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2 to a few.3 (n=166, 90.7%). With the 185 people which concluded the particular customer survey, 137 (Seventy four.1%) attained any transferring score. The imply (SD) Also called customer survey score has been 81.1% (14.1%).There was 7 questions which were responded correctly by less than 70% involving people along with recognized as possible an absence of affected individual education. For your 167 patients who was simply upon warfarin therapy not less than A few months and had 15 earlier INR ideals, there wasn't any significant Spearman's rho relationship between final amount involving proper customer survey responses along with INR handle, thought as the particular count number in the 10 earlier INR values within just objective assortment (rho=-0.022, P=0.776), TTR (rho=0.015, P=0.848), and also SD (rho=0.047, P=0.550). There is furthermore zero substantial relationship involving variety of correct INR-relevant replies along with INR management by any with the Three final result measures (depend throughout array rho=0.033, P=0.676; TTR rho=0.067, P=0.388; and SD rho=-0.029, P=0.708). CONCLUSIONS: Though Seventy four.1% of patients on long-term warfarin remedy achieved the moving rating that is at least 21 proper answers for the 29-question Otherwise known as device, there wasn't any important relationship among patient warfarin expertise and INR manage. Areas for development inside affected person education and learning have been recognized and operations pertaining to academic changes are in improvement. T Manag Treatment Phann. Next year;18(Only two):133-42 Trademark (C) The new year, School involving Handled Care Pharmacy. All protection under the law reserved.Man try out 2-adrenergic receptor is just about the examined members of the family regarding G-protein bundled receptors. This particular receptor has a crucial role inside the perform involving vegetative neurological system and is a focus on regarding drugs found in heart and lung illnesses. The actual amazingly structure from the experiment with 2-adrenergic receptor was determined; even so, its physical position along with molecular mechanisms of activity are still certainly not entirely realized. In our perform, the pVR2ADRH vector containing the particular gene computer programming human try out 2-adrenergic receptor having a polyhistidine label in the C-terminus was obtained. Your Pichia pastoris methylotrophic candida GS115 tension tissue had been transformed by this vector. The yield involving individual try out 2-adrenergic receptor due to the actual heterologous phrase NSC 118218 concentration inside the R. pastoris tissue had been Something like 20 mg/L of the way of life. Your try out 2-adrenergic receptor was separated in the membrane portion associated with yeasts and also purified through a metal chelate affine as well as ion-exchange chromatography. Lively try out 2-adrenergic receptor had been remote using a chromatography on the CL-4B alprenololsepharose. The final deliver with the purified beta 2-adrenergic receptor was about A single mg/L from the lifestyle. The homogeneity in the experiment with 2-adrenergic receptor prep had been validated by the method of vibrant light dispersing of a protein micellar solution.Seizures or withdrawal leading to convulsions in which happen through anaesthesia inside veterinary clinic people are infrequently described inside the literature.

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Jan 01, 2021 A sound card is a valuable upgrade for your PC if you are a dedicated gamer, audiophile, or a creative who produce audio on your computer. Here are the best sound cards with advice on which one.

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The sound card was working properly. But I still can't hear any sound when I try to watch TV on my computer. The cable to share my speaker to the TV tuner card is plugged on the right places, which are the line-in and audio-out. I can only hear sound from my TV tuner card if I directly plug the speaker cable to the audio-out area of my TV tuner. Professional Sound Card of an Unusual Design, with Professional and Consumer Jacks ESI presented its new sound card called Juli@ at the world-famous exhibition Musikmesse (March 31 – April 3, 2004) in Frankfurt, Germany. The card is shipped in a nice box made as a book with a transparent inner side. The box for ESI Juli@ is nice and functional.

Professional Sound Card of an Unusual Design, with Professional and Consumer Jacks

ESI presented its new sound card called Juli@ at the world-famous exhibition Musikmesse (March 31 – April 3, 2004) in Frankfurt, Germany.

The card is shipped in a nice box made as a book with a transparent inner side.

Bundle

The bundle of our sample card contained the following items:

PCI-card ESI Juli@

breakout cable for the S/PDIF and MIDI interfaces

really useful user's manual in English and in German printed in A5 format

CD with drivers

CD with special version of Ableton Live (list of limitations)

50% discount coupon for a full version of Ableton Live

Colorful advertisement of all ESI products

Card-transformer

The unique feature of this card is the opportunity to transform it to user's needs: you can choose which jacks to use – professional 1/4' balanced jacks (1/4' TRS) or consumer RCA jacks.

ESI Juli@ sound card: Professional 1/4' balanced TRS jacks are active Disassembled ESI Juli@ sound card: The upper part turns 180 degrees ESI Juli@ sound card: consumer RCA jacks are active

Innards

The main DSP chip labeled with the ESI logo is VIA Envy24HT-S (24-bit, 192 kHz; interfaces: three output I2S/AC-links, two input I2S/AC-links). Digital transceiver – AKM AK4114 (8 inputs, 2 outputs).

The main DSP chip: 24-bit, 192 kHz VIA Envy24HT-S

The card uses an 8-channel multibit 24-bit 192 kHz DAC AKM AK4358 with reduced sensitivity to jitter, positioned by AKM for professional equipment as well as for consumer DVD-Audio and SACD (by the way, I wrote about the release of this DAC in our news a year ago). Dynamic range: 112 dB. THD+noise: -94 dB. 8 times 24-bit digital filter with an slow roll-off option (in this case this option is disabled to provide ideally even frequency response). DAC is not a top class, but quite good enough for a sound card in this price range.

You can see on the ESI Juli@ block diagram that the 8-channel AKM 4358 DAC (marked as 4õ DAC) is used in this sound card on purpose — it monitors digital I/O with an absolute zero delay.

ADC – dual bit delta-sigma stereo 24-bit 192 kHz AKM AK5385A has a little better characteristics; it is positioned by AKM for professional equipment to record audio in high definition formats, including DVD-Audio. Dynamic range: 114 dB. Signal/(noise+distortions): 103 dB. High-quality digital antialiasing filter with a linear phase, passband (Fs=48 kHz): 0~21.768 kHz, ripple: 0.005 dB, stopband: 100 dB.

ESI Juli@ converters: AKM 4358 DAC and AKM 5385A ADC

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Some comments. Though DAC and ADC are of the same class in this sound card, ADCs are still a tad better than DACs. Perhaps, as it was with Waveterminal 192X, the engineers considered the digitization quality (ADC) to be more important in home/project studio than the slightly reduced quality of signal monitoring, other things being equal. But hi-end audio PC users (RCA jacks are a curtsy to them), who use their computers solely for high quality playback and who do not care about ADC, have a reason to pause – is the DAC comparable with the level of the rest of the sound playback section? If the rest of the sound section is much more expensive than the card (approximately over $600), so that the bottleneck is in the DAC quality as well, then they should pay attention to the mastering level sound cards.

In general, it should be noted that in the price range up to $200 Juli@ demonstrates better DAC/ADC quality in comparison with similar old cards based on ENVY24 – various M-Audio Audiophile 2496, Echo MIA, etc. According to our measurements (using the same reference sound card) Juli@ is even better than the more expensive ESI Waveterminal 192Õ, which has better (according to the specification) ADCs. So in our opinion only EMU 1212M (with converters of a higher level) can be a serious competitor to the undoubtedly successful in price/quality Juli@.

Drivers sahara. Despite this fact, many users of middle end sound sections will quite possibly prefer Juli@, because this ESI card is easier to control, it does not have problems with the MME/WDM interface support in high formats, it has a smoother frequency response of line outs, and it offers several useful proprietary features, which will be described later. Besides, EMU is very difficult to find on our shelves and this situation has not changed for half a year already.

E-WDM technology

E-WDM technology (Enhanced Audio MIDI Driver) is a proprietary project of ESI, which enhances the original architectural concept of Microsoft WDM-drivers.

Aside from standard features, E-WDM offers functions required for professional sound processing:

Aside from Win XP/2000, it also supports Win Me/98 SE Based on the WDM architecture, E-WDM drivers work fine under all WDM compatible Windows operating systems, while WDM drivers of other sound cards often work only in W2K and XP, offering VxD drivers for Win98SE and ME.

GIGAStudio 2000 support From the very beginning E-WDM drivers were developed for professional applications. The popular software sampler GIGAStudio from Tascam is fully supported with the extremely low latency of 1.5 ms.

ASIO 2.0 support ASIO 2.0 is the de facto standard, and E-WDM supports it with just a 3.0 ms latency.

Independent support for MME applications Several MME applications can be used simultaneously, and the drivers will not complain that the device is busy. This is also useful for old applications, which are not supported by WDM drivers.

Multi-client support An unlimited number of audio applications can be accessed simultaneously with the multi-client support. You can use SONAR and WinAmp via a single sound device.

Multi-channel support It supports 5.1 output format for software DVD-Video players, such as WinDVD and Power DVD. This function is also useful for WDM applications, such as SONAR, especially in terms of the input/output channel synchronization.

DirectMUSIC MIDI ports WDM-based multi-channel MIDI-driver from ESI offers a more stable timing than the built-in MIDI-timing in NT4 or Windows 9X.

DirectSound support E-WDM offers support for several DirectSound channels for multi-channel output in such applications as PCDJ (DJ software).

No signal attenuation at -6 dB Unlike the situation with several other drivers, E-WDM guarantees the signal level exactly according to the existing standard.

Ultra-low latency, less than 1.5 ms E-WDM drivers provide comfortable work due to the minimal latency. Buffer size can be set in drivers.

DirectWIRE: audio stream visual routing technology

DirectWIRE is a technology for visual software routing of signals, which is currently available in most ESI products. Signals are routed on the level of drivers, bit-to-bit, without quality loss.

DirectWIRE 1.0 technology appeared in ESI Waveterminal 2496/192 when the Gigastudio sampler was still widely popular and initially it served to convert MIDI-tracks to WAV from Gigastudio (GSIF interface) into Cubase (ASIO) or into Cakewalk/SONAR1 (MME). Drivers resmed port devices replacement.

DirectWIRE 1.0 panel in ESI Waveterminal 192X

DirectWIRE 2.0 supports 32 channels, it has a new control panel, and an option to mute monitoring of selected output channels. You can switch inputs and outputs of the MME, WDM, ASIO, GSI/F program interfaces, even if they work simultaneously. You can connect inputs and outputs of different applications with virtual cables and record signals without quality loss. Using DirectWIRE you can also record multi-channel audio from DVD or another source (even protected from copying) in formats up to 24-bit 192 kHz in real time in completely digital form.

DirectWIRE 3.0 was enhanced with hardware inputs. In Juli@ Virtual Inputs 1 and 2 are the left and the right hardware analog inputs, 3 and 4 – the left and right hardware digital S/PDIF input.

Interface names mean the following applications:

MME: WinAmp, CoolEdit, Cakewalk, Vegas, etc.

WDM: SONAR (WDM/KS), PowerDVD, WinDVD, etc.

ASIO: Cubase, Nuendo, Logic, Reason, SONAR (ASIO), etc.

GSIF: GigaStudio 2.42 or higher.

You can read this Audiotrak tutorial to learn how to use DirectWIRE 3.0 with detailed examples.

Digital and MIDI Interfaces

Juli@ stands out against other ESI products with its MIDI I/O, digital RCA I/O, and a digital optical output. You had to buy a separate MI/ODI/O module to get these features in Audiotrak MAYA44MKII and ESI Waveterminal 192X/L. Though there are also modifications with MI/ODI/O module in a box now, it occupies an additional bracket among PCI slots.

Sound Quality

https://hunterlist346.tumblr.com/post/655921485763035136/nsc-sicherheitstechnik-usb-devices-driver-download-for-w. Juli@ vs. Audigy2 ZS Platinum Pro

These two cards can be compared due to similar prices ($185 for the ESI product and $240 for the Creative product) and professional attributes (external block with a full set of connectors) in Audigy, which is essentially a gaming card. Functionality of Juli@ and Platinum Pro in terms of a microphone preamplifier and phone-in can be leveled up by adding an inexpensive external analog mixer (about $50) to Juli@, but it's quite possible that an external mixer is already available in home/project studio.

Before the comparative audition I had no subjective preferences – the cards have converters of the same class, and thus I didn't expect considerable differences in sound quality. Nevertheless, the difference between the cards can be clearly heard even using the active speakers JetBalance JB-381 (by the way, very good speakers at a moderate price at last, less than $200).

In the 16 bit 44 kHz mode A2 is traditionally weak at playing via the MME interface, and it's much better at playing via the professional packaged 'SB Audigy2 ZS ASIO' driver with enabled SSRC high quality resampling to 48 kHz. But Juli@ produces crisper and more detailed sounds, and thus it's more suitable for a professional. Though this can be heard only when you instantly switch between the cards playing the same music fragment. If you increase the time between the auditions to a couple of minutes, you won't be able to distinguish the cards even with the same music fragment. One way or another, I clearly hear the difference, for example at Alex Reece, 1996 album 'So Far' (hits: Feel The Sunshine, Pulp Friction) and some other test compositions with clear compressed mastering and timbre-catchy high frequency range.

Juli@ vs. EMU 1820

Despite the high price ($400) and the increased number of channels in EMU1820, Juli@ can compete with it head-to-head, because the Creative/EMU product has converters of the same level (CS4392).

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Both cards, Juli@ and 1280, were tested in balanced mode, high signal level (+4 dBu) to increase the dynamic range and to demonstrate sound cards' features at maximum. The auditions were also carried out on EVENT 20/20 bas monitors, allowing the balanced connection.

Thorough audition in the same conditions, using the same cable and instantly switching between the cards did not reveal any difference in their sounding. However, considering the high price of EMU1820, it cannot be called a successful sound card – it's an economic modification of the elder 1820M. 1820 is of lower quality than even the younger 1212M model. Forestalling your questions: we don't have an opportunity to compare it with EMU 1212M or 1820M, because these cards cannot be found on sale in Russia. US EMU office promised to send us a press-sample, but we lost contact with it. If we still have an opportunity, we'll update this article.

Juli@ vs. LynxTwo

Comparison with LynxTwo (price >$1000, stereo-modification is Lynx L22, >$800) in our tests is traditional, it serves to reveal the degree and character of sound differences between a sound card under review and a reference sound source.

We hasten to say, LynxTwo sounds better. The difference is not so large but it still makes itself felt. Nevertheless, Juli@ demonstrates professional sound quality in comparison with the reference. Multimedia cards (for example, Audigy2/ZS) are usually infamous for timbre distortions, various tones and harmonics at high frequencies. So despite their rather high quality converters, such cards cannot be used for professional work. Juli@ is free from these drawbacks, it sounds true and clear. The only difference from Lynx is in a tad lesser detail, which will hardly influence its professional capability, except for the mastering.

Headphones

Despite the fact that this card does not have a separate output to headphones, they can be connected using the 2RCA-minijack adapter. Using Sennheiser HD600 (400 ohm impedance) via the adapter caused no problems with sound. Besides, we carried out the following interesting experiment: we connected a variable resistor to the output, and applied a maximum amplitude sinusoid to the output of the card. On the digital oscillograph EZ Digital OS-310M we monitored how the amplitude changed and at what resistance there would be a limitation. In comparison with the pure linear output in MAYA44MKII with the limitation at ~100 ohm and lower, Juli@ was OK. Operational amplifiers JRC 4580 hold well the low impedance load, though the Juli@ specification requires the load impedance of not less than 100 ohm. By the way, MAYA44MKII has an output for headphones, which is also OK.

Working in Professional Applications

No surprises here. As any sound card based on the ENVY24 series chip, Juli@ demonstrated excellent results in ASIO-applications CubaseSX 2.0.1 and WaveLab 5.0a.

Besides, InterVideo WinDVD 6.0 works correctly with the card as well. When playing DVD-Audio discs, they are downsampled to 16/48.

RMAA 5.4 Tests

Many users ask us to test not only the quality of linear output, but that of the linear input as well. Silicon image hard disk controller driver download for windows 10. It is especially important for professional equipment, so we tested the card in three modes: when the output and the input of the card are connected, input and output are connected separately using LynxTwo – a reference card of a higher quality.

16 bit 44 kHz, +4dBu, balanced 1m cablesESI Juli@ loopbackESI Juli@ -> LynxTwo Frequency response (from 40 Hz to 15 kHz), dB:+0.05, -0.03+0.02, -0.16+0.04, -0.03Noise level, dB (A):-96.1-96.1-96.4Dynamic range, dB (A):95.795.995.8THD, %:0.00060.00230.0006IMD, %:0.00460.0150.0045Stereo crosstalk, dB:-96.7-97.9-98.1

When the linear input is tested in the balanced mode using LynxTwo, the frequency response gets worse in this test as well as in all the other ones. In the loopback mode (when the output and the input of the card are connected) there is no such drawback, thus we have some disalignment in the operation of balance interfaces in this specific device combo. This is another reason not to use balance connection needlessly.

24 bit 44 kHz, +4dBu, balanced 1m cablesESI Juli@ loopbackESI Juli@ -> LynxTwoFrequency response (from 40 Hz to 15 kHz), dB:+0.05, -0.03+0.02, -0.16+0.04, -0.03Noise level, dB (A):-103.6-109.3-108.0Dynamic range, dB (A):103.4109.2107.9THD, %:0.00050.00230.0005IMD, %:0.00200.0140.0019Stereo crosstalk, dB:-103.9-109.3-107.2

Note the ideally steady frequency response graph and the ideally clear noise spectrum in the 24-bit mode. The noise level measured is close to the claimed figures in the converter specifications. Engineers made the most of the existing converters.

24 bit 96 kHz, +4dBu, balanced 1m cablesESI Juli@ loopbackESI Juli@ -> LynxTwoFrequency response (from 40 Hz to 15 kHz), dB:+0.03, -0.02+0.01, -0.17+0.02, -0.04Noise level, dB (A):-103.9-109.8-107.9Dynamic range, dB (A):103.9109.4107.7THD, %:0.00050.00230.0005IMD, %:0.00190.0140.0019Stereo crosstalk, dB:-101.6-106.8-106.7

In the 96 kHz mode the spectrum is reproduced completely, as it should be. I'll remind you that EMU cards have problems with frequency response in DAC, which is -0.7 dB for 20 kHz.

