 -18.94 penny-cap Short -8.0 2.873904e+07 -12.0 Healthcare 1244 MAXN 22 -53.57 penny-cap Short -42.0 2.814192e+07 -23.0 Technology 1065 AMCX 15 -0.11 penny-cap Short -19.0 2.767276e+07 -15.0 Communication Services 1334 UWMC 12 -3.13 penny-cap Short -12.0 2.766100e+07 -51.0 Financial Services 856 GOEV 7 -15.70 penny-cap Short -17.0 2.713142e+07 -49.0 Consumer Cyclical 768 PFSI 10 -1.26 penny-cap Short -10.0 2.566441e+07 -10.0 Financial Services 1038 FBC 8 -0.98 penny-cap Short -19.0 2.479850e+07 -8.0 Financial Services 1061 EAR 6 -3.77 penny-cap Short -38.0 2.438352e+07 -22.0 Healthcare 837 RETA 22 -17.46 penny-cap Short -22.0 2.276525e+07 -22.0 Healthcare 929 PCRX 12 -9.41 penny-cap Short -36.0 2.258860e+07 -12.0 Healthcare 773 DOYU 19 -17.59 penny-cap Short -33.0 2.219585e+07 -19.0 Communication Services 914 AMRN 10 -22.32 penny-cap Short -41.0 2.207389e+07 -22.0 Healthcare 1103 ENDP 16 -25.50 penny-cap Short -36.0 2.165389e+07 -16.0 Healthcare 1328 NGA 16 -24.22 penny-cap Short -55.0 1.989212e+07 -38.0 Financial Services 1349 AXL 9 -3.04 penny-cap Short -19.0 1.951482e+07 -9.0 Consumer Cyclical 782 WDFC 7 -10.19 penny-cap Short -40.0 1.898779e+07 -7.0 Basic Materials 865 NIU 7 -7.97 penny-cap Short -42.0 1.886871e+07 -19.0 Consumer Cyclical 1131 ACMR 6 -7.90 penny-cap Short -36.0 1.885791e+07 -18.0 Technology 859 CRON 20 -16.54 penny-cap Short -39.0 1.849513e+07 -20.0 Healthcare 1027 BGS 13 -2.84 penny-cap Short -13.0 1.825089e+07 -29.0 Consumer Defensive 960 AVAV 10 -10.38 penny-cap Short -40.0 1.816851e+07 -10.0 Industrials 1354 VIVO 6 -4.90 penny-cap Short -6.0 1.807833e+07 -7.0 Healthcare 1260 NTGR 15 -5.85 penny-cap Short -18.0 1.806242e+07 -15.0 Technology 1145 VXRT 19 -19.04 penny-cap Short -46.0 1.799223e+07 -33.0 Healthcare 1162 EURN 6 1.55 penny-cap Short -19.0 1.760852e+07 -6.0 Energy 828 PTCT 23 -15.16 penny-cap Short -63.0 1.760150e+07 -48.0 Healthcare 1111 INSG 18 -6.53 penny-cap Short -45.0 1.731342e+07 -34.0 Technology 942 PHR 24 -15.87 penny-cap Short -40.0 1.702153e+07 -25.0 Healthcare 1230 SOL 12 -25.66 penny-cap Short -50.0 1.689909e+07 -34.0 Technology 1309 GSAH 6 -3.43 penny-cap Short -36.0 1.672418e+07 -27.0 Financial Services 805 CCXI 32 -23.00 penny-cap Short -32.0 1.648286e+07 -32.0 Healthcare 1272 BTAI 33 -31.41 penny-cap Short -36.0 1.607855e+07 -33.0 Healthcare 1221 OCUL 19 -18.75 penny-cap Short -19.0 1.598155e+07 -20.0 Healthcare 1130 GSAT 17 -40.32 penny-cap Short -34.0 1.482038e+07 -17.0 Communication Services 1079 FLWS 10 -9.87 penny-cap Short -44.0 1.476414e+07 -33.0 Consumer Cyclical 1278 AMTI 7 -18.59 penny-cap Short -20.0 1.430559e+07 -7.0 Healthcare 939 RVMD 9 -13.23 penny-cap Short -18.0 1.418800e+07 -9.0 Healthcare 1312 GEO 9 -6.44 penny-cap Short -9.0 1.388702e+07 -19.0 Real Estate 1300 KPTI 45 -47.39 penny-cap Short -45.0 1.371232e+07 -47.0 Healthcare 