24 bit 44 kHz, S/PDIF all tests comparison Test file 24/44LynxTwo S/PDIF loopbackESI Juli@ -> LynxTwoFrequency response (from 40 Hz to 15 kHz), dB:+0.00, -0.00+0.00, -0.00+0.00, -0.00+0.00, -0.00Noise level, dB (A):-147.7-144.4-144.5-144.5Dynamic range, dB (A):133.4133.2133.2133.2THD, %:0.00000.00000.00000.0000IMD, %:0.00020.00020.00020.0002Stereo crosstalk, dB:-149.7-146.3-145.1-145.0

In digital output tests Juli@ is equal to LynxTwo.

24 bit 96 kHz, S/PDIF all tests comparison

Test file 24/96LynxTwo S/PDIF loopbackESI Juli@ S/PDIF -> LynxTwoESI Juli@ S/PDIF loopbackFrequency response (from 40 Hz to 15 kHz), dB:+0.00, -0.00+0.00, -0.00+0.00, -0.00+0.00, -0.00Noise level, dB (A):-151.1-147.8-147.9-147.8Dynamic range, dB (A):133.3133.2133.2133.2THD, %:0.00000.00000.00000.0000IMD, %:0.00020.00020.00020.0002Stereo crosstalk, dB:-151.3-146.2-146.4-145.9

In the 24/96 mode the ideal is even farther from our contenders. The reason is most likely not in the lack of bit-to-bit transfer precision, but in the PLL influence in the transceivers or in dithering reformation. One way or another, it's impossible to hear the difference between the original and the received sound – the differences are below the thermal noise threshold in semiconductors, and any digital-analog conversion will guarantee much more audible inaccuracies – the native level of noise in modern DAC is hardly over 120 dB A.

RightMark 3DSound 1.20 Tests

We test DirectSound functions of the card, because we have such an opportunity. RM 3DS tests demonstrate DirectSound compatibility but also the lack of any algorithms of software 3D sound. Just for information.

Device: Juli@ Ch12 (JulaWdm.sys)

Features: Device has not enough hardware 3D buffers Device has not enough hardware 2D buffers EAX1: N/A EAX2: N/A EAX3: N/A EAX4 Advanced HD: N/A

Rates: dwMinSecondarySampleRate 22050 dwMaxSecondarySampleRate 192000

Free buffers stats: dwFreeHw3DAllBuffers 0 dwFreeHw3DStaticBuffers 0 dwFreeHw3DStreamingBuffers 0 dwFreeHwMixingAllBuffers 0 dwFreeHwMixingStaticBuffers 0 dwFreeHwMixingStreamingBuffers 0

Max buffers stats: dwMaxHwMixingAllBuffers 1 dwMaxHwMixingStaticBuffers 1 dwMaxHwMixingStreamingBuffers 1 dwMaxHw3DAllBuffers 0 dwMaxHw3DStaticBuffers 0 dwMaxHw3DStreamingBuffers 0

Misc stats: dwFreeHwMemBytes 0 dwTotalHwMemBytes 0 dwMaxContigFreeHwMemBytes 0 dwUnlockTransferRateHwBuffers 0 dwPlayCpuOverheadSwBuffers 0

Audio transfer speed (software): 3.289 Mb/sec.

Exclusive iXBT.com interview with the ESI R&D team!

iXBT.com:How did you come up with the idea to produce such an unusual sound card with a unique design as Juli@? Is it an attempt to stand out against similar sound cards and to attract attention? What was the reason to break away from the multichannel solution, which we saw in Waveterminal 192L/X (Waveterminal 2496 descendant)?

ESI: Our main goal of developing Juli@ was making a reference model card in terms of audio quality. We did research the market and the already available products. We found that users would need either balanced or unbalanced I/O connections, preferably with the same number of input and output channels, but all products are supporting only one of each connector type. We came up with Juli@ with such a unique design with the user's needs in mind so that the I/O connections will be swappable between balanced and un-balanced. ESI plans to release new multi-channel solutions in the near future. iXBT.com:What was the criterion to select the certain ADC and DAC models (AKM 5385A and 4358)? Why did you choose the 8-channel DAC (AKM4358)?

ESI: We have been using the AKM4358 in development of other products such as the upcoming Audiotrak MAYA1010. We really liked the quality of AKM4358 so it was our conclusion to use it also for Juli@ despite the number of channels. This made it possible to use the additional channels to provide real-time monitoring for all S/PDIF and analog I/O signals, providing more functionality. As for the ADC, we always try to use the best available components, as recording is more important than playback for most professional users. iXBT.com:Did you choose during development a certain price/quality threshold, in order to reach a predetermined price (MSRP), or do your engineers preach some principle of reasonable sufficiency in the area of quality?

ESI: Of course reaching a specific price is always a concern during development. In case of Juli@, functionality and audio quality have been the highest priority. We are very glad that the final product is now available with a very competitive MSRP. iXBT.com:How do you feel, at what rates do the high sampling audio formats evolve in the area of music production and their demand by listeners/customers? ESI: When we started to sell 24bit audio cards several years ago, most of our professional users started immediately work with 24bit/44.1kHz. The higher resolution compared to previous 16bit products was a huge increase in audio quality useful for music production, even if the final product was just a 16bit/44.1kHz audio CD. Now, professionals are slowly starting to work with higher sample-rates in the production process, not only with the higher bit-rate. New formats such as DVD (audio or video) or SACD even require higher sample-rates in the production process; so many professionals are working with 96kHz or even 192kHz already. ESI supports these professionals not only with soundcards but also with exciting new concepts, such as our M-Fire M9600 24bit/96kHz DVD Master Recorder. These days, when we talk to the members of our professional user community, we can see that the demand for a higher recording quality standard is getting more and more important, although we have to admit, that this is a considerably slow process. Many professionals are also buying higher spec hardware because they understand that higher spec hardware also works better even when working with lower samplerates. For example, our 24bit/192kHz Juli@ will produce better results when used with 24bit/44.1kHz compare to other 24bit/96kHz devices, simply because of the much better ADC and DAC. For consumer products, the need to support 96kHz, or even 192kHz, is growing at the same time, mostly because of the necessity to playback already available consumer media. Windows Media Audio Professional supporting 24bit/96kHz is already a standard for PC audio. As more and more professionals are producing music and media content for higher bit and sample rates, the actual demand for consumer products that support these features is also growing. Still, it is not growing that fast, probably because of the reluctance of large media corporate to invest into better audio quality without having working Digital Rights Management solutions market ready.

iXBT.com:Can you tell us anything about the upcoming new generation of built-in sound named High Definition Audio replacing AC'97? Does it threaten high-quality soundcards supporting high sampling formats, or on the contrary will it draw attention to the high quality sound and promote high-quality sound devices?

ESI: We are aware of the HD Audio which sounds promising. But, from our experience in the past, we suspect that there always will be some limitations of on-board sound card. Most main board manufacturers will have to make compromises which will possibly lower the audio quality. We have evaluated the Azalia (former codename for HD Audio) demonstrated at the recent COMPUTEX Taipei 2004. There was certainly improvement on specification over the outdated AC97. However, we thought that it was not that impressive quality and not superior than AC97. We are confident that optional soundcards will be available in the future, probably mostly for audio enthusiast and of course for professionals. Audio still faces huge competition from leading companies and still doesn't provide a full substitute solution for high performance 3D audio and popular gaming surround sound standards such as EAX, Dolby Digital surround, and features like Advanced NSP, the ESI's solution to the native CPU processing for PC Audio. iXBT.com:What is your opinion of the E-MU revival in the sector of sound cards (especially the 1212M and 0404 models)? How you do evaluate DSP features and the quality of converters in these sound cards taking into account their prices? Will ESI respond with a solution featuring top-end converters at an affordable price?

ESI: We generally believe that onboard DSP solutions on audiocards will soon be history. Solutions like VST plugins or DirectX effects are providing excellent results for professional and even ultra high end professional effects, based on native CPU processing. Modern PCs are easily fast enough to provide better sounding effects and software synthesizer sounds compared to current DSP solutions. Right now, we are just at the beginning of this development - in the future, there will be less and less DSP based products in the audio market and native processing solutions will get even more important. In today's native processing environment, it is obvious that the value of a powerful driver providing low CPU load and low latency is considered much more valuable by professionals, compared to onboard DSP hardware. We also believe that we have developed a great value for audio professionals and audio enthusiasts with Juli@ - currently one of the best solution on the market for digital recording because of its exceptional circuitry design. The excellent frequency response is unmatched by any other products in this and even in higher price ranges. Yet, Singapore based Creative Labs has - with some of their E-MU brand products - achieved high dynamic range values on the input section - it is up to the customer if he prefers a good frequency response or a slightly higher dynamic range, just depending on his specific needs. Of course, ESI will provide even better AD and DA conversion quality for future professional audio products, e.g. with our upcoming multi-channel solutions. ESI was one of the first companies to introduce 192kHz and 7.1 channel sound cards and we will continue to introduce new standards and features first. Other examples are the unmatched features like our universal E-WDM drivers and of course DirectWIRE, a virtual digital routing solution with zero latency, exclusively available for users of ESI and Audiotrak products.

iXBT.com:How is ESI getting on? Should we expect new interesting products, such as Juli@, in future from ESI engineers? Can you share some of your plans with us?

ESI: Actually, ESI is currently mostly focusing on developing products that are more market-friendly. For consumer products, Audiotrak brand will release LP (Low Profile) type products which will inherit all the available features in a half sized PCI board and which will fit nicely in a small form factor PC cases. We have the new MAYA 1010 waiting to be released behind the corner but these might not be as special as Juli@. We do plan to design a variety of rack casings to give our users more connection possibilities, both for the consumer and professional music markets. Our drivers and control panels will always have ESI exclusive original features like E-WDM and DirectWIRE which have been as interesting to many people as Juli@'s brilliant swappable hardware design.

iXBT.com: We thank the entire ESI R&D team and personally Nikki Kichan Kang for the interview!

Conclusions

Professional sound card ESI Juli@ has an unusual design, it features both professional and consumer connectors, full MIDI and digital interfaces, high quality playback, excellent drivers, quite a reasonable price, and it is available on sale. Taking into account its price and professional orientation, we found no drawbacks in this card. ESI engineers did a good job, but one can never stop at what has been accomplished – we are looking forward to new sound cards from ESI/Audiotrak with higher quality DACs, which will compete with EMU products of the same price range.

ESI Juli@ gets the 'Original Design' award according to the test results.

We thank ESI for the kindly provided sound card ESI Juli@.

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[perryavenue]

Please Make The Call!

This morning, I exercised my constitutional right as a citizen and let my elected officials know my expectations of them. Participatory democracy is our right! I made four phone calls; to my two senators, to my congressperson, and to the Senate Committee on Homeland Security.  I reached a live person for three of those calls, and got voice mail on the fourth (but was able to record a message). 

I urge all of us who are U.S. citizens to call your elected representatives. Choose the issues that are important to you, do a little bit of Google research about them, find the contact information for those you need to call, take a deep breath, and jump in.  You’ll be so happy you did it!

I prepared in advance for what I wanted to say, to avoid word spam and embarrassing myself (I am so easily embarrassed!). I had three issues:  

*For Congress to overturn Trump’s Executive Order that shuts down refugee admission for 120 days, bars Syrian refugees indefinitely, and bars nationals from Iran, Iraq, Syria, Libya, Somalia, Sudan and Yemen from entering the U.S. for ninety days (with the option to add more countries in the future).

*For Congress to approve The Bridge Act, which extends benefits for DACA-mented immigrants and those fifteen and younger who will soon become eligible for DACA benefits

*For the Senate Committee on Homeland Security to vote to prevent Steve Bannon, Trump’s chief strategist and senior counselor, from serving on the National Security Council.

I know I’ll be doing this all again when it’s time for the Senate to approve more Executive Branch Department Secretaries, as more Executive Orders roll out, and as Republican-led legislation begins to be debated.  

If you’re calling about legislation pending before either the House or Senate (or both), your senator and congressperson staffers REALLY appreciate it if you can give them a bill number.  I include the bill numbers for the legislation I was calling about below the cut. You can look up pending legislation by bill number of by key words here

You can find the contact information for your Senator here.

You can find the contact information for your Congressperson here: 

If the Washington phone lines are busy, and remain busy after several tries, check the official’s websites for contact information at their local offices. Staffers at those offices will forward your request to the Washington office.

Keep reading for links to access the information you need on the issues I called about, and the strategy I used for my calls. 

Before making any phone calls, I checked to see if my senators and congressperson had already signed on to be co-sponsors of the two pieces of legislation I was interested in.  If their name was listed, then my phone call thanked them for their support, that I was proud to have my elected representative support such an important issue, and briefly, why it was important to me.  If their name wasn’t listed, then my phone call asked if the senator or congressperson had taken a position on the issue, and to state how important it was for them to co-sponsor this legislation.

To view the Senate web entry for S. 240 (seeks to overturn Trump’s Executive Order on Immigration) look here. Click on the co-sponsor tab to see the list of co-sponsors.

The House of Representatives version of the bill, H.R. 724, is here.  Click on the co-sponsor tab to see the list of co-sponsors.

To view the Senate web entry for S. 128 (The Bridge Act, which extends DACA benefits), look here . Click on the co-sponsor tab to see the list of co-sponsors.

The House of Representatives version of the bill, H.R. 496, is here.  Click on the co-sponsor tab to see the list of co-sponsors.

Here are my experiences making the calls.

I called Senator Schumer’s (D-NY) office first. After two tries,  I spoke with a staffer in his office, and my message was that I thanked Senator Schumer for co-sponsoring S -240, A bill to nullify the effect of the recent executive order (e.o.) that temporarily restricted individuals from certain countries from entering the United States. For your reference, this is the e.o. that banned refugee admission from all countries for 120 days, banned admission from seven named countries for 90 days, and banned admission of Syrian refugees indefinitely.

I also thanked Senator Schumer for co-sponsoring of S-128, The “Bridge” Act.  For your reference,  Bridge stands for: Bar Removal of Individuals who Dream and Grow our Economy Act. This act extends the status of DACA-mented immigrant youth and those eligible to apply for DACA. It grants this benefit to nearly 800,000 DACA-mented immigrants who have received DACA benefits and an additional 220,000 children under the age of 15 and currently in the United States who will qualify for DACA (Deferred Action for Childhood Arrivals).

My next call was to Senator Gillibrand’s (D-NY) office.  After repeated busy signals at her Washington, D.C. office, I called one of her New York offices and my call was picked up immediately.  I told the staffer who answered the phone that I thanked Senator Gillibrand for co-sponsoring S-240, and asked if she had taken a position yet on S-128. The staffer said “no."  I conveyed my message that I hoped the Senator would sign on as a co-sponsor, that immigrant rights was a very important issue for me, and explained why the bill was so important to me.

My third call was to my Congressperson, Claudia Tenney (R-NY).  The House version of S-128 is H.R. 496.  I know she’s VERY conservative and supports Trump (upstate New York is HUGELY Republican), so when I spoke with her staffer, I mentioned that I had looked at the list of co-sponsors for H.R. 496, and that the bill had bi-partisan support (in fact, there are nearly equal numbers of Republicans and Democrats). I told the staffer why the bill was important to me, and that I wanted her to support it.  This was the only call where the staffer asked for my address, which I happily gave to him.

There’s a H.R. bill similar to S-240, known as H.R. 724, which has 185 co-sponsors, but they’re all Democrats.  So I knew discussing THAT bill with her staffer was a non-starter.

My last call was to the Senate Committee on Homeland Security to complain about Bannon being given a seat on the National Security Council, my understanding that since he holds a position in the White House that did not require Senate approval, the Senate must approve his seat on the NSC, and my hope that they will not grant that approval.  The call went to voice mail, so I left a message.

I don’t generally make calls like these, and I thought a lot about what I would say before I called, and was nervous during the calls, but they’re done now, and I am SO glad I made them.  Remember that phone calls are the most effective way to convey your concerns to your elected representatives. The staff tally them and share the information.

You can do this!

[enchantingtigerbarbarian-blog]

Index

INDEX

Abbas, Mahmoud, 231, 299

Abe, Shinzō, 106

Abraham Lincoln, USS, 182

Abramovich, Roman, 80

Adelson, Sheldon, 6, 141–43, 178, 289, 309

Afghanistan, 42, 263–68, 275–76

Agalarov, Aras, 254

Agenda, The (Woodward), 116

Ailes, Beth, 1, 4, 223–24

Ailes, Roger, 1–8, 11, 24, 26, 57, 59–60, 147, 164, 178–79, 195–98, 210, 212, 222–23

Alabama, 301–3

Al Shayrat airfield strike, 193–94

alt-right, 59, 116, 121, 128–29, 137–38, 174, 180, 296

American Prospect, 297

Anbang Insurance Group, 211

anti-Semitism, 140–44, 296

Anton, Michael, 105–6, 185, 229

Apprentice, The (TV show), 30, 76, 92, 109, 200

Arif, Tevfik, 100

Armey, Dick, 81

Arthur Andersen, 278

Art of the Deal, The (Trump and Schwartz), 22

Assad, Bashar al-, 183, 190

Atlantic City, 30, 99, 210

Atwater, Lee, 57

Australia, 78

Ayers, Nick, 240

Azerbaijan, 254

Bahrain, 231

Baier, Bret, 159–60

Baker, James, 27, 34

Baker, Peter, 277

Bannon, Steve, 185, 209, 247

Afghanistan and, 263–68

agenda of, in White House, 115–21, 275–77

agenda of, post-firing, 301–10

alt-right and, 137–38

background of, 55–60

campaign and, 3, 12–13, 17–18, 55, 86, 112–13, 201

Charlottesville and, 294–96

China and, 7–8, 297

Cohn and, 144, 146, 186

Comey firing and, 169–70, 211–15, 217–18, 232–33, 245–46, 261

CPAC and, 126–34

eve of inauguration and, 4–10

first weeks of presidency and, 52–55, 60–65, 67–70

Flynn and, 95, 103, 106

immigration and, 61–65, 77, 113

inauguration and, 42–43, 148

influence of, 70, 85, 108–10, 188

isolationism of, 227

Israel and, 140–43

Ivanka and, 146–48, 186–87, 211, 218–19, 221, 257

Jarvanka vs., 140, 174–82, 235–39, 243, 257, 261–62, 272, 274, 277, 280–81, 289–91

Kelly and, 287–91, 294–97

Kushner and, 69–70, 72, 77, 87, 110, 132, 134, 140–48

Kuttner call and firing of, 297–300, 307

media and, 38, 90–91, 93, 195–97, 206–9, 222

NSC and, 103, 176, 190–92

Obamacare and, 165–67, 170–72, 175

Paris Climate Accord and, 238–39

Pence and, 124

Priebus and, 33–34, 110

role of, in early presidency, 31–35

Russia investigation and, 7, 95, 97, 101, 154–55, 157, 170, 211, 233–46, 254–55, 257, 260–62, 278–81, 308

Ryan and, 161–63

Saudi Arabia and, 229–30

Scaramucci and, 268, 271, 274, 277, 281–85

Sessions and, 155, 241–42, 277–78

Syria and, 190–94

Trump on, 122–23

Trump pressured to fire, 173–82

Trump’s personality and, 21, 23, 35, 45, 47–48, 148–49, 158

Trump’s Times interview and, 277–78

White House appointments and, 4, 36, 86–87, 89, 189, 285

Barra, Mary, 88

Barrack, Tom, 27–29, 33, 42, 85, 233, 240

Bartiromo, Maria, 205

Bass, Edward, 56

Bayrock Group, 100–102

Bedminster Golf Club, 165, 213–14, 216, 287–94, 297, 302, 307

Beinart, Peter, 297

Benghazi, 97

Berkowitz, Avi, 143

Berlusconi, Silvio, 100

Berman, Mark, 78

Best and the Brightest, The (Halberstam), 53–54

Bezos, Jeff, 35

Biosphere 2, 56

Blackstone Group, 35, 78, 87, 298

Blackwater, 265

Blair, Tony, 156–58, 228

Blankfein, Lloyd, 144

Bloomberg, Michael, 117

Boehner, John, 26, 161

Boeing, 88

Bolton, John, 4–5, 189

border wall, 77–78, 228, 280, 303

Bossie, David, 58, 144, 177, 234, 237, 301

Bowles, Erskine, 27

Boyle, Matthew, 298–300

Boy Scouts of America, 284

Brady, Tom, 50

Brand, Rachel, 279

Breitbart, Andrew, 58–59

Breitbart News, 2, 32, 58–59, 62, 121, 126–29, 138, 160–62, 167, 179–80, 196, 207–8, 237, 266, 275, 297–98, 309

Brennan, John, 6, 41

Brexit, 5

Britain, 70, 157

Brooks, Mel, 15

Bryan, William Jennings, 45

Brzezinski, Mika, 66–69, 121, 176, 247–49

Brzezinski, Zbigniew, 66

Buckley, William F., 127

Bush, Billy, 10, 13–14, 34, 86, 96, 161

Bush, George H. W., 26, 27, 34, 126

Bush, George W., 16, 27, 44, 82, 90, 126, 128, 138, 182, 184, 199, 205, 225, 227, 264

Bush, Jeb, 21, 56, 138

business councils, 35, 87–88, 239, 298

Camp David, 84

Canada, 107, 228

Card, Andrew, 27

Carlson, Tucker, 140, 205

Carter, Arthur, 74–75

Carter, Graydon, 74, 199

Carter, Jimmy, 27, 66

Caslen, Robert L., Jr., 189

Celebrity Apprentice (TV show), 22

Central Intelligence Agency (CIA), 6, 17, 42, 48–51, 65, 102, 104, 263, 265, 267

Charlottesville rally, 292–96, 298

chemical weapons, 183–84, 190–93, 265

Cheney, Dick, 27

China, 6–8, 39, 100, 193–94, 211, 226, 228, 258, 267, 269–70, 297

Chopra, Deepak, 80

Christie, Chris, 16, 24–25, 30–31, 210, 242, 279

Christoff, Niki, 78

Churchill, Winston, 50

Circa news website, 159, 257

Clapper, James, 41, 214–15

Clinton, Bill, 23, 27, 54, 58, 90, 116, 123, 128, 158, 225, 228

impeachment of, 201, 233, 280

Clinton, Hillary, 3, 11–12, 18, 35, 69, 76, 87, 94, 97, 112, 134, 141, 144, 164, 204, 206, 233, 253, 269

Comey and, 169, 213, 216, 220, 245

Russian hacking of emails, 254, 259–60

Clinton Cash (Schweizer), 309

CNBC, 143, 207

CNN, 37, 39, 92, 159, 237, 298

Cohen, Michael, 278–80

Cohn, Gary, 89, 143–46, 170–71, 176, 186–87, 190, 229, 235, 258, 261, 270, 276, 285, 290, 296, 304–5

Cohn, Roy, 73, 141

Collins, Gail, 92

Comey, James, 6, 11, 168–70, 211–20, 223–24, 229, 232–33, 237, 242–45, 261–62, 280, 307

Commerce Department, 133

Conservative Political Action Conference (CPAC), 126–39

Conway, George, 201–2

Conway, Kellyanne, 9–10, 12, 18, 20, 33, 37, 39, 43, 45, 48, 60, 64, 81, 84, 86–87, 91, 93, 96–97, 107, 109, 112, 122, 127, 129, 132, 134, 146, 170, 175–76, 185, 188, 198–203, 205, 207, 209, 261, 269, 291

Corallo, Mark, 238, 257, 259–60, 280–81

Corker, Bob, 43

Corzine, Jon, 56, 144

Coulter, Ann, 29, 128, 138, 201, 205

Couric, Katie, 203

Cruz, Ted, 12, 201

DACA, 280

Daily Mail, 15, 308

Daley, Bill, 27

Davis, Lanny, 233, 238

Dean, John, 212–13

Defense Intelligence Agency, 101

Democratic National Committee (DNC), 101

Democratic Party, 37, 97, 212, 310

Deripaska, Oleg, 17, 101, 240

Devil’s Bargain, The (Green), 276, 289

DeVos, Betsy, 21, 129

DeYoung, Karen, 105–6

Dickerson, John, 209

Digital Entertainment Network, 56

Director of National Intelligence, 86, 214

Disney, 42, 88

Dowd, Mark, 281

Dubai, 39

Dubke, Mike, 208, 273

Duke, David, 141

Dunford, Joseph, 182

Egypt, 6, 81, 227, 231

elections

of 2008, 62, 111

of 2016, 18, 101–2, 309

of 2017, 301–2

of 2018, 171, 309–10

of 2020, 308–9

Emanuel, Rahm, 27

Enron, 278

environmental regulation, 182, 295

Epstein, Edward Jay, 102

Epstein, Jeffrey, 28

Europe, 5, 142

European Union, 99

executive orders (EOs), 120, 133

climate change, 182

immigration and travel ban, 61–65, 68, 70, 78, 95, 113, 117

executive privilege, 245, 278

Export-Import Bank, 271

Facebook, 21

Farage, Nigel, 275

Federal Bureau of Investigation (FBI), 6, 11, 42, 96, 98, 101–2, 156, 159, 168–70, 210–20, 235, 244–46, 255, 281

Federalist Society, 86

Federal Reserve, 276

Fields, James Alex, Jr., 293

Financial Times, 278

First Amendment, 136

Five, The (TV show), 273

Florida, 60

Flynn, Michael, 4, 16–17, 95–96, 101–7, 154–55, 172, 176, 188–89, 191, 210, 220–21, 225, 227, 244, 280

Foer, Franklin, 99–102

Ford, Gerald, 27, 90

Foreign Intelligence Surveillance (FISA) Court, 95

Fourth Amendment, 16

Fox Business Channel, 205, 268, 270

Fox News, 1–3, 8, 24, 127–28, 140, 159, 195–97, 205, 217, 223, 237, 272, 284, 298

Franken, Al, 151–52

Freedom Caucus, 161, 171

Fusion GPS, 37, 99

G20 summit, 257

Gaddafi, Muammar, 270

Gamergate, 59

Gawker, 308

Gaza, 6

Gazprom, 101

Geffen, David, 12, 178

General Electric (GE), 88

General Motors, 88

Georgia (post-Soviet), 226

Gingrich, Newt, 177

Giuliani, Rudy, 16, 30, 86–87, 210, 242, 279

Glover, Juleanna, 78

Glover Park Group, 203

Goldman Sachs, 55–56, 81–82, 119, 143–49, 174, 179, 184, 270, 305

Goldman Sachs Foundation, 82

Goldwater, Barry, 127

Gore, Al, 123

Gorka, Sebastian, 129

Gorsuch, Neil, 85–87, 133

Grimm, Michael, 310

Guardian, 276

Guilfoyle, Kimberly, 223, 272–73, 284

H-1B visas, 36

Haberman, Maggie, 91–92, 206–7, 277

Hagin, Joe, 186, 229

Hahn, Julia, 236

Haig, Alexander, 27

Halberstam, David, 53–55

Haldeman, H. R., 27

Haley, Nikki, 305–6

Hall, Jerry, 19

Halperin, Mark, 217

Hamad bin Isa Al Khalifa, king of Bahrain, 231

Hanley, Allie, 127, 139

Hannity, Sean, 68, 195–96, 222–24, 309

Harder, Charles, 308

Haspel, Gina, 157

Health and Human Services Department (HHS), 166

Hemingway, Mark, 38

Heritage Foundation, 162

Heyer, Heather, 293

Hicks, Hope, 13, 26, 109, 150–54, 158, 160, 185, 188, 198–201, 203–9, 213, 216–17, 229, 235, 247, 258–59, 261–62, 271, 277, 279, 281, 297, 307

Hiltzik, Matthew, 203–4, 207

Hitler, Adolf, 127

HNA Group, 269

Hogan, Hulk, 22, 308

Homeland Security Department, 63, 86, 133, 218, 285, 288

Hoover, J. Edgar, 219

Hubbell, Webster, 97

Hull, Cordell, 105

Hussein, Saddam, 27

Hutchison, Kay Bailey, 81

IBM, 88

Icahn, Carl, 20, 141, 211

Iger, Bob, 88, 238

immigration and travel ban, 36, 62–65, 68, 70, 78, 95, 113, 116–17, 138, 288

infrastructure, 224, 295

Ingraham, Laura, 201, 205, 222

intelligence community, 6–7, 41–42, 98, 101–2, 104, 153, 159, 219

Internet Gaming Entertainment (IGE), 56–57

In the Face of Evil (documentary), 58

Iran, 4, 191, 225–27

Iraq, 42, 49, 128, 138, 182

ISIS, 7, 49, 219

isolationism, 118, 174, 184, 191, 227

Israel, 4, 6, 140–43, 211, 219, 227, 230, 265, 281, 289

Jackson, Andrew, 44, 67, 158

Jackson, Michael, 28, 42

Japan, 39, 106

Jarrett, Valerie, 129

Jefferson, Thomas, 293

Jerusalem, 6

Jews, 73, 140–45, 157, 293

John Birch Society, 127

Johnson, Boris, 70

Johnson, Jamie, 79–80

Johnson, Lyndon B., 6–7, 53, 66, 158, 167

Johnson, Woody, 12

Jones, Paula, 201

Jordan, 6

Jordan, Hamilton, 27

Jordan, Vernon, 78

Justice Department (DOJ), 94–96, 98, 105, 151, 154–56, 168–69, 210, 216–17, 242

Kaepernick, Colin, 303

Kalanick, Travis, 88

Kaplan, Peter, 74–76

Kasowitz, Marc, 238, 259–60, 280–81

Kazakhstan, 281

Keaton, Alex P., 128

Kelly, John, 4, 63, 109, 188, 218, 285, 287–91, 294–97, 299–300, 304–7

Kennedy, John F., 53, 84

Kent, Phil, 92

Khan Sheikhoun chemical attack, 183–84, 188–93

Kim Jong-un, 293

King, Martin Luther, Jr., 50–51

Kirk, Russell, 127

Kislyak, Sergey, 95, 106, 151, 154–55, 218, 236

Kissinger, Henry, 41, 77, 142, 145, 193, 226–28

Koch brothers, 178

Kudlow, Larry, 143, 207

Ku Klux Klan (KKK), 294–95

Kurtz, Howard, 217

Kushner, Charlie, 17, 31, 72, 210–11, 257, 281

Kushner, Jared

background of, 28, 71–76, 80–81

Bannon and, 8, 12, 52–53, 68, 110, 115, 132–34, 140, 145–47, 154, 173–74, 176, 179–82, 187, 191, 207–8, 235–36, 238–39, 243, 245–47, 274, 276, 281, 289, 291, 297

business affairs of, 17–18, 102, 211, 256, 281

business council and, 35, 87–88

Charlottesville rally and, 294

China and, 193, 211, 228

Christie and, 31

Comey and, 168–70, 210–14, 216–18, 232, 243, 245, 280, 307

CPAC and, 132–34

electoral victory and, 10, 12, 18–19, 45, 60, 103, 112

intelligence community and, 41–42, 48, 156–57

Kelly and, 288–91, 294, 305–6

McMaster and, 176, 189, 192–93, 235, 266, 289

media and, 68–69, 76, 146, 202–3, 207, 277–79

Mexico and, 77–78

Middle East and, 70, 140–43, 145, 157, 182, 192, 194, 211, 266, 268

Murdoch and, 73, 156, 179

Obamacare and, 72, 166–68

Office of American Innovation and, 181, 207

policy and, 115–25, 226, 228

role of, in White House, 29–30, 40–41, 64, 69–72, 77, 93, 109, 172, 285

Russia and, 24, 106, 154–56, 170, 236, 239, 253–58, 261, 271, 273, 278, 280, 283–84, 307–8

Saudi Arabia and, 225–29

Trump’s speech to Congress and, 149–51

White House staff and, 33, 110, 121, 140, 143–49, 186, 253, 268, 271–74, 282–83, 286

Kushner, Josh, 69, 166

Kushner Companies, 256

Kuttner, Robert, 297–98

labor unions, 67–68

Ledeen, Michael, 104

Lee, Robert E., 293

Lefrak, Richard, 27

Le Pen, Marine, 100

Lewandowski, Corey, 11–13, 17, 26, 28–29, 204, 234, 237–38, 252–53, 255

Lewinsky, Monica, 233

Libya, 6, 42

Lighthizer, Robert, 133

Limbaugh, Rush, 128, 222

Lowe, Rob, 42

Luntz, Frank, 201

Manafort, Paul, 12, 17, 28, 101, 210, 240, 253–56, 278, 280

Manhattan, Inc., 74

Manigault, Omarosa, 109

Mar-a-Lago, 4, 69, 99, 106, 159, 189, 193–94, 210, 228, 248–49

Marcus, Bernie, 309

Mattis, James, 4, 21, 103, 109, 188, 264–65, 288, 296, 304–5

May, Theresa, 258

McCain, John, 112, 306

McCarthy, Joe, 73

McConnell, Mitch, 32, 117, 301–2

McCormick, John, 167

McGahn, Don, 95, 212–14, 217

McLaughlin, John, 10

McMaster, H. R., 109, 176, 185, 188–93, 211, 235, 258, 263–68, 276–77, 288–89, 298–99, 304–5

McNerney, Jim, 88

Meadows, Mark, 161, 163, 171

Medicare, 165

Melton, Carol, 78

Mensch, Louise, 160

Mercer, Rebekah, 12, 58–59, 121, 127, 135, 139, 177–80, 201, 208, 309

Mercer, Robert, 12, 58–59, 112, 177–80, 201, 309

Mexico, 39, 62, 77, 93, 228

Middle East, 29, 70, 140, 145, 157, 190, 211, 224–33, 242, 264

Mighty Ducks, The (TV show), 56

military contractors, 265, 267

Miller, Jason, 234, 237–38, 299

Miller, Stephen, 61, 64–65, 89, 133, 148, 209, 213, 229, 258, 307

Mnuchin, Steve, 13, 133, 290, 296, 304

Mohammed bin Nayef, crown prince of Saudi Arabia (MBN), 228, 231

Mohammed bin Salman, crown prince of Saudi Arabia (MBS), 224–31

Moore, Roy, 302–4

Morgan, Piers, 22

Morning Joe (TV show), 32, 66–67, 121, 189, 247–48

MSNBC, 66, 106, 247

Ms. Universe contest, 38–39

Mueller, Robert, 220–21, 223, 229–30, 232–33, 238–41, 243, 256, 258, 261–62, 277–80, 306, 308

Mulvaney, Mick, 116, 171, 185, 285

Murdoch, Chloe, 156

Murdoch, Grace, 156

Murdoch, Rupert, 2, 8, 19–20, 32, 36, 60–61, 73–74, 80–81, 93, 121, 147, 156–57, 178–79, 195–98, 223, 289, 298

Murdoch, Wendi, 19, 80, 156

Murphy, Mike, 56

Musk, Elon, 35, 78, 88, 238

National Economic Council, 89, 143–44

National Environment Policy Act (1970), 182

National Football League, 303–4

nationalists, 133–34, 138, 174, 276, 293, 301–2

National Policy Institute, 127

National Republican Senatorial Committee, 112

National Security Advisor

Brzezinski as, 66

Flynn as, 4, 17, 95, 101–7, 191

McMaster as, 176, 188–89

Rice as, 6, 41

National Security Agency (NSA), 102, 223

National Security Council (NSC), 42, 103, 105, 176, 185–86, 190–91, 193, 265, 267

Navarro, Peter, 133

Nazi Germany, 7

NBC, 66, 92

neoconservatives, 4, 128, 227

neo-Nazis, 137, 292–95

Netanyahu, Benjamin, 6, 142, 231

New Republic, 98, 297

Newsom, Gavin, 272

New Yorker, 37, 56, 151, 154, 215, 284–85

New York magazine, 74

New York Observer, 72–76, 141

New York Post, 15, 74, 113, 207

New York Times, 37, 51, 90–92, 96, 151–53, 196, 205, 207, 211, 236, 237, 257, 259–60, 266, 271, 277

Nixon, Richard M., 2, 8, 26–27, 41, 54, 90, 93, 212–13, 222

Nooyi, Indra, 88–89

North American Free Trade Agreement (NAFTA), 77

North Atlantic Treaty Organization (NATO), 99

North Korea, 291–93, 297

Nunberg, Sam, 11, 13, 16, 22, 144, 237–38, 248, 282, 291, 300

Nunes, Devin, 170

Obama, Barack, 27, 35–36, 41–45, 54, 61–63, 67, 90, 101, 104, 128, 164, 187, 215, 250, 269, 295

birth certificate and, 62, 295

DOJ and, 94–96, 210, 279

executive orders and, 61

farewell speech, 36

Flynn and, 101

immigration and, 63

Middle East and, 6–7, 42, 183, 190, 225, 227, 231, 263–66

Russia and, 95, 151–54, 156

Trump inauguration and, 43–44

White House Correspondents’ Dinner and, 198

wiretapping and, 157–60

Obamacare repeal and replace, 72, 116–17, 164–67, 170–71, 175, 224, 283, 285, 290