1306 OSUR 6 -5.43 penny-cap Short -6.0 1.317486e+07 -41.0 Healthcare 1064 MYOV 18 -21.49 penny-cap Short -18.0 1.297212e+07 -47.0 Healthcare 1092 SRRK 18 -45.63 penny-cap Short -18.0 1.292787e+07 -18.0 Healthcare 1337 WPRT 19 -18.38 penny-cap Short -38.0 1.276365e+07 -19.0 Consumer Cyclical 747 RLAY 9 -8.48 penny-cap Short -47.0 1.268142e+07 -50.0 Healthcare 988 KRTX 7 -6.99 penny-cap Short -30.0 1.249679e+07 -10.0 Healthcare 847 MTLS 18 -9.52 penny-cap Short -43.0 1.208938e+07 -39.0 Technology 918 MMYT 9 -14.62 penny-cap Short -18.0 1.197666e+07 -9.0 Consumer Cyclical 995 ITCI 11 -7.21 penny-cap Short -36.0 1.184112e+07 -19.0 Healthcare 1346 TELL 19 -29.05 penny-cap Short -38.0 1.183651e+07 -24.0 Energy 1308 RTP 34 -11.75 penny-cap Short -37.0 1.144080e+07 -34.0 Financial Services 943 UNIT 18 0.53 penny-cap Short -44.0 1.134949e+07 -34.0 Real Estate 845 NKTR 16 -5.87 penny-cap Short -30.0 1.121001e+07 -16.0 Healthcare 1178 ATRA 24 -20.45 penny-cap Short -83.0 1.070983e+07 -62.0 Healthcare 881 CORT 18 -2.94 penny-cap Short -60.0 1.035918e+07 -34.0 Healthcare 996 AXSM 22 -18.77 penny-cap Short -71.0 1.017215e+07 -51.0 Healthcare 1295 EOSE 12 -29.22 penny-cap Short -59.0 1.015531e+07 -38.0 Industrials 1274 FTOC 6 -3.55 penny-cap Short -40.0 9.789033e+06 -24.0 Financial Services 958 PSMT 7 -2.27 penny-cap Short -59.0 9.503255e+06 -10.0 Consumer Defensive 1202 LX 15 -6.74 penny-cap Short -20.0 9.005720e+06 -15.0 Financial Services 1242 RYTM 26 -23.42 penny-cap Short -55.0 8.486286e+06 -41.0 Healthcare 1085 LUNG 22 -22.38 penny-cap Short -57.0 8.374076e+06 -24.0 Healthcare 1194 CLB 19 -5.22 penny-cap Short -55.0 8.324800e+06 -19.0 Energy 1055 STOK 32 -59.10 penny-cap Short -57.0 8.229278e+06 -32.0 Healthcare 920 IGMS 10 -31.76 penny-cap Short -42.0 8.128330e+06 -19.0 Healthcare 1160 CCCC 16 -14.46 penny-cap Short -39.0 8.116881e+06 -16.0 Healthcare 1281 JWS 15 -2.06 penny-cap Short -41.0 8.111831e+06 -37.0 Financial Services 961 LAUR 9 -1.97 penny-cap Short -18.0 7.822627e+06 -19.0 Consumer Defensive 937 ALXO 7 -11.35 penny-cap Short -74.0 7.520077e+06 -48.0 Healthcare 1175 WDR 34 0.41 penny-cap Short -69.0 6.952243e+06 -34.0 Financial Services 1252 TRHC 7 0.21 penny-cap Short -7.0 6.849000e+06 -36.0 Healthcare 901 PRLD 38 -68.46 penny-cap Short -41.0 6.617285e+06 -38.0 Healthcare 1193 FREQ 8 -11.94 penny-cap Short -36.0 6.543547e+06 -22.0 Healthcare 820 AAON 15 -1.53 penny-cap Short -40.0 6.528947e+06 -19.0 Industrials 816 SAFE 20 -4.32 penny-cap Short -36.0 6.354662e+06 -21.0 Real Estate 1259 BLFS 18 -16.78 penny-cap Short -43.0 6.145947e+06 -18.0 Healthcare 1304 CRK 8 -6.07 penny-cap Short -23.0 6.043305e+06 -8.0 Energy 1220 NRIX 10 -10.07 penny-cap Short -20.0 6.018194e+06 -22.0 Healthcare 1209 IMGN 15 -10.04 penny-cap Short -32.0 5.946740e+06 -15.0 Healthcare 1282 ADVM 10 -9.38 penny-cap Short -40.0 5.873647e+06 -34.0 Healthcare 1192 CNST 20 -23.13 penny-cap Short -38.0 5.859957e+06 -38.0 Healthcare 1174 PNTG 25 -21.04 penny-cap Short -66.0 5.537384e+06 -40.0 Healthcare 1326 DRQ 10 -7.69 penny-cap Short -21.0 5.274497e+06 -10.0 Energy 1219 KNSA 20 -20.45 penny-cap Short -23.0 5.034897e+06 -20.0 Healthcare 1270 PCVX 14 -4.69 penny-cap Short -14.0 4.536707e+06 -137.0 Healthcare 1177 YPF 7 -2.40 penny-cap Short -7.0 4.500654e+06 -7.0 Energy 1140 YMAB 19 -25.71 penny-cap Short -76.0 4.493045e+06 -44.0 Healthcare 1336 AKRO 10 -4.36 penny-cap Short -18.0 4.462269e+06 -10.0 Healthcare 1067 ADCT 6 -3.37 penny-cap Short -6.0 4.372729e+06 -57.0 Healthcare 1289 LXRX 19 -23.80 penny-cap Short -44.0 4.202011e+06 -19.0 Healthcare 1108 NGM 9 -0.93 penny-cap Short -16.0 3.951931e+06 -9.0 Healthcare 1265 LASR 6 -6.99 penny-cap Short -33.0 3.784607e+06 -19.0 Technology 1086 GGAL 7 -1.12 penny-cap Short -7.0 3.363501e+06 -41.0 Financial Services 1020 GCMG 15 -2.19 penny-cap Short -64.0 3.312262e+06 -22.0 Financial Services 1276 INVA 6 1.88 penny-cap Short -6.0 3.298203e+06 -8.0 Healthcare 1298 QNST 21 -10.16 penny-cap Short -37.0 3.293373e+06 -21.0 Communication Services 1301 ITOS 19 -50.18 penny-cap Short -31.0 3.236765e+06 -19.0 Healthcare 1185 KRON 8 -29.14 penny-cap Short -8.0 3.122319e+06 -70.0 Healthcare 1264 SY 23 -31.28 penny-cap Short -30.0 3.058167e+06 -23.0 Healthcare 1315 PHAT 15 0.39 penny-cap Short -24.0 3.035386e+06 -15.0 Healthcare 926 NOAH 19 -4.70 penny-cap Short -57.0 2.930858e+06 -20.0 Financial Services 1348 SRG 7 -1.59 penny-cap Short -20.0 2.887330e+06 -7.0 Real Estate 1098 PRAX 22 -31.35 penny-cap Short -61.0 2.872766e+06 -37.0 Healthcare 1058 GTH 6 -5.73 penny-cap Short -38.0 2.631682e+06 -19.0 Healthcare 1329 ORIC 27 -39.17 penny-cap Short -31.0 2.354906e+06 -32.0 Healthcare 1032 CANG 23 -27.26 penny-cap Short -41.0 2.151826e+06 -26.0 Communication Services 1267 CNXN 7 0.48 penny-cap Short -37.0 1.908634e+06 -37.0 Technology 1074 HRMY 9 -4.01 penny-cap Short -9.0 1.567717e+06 -137.0 Healthcare 1080 EVA 11 0.92 penny-cap Short -34.0 1.549633e+06 -19.0 Basic Materials 1283 VSTA 37 -38.36 penny-cap Short -37.0 1.152985e+06 -39.0 Consumer Defensive 1115 OFLX 8 -6.17 penny-cap Short -8.0 5.568161e+05 -25.0 Industrials 1156 AMK 9 -2.17 penny-cap Short -37.0 5.027545e+05 -28.0 Financial Services 1057 GB 6 -4.24 penny-cap Short -6.0 4.730083e+05 -44.0 Technology 1187 HLG 21 -9.38 penny-cap Short -102.0 2.326640e+05 -58.0 Consumer Defensive 1207 MSC 10 -4.76 penny-cap Short -21.0 9.455601e+03 -61.0 Consumer Cyclical Mean Return: -15.447142857142858 Mean Day/Week: 15.03896103896104 Accuracy:0.948051948051948 ************************************** ************************************** ************************************** Error: []

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