Office of American Innovation, 180–81, 207

Office of Management and Budget (OMB), 116, 185, 285

O’Neill, Tip, 167

opioid crisis, 291

O’Reilly, Bill, 195–96, 222

Organization for Economic Co-Operation and Development, 271

Oscar insurance company, 72

Osnos, Evan, 154

Page, Carter, 101

Palestinians, 227, 230–32

Panetta, Leon, 27

Paris Climate Accord, 182, 238–39, 301

PayPal, 21

Pelosi, Nancy, 78

Peña Nieto, Enrique, 77–78, 228

Pence, Karen, 124, 209

Pence, Mike, 92, 95, 106–7, 123–24, 171, 209, 218, 240

Pentagon, 7, 55

Perelman, Ronald, 73, 141

Perlmutter, Ike, 141

Petraeus, David, 263–64

Pierce, Brock, 56–57

Planned Parenthood, 117

Playbook, 171

Podesta, John, 27

Politico, 171

Pompeo, Mike, 49, 51, 157, 306

populists, 6, 24, 31, 100, 113, 118, 142, 174–75, 177, 276, 301

Powell, Dina, 81–82, 145–46, 176–77, 184–88, 190, 192–94, 229, 235–36, 258, 261, 265–67, 276, 279, 285, 296, 306

Preate, Alexandra, 1, 32, 130, 207–8, 238, 249, 275, 278–79, 299

Pre-Election Presidential Transition Act (2010), 24

Price, Tom, 165–66, 171, 291

Priebus, Reince, 77, 86, 144, 146, 150, 166, 171–73, 176, 203, 205, 207, 209, 229, 238, 257, 296, 304

business councils and, 89

campaign and, 9–10, 13, 18, 112–13

chief of staff appointment and, 26, 32–34, 60, 64–65, 67–70, 109–10, 117–24, 243–44, 305

CPAC and, 127, 130–34

Flynn and, 95, 106

inauguration and, 45, 52

Obama wiretapping story and, 159–60

resignation of, 282–85, 307

Russia investigation and, 171, 211–14, 216–17, 232–34, 261–62

Scaramucci and, 270–72, 282–85

Prince, Erik, 265, 267

Private Eye magazine, 74

Producers, The (film), 15–16

Pruitt, Scott, 21

Putin, Vladimir, 7, 8, 24, 37–38, 99–102, 153, 155

Qatar, 230–31

Raffel, Josh, 142, 207, 258–59, 279

Reagan, Ronald, 26, 27, 34, 58, 90, 126–27, 144, 201, 222

Remnick, David, 154

Renaissance Technologies, 58

Republican National Committee (RNC), 10–11, 13, 26, 28, 30, 32–33, 52, 112, 119, 172, 205

Republican National Convention, 21, 26, 28, 253

Republican Party, 2, 18, 30, 40–41, 81, 86, 98, 111–12, 117–21, 128, 161–67, 171–72, 201, 290, 303

fracturing of, 179–80, 253, 283, 306, 309–10

Rhodes, Ben, 41, 154, 159, 185, 215

Rice, Susan, 7, 41, 153

Rometty, Ginni, 88

Rose, Charlie, 309

Rosen, Hillary, 78

Rosenstein, Rod, 212, 214, 216–21, 279

Ross, Wilbur, 78, 133, 229–30

Roth, Steven, 27, 141

Rove, Karl, 57, 238

Rumsfeld, Donald, 27

Russia, 24, 37–39, 92, 151–56, 160, 190–91, 236–46, 273, 303, 307–8

Bannon on, 6–7, 238–40, 278–83

Comey and, 168–70, 210–20, 242, 244–45

Don Jr. Trump Tower meeting and, 253–61, 271–72, 307

Foer’s theories on, 99–102

Flynn and, 17, 95, 102–7, 154–56

investigations begun, 41, 94–107

Kushner and, 41–42, 80, 102, 154–56, 168–70, 210–14, 218, 226, 236–37, 245–46, 254–56, 273, 278, 281, 283–84, 307–8

money trail and, 278–83

Mueller appointed special counsel, 220–21, 223, 229–30, 232–33, 238, 239, 241, 243, 261–62, 278–80

Obama wiretapping story and, 157–60

sanctions and, 105–7, 226

Sessions and, 151–52, 155–56, 245–46

Syria and, 190–91, 226

Steele dossier and, 37–39, 92–93, 102, 151, 156

Russian oligarchs, 17, 81, 100–101, 254

Ryan, Paul, 32, 117–21, 159–67, 170–72, 224

Sandberg, Sheryl, 187, 236

Sanders, Bernie, 5

Sanders, Sarah Huckabee, 229

Sater, Felix, 100–101, 278

Saturday Night Live (TV show), 89, 91, 93, 208, 276

Saudi Arabia, 6, 224–32, 236

Saval, Nikil, 276

Scaramucci, Anthony, 268–74, 277, 281–86, 288, 307

Scarborough, Joe, 32, 47, 66–69, 81, 121, 147, 176, 247–49

Scavino, Dan, 229

Schiller, Keith, 217, 229

Schlapp, Matt, 127, 129, 131–33

Schlapp, Mercedes, 129

Schmidt, Michael, 277

Schwartz, Arthur, 249, 298–300

Schwartz, Tony, 22

Schwarzman, Stephen, 35, 78, 87–88, 298

Secret Service, 84

Seinfeld (TV series), 56

Sekulow, Jay, 281

Sessions, Jeff, 4, 59, 61–62, 64, 94, 138, 151–52, 155–56, 170, 212, 214, 216–18, 220, 241–42, 245–46, 261, 277, 279–80, 302

Sinclair organization, 159

Sisi, Abdel Fattah el-, 231

60 Minutes (TV show), 309

666 Fifth Avenue, 211, 281

Skybridge Capital, 269–70

Slate, 98–99

Slovenia, 15

Smith, Justin, 78

Snowden, Edward, 42, 95

Soros, George, 178

Special Operations, 265

Spencer, Richard, 127, 129–30, 137–39, 292–94

Spicer, Sean, 10, 47–48, 64, 91, 96, 122, 132, 160, 205–7, 211, 217–18, 223, 229, 251–52, 257–58, 261, 272–73, 282, 286, 296, 307

Spy magazine, 74

Starr, Ken, 233

State Department, 63, 86, 228–29, 231

Steele, Christopher, 37, 99

Steele dossier, 37–39, 92–93, 102, 151, 156

steel industry, 67–68

Steinmetz, Benny, 211

Stone, Roger, 13, 17, 55, 288

Strange, Luther, 302–4

Strategic and Policy Forum, 87–89

Suzy magazine, 15

Swan, Jonathan, 299

Syria, 42, 183–84, 188–93, 219, 226, 265

Taliban, 267

tax reform, 87, 167, 224, 290

Tea Party, 5, 18, 26, 33, 58–59, 128, 161–63

Thiel, Peter, 21, 222, 309

Thrush, Glenn, 91, 277

Tillerson, Rex, 4, 21, 86, 211, 225, 229, 265, 267, 296, 304–6

Time magazine, 50, 56, 93, 130, 147, 276

Time Warner, 78, 92

trade, 116, 174, 276

transgender ban, 284

Treasury Department, 133

Trotta, Liz, 223

Trudeau, Justin, 107, 228

Truman, Harry, 61

Trump, Barron, 14

Trump, Don, Jr., 17–18, 27, 204, 252–61, 271, 278–79, 307

Trump, Donald

Abe meeting at Mar-a-Lago and, 106

Afghanistan and, 263–68

Ailes on, 2–8

Ailes’s funeral and, 222–24

Alabama GOP Senate run-off, 301–4

Apprentice and, 30, 76

Bannon and, 1–8, 31–32, 35, 52–53, 59–65, 93, 122, 146–47, 158, 187, 190–91, 232–37, 289, 301, 308–10

Bannon firing and, 173–83, 298–300

Billy Bush tape and, 13–14, 34

business and finances of, 17–18, 36–37, 39, 99, 100, 102, 240, 252–53, 277–79

business councils and, 87–89, 298

cabinet appointments and, 4–5, 86

campaign and, 3, 12–18, 59–60, 66–67, 99, 101, 112, 114, 134, 157, 201–4

Canada and, 228

chaotic leadership style of, 108–24

Charlottesville and, 293–96, 298

China and, 193–95, 228, 297–98

Comey and, 168–69, 210–20, 224, 232–33, 242, 244–46

Congress and, 116–18

Conway and, 146–47, 200–203

CPAC and, 126–39

DOJ and, 155–56, 168–69

electoral victory of, 3, 9–20, 24, 34–39

executive orders and, 61–65, 120

fake news and, 39, 48, 135–36, 152, 168, 215, 237

Flynn and, 103–4, 106–7

foreign policy and, 184, 226–28

future of presidency of, 308–10

Gorsuch nomination and, 85–87

Haley and, 305–6

Hannity interview and, 309

Harrisburg trip and, 209

immigration and, 61–65, 68, 117

inauguration and, 1, 40–44, 47–51, 251

information and influences on, 70–71, 108–9, 113–16, 188, 192–93

intelligence briefings and, 115

intelligence community and, 41–42

Israel and, 231

Ivanka and, 69–71, 79–80, 181, 187, 237, 252, 257–58, 290

Jews and, 140–44

Kelly as chief of staff and, 285–91, 294–97, 304–7

Kislyak meeting in Oval Office and, 218–19

Kushner and, 40, 69–73, 93, 122, 126, 142, 145, 179, 181–82, 211, 252–53, 290

McMaster and, 188–90, 193, 289

media and, 34–35, 39, 46–47, 51, 74–76, 89–93, 96–99, 195–209, 215, 224, 247–51, 260

Melania and, 14–15, 43

Mercers and, 178–80

Mexico and, 77–78, 228

Mueller investigation and, 220–21, 223, 229–30, 232–33, 238–41, 243, 256, 258, 261–62, 277–80, 306, 308

Murdoch and, 19–20, 60–61

New York Times interview of, 277

NFL controversy and, 303–4

nightly phone calls and, 85, 92, 121–23, 158, 188, 210, 215, 230, 279

normalizing influences on, 138, 179, 183–88

North Korea and, 106, 291–93, 298

Obamacare and, 164–71, 175, 224, 283

Obama wiretapping accusation and, 157–60

O’Reilly and, 196–97

pardon power and, 256

Paris Climate Accord and, 238–39

Pence and, 123

personality and behavior of, 21–24, 35, 54–55, 70–73, 83, 114, 158, 232, 242–31, 248, 303

phone calls with foreign leaders, 78

political style of, 45–48, 249–51

popular vote and, 34

press secretary and, 110, 205–6, 272–74

Priebus as chief of staff and, 26–34, 109–10, 122, 146, 187, 243, 285

Republican Party and, 112, 163

right wing and, 196–97, 222–23, 237

Russia and, 24, 37–39, 41, 95–107, 151–54, 168, 190–91, 212, 218–21, 236–42, 244–45, 253–62, 271–72, 278–79, 283, 303, 307–8

Saudi Arabia and, 224–32

Scaramucci and, 269–71, 273–74, 282–84

Scarborough and Brzezinski and, 66–69, 247–49

Sessions and, 155–56, 241–42, 245, 277, 284

sexual harassment and, 23, 238

sons and, 252–53

speaking style of, 135–37

speech at Huntsville for Strange, 303–4

speech to Boy Scouts, 284

speech to CIA, 48–51, 65

speech to joint session of Congress, 147–50

staff doubts about, 186, 232–33, 242–43, 304–5

staff infighting and, 122–23

Syria and, 183–84, 188–93

tax reform and, 224

tax returns and, 18, 278

television and, 113, 150, 188, 197

transition and, 24–36, 103, 110, 112, 144

White House Correspondents’ dinner and, 198–99, 208–9

White House living quarters and, 70, 83–85, 90–92

women as confidants of, 199–200

Yates and, 94–96, 98, 214–16

Trump, Eric, 17, 27, 252–53

Trump, Freddy (brother), 72

Trump, Fred (father), 72, 90, 295

Trump, Ivanka, 13, 15, 17–19, 64

Afghanistan and, 266–68

background of, 73, 75, 78–81, 141, 179

Bannon and, 145, 147, 174, 176, 179–81, 187, 208, 235–39, 243, 261–62, 267, 274, 276, 280–81, 289, 291, 297

Charlottesville rally and, 294

China dinner and, 194

Christie and, 31

Comey and, 170, 210–13, 216–17, 233, 237, 245, 261–62

Haley and, 305

Kelly and, 288–90, 306

media and, 156, 202–3, 207, 272–73, 277–79

Obamacare and, 166

Paris Climate Accord and, 239

Powell and, 81–82, 140, 145–46, 186–88

Russia and, 239, 256–58, 261–62, 273, 307–8

Saudi Arabia and, 229, 231

Syria and, 190, 192

White House role of, 68–71, 78–81, 118–19, 181, 187, 200, 252, 285

White House staff and, 124, 146–48, 202–3, 268, 272–73, 282–83, 286, 289

Trump, Melania, 14–15, 18, 29, 43–44, 84, 229, 231, 291, 308

Trump International Hotels, 43, 200–201, 298, 300

Trump SoHo, 210

Trump Tower, 25, 35–37, 60, 83–84, 100, 108

Don Jr. meeting with Russians at, 253–61, 271–72, 307

Kislyak meeting with Kushner and Flynn at, 154

surveillance of, 158–59

Turkey, 104, 226

Twenty-Fifth Amendment, 297, 308

Uber, 78, 88

Ukraine, 101, 226, 240

U.S. Congress, 41, 61, 98, 120, 147–49, 152, 163, 165, 166, 216–17, 238–39, 244, 306, 310

U.S. Constitution, 16

U.S. House of Representatives Budget Committee, 162

Intelligence Committee, 168, 170

Obamacare repeal and, 161–62, 171–72

Ways and Means Committee, 162

U.S. Senate, 59, 94

Judiciary Committee, Crime and Terrorism Subcommittee, 214–15

Foreign Relations Committee, 43

Intelligence Committee, 242, 244–45

Obamacare and, 283, 285

US Steel, 67

U.S. Supreme Court, 85–86, 251

University of Virginia, “Unite the Right” rally at, 293–94

unmasking, 96, 160

Vanity Fair, 74, 75, 199

Venezuela, 293

Vietnam War, 53, 264

Vogue, 35

Wachtell, Lipton, Rosen & Katz, 201, 269

Walker, Scott, 33

Wall Street 2 (film), 270

Walsh, Katie, 10, 18, 52, 64, 110–17, 119–25, 144, 161, 163, 168, 171–72, 181–82, 187, 239, 303

Washington Post, 35, 37, 56, 78, 95–97, 105–6, 151–52, 155, 206, 211, 236, 237, 266

Washington Times, 129

Watergate scandal, 212–13, 278

Weekly Standard, 38

Weinstein, Harvey, 203

Weissmann, Andrew, 278

Welch, Jack, 88

West Bank, 6

White House communications director

Dubke as, 208

Hicks as, 297, 307

Scaramuccci as, 273–74, 281–86

White House Correspondents’ Dinner, 198–99, 208

White House ethics office, 270

White House Office of Public Engagement and Intergovernmental Affairs, 270–71

white supremacy, 127, 138, 293–96

Whitewater affair, 58, 97

WikiLeaks, 153, 254

Wintour, Anna, 35–36

Wirthlin, Richard, 201

Women Who Work (Ivanka Trump), 79

Woodward, Bob, 54, 116

World Bank, 257

World Wrestling Entertainment, 22

Wynn, Steve, 30

Xi Jinping, 193, 228, 258

Yaffa, Joshua, 154

Yahoo! News, 37

Yanukovych, Viktor, 101

Yates, Sally, 94–96, 98, 104, 214–16

Yemen, 6

Yiannopoulos, Milo, 128–28, 138

Zhukova, Dasha, 80

Zucker, Jeff, 92

ABOUT THE AUTHOR

MICHAEL WOLFF has received numerous awards for his work, including two National Magazine Awards. He has been a regular columnist for Vanity Fair, New York, The Hollywood Reporter, British GQ, USA Today, and The Guardian. He is the author of six prior books, including the bestselling Burn Rate and The Man Who Owns the News. He lives in Manhattan and has four children.

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Stock daily Filter Report for 2021/04/22 05-40-07

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 25 Communication Services 17 Consumer Cyclical 35 Consumer Defensive 33 Energy 1 Financial Services 33 Healthcare 76 Industrials 48 Real Estate 26 Technology 60 Utilities 31 unknown 1 **************************************** big_industry_downtrending_count tickers industry Basic Materials 1 Communication Services 17 Consumer Cyclical 17 Energy 7 Financial Services 12 Healthcare 8 Industrials 3 Real Estate 2 Technology 13 Utilities 3 unknown 1 *******************Part 1.1 Big Cap Long Entry SPAN MACD********************* big_long_signal_entry_span_macd Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 8 JNJ 1 0.00 big-cap Long 1.0 9.742564e+08 3.0 Healthcare 17 ABT 1 0.00 big-cap Long 5.0 8.214969e+08 1.0 Healthcare 27 ABBV 4 2.66 big-cap Long 5.0 6.484700e+08 4.0 Healthcare 53 CHTR 5 2.64 big-cap Long 5.0 3.959767e+08 5.0 Communication Services 74 GILD 5 1.57 big-cap Long 5.0 3.586781e+08 5.0 Healthcare 190 ALXN 4 2.88 big-cap Long 4.0 3.021096e+08 5.0 Healthcare 63 RIO 4 1.46 big-cap Long 5.0 2.643161e+08 4.0 Basic Materials 286 ATUS 1 0.00 big-cap Long 4.0 1.449161e+08 1.0 Communication Services 181 LBRDK 3 1.98 big-cap Long 3.0 1.283243e+08 5.0 Communication Services 376 CPB 2 0.82 big-cap Long 2.0 5.281909e+07 3.0 Consumer Defensive 387 ELAN 1 0.00 big-cap Long 1.0 5.231461e+07 1.0 Healthcare 428 FDS 4 0.78 big-cap Long 4.0 4.873097e+07 5.0 Financial Services 196 WIT 3 0.72 big-cap Long 3.0 1.360309e+07 5.0 Technology 182 LBRDA 4 2.51 big-cap Long 4.0 8.320555e+06 5.0 Communication Services Mean Return: 1.802 Mean Day/Week: 4.2 Accuracy:1.0 *******************Part 1.2 Big Cap Short Entry SPAN MACD********************* big_short_signal_entry_span_macd Symbol Day Return Market Cap Long/Short MACD Signal Count Market Value Span Signal Count industry 384 FUTU 2 -2.64 big-cap Short -2.0 2.397153e+09 -2.0 Financial Services 140 PINS 2 1.67 big-cap Short -2.0 7.115982e+08 -3.0 Communication Services 89 ATVI 1 0.00 big-cap Short -1.0 6.556422e+08 -3.0 Communication Services 240 ETSY 2 1.40 big-cap Short -2.0 3.490031e+08 -3.0 Consumer Cyclical 134 CVNA 2 2.11 big-cap Short -2.0 2.371282e+08 -4.0 Consumer Cyclical 110 WDAY 2 0.68 big-cap Short -2.0 1.651047e+08 -2.0 Technology 412 CREE 2 5.76 big-cap Short -3.0 1.440174e+08 -4.0 Technology 266 PCG 1 0.00 big-cap Short -1.0 1.030078e+08 -3.0 Utilities 118 SCCO 1 0.00 big-cap Short -1.0 1.000102e+08 -3.0 Basic Materials 451 BILL 2 2.17 big-cap Short -2.0 9.756089e+07 -2.0 Technology 167 BBD 3 -2.84 big-cap Short -3.0 2.297008e+07 -3.0 Financial Services 164 BBDO 3 0.80 big-cap Short -3.0 1.625247e+04 -3.0 Financial Services Mean Return: 1.0122222222222221 Mean Day/Week: 2.5555555555555554 Accuracy:0.2222222222222222 *******************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 5 TSLA 1 0.00 big-cap Long 9.0 2.188397e+10 1.0 Consumer Cyclical 8 JNJ 1 0.00 big-cap Long 1.0 9.742564e+08 3.0 Healthcare 21 CRM 5 -1.04 big-cap Long 13.0 8.817684e+08 5.0 Technology 17 ABT 1 0.00 big-cap Long 5.0 8.214969e+08 1.0 Healthcare 27 ABBV 4 2.66 big-cap Long 5.0 6.484700e+08 4.0 Healthcare 31 NEE 5 -2.72 big-cap Long 15.0 6.465417e+08 5.0 Utilities 24 MRK 4 2.26 big-cap Long 28.0 6.413761e+08 4.0 Healthcare 45 AZN 5 4.42 big-cap Long 29.0 6.053991e+08 5.0 Healthcare 40 AMGN 5 1.43 big-cap Long 26.0 5.417647e+08 5.0 Healthcare 22 TMO 5 -2.85 big-cap Long 16.0 5.272341e+08 5.0 Healthcare 185 OKTA 5 0.18 big-cap Long 10.0 5.210352e+08 5.0 Technology 57 NOW 5 -2.30 big-cap Long 13.0 5.087466e+08 5.0 Technology 129 CRWD 1 0.00 big-cap Long 8.0 4.109691e+08 1.0 Technology 141 LULU 4 0.86 big-cap Long 22.0 4.022773e+08 4.0 Consumer Cyclical 53 CHTR 5 2.64 big-cap Long 5.0 3.959767e+08 5.0 Communication Services 74 GILD 5 1.57 big-cap Long 5.0 3.586781e+08 5.0 Healthcare 81 BDX 5 0.13 big-cap Long 16.0 3.501664e+08 5.0 Healthcare 116 REGN 2 0.41 big-cap Long 28.0 3.089751e+08 2.0 Healthcare 163 GOLD 5 3.43 big-cap Long 28.0 3.043262e+08 5.0 Basic Materials 91 EQIX 5 1.03 big-cap Long 25.0 3.036676e+08 5.0 Real Estate 190 ALXN 4 2.88 big-cap Long 4.0 3.021096e+08 5.0 Healthcare 63 RIO 4 1.46 big-cap Long 5.0 2.643161e+08 4.0 Basic Materials 98 ADSK 5 -3.33 big-cap Long 14.0 2.530533e+08 5.0 Technology 147 EA 2 0.13 big-cap Long 14.0 2.126581e+08 2.0 Communication Services 241 KR 2 0.40 big-cap Long 32.0 2.063864e+08 2.0 Consumer Defensive 301 TER 1 0.00 big-cap Long 13.0 1.905335e+08 1.0 Technology 151 IDXX 5 2.39 big-cap Long 7.0 1.821043e+08 5.0 Healthcare 388 ZLAB 1 0.00 big-cap Long 7.0 1.811511e+08 1.0 Healthcare 65 GSK 5 1.49 big-cap Long 30.0 1.591964e+08 5.0 Healthcare 249 MKC 1 0.00 big-cap Long 28.0 1.486818e+08 2.0 Consumer Defensive 204 ANSS 5 -2.33 big-cap Long 16.0 1.457289e+08 5.0 Technology 449 ICLR 5 2.73 big-cap Long 18.0 1.455958e+08 5.0 Healthcare 286 ATUS 1 0.00 big-cap Long 4.0 1.449161e+08 1.0 Communication Services 242 WORK 4 0.26 big-cap Long 9.0 1.295067e+08 4.0 Technology 181 LBRDK 3 1.98 big-cap Long 3.0 1.283243e+08 5.0 Communication Services 325 CVAC 4 3.38 big-cap Long 8.0 8.814391e+07 4.0 Healthcare 300 WPM 5 3.25 big-cap Long 28.0 8.665873e+07 5.0 Basic Materials 456 KL 5 5.25 big-cap Long 26.0 7.927495e+07 5.0 Basic Materials 360 ABMD 1 0.00 big-cap Long 13.0 7.883770e+07 1.0 Healthcare 339 MPWR 5 -0.95 big-cap Long 14.0 7.760498e+07 5.0 Technology 326 AEM 4 4.05 big-cap Long 25.0 7.744513e+07 4.0 Basic Materials 317 BIO 5 1.52 big-cap Long 12.0 6.502121e+07 5.0 Healthcare 440 RGEN 5 1.90 big-cap Long 10.0 6.490862e+07 5.0 Healthcare 323 TYL 5 0.58 big-cap Long 12.0 6.206410e+07 5.0 Technology 394 DVA 4 0.42 big-cap Long 27.0 5.855349e+07 4.0 Healthcare 216 RMD 4 0.49 big-cap Long 18.0 5.380851e+07 4.0 Healthcare 30 NVO 3 2.09 big-cap Long 7.0 5.333062e+07 3.0 Healthcare 376 CPB 2 0.82 big-cap Long 2.0 5.281909e+07 3.0 Consumer Defensive 387 ELAN 1 0.00 big-cap Long 1.0 5.231461e+07 1.0 Healthcare 428 FDS 4 0.78 big-cap Long 4.0 4.873097e+07 5.0 Financial Services 418 OSH 4 0.63 big-cap Long 13.0 4.816674e+07 4.0 Healthcare 263 UMC 1 0.00 big-cap Long 10.0 3.980659e+07 1.0 Technology 369 LDOS 5 0.29 big-cap Long 19.0 3.889337e+07 5.0 Technology 385 CDAY 1 0.00 big-cap Long 12.0 3.550767e+07 1.0 Technology 314 ROL 2 0.00 big-cap Long 21.0 2.935824e+07 2.0 Consumer Cyclical 455 PCTY 4 -0.90 big-cap Long 13.0 2.646698e+07 4.0 Technology 196 WIT 3 0.72 big-cap Long 3.0 1.360309e+07 5.0 Technology 469 RDY 5 5.67 big-cap Long 18.0 1.179507e+07 5.0 Healthcare 234 GMAB 1 0.00 big-cap Long 13.0 1.132183e+07 1.0 Healthcare 182 LBRDA 4 2.51 big-cap Long 4.0 8.320555e+06 5.0 Communication Services 265 FMS 3 1.59 big-cap Long 30.0 5.755871e+06 3.0 Healthcare 397 KEP 5 0.19 big-cap Long 13.0 8.340594e+05 5.0 Utilities 136 AMOV 2 0.69 big-cap Long 25.0 2.668000e+04 2.0 Communication Services Mean Return: 1.1028 Mean Day/Week: 4.46 Accuracy:0.82 *******************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 384 FUTU 2 -2.64 big-cap Short -2.0 2.397153e+09 -2.0 Financial Services 140 PINS 2 1.67 big-cap Short -2.0 7.115982e+08 -3.0 Communication Services 89 ATVI 1 0.00 big-cap Short -1.0 6.556422e+08 -3.0 Communication Services 305 OXY 4 0.58 big-cap Short -24.0 4.507648e+08 -4.0 Energy 356 HAL 2 -3.58 big-cap Short -23.0 3.572677e+08 -2.0 Energy 240 ETSY 2 1.40 big-cap Short -2.0 3.490031e+08 -3.0 Consumer Cyclical 134 CVNA 2 2.11 big-cap Short -2.0 2.371282e+08 -4.0 Consumer Cyclical 217 PSX 2 2.12 big-cap Short -24.0 1.778996e+08 -2.0 Energy 110 WDAY 2 0.68 big-cap Short -2.0 1.651047e+08 -2.0 Technology 412 CREE 2 5.76 big-cap Short -3.0 1.440174e+08 -4.0 Technology 245 YUMC 2 -0.90 big-cap Short -24.0 1.226162e+08 -3.0 Consumer Cyclical 266 PCG 1 0.00 big-cap Short -1.0 1.030078e+08 -3.0 Utilities 118 SCCO 1 0.00 big-cap Short -1.0 1.000102e+08 -3.0 Basic Materials 451 BILL 2 2.17 big-cap Short -2.0 9.756089e+07 -2.0 Technology 55 TOT 2 0.18 big-cap Short -22.0 9.617803e+07 -2.0 Energy 298 RYAAY 2 1.65 big-cap Short -11.0 2.364909e+07 -2.0 Industrials 167 BBD 3 -2.84 big-cap Short -3.0 2.297008e+07 -3.0 Financial Services 86 SNP 1 0.00 big-cap Short -24.0 1.235136e+07 -1.0 Energy 56 PTR 1 0.00 big-cap Short -21.0 1.156584e+07 -1.0 Energy 292 IX 3 -0.37 big-cap Short -16.0 1.514078e+06 -3.0 Financial Services 187 MFG 3 0.01 big-cap Short -17.0 7.321226e+05 -3.0 Financial Services 164 BBDO 3 0.80 big-cap Short -3.0 1.625247e+04 -3.0 Financial Services Mean Return: 0.5176470588235293 Mean Day/Week: 2.6470588235294117 Accuracy:0.29411764705882354 *******************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 59 IBM 2 3.90 big-cap Long 2.0 1.672735e+09 30.0 Technology 8 JNJ 1 0.00 big-cap Long 1.0 9.742564e+08 3.0 Healthcare 48 WFC 4 -1.32 big-cap Long 4.0 9.218761e+08 78.0 Financial Services 17 ABT 1 0.00 big-cap Long 5.0 8.214969e+08 1.0 Healthcare 158 FCX 4 -5.95 big-cap Long 4.0 7.406218e+08 78.0 Basic Materials 27 ABBV 4 2.66 big-cap Long 5.0 6.484700e+08 4.0 Healthcare 359 DISH 1 0.00 big-cap Long 1.0 6.148675e+08 33.0 Communication Services 66 CVS 5 1.21 big-cap Long 5.0 4.682191e+08 20.0 Healthcare 103 NSC 1 0.00 big-cap Long 1.0 4.105166e+08 78.0 Industrials 53 CHTR 5 2.64 big-cap Long 5.0 3.959767e+08 5.0 Communication Services 74 GILD 5 1.57 big-cap Long 5.0 3.586781e+08 5.0 Healthcare 190 ALXN 4 2.88 big-cap Long 4.0 3.021096e+08 5.0 Healthcare 63 RIO 4 1.46 big-cap Long 5.0 2.643161e+08 4.0 Basic Materials 111 HCA 4 0.34 big-cap Long 4.0 2.600164e+08 78.0 Healthcare 346 TSCO 4 -0.50 big-cap Long 4.0 2.175475e+08 73.0 Consumer Cyclical 102 ITW 1 0.00 big-cap Long 1.0 2.001138e+08 33.0 Industrials 153 STZ 3 1.48 big-cap Long 3.0 1.527858e+08 6.0 Consumer Defensive 286 ATUS 1 0.00 big-cap Long 4.0 1.449161e+08 1.0 Communication Services 200 AFL 4 0.13 big-cap Long 4.0 1.319384e+08 78.0 Financial Services 181 LBRDK 3 1.98 big-cap Long 3.0 1.283243e+08 5.0 Communication Services 335 FE 2 1.41 big-cap Long 2.0 1.142835e+08 69.0 Utilities 312 COO 5 1.00 big-cap Long 5.0 1.096631e+08 78.0 Healthcare 331 HZNP 5 0.14 big-cap Long 5.0 1.089234e+08 16.0 Healthcare 337 CAG 2 0.73 big-cap Long 2.0 1.081352e+08 33.0 Consumer Defensive 460 BWA 1 0.00 big-cap Long 1.0 1.081296e+08 74.0 Consumer Cyclical 260 AVB 1 0.00 big-cap Long 1.0 1.043416e+08 54.0 Real Estate 315 APO 5 4.07 big-cap Long 5.0 9.827384e+07 6.0 Financial Services 184 CNC 4 0.81 big-cap Long 4.0 9.580630e+07 9.0 Healthcare 222 MCK 1 0.00 big-cap Long 1.0 9.576475e+07 31.0 Healthcare 38 BBL 4 -0.07 big-cap Long 4.0 9.499457e+07 6.0 Basic Materials 438 UDR 1 0.00 big-cap Long 1.0 7.631642e+07 78.0 Real Estate 453 MTN 5 -0.58 big-cap Long 5.0 6.152793e+07 54.0 Consumer Cyclical 376 CPB 2 0.82 big-cap Long 2.0 5.281909e+07 3.0 Consumer Defensive 387 ELAN 1 0.00 big-cap Long 1.0 5.231461e+07 1.0 Healthcare 426 SBSW 5 0.58 big-cap Long 5.0 5.060734e+07 78.0 Basic Materials 281 CCEP 5 2.89 big-cap Long 5.0 4.880969e+07 78.0 Consumer Defensive 428 FDS 4 0.78 big-cap Long 4.0 4.873097e+07 5.0 Financial Services 461 CBOE 3 1.24 big-cap Long 3.0 4.234425e+07 46.0 Financial Services 357 ESS 4 2.58 big-cap Long 4.0 3.963866e+07 52.0 Real Estate 468 WLK 5 0.98 big-cap Long 5.0 3.953425e+07 33.0 Basic Materials 196 WIT 3 0.72 big-cap Long 3.0 1.360309e+07 5.0 Technology 182 LBRDA 4 2.51 big-cap Long 4.0 8.320555e+06 5.0 Communication Services 207 ORAN 2 0.24 big-cap Long 2.0 7.588745e+06 30.0 Communication Services Mean Return: 1.0415625 Mean Day/Week: 4.21875 Accuracy:0.84375 *******************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 384 FUTU 2 -2.64 big-cap Short -2.0 2.397153e+09 -2.0 Financial Services 6 TSM 4 -1.15 big-cap Short -5.0 9.061869e+08 -28.0 Technology 140 PINS 2 1.67 big-cap Short -2.0 7.115982e+08 -3.0 Communication Services 89 ATVI 1 0.00 big-cap Short -1.0 6.556422e+08 -3.0 Communication Services 152 CHWY 2 4.21 big-cap Short -2.0 3.868540e+08 -35.0 Consumer Cyclical 240 ETSY 2 1.40 big-cap Short -2.0 3.490031e+08 -3.0 Consumer Cyclical 179 XPEV 3 4.48 big-cap Short -3.0 2.999758e+08 -55.0 Consumer Cyclical 195 Z 2 4.54 big-cap Short -4.0 2.507604e+08 -24.0 Communication Services 134 CVNA 2 2.11 big-cap Short -2.0 2.371282e+08 -4.0 Consumer Cyclical 110 WDAY 2 0.68 big-cap Short -2.0 1.651047e+08 -2.0 Technology 412 CREE 2 5.76 big-cap Short -3.0 1.440174e+08 -4.0 Technology 266 PCG 1 0.00 big-cap Short -1.0 1.030078e+08 -3.0 Utilities 118 SCCO 1 0.00 big-cap Short -1.0 1.000102e+08 -3.0 Basic Materials 451 BILL 2 2.17 big-cap Short -2.0 9.756089e+07 -2.0 Technology 167 BBD 3 -2.84 big-cap Short -3.0 2.297008e+07 -3.0 Financial Services 416 BEP 2 0.10 big-cap Short -2.0 1.057320e+07 -41.0 Utilities 164 BBDO 3 0.80 big-cap Short -3.0 1.625247e+04 -3.0 Financial Services 94 CCZ 3 0.02 big-cap Short -3.0 0.000000e+00 -31.0 unknown Mean Return: 1.4206666666666667 Mean Day/Week: 2.6 Accuracy:0.2 *******************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 0 AAPL 7 -0.65 big-cap Long 13.0 8.995317e+09 7.0 Technology 2 AMZN 11 2.56 big-cap Long 14.0 6.989912e+09 11.0 Consumer Cyclical 1 MSFT 13 4.57 big-cap Long 13.0 5.653165e+09 65.0 Technology 10 NVDA 11 8.74 big-cap Long 14.0 3.172696e+09 11.0 Technology 4 GOOGL 12 3.12 big-cap Long 12.0 2.542361e+09 78.0 Communication Services 3 GOOG 12 3.08 big-cap Long 12.0 2.317016e+09 78.0 Communication Services 101 MRNA 6 6.48 big-cap Long 6.0 1.906913e+09 6.0 Healthcare 69 ISRG 9 13.29 big-cap Long 15.0 1.831920e+09 9.0 Healthcare 26 ORCL 18 9.35 big-cap Long 18.0 1.275558e+09 42.0 Technology 14 HD 27 15.88 big-cap Long 27.0 1.147723e+09 27.0 Consumer Cyclical 7 V 10 3.06 big-cap Long 10.0 1.097370e+09 37.0 Financial Services 23 PFE 9 7.76 big-cap Long 30.0 1.028869e+09 18.0 Healthcare 12 PG 18 1.10 big-cap Long 30.0 9.646085e+08 18.0 Consumer Defensive 11 MA 9 0.85 big-cap Long 9.0 9.228393e+08 41.0 Financial Services 13 UNH 9 5.90 big-cap Long 33.0 9.196758e+08 29.0 Healthcare 25 PEP 18 3.01 big-cap Long 29.0 8.816699e+08 18.0 Consumer Defensive 16 ADBE 14 5.92 big-cap Long 18.0 8.187055e+08 14.0 Technology 9 WMT 8 1.00 big-cap Long 21.0 7.725495e+08 8.0 Consumer Defensive 37 MDT 13 8.05 big-cap Long 13.0 7.666512e+08 20.0 Healthcare 120 EW 9 10.44 big-cap Long 15.0 6.670347e+08 9.0 Healthcare 20 KO 19 4.92 big-cap Long 47.0 6.624931e+08 19.0 Consumer Defensive 148 CMG 11 0.57 big-cap Long 11.0 5.746158e+08 12.0 Consumer Cyclical 41 BMY 7 4.24 big-cap Long 26.0 5.628972e+08 7.0 Healthcare 34 COST 13 3.64 big-cap Long 21.0 5.596753e+08 13.0 Consumer Defensive 121 BSX 7 7.19 big-cap Long 7.0 5.545995e+08 55.0 unknown 50 LOW 26 15.64 big-cap Long 26.0 5.351759e+08 30.0 Consumer Cyclical 68 LMT 27 11.27 big-cap Long 50.0 5.158056e+08 27.0 Industrials 43 UPS 18 6.20 big-cap Long 19.0 5.074210e+08 18.0 Industrials 52 SBUX 16 5.77 big-cap Long 16.0 4.954890e+08 40.0 Consumer Cyclical 67 TGT 21 9.21 big-cap Long 21.0 4.836332e+08 23.0 Consumer Defensive 49 PM 9 3.42 big-cap Long 9.0 4.615810e+08 55.0 Consumer Defensive 28 DHR 8 4.10 big-cap Long 18.0 4.347873e+08 8.0 Healthcare 62 MMM 33 10.69 big-cap Long 33.0 4.098020e+08 61.0 Industrials 29 ACN 28 9.75 big-cap Long 28.0 4.073069e+08 29.0 Technology 32 TMUS 14 3.54 big-cap Long 31.0 3.920049e+08 14.0 Communication Services 228 BNTX 14 36.30 big-cap Long 14.0 3.896610e+08 16.0 Healthcare 75 FIS 14 5.71 big-cap Long 51.0 3.894098e+08 33.0 Technology 79 SPGI 33 13.68 big-cap Long 58.0 3.752445e+08 37.0 Financial Services 71 VALE 12 6.09 big-cap Long 12.0 3.677478e+08 13.0 Basic Materials 35 MCD 28 9.12 big-cap Long 30.0 3.475088e+08 28.0 Consumer Cyclical 61 INTU 11 2.23 big-cap Long 11.0 3.398878e+08 14.0 Technology 127 BX 18 7.84 big-cap Long 18.0 3.244036e+08 78.0 Financial Services 106 D 24 8.80 big-cap Long 32.0 3.232251e+08 24.0 Utilities 77 CI 6 1.44 big-cap Long 6.0 3.230190e+08 42.0 Healthcare 128 NEM 7 7.23 big-cap Long 30.0 3.187720e+08 14.0 Basic Materials 396 NUAN 8 0.71 big-cap Long 10.0 3.178657e+08 8.0 Technology 131 DG 10 4.58 big-cap Long 22.0 3.076901e+08 10.0 Consumer Defensive 97 SHW 22 12.36 big-cap Long 28.0 3.031901e+08 22.0 Basic Materials 58 BLK 18 7.07 big-cap Long 25.0 3.028119e+08 18.0 Financial Services 42 HON 20 8.38 big-cap Long 33.0 2.981146e+08 30.0 Industrials 124 HUM 7 6.40 big-cap Long 37.0 2.951766e+08 11.0 Healthcare 236 AZO 32 18.36 big-cap Long 32.0 2.882232e+08 33.0 Consumer Cyclical 46 LIN 31 10.84 big-cap Long 31.0 2.846512e+08 31.0 Basic Materials 178 GIS 8 2.92 big-cap Long 32.0 2.839754e+08 28.0 Consumer Defensive 80 TJX 12 1.31 big-cap Long 12.0 2.692715e+08 13.0 Consumer Cyclical 60 AMT 22 11.82 big-cap Long 25.0 2.609213e+08 22.0 Real Estate 78 PLD 22 10.29 big-cap Long 22.0 2.586798e+08 28.0 Real Estate 72 SYK 15 8.10 big-cap Long 15.0 2.560074e+08 19.0 Healthcare 431 PPD 27 22.11 big-cap Long 27.0 2.535597e+08 30.0 Healthcare 230 SWK 37 13.95 big-cap Long 37.0 2.515864e+08 37.0 Industrials 210 SBAC 8 3.84 big-cap Long 28.0 2.460192e+08 22.0 Real Estate 92 CL 8 1.82 big-cap Long 24.0 2.445182e+08 8.0 Consumer Defensive 70 EL 9 2.57 big-cap Long 9.0 2.439297e+08 53.0 Consumer Defensive 144 ALGN 10 6.91 big-cap Long 10.0 2.425926e+08 10.0 Healthcare 114 DELL 11 10.58 big-cap Long 11.0 2.425716e+08 78.0 Technology 462 AAP 9 8.38 big-cap Long 43.0 2.397289e+08 36.0 Consumer Cyclical 88 CCI 26 10.44 big-cap Long 26.0 2.381109e+08 28.0 Real Estate 161 AEP 28 9.87 big-cap Long 32.0 2.334242e+08 28.0 Utilities 256 ODFL 33 11.71 big-cap Long 52.0 2.292980e+08 53.0 Industrials 211 VFC 13 4.68 big-cap Long 16.0 2.292743e+08 13.0 Consumer Cyclical 435 WHR 32 15.50 big-cap Long 32.0 2.276261e+08 33.0 Consumer Cyclical 87 ADP 10 3.21 big-cap Long 43.0 2.235579e+08 40.0 Industrials 226 DHI 30 13.60 big-cap Long 30.0 2.227226e+08 64.0 Consumer Cyclical 170 CDNS 14 0.19 big-cap Long 14.0 2.219331e+08 14.0 Technology 96 ICE 10 2.99 big-cap Long 10.0 2.207774e+08 11.0 Financial Services 427 SAM 17 7.65 big-cap Long 17.0 2.171907e+08 56.0 Consumer Defensive 126 NOC 28 13.68 big-cap Long 54.0 2.158450e+08 33.0 Industrials 155 DLR 18 5.58 big-cap Long 22.0 2.130290e+08 18.0 Real Estate 123 PGR 20 9.25 big-cap Long 35.0 2.128985e+08 20.0 Financial Services 173 DXCM 8 3.77 big-cap Long 10.0 2.114891e+08 8.0 Healthcare 355 STX 12 6.39 big-cap Long 12.0 2.108977e+08 78.0 Technology 227 OTIS 30 7.15 big-cap Long 37.0 2.042595e+08 30.0 Industrials 156 EXC 28 7.08 big-cap Long 28.0 2.020494e+08 28.0 Utilities 122 MCO 22 11.49 big-cap Long 53.0 1.971330e+08 33.0 Financial Services 340 NVCR 7 2.16 big-cap Long 7.0 1.945765e+08 7.0 Healthcare 203 ORLY 30 11.92 big-cap Long 43.0 1.944762e+08 30.0 Consumer Cyclical 90 DUK 28 10.16 big-cap Long 30.0 1.934277e+08 28.0 Utilities 180 INFO 31 12.19 big-cap Long 31.0 1.883099e+08 37.0 Industrials 205 HPQ 16 7.23 big-cap Long 16.0 1.870286e+08 78.0 Technology 99 SO 21 8.14 big-cap Long 29.0 1.800562e+08 21.0 Utilities 188 XEL 21 8.69 big-cap Long 31.0 1.788202e+08 21.0 Utilities 175 CSGP 9 2.49 big-cap Long 14.0 1.782375e+08 9.0 Real Estate 267 NDAQ 23 9.08 big-cap Long 23.0 1.743147e+08 77.0 Financial Services 174 LHX 30 11.13 big-cap Long 33.0 1.710853e+08 33.0 Industrials 201 ZBH 11 8.29 big-cap Long 11.0 1.708555e+08 13.0 Healthcare 277 EFX 15 6.26 big-cap Long 23.0 1.681417e+08 15.0 Industrials 82 ZTS 8 4.77 big-cap Long 21.0 1.666834e+08 8.0 Healthcare 271 O 29 12.02 big-cap Long 29.0 1.657200e+08 33.0 Real Estate 333 DOV 37 15.89 big-cap Long 39.0 1.626078e+08 37.0 Industrials 183 IQV 14 10.14 big-cap Long 14.0 1.617076e+08 78.0 Healthcare 213 VRSK 9 1.48 big-cap Long 22.0 1.592553e+08 9.0 Industrials 108 VMW 31 14.39 big-cap Long 31.0 1.579445e+08 33.0 Technology 165 BAX 25 9.93 big-cap Long 29.0 1.565880e+08 25.0 Healthcare 157 ROP 14 4.64 big-cap Long 27.0 1.562388e+08 14.0 Industrials 322 TRU 14 6.00 big-cap Long 26.0 1.559636e+08 14.0 Industrials 318 HUBS 10 -1.28 big-cap Long 10.0 1.526925e+08 15.0 Technology 130 WM 33 14.02 big-cap Long 35.0 1.513945e+08 33.0 Industrials 463 TTC 18 10.84 big-cap Long 18.0 1.492222e+08 78.0 Industrials 208 PRU 6 0.67 big-cap Long 6.0 1.469014e+08 78.0 Financial Services 297 CDW 16 9.94 big-cap Long 16.0 1.467748e+08 55.0 Technology 162 ROST 11 3.29 big-cap Long 11.0 1.465308e+08 19.0 Consumer Cyclical 160 PSA 21 12.01 big-cap Long 62.0 1.442654e+08 54.0 Real Estate 248 WY 14 3.71 big-cap Long 14.0 1.430719e+08 78.0 Real Estate 293 EPAM 16 15.96 big-cap Long 16.0 1.409842e+08 31.0 Technology 176 SRE 30 10.14 big-cap Long 30.0 1.373522e+08 30.0 Utilities 406 SJM 13 5.07 big-cap Long 33.0 1.324087e+08 28.0 Consumer Defensive 246 FTNT 13 5.53 big-cap Long 13.0 1.319164e+08 78.0 Technology 375 DPZ 12 3.68 big-cap Long 27.0 1.316978e+08 12.0 Consumer Cyclical 270 FTV 20 6.67 big-cap Long 31.0 1.283471e+08 20.0 Technology 250 ED 28 10.05 big-cap Long 32.0 1.275126e+08 28.0 Utilities 386 VICI 11 4.74 big-cap Long 11.0 1.260724e+08 56.0 Real Estate 132 MNST 18 6.78 big-cap Long 18.0 1.259252e+08 18.0 Consumer Defensive 172 A 13 2.96 big-cap Long 17.0 1.257148e+08 13.0 Healthcare 115 GPN 10 1.14 big-cap Long 10.0 1.248505e+08 32.0 Industrials 33 SAP 11 9.03 big-cap Long 14.0 1.235461e+08 11.0 Technology 275 WST 11 11.55 big-cap Long 21.0 1.211701e+08 11.0 Healthcare 233 FAST 19 5.74 big-cap Long 27.0 1.185240e+08 19.0 Industrials 192 ALL 19 7.79 big-cap Long 35.0 1.167888e+08 37.0 Financial Services 290 VMC 6 1.90 big-cap Long 6.0 1.141262e+08 77.0 Basic Materials 138 KDP 30 8.41 big-cap Long 30.0 1.117526e+08 33.0 Consumer Defensive 36 UL 8 1.49 big-cap Long 30.0 1.113256e+08 8.0 Consumer Defensive 253 ARE 14 5.86 big-cap Long 25.0 1.100171e+08 14.0 Real Estate 328 AVTR 14 9.30 big-cap Long 14.0 1.095180e+08 14.0 Basic Materials 221 PEG 28 9.78 big-cap Long 29.0 1.091313e+08 28.0 Utilities 232 GLW 31 18.97 big-cap Long 45.0 1.084896e+08 46.0 Technology 450 TAP 7 2.86 big-cap Long 25.0 1.084889e+08 18.0 Consumer Defensive 336 BR 18 4.81 big-cap Long 26.0 1.077101e+08 18.0 Technology 341 AES 7 0.54 big-cap Long 7.0 1.070504e+08 19.0 Utilities 419 CCK 14 7.24 big-cap Long 14.0 1.069885e+08 31.0 Consumer Cyclical 225 MTD 12 8.12 big-cap Long 19.0 1.068015e+08 12.0 Healthcare 238 WELL 11 1.58 big-cap Long 11.0 1.065921e+08 48.0 Real Estate 268 VRSN 14 4.53 big-cap Long 21.0 1.060032e+08 14.0 Technology 219 BLL 9 3.36 big-cap Long 18.0 1.059222e+08 9.0 Consumer Cyclical 229 WEC 23 9.31 big-cap Long 33.0 1.057694e+08 23.0 Utilities 276 EIX 13 2.24 big-cap Long 31.0 1.057568e+08 13.0 Utilities 442 ATO 24 10.13 big-cap Long 33.0 1.053647e+08 24.0 Utilities 112 MMC 30 8.78 big-cap Long 51.0 1.046241e+08 33.0 Financial Services 215 ES 13 2.23 big-cap Long 27.0 1.015670e+08 13.0 Utilities 377 POOL 12 7.60 big-cap Long 29.0 1.002356e+08 12.0 Consumer Cyclical 218 AWK 7 3.57 big-cap Long 19.0 9.899182e+07 7.0 Utilities 353 STE 15 11.03 big-cap Long 28.0 9.859441e+07 15.0 Healthcare 104 ECL 14 3.33 big-cap Long 17.0 9.841793e+07 14.0 Basic Materials 401 TECH 11 6.72 big-cap Long 11.0 9.766969e+07 78.0 Healthcare 47 BUD 9 6.46 big-cap Long 25.0 9.763100e+07 9.0 Consumer Defensive 454 XPO 14 4.77 big-cap Long 14.0 9.360399e+07 19.0 Industrials 254 AMP 13 3.82 big-cap Long 13.0 9.278461e+07 78.0 Financial Services 259 DTE 32 12.67 big-cap Long 32.0 9.140982e+07 33.0 Utilities 186 MSCI 15 11.70 big-cap Long 18.0 9.089790e+07 15.0 Financial Services 262 KKR 13 3.78 big-cap Long 13.0 9.013326e+07 78.0 Financial Services 434 CNP 28 10.27 big-cap Long 30.0 8.940974e+07 28.0 Utilities 342 BURL 10 2.92 big-cap Long 10.0 8.684348e+07 78.0 Consumer Cyclical 344 PEAK 29 9.97 big-cap Long 29.0 8.664046e+07 33.0 Real Estate 391 TDY 19 9.05 big-cap Long 19.0 8.321992e+07 33.0 Technology 447 LII 31 14.43 big-cap Long 31.0 8.318458e+07 33.0 Industrials 264 LH 18 3.37 big-cap Long 18.0 8.303694e+07 75.0 Healthcare 430 XRAY 17 6.46 big-cap Long 35.0 8.233711e+07 37.0 Healthcare 235 AME 18 4.50 big-cap Long 18.0 8.210495e+07 33.0 Industrials 209 YUM 27 8.56 big-cap Long 27.0 8.171595e+07 27.0 Consumer Cyclical 467 PWR 13 3.98 big-cap Long 13.0 8.081007e+07 78.0 Industrials 408 AVY 13 4.32 big-cap Long 13.0 8.031101e+07 78.0 Industrials 255 TSN 6 1.69 big-cap Long 6.0 8.001109e+07 45.0 Consumer Defensive 368 DRE 26 9.44 big-cap Long 26.0 7.919930e+07 30.0 Real Estate 239 WCN 31 13.36 big-cap Long 36.0 7.801186e+07 31.0 Industrials 380 IEX 20 11.04 big-cap Long 20.0 7.763123e+07 20.0 Industrials 379 CE 19 6.03 big-cap Long 45.0 7.756221e+07 43.0 Basic Materials 338 WAT 15 6.07 big-cap Long 15.0 7.662555e+07 19.0 Healthcare 372 NTAP 24 8.75 big-cap Long 24.0 7.652457e+07 31.0 Technology 284 CHD 19 4.51 big-cap Long 29.0 7.621476e+07 19.0 Consumer Defensive 395 CRL 12 7.12 big-cap Long 12.0 7.599856e+07 78.0 Healthcare 310 AEE 30 11.22 big-cap Long 33.0 7.592710e+07 30.0 Utilities 351 PTC 13 -1.20 big-cap Long 13.0 7.516570e+07 18.0 Technology 343 CMS 22 10.28 big-cap Long 32.0 7.504589e+07 22.0 Utilities 366 EXPD 32 13.65 big-cap Long 32.0 7.434782e+07 37.0 Industrials 220 RSG 24 9.56 big-cap Long 34.0 7.224959e+07 24.0 Industrials 464 CPT 27 9.94 big-cap Long 27.0 7.155341e+07 56.0 Real Estate 446 UHS 10 7.87 big-cap Long 30.0 7.128127e+07 14.0 Healthcare 237 CPRT 10 6.51 big-cap Long 14.0 7.102888e+07 10.0 Industrials 441 WRB 20 7.83 big-cap Long 49.0 6.885882e+07 50.0 Financial Services 330 INVH 27 7.78 big-cap Long 27.0 6.770375e+07 30.0 Real Estate 466 ALLE 28 13.16 big-cap Long 32.0 6.744722e+07 28.0 Industrials 457 TXT 16 6.93 big-cap Long 30.0 6.728696e+07 78.0 Industrials 422 EVRG 33 15.70 big-cap Long 33.0 6.631247e+07 34.0 Utilities 433 BSY 13 6.24 big-cap Long 13.0 6.601936e+07 15.0 Technology 350 CAH 6 1.46 big-cap Long 31.0 6.573701e+07 30.0 Healthcare 417 MPW 6 3.40 big-cap Long 11.0 6.541944e+07 6.0 Real Estate 272 GRMN 16 6.22 big-cap Long 16.0 6.286762e+07 33.0 Technology 319 XYL 19 7.26 big-cap Long 28.0 6.220610e+07 19.0 Industrials 320 PODD 12 3.19 big-cap Long 14.0 6.219081e+07 12.0 Healthcare 278 ABC 8 3.05 big-cap Long 30.0 6.171733e+07 33.0 Healthcare 313 LOGI 7 4.06 big-cap Long 13.0 6.142872e+07 7.0 Technology 258 FNV 15 12.57 big-cap Long 29.0 6.131382e+07 15.0 Basic Materials 420 FBHS 19 11.88 big-cap Long 29.0 6.055728e+07 19.0 Consumer Cyclical 361 MAA 27 8.48 big-cap Long 27.0 6.013895e+07 67.0 Real Estate 303 ETR 27 9.37 big-cap Long 30.0 5.969887e+07 27.0 Utilities 365 EXR 22 13.42 big-cap Long 64.0 5.948210e+07 56.0 Real Estate 299 IP 19 4.73 big-cap Long 19.0 5.929521e+07 37.0 Consumer Cyclical 247 ANET 11 2.82 big-cap Long 18.0 5.801846e+07 11.0 Technology 119 PHG 15 6.28 big-cap Long 19.0 5.410775e+07 19.0 Healthcare 64 DEO 11 6.25 big-cap Long 11.0 5.239521e+07 36.0 Consumer Defensive 421 LNT 28 11.21 big-cap Long 33.0 5.207374e+07 28.0 Utilities 378 MAS 30 12.19 big-cap Long 30.0 5.156787e+07 30.0 Industrials 285 FLT 8 0.35 big-cap Long 8.0 5.097828e+07 46.0 Technology 367 HEI 10 2.51 big-cap Long 12.0 5.091810e+07 10.0 Industrials 410 MOH 9 5.48 big-cap Long 30.0 4.987184e+07 30.0 Healthcare 398 J 33 16.22 big-cap Long 48.0 4.935133e+07 55.0 Industrials 159 TRP 14 2.24 big-cap Long 33.0 4.845380e+07 35.0 Energy 443 TREX 9 4.67 big-cap Long 9.0 4.808600e+07 9.0 Industrials 429 WPC 19 7.15 big-cap Long 27.0 4.768224e+07 19.0 Real Estate 352 SUI 24 7.72 big-cap Long 24.0 4.746700e+07 28.0 Real Estate 316 TFX 13 3.71 big-cap Long 15.0 4.702920e+07 33.0 Healthcare 345 SSNC 17 4.14 big-cap Long 29.0 4.583493e+07 17.0 Technology 432 GGG 14 5.85 big-cap Long 19.0 4.466074e+07 14.0 Industrials 274 AJG 19 9.42 big-cap Long 42.0 4.447038e+07 33.0 Financial Services 407 PKG 9 3.18 big-cap Long 13.0 4.072802e+07 9.0 Consumer Cyclical 100 ABB 13 4.58 big-cap Long 29.0 3.942220e+07 33.0 Industrials 177 ALC 10 2.96 big-cap Long 13.0 3.894768e+07 10.0 Healthcare 168 BCE 14 2.57 big-cap Long 34.0 3.889233e+07 33.0 Communication Services 327 AMCR 18 1.44 big-cap Long 18.0 3.856271e+07 33.0 Consumer Cyclical 393 MKL 17 4.98 big-cap Long 17.0 3.854756e+07 54.0 Financial Services 444 FNF 16 8.55 big-cap Long 16.0 3.684655e+07 31.0 Financial Services 399 FICO 19 9.75 big-cap Long 27.0 3.619241e+07 19.0 Technology 452 NDSN 6 2.95 big-cap Long 40.0 3.388106e+07 30.0 Industrials 423 BRO 14 6.85 big-cap Long 14.0 3.350778e+07 14.0 Financial Services 374 AGR 33 12.83 big-cap Long 36.0 3.103803e+07 33.0 Utilities 154 TRI 14 2.99 big-cap Long 14.0 3.069814e+07 41.0 Industrials 392 GDDY 9 -1.00 big-cap Long 14.0 3.019162e+07 9.0 Technology 437 ELS 27 8.07 big-cap Long 27.0 3.012240e+07 28.0 Real Estate 51 SNY 19 6.52 big-cap Long 30.0 3.003807e+07 19.0 Healthcare 436 CG 6 1.86 big-cap Long 6.0 2.937404e+07 78.0 Financial Services 373 TW 13 3.61 big-cap Long 13.0 2.865376e+07 56.0 Financial Services 458 OZON 9 1.16 big-cap Long 9.0 2.594042e+07 15.0 Consumer Cyclical 306 FTS 31 9.28 big-cap Long 31.0 2.568964e+07 31.0 Utilities 133 ABEV 6 2.84 big-cap Long 24.0 2.554855e+07 6.0 Consumer Defensive 261 RCI 7 1.83 big-cap Long 7.0 1.863107e+07 14.0 Communication Services 414 L 11 2.74 big-cap Long 11.0 1.834677e+07 78.0 Financial Services 150 NGG 14 5.54 big-cap Long 27.0 1.825148e+07 14.0 Utilities 139 AMX 10 2.14 big-cap Long 28.0 1.548153e+07 10.0 Communication Services 243 FMX 27 8.91 big-cap Long 32.0 1.487361e+07 27.0 Consumer Defensive 125 RELX 14 4.84 big-cap Long 21.0 1.079313e+07 14.0 Communication Services 363 BIP 14 0.07 big-cap Long 26.0 9.810814e+06 33.0 Utilities 288 GIB 28 6.25 big-cap Long 28.0 7.004600e+06 31.0 Technology 309 PKX 22 16.37 big-cap Long 36.0 6.406149e+06 37.0 Basic Materials 332 GRFS 6 1.57 big-cap Long 25.0 5.586052e+06 6.0 Healthcare 354 SKM 18 10.75 big-cap Long 18.0 4.966838e+06 18.0 Communication Services 251 CAJ 16 2.05 big-cap Long 16.0 4.506176e+06 78.0 Technology 107 DCUE 19 5.55 big-cap Long 30.0 2.742379e+06 19.0 Utilities 212 CHT 7 3.62 big-cap Long 9.0 2.148319e+06 7.0 Communication Services 413 JHX 14 6.24 big-cap Long 14.0 9.348069e+05 18.0 Basic Materials 349 VAR 13 0.21 big-cap Long 13.0 0.000000e+00 74.0 Healthcare Mean Return: 6.976100386100386 Mean Day/Week: 16.984555984555985 Accuracy:0.9845559845559846 *******************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 197 VIAC 18 -15.54 big-cap Short -19.0 1.954804e+09 -18.0 Communication Services 202 PLUG 26 -40.69 big-cap Short -49.0 1.042920e+09 -36.0 Industrials 39 JD 9 -5.91 big-cap Short -39.0 8.052697e+08 -32.0 Consumer Cyclical 307 DISCA 13 -7.12 big-cap Short -19.0 7.810670e+08 -13.0 Communication Services 280 DKNG 7 -0.56 big-cap Short -18.0 6.994605e+08 -7.0 Consumer Cyclical 308 DISCK 12 -12.58 big-cap Short -18.0 6.257623e+08 -12.0 Communication Services 18 PDD 8 -3.68 big-cap Short -42.0 6.252249e+08 -34.0 Consumer Cyclical 358 GME 10 -4.34 big-cap Short -19.0 5.923663e+08 -27.0 Consumer Cyclical 347 PENN 14 -14.40 big-cap Short -24.0 4.619102e+08 -14.0 Consumer Cyclical 448 LAZR 18 -24.15 big-cap Short -71.0 4.298373e+08 -41.0 Technology 135 TME 20 -22.91 big-cap Short -20.0 4.117545e+08 -20.0 Communication Services 252 ENPH 11 3.89 big-cap Short -59.0 3.977929e+08 -36.0 Technology 383 OPEN 20 -18.26 big-cap Short -41.0 3.799762e+08 -21.0 Real Estate 324 IQ 19 -24.58 big-cap Short -20.0 3.753847e+08 -19.0 Communication Services 149 BILI 6 1.28 big-cap Short -42.0 3.270290e+08 -25.0 Communication Services 390 RUN 10 -1.29 big-cap Short -10.0 3.147579e+08 -43.0 Technology 415 SPCE 20 -23.49 big-cap Short -41.0 2.577109e+08 -33.0 Industrials 282 BKR 16 -10.35 big-cap Short -30.0 2.147716e+08 -16.0 Energy 223 LI 10 -15.59 big-cap Short -10.0 2.114600e+08 -61.0 Consumer Cyclical 84 BEKE 20 3.56 big-cap Short -20.0 1.983038e+08 -35.0 Real Estate 364 SEDG 11 -2.47 big-cap Short -42.0 1.818628e+08 -42.0 Technology 109 IBN 17 -8.09 big-cap Short -39.0 1.666545e+08 -17.0 Financial Services 424 BAP 6 -13.66 big-cap Short -6.0 1.443697e+08 -38.0 Financial Services 145 RKT 6 -1.50 big-cap Short -22.0 1.344759e+08 -6.0 Financial Services 283 VTRS 21 -6.13 big-cap Short -42.0 1.009484e+08 -42.0 Healthcare 54 HDB 13 -9.81 big-cap Short -38.0 1.002731e+08 -13.0 Financial Services 405 LUMN 14 -1.48 big-cap Short -18.0 9.467395e+07 -14.0 Communication Services 329 PAGS 6 -1.86 big-cap Short -39.0 9.062183e+07 -32.0 Technology 370 CGC 18 -15.87 big-cap Short -44.0 9.019744e+07 -24.0 Healthcare 199 CS 24 -21.87 big-cap Short -35.0 8.404568e+07 -24.0 Financial Services 294 GDS 35 -17.42 big-cap Short -41.0 6.930452e+07 -35.0 Technology 389 TEVA 10 -6.82 big-cap Short -10.0 6.364231e+07 -17.0 Healthcare 409 YSG 35 -45.72 big-cap Short -41.0 5.846589e+07 -35.0 Consumer Cyclical 206 BGNE 11 -5.98 big-cap Short -13.0 5.385294e+07 -11.0 Healthcare 273 YNDX 22 -6.92 big-cap Short -22.0 5.251257e+07 -24.0 Communication Services 142 LU 8 -2.71 big-cap Short -42.0 4.714227e+07 -28.0 Financial Services 113 TAK 12 -5.27 big-cap Short -13.0 4.193375e+07 -12.0 Healthcare 381 ATHM 32 -5.68 big-cap Short -39.0 4.100352e+07 -32.0 Communication Services 465 DADA 47 -57.51 big-cap Short -47.0 1.877169e+07 -50.0 Consumer Cyclical 291 UI 15 -5.98 big-cap Short -15.0 1.617863e+07 -15.0 Technology 198 VIACA 15 -3.85 big-cap Short -19.0 7.569894e+06 -15.0 Communication Services 348 NMR 17 -7.12 big-cap Short -17.0 3.022937e+06 -17.0 Financial Services 269 TLK 15 -3.18 big-cap Short -69.0 2.792214e+06 -17.0 Communication Services Mean Return: -11.479302325581395 Mean Day/Week: 16.209302325581394 Accuracy:0.9302325581395349 ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 12 Communication Services 6 Consumer Cyclical 26 Consumer Defensive 4 Energy 2 Financial Services 18 Healthcare 17 Industrials 20 Real Estate 20 Technology 19 Utilities 7 unknown 2 **************************************** small_industry_downtrending_count tickers industry Basic Materials 1 Communication Services 7 Consumer Cyclical 7 Energy 2 Financial Services 5 Healthcare 17 Industrials 6 Real Estate 1 Technology 16 Utilities 2 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 527 EHC 4 2.89 small-cap Long 5.0 4.769257e+07 4.0 Healthcare 628 PRGO 1 0.00 small-cap Long 5.0 2.958839e+07 1.0 Healthcare 683 ENIC 4 2.05 small-cap Long 4.0 1.521546e+06 4.0 Utilities Mean Return: 2.4699999999999998 Mean Day/Week: 4.5 Accuracy:1.0 *******************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 583 TTEK 3 -1.06 small-cap Short -4.0 3.441714e+07 -3.0 Industrials Mean Return: -1.06 Mean Day/Week: 3.0 Accuracy:1.0 *******************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 672 VRM 3 2.41 small-cap Long 13.0 9.391233e+07 3.0 Consumer Cyclical 643 NVRO 1 0.00 small-cap Long 9.0 8.264987e+07 1.0 Healthcare 474 AU 1 0.00 small-cap Long 17.0 7.204941e+07 1.0 Basic Materials 488 NTRA 1 0.00 small-cap Long 7.0 5.779878e+07 1.0 Healthcare 519 LSPD 1 0.00 small-cap Long 10.0 5.368628e+07 1.0 Technology 633 TNDM 2 1.51 small-cap Long 12.0 5.126848e+07 2.0 Healthcare 527 EHC 4 2.89 small-cap Long 5.0 4.769257e+07 4.0 Healthcare 557 LITE 1 0.00 small-cap Long 16.0 4.354068e+07 1.0 Technology 674 BTG 5 5.64 small-cap Long 27.0 4.274517e+07 5.0 Basic Materials 595 HALO 1 0.00 small-cap Long 6.0 3.986443e+07 1.0 Healthcare 612 NEO 1 0.00 small-cap Long 7.0 3.897583e+07 1.0 Healthcare 491 AMED 5 0.39 small-cap Long 14.0 3.123150e+07 5.0 Healthcare 628 PRGO 1 0.00 small-cap Long 5.0 2.958839e+07 1.0 Healthcare 506 PHYS 1 0.00 small-cap Long 13.0 2.174797e+07 1.0 unknown 568 ANGI 1 0.00 small-cap Long 6.0 2.114499e+07 1.0 Communication Services 602 HTA 5 3.41 small-cap Long 25.0 1.940309e+07 5.0 Real Estate 624 COR 3 1.02 small-cap Long 20.0 1.712424e+07 3.0 Real Estate 601 TMX 2 0.42 small-cap Long 13.0 1.536475e+07 2.0 Consumer Cyclical 683 ENIC 4 2.05 small-cap Long 4.0 1.521546e+06 4.0 Utilities 657 HNP 3 -0.56 small-cap Long 37.0 1.846670e+05 3.0 Utilities Mean Return: 1.918 Mean Day/Week: 4.6 Accuracy:0.9 *******************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 664 APPS 4 -2.62 small-cap Short -33.0 2.684975e+08 -4.0 Technology 641 APA 2 0.82 small-cap Short -24.0 9.750839e+07 -4.0 Energy 552 MLCO 4 -0.62 small-cap Short -21.0 5.419400e+07 -4.0 Consumer Cyclical 496 BHC 2 3.90 small-cap Short -25.0 4.913024e+07 -2.0 Healthcare 583 TTEK 3 -1.06 small-cap Short -4.0 3.441714e+07 -3.0 Industrials 487 BFAM 3 -0.27 small-cap Short -9.0 3.299747e+07 -3.0 Consumer Cyclical 517 AEG 2 1.34 small-cap Short -26.0 6.704817e+06 -2.0 Financial Services Mean Return: 0.21285714285714277 Mean Day/Week: 2.857142857142857 Accuracy:0.5714285714285714 *******************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 511 JAZZ 1 0.00 small-cap Long 1.0 1.108197e+08 7.0 Healthcare 483 IRM 2 1.90 small-cap Long 2.0 1.028066e+08 78.0 Real Estate 539 ATH 5 4.53 small-cap Long 5.0 7.663619e+07 78.0 Financial Services 532 REG 1 0.00 small-cap Long 1.0 6.384617e+07 78.0 Real Estate 470 TECK 5 -2.35 small-cap Long 5.0 5.631569e+07 6.0 Basic Materials 512 WEX 5 -1.69 small-cap Long 5.0 5.398720e+07 78.0 Technology 567 FLIR 1 0.00 small-cap Long 1.0 5.087155e+07 78.0 Technology 500 CX 4 -0.90 small-cap Long 4.0 4.821410e+07 78.0 Basic Materials 527 EHC 4 2.89 small-cap Long 5.0 4.769257e+07 4.0 Healthcare 679 FOXF 4 2.77 small-cap Long 4.0 4.732601e+07 78.0 Consumer Cyclical 634 ACC 3 3.72 small-cap Long 3.0 4.717366e+07 22.0 Real Estate 534 ALV 1 0.00 small-cap Long 5.0 3.839714e+07 16.0 Consumer Cyclical 625 TKR 1 0.00 small-cap Long 1.0 3.777014e+07 19.0 Industrials 630 SON 1 0.00 small-cap Long 1.0 3.401332e+07 37.0 Consumer Cyclical 628 PRGO 1 0.00 small-cap Long 5.0 2.958839e+07 1.0 Healthcare 576 LECO 1 0.00 small-cap Long 1.0 2.741514e+07 30.0 Industrials 477 FWONK 1 0.00 small-cap Long 1.0 2.653768e+07 78.0 Communication Services 581 SSL 4 3.85 small-cap Long 4.0 1.575975e+07 78.0 Energy 685 ORCC 4 -0.21 small-cap Long 4.0 1.058189e+07 52.0 Financial Services 479 FWONA 2 3.47 small-cap Long 2.0 6.344681e+06 16.0 Communication Services 683 ENIC 4 2.05 small-cap Long 4.0 1.521546e+06 4.0 Utilities 531 ACH 1 0.00 small-cap Long 1.0 5.419065e+05 51.0 Basic Materials Mean Return: 1.6691666666666667 Mean Day/Week: 4.666666666666667 Accuracy:0.6666666666666666 *******************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 632 HAE 3 -6.35 small-cap Short -3.0 1.813014e+08 -34.0 Healthcare 587 IRDM 2 4.93 small-cap Short -2.0 5.225703e+07 -36.0 Communication Services 505 SMAR 2 -1.12 small-cap Short -2.0 5.086716e+07 -35.0 Technology 677 ARRY 5 3.84 small-cap Short -5.0 4.259661e+07 -45.0 Technology 686 FEYE 1 0.00 small-cap Short -1.0 4.047059e+07 -24.0 Technology 676 RAMP 2 1.37 small-cap Short -2.0 3.688303e+07 -42.0 Technology 637 VRNS 2 1.80 small-cap Short -3.0 3.687857e+07 -25.0 Technology 652 UPWK 2 2.74 small-cap Short -3.0 3.449226e+07 -20.0 Industrials 583 TTEK 3 -1.06 small-cap Short -4.0 3.441714e+07 -3.0 Industrials 480 BEPC 1 0.00 small-cap Short -1.0 2.074079e+07 -50.0 Utilities 663 ROOT 2 3.03 small-cap Short -2.0 1.720764e+07 -41.0 Financial Services 543 NFE 5 -2.80 small-cap Short -5.0 1.628840e+07 -25.0 Utilities 638 ALGM 2 4.36 small-cap Short -2.0 8.217046e+06 -39.0 Technology Mean Return: 0.9763636363636362 Mean Day/Week: 2.909090909090909 Accuracy:0.36363636363636365 *******************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 473 RH 22 23.20 small-cap Long 22.0 3.974193e+08 24.0 Consumer Cyclical 563 GRUB 7 -2.01 small-cap Long 12.0 1.888182e+08 7.0 Communication Services 530 PRAH 25 11.05 small-cap Long 40.0 1.489245e+08 78.0 Healthcare 680 SLM 18 9.08 small-cap Long 18.0 1.352400e+08 78.0 Financial Services 515 NI 28 14.56 small-cap Long 28.0 1.280983e+08 28.0 Utilities 610 DKS 12 3.17 small-cap Long 12.0 1.156113e+08 74.0 Consumer Cyclical 609 HOG 16 24.43 small-cap Long 16.0 1.140355e+08 16.0 Consumer Cyclical 661 SKX 32 17.35 small-cap Long 41.0 9.603905e+07 33.0 Consumer Cyclical 591 AXTA 16 8.05 small-cap Long 36.0 9.100421e+07 19.0 Basic Materials 662 LSTR 6 0.12 small-cap Long 6.0 9.087784e+07 78.0 Industrials 551 GPS 12 6.65 small-cap Long 12.0 8.929124e+07 43.0 Consumer Cyclical 499 KGC 12 6.56 small-cap Long 29.0 8.823028e+07 12.0 Basic Materials 629 YETI 12 13.86 small-cap Long 12.0 8.536907e+07 14.0 Consumer Cyclical 514 AGNC 16 3.24 small-cap Long 19.0 8.495760e+07 78.0 Real Estate 559 VOYA 14 3.04 small-cap Long 14.0 7.967458e+07 43.0 Financial Services 631 LSCC 13 10.08 small-cap Long 13.0 7.752524e+07 15.0 Technology 497 PNR 9 3.71 small-cap Long 37.0 7.546675e+07 52.0 Industrials 476 FND 12 10.12 small-cap Long 13.0 7.088335e+07 12.0 Consumer Cyclical 626 BRKS 13 -0.51 small-cap Long 13.0 7.033009e+07 16.0 Technology 660 FOUR 12 6.54 small-cap Long 12.0 6.533965e+07 78.0 Technology 618 CACI 14 2.88 small-cap Long 27.0 6.290292e+07 14.0 Technology 541 LEVI 8 9.59 small-cap Long 8.0 6.199538e+07 78.0 Consumer Cyclical 573 GGB 18 17.90 small-cap Long 40.0 5.912289e+07 18.0 Basic Materials 537 SYNH 9 9.83 small-cap Long 9.0 5.868351e+07 10.0 Healthcare 493 WU 7 3.20 small-cap Long 7.0 5.847354e+07 78.0 Financial Services 495 CONE 8 4.62 small-cap Long 22.0 5.489106e+07 8.0 Real Estate 621 FAF 17 8.45 small-cap Long 17.0 5.431641e+07 32.0 Financial Services 656 FR 32 14.22 small-cap Long 32.0 5.299931e+07 52.0 Real Estate 482 HSIC 9 4.16 small-cap Long 27.0 5.206800e+07 9.0 Healthcare 542 RHI 8 0.84 small-cap Long 8.0 5.139082e+07 78.0 Industrials 564 PII 7 1.20 small-cap Long 7.0 5.071402e+07 74.0 Consumer Cyclical 623 MTZ 9 -0.52 small-cap Long 9.0 5.049748e+07 78.0 Industrials 588 SEE 9 4.85 small-cap Long 32.0 5.007598e+07 32.0 Consumer Cyclical 577 BLD 17 8.04 small-cap Long 17.0 4.928418e+07 19.0 Industrials 486 GL 7 4.65 small-cap Long 7.0 4.919209e+07 33.0 Financial Services 546 RNR 13 3.81 small-cap Long 51.0 4.830501e+07 30.0 Financial Services 681 MAN 11 10.39 small-cap Long 11.0 4.807251e+07 78.0 Industrials 513 PNW 28 8.51 small-cap Long 32.0 4.802709e+07 28.0 Utilities 550 ARW 19 10.18 small-cap Long 26.0 4.631776e+07 33.0 Technology 475 MMP 10 2.14 small-cap Long 10.0 4.624133e+07 14.0 Energy 600 PLNT 10 0.59 small-cap Long 10.0 4.575303e+07 14.0 Consumer Cyclical 589 VRT 11 3.00 small-cap Long 11.0 4.405699e+07 14.0 Industrials 489 WSO 26 11.80 small-cap Long 26.0 4.371451e+07 30.0 Industrials 653 LEG 6 4.76 small-cap Long 6.0 4.165584e+07 38.0 Consumer Cyclical 580 BC 6 0.61 small-cap Long 6.0 4.038932e+07 78.0 Consumer Cyclical 516 RE 14 6.43 small-cap Long 17.0 3.899702e+07 48.0 Financial Services 636 FRPT 13 6.28 small-cap Long 13.0 3.869760e+07 15.0 Consumer Defensive 508 OC 28 9.01 small-cap Long 28.0 3.776176e+07 33.0 Industrials 485 GLPI 12 4.85 small-cap Long 12.0 3.759298e+07 16.0 Real Estate 614 WMS 9 0.78 small-cap Long 9.0 3.757085e+07 78.0 Industrials 575 EXEL 8 7.00 small-cap Long 12.0 3.717799e+07 8.0 Healthcare 562 RGLD 15 10.04 small-cap Long 17.0 3.711478e+07 15.0 Basic Materials 526 Y 11 3.76 small-cap Long 11.0 3.708288e+07 50.0 Financial Services 503 BRKR 14 4.38 small-cap Long 14.0 3.670295e+07 78.0 Healthcare 593 DXC 16 2.13 small-cap Long 16.0 3.560382e+07 19.0 Technology 518 STOR 14 3.22 small-cap Long 14.0 3.543678e+07 20.0 Real Estate 650 ORI 13 7.27 small-cap Long 33.0 3.525183e+07 78.0 Financial Services 586 REXR 26 12.16 small-cap Long 26.0 3.522895e+07 28.0 Real Estate 545 CSL 31 14.65 small-cap Long 31.0 3.480408e+07 32.0 Industrials 540 SEIC 20 6.19 small-cap Long 32.0 3.412666e+07 33.0 Financial Services 555 ARCC 11 2.44 small-cap Long 11.0 3.409478e+07 78.0 Financial Services 536 AIZ 30 11.74 small-cap Long 32.0 3.403106e+07 30.0 Financial Services 548 ACM 33 14.03 small-cap Long 47.0 3.306406e+07 78.0 Industrials 617 GMED 10 6.75 small-cap Long 12.0 3.164586e+07 10.0 Healthcare 585 RBA 13 1.65 small-cap Long 29.0 3.136830e+07 13.0 Industrials 606 LSI 13 8.02 small-cap Long 13.0 3.128925e+07 72.0 Real Estate 603 LHCG 7 5.57 small-cap Long 26.0 3.116763e+07 7.0 Healthcare 598 JBL 28 11.42 small-cap Long 28.0 3.027616e+07 33.0 Technology 572 CUBE 17 8.70 small-cap Long 17.0 2.915251e+07 68.0 Real Estate 604 POST 19 6.66 small-cap Long 34.0 2.909341e+07 37.0 Consumer Defensive 607 OGE 7 1.99 small-cap Long 32.0 2.770537e+07 19.0 Utilities 571 NNN 13 4.61 small-cap Long 13.0 2.755894e+07 78.0 Real Estate 635 JHG 14 4.39 small-cap Long 29.0 2.616977e+07 14.0 Financial Services 544 VER 14 3.55 small-cap Long 14.0 2.609667e+07 41.0 Real Estate 549 UGI 10 4.92 small-cap Long 10.0 2.578651e+07 70.0 Utilities 553 G 13 1.79 small-cap Long 31.0 2.572356e+07 31.0 Technology 640 CNXC 19 11.42 small-cap Long 37.0 2.529778e+07 42.0 Technology 578 CASY 19 5.16 small-cap Long 19.0 2.526336e+07 73.0 Consumer Defensive 644 IART 7 6.21 small-cap Long 7.0 2.439172e+07 18.0 Healthcare 673 BWXT 30 10.64 small-cap Long 46.0 2.324165e+07 30.0 Industrials 472 AMH 27 9.07 small-cap Long 27.0 2.266239e+07 31.0 Real Estate 599 AZEK 9 2.94 small-cap Long 9.0 2.227270e+07 14.0 Industrials 535 IAA 6 5.07 small-cap Long 10.0 2.208665e+07 6.0 Industrials 510 ATR 14 5.50 small-cap Long 28.0 2.121143e+07 32.0 Consumer Cyclical 613 SRCL 8 1.38 small-cap Long 14.0 2.096203e+07 8.0 Industrials 684 TNET 6 1.18 small-cap Long 6.0 2.079161e+07 9.0 Industrials 524 SID 12 20.67 small-cap Long 12.0 2.029944e+07 16.0 Basic Materials 525 MCFE 8 -2.59 small-cap Long 8.0 1.994518e+07 65.0 Technology 651 NATI 6 1.72 small-cap Long 9.0 1.908930e+07 6.0 Technology 484 MGP 12 2.56 small-cap Long 12.0 1.907878e+07 78.0 Real Estate 538 GLOB 9 3.40 small-cap Long 9.0 1.724830e+07 10.0 Technology 645 PRI 8 4.00 small-cap Long 8.0 1.663209e+07 78.0 Financial Services 646 EGP 27 8.37 small-cap Long 27.0 1.395393e+07 30.0 Real Estate 570 SC 13 11.12 small-cap Long 13.0 1.307127e+07 56.0 Financial Services 665 KT 20 7.41 small-cap Long 46.0 1.256936e+07 48.0 Communication Services 494 KOF 10 2.59 small-cap Long 10.0 1.072373e+07 33.0 Consumer Defensive 687 GIL 12 5.45 small-cap Long 12.0 1.037875e+07 39.0 Consumer Cyclical 504 SJR 9 4.36 small-cap Long 51.0 9.393316e+06 35.0 Communication Services 675 SWI 28 7.76 small-cap Long 62.0 8.686112e+06 28.0 Technology 622 DOOO 27 14.13 small-cap Long 27.0 5.834353e+06 78.0 Consumer Cyclical 569 BSMX 18 0.81 small-cap Long 18.0 5.491504e+06 18.0 Financial Services 556 LPL 12 0.68 small-cap Long 12.0 4.301644e+06 13.0 Technology 682 SBS 10 1.00 small-cap Long 26.0 3.972329e+06 10.0 Utilities 619 FSV 8 4.58 small-cap Long 8.0 3.521025e+06 56.0 Real Estate 492 WTRU 7 1.76 small-cap Long 19.0 3.398413e+06 7.0 unknown 667 DSGX 11 2.51 small-cap Long 11.0 2.535763e+06 15.0 Technology 574 ICL 10 0.82 small-cap Long 10.0 8.178542e+05 78.0 Basic Materials 509 AGNCM 15 0.82 small-cap Long 25.0 2.774532e+05 78.0 Real Estate Mean Return: 6.304351851851852 Mean Day/Week: 14.435185185185185 Accuracy:0.9629629629629629 *******************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 592 CCIV 17 -5.18 small-cap Short -38.0 4.440548e+08 -17.0 Financial Services 561 FCEL 24 -38.30 small-cap Short -44.0 3.670134e+08 -26.0 Industrials 642 FUBO 28 -44.47 small-cap Short -45.0 2.455845e+08 -42.0 Communication Services 647 JMIA 22 -26.69 small-cap Short -44.0 2.290904e+08 -26.0 Consumer Cyclical 498 NKLA 36 -50.67 small-cap Short -43.0 1.586129e+08 -36.0 Consumer Cyclical 471 BLDP 9 -14.18 small-cap Short -46.0 1.454832e+08 -35.0 Industrials 547 YY 18 -1.84 small-cap Short -34.0 1.222732e+08 -18.0 Communication Services 605 BE 14 -9.21 small-cap Short -46.0 9.259089e+07 -39.0 Industrials 523 BB 21 -13.32 small-cap Short -48.0 7.929198e+07 -34.0 Technology 659 DM 20 -22.19 small-cap Short -42.0 7.729904e+07 -35.0 Technology 584 TGTX 12 -13.21 small-cap Short -20.0 7.696377e+07 -28.0 Healthcare 521 NYT 11 -1.68 small-cap Short -33.0 7.415498e+07 -30.0 Communication Services 611 EBS 14 -18.62 small-cap Short -42.0 7.296544e+07 -35.0 Healthcare 520 SPWR 21 -13.54 small-cap Short -45.0 6.928194e+07 -33.0 Technology 522 IONS 21 -4.22 small-cap Short -56.0 6.454633e+07 -35.0 Healthcare 639 BEAM 18 -7.66 small-cap Short -48.0 6.142005e+07 -24.0 Healthcare 554 COG 10 -8.37 small-cap Short -13.0 6.076328e+07 -10.0 Energy 528 EXPI 21 -28.12 small-cap Short -39.0 5.783329e+07 -21.0 Real Estate 670 IRTC 8 5.51 small-cap Short -8.0 5.634724e+07 -57.0 Healthcare 502 SFIX 6 -7.10 small-cap Short -52.0 5.590009e+07 -32.0 Consumer Cyclical 615 PRLB 26 -19.57 small-cap Short -47.0 5.553965e+07 -42.0 Industrials 478 MRTX 11 -4.26 small-cap Short -96.0 4.811063e+07 -63.0 Healthcare 678 SAIL 11 -3.28 small-cap Short -41.0 4.774728e+07 -27.0 Technology 616 HUYA 21 -21.80 small-cap Short -37.0 3.058102e+07 -21.0 Communication Services 620 TPTX 27 -38.51 small-cap Short -46.0 2.895520e+07 -36.0 Healthcare 666 VNET 10 -9.24 small-cap Short -46.0 2.736899e+07 -34.0 Technology 566 XLRN 9 -2.95 small-cap Short -17.0 2.706709e+07 -9.0 Healthcare 481 RARE 24 -8.40 small-cap Short -45.0 2.362564e+07 -42.0 Healthcare 529 ASND 27 -15.49 small-cap Short -34.0 2.254055e+07 -44.0 Healthcare 565 BBIO 20 -9.27 small-cap Short -68.0 2.060707e+07 -20.0 Healthcare 560 ALLK 20 -4.96 small-cap Short -46.0 1.457854e+07 -42.0 Healthcare 608 CD 34 -28.59 small-cap Short -34.0 9.458478e+06 -37.0 Technology 627 TIMB 20 -4.31 small-cap Short -43.0 1.444414e+06 -47.0 Communication Services 490 RZA 7 -0.34 small-cap Short -7.0 7.705233e+05 -12.0 unknown 671 QRTEB 6 -4.65 small-cap Short -44.0 1.167600e+04 -6.0 Consumer Cyclical Mean Return: -14.248 Mean Day/Week: 17.82857142857143 Accuracy:0.9714285714285714 ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 28 Communication Services 8 Consumer Cyclical 34 Consumer Defensive 13 Energy 10 Financial Services 69 Healthcare 35 Industrials 40 Real Estate 32 Technology 27 Utilities 21 unknown 9 **************************************** penny_industry_downtrending_count tickers industry Basic Materials 10 Communication Services 21 Consumer Cyclical 29 Consumer Defensive 13 Energy 28 Financial Services 35 Healthcare 83 Industrial Goods 1 Industrials 20 Real Estate 10 Technology 50 Utilities 3 unknown 2 *******************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 960 ELY 1 0.00 penny-cap Long 1.0 3.578975e+07 1.0 Consumer Cyclical 1006 HCSG 1 0.00 penny-cap Long 1.0 2.976919e+07 1.0 Healthcare 844 EQC 2 -0.38 penny-cap Long 2.0 2.863918e+07 4.0 Real Estate 815 SGMS 1 0.00 penny-cap Long 5.0 1.978787e+07 1.0 Consumer Cyclical 763 ICUI 4 1.90 penny-cap Long 4.0 1.675704e+07 4.0 Healthcare 719 HLI 1 0.00 penny-cap Long 1.0 1.489106e+07 1.0 Financial Services 843 AMN 1 0.00 penny-cap Long 1.0 1.446332e+07 1.0 Healthcare 751 ALTR 1 0.00 penny-cap Long 1.0 1.428272e+07 4.0 Technology 777 WTS 1 0.00 penny-cap Long 4.0 1.333506e+07 1.0 Industrials 866 LCII 1 0.00 penny-cap Long 5.0 1.254449e+07 1.0 Consumer Cyclical 715 FTDR 3 -2.14 penny-cap Long 3.0 1.224731e+07 4.0 Consumer Cyclical 706 LANC 1 0.00 penny-cap Long 1.0 1.156489e+07 5.0 Consumer Defensive 1072 TWNK 1 0.00 penny-cap Long 1.0 9.480392e+06 2.0 Consumer Defensive 1254 ATRI 1 0.00 penny-cap Long 4.0 5.372617e+06 1.0 Healthcare 1169 ROAD 1 0.00 penny-cap Long 1.0 4.693679e+06 4.0 Industrials 1291 HQH 2 0.40 penny-cap Long 2.0 2.706673e+06 3.0 Financial Services 1305 ARCO 4 -2.59 penny-cap Long 4.0 2.430062e+06 5.0 Consumer Cyclical 1218 BWMX 1 0.00 penny-cap Long 1.0 1.576740e+06 1.0 Consumer Cyclical Mean Return: -0.562 Mean Day/Week: 5.6 Accuracy:0.4 *******************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 1089 RPAY 1 0.00 penny-cap Short -1.0 1.626516e+07 -2.0 Technology 1021 STRA 3 -1.82 penny-cap Short -5.0 1.455400e+07 -3.0 Consumer Defensive 1018 RMBS 3 -1.21 penny-cap Short -4.0 1.051682e+07 -3.0 Technology 1077 INFN 2 1.83 penny-cap Short -3.0 1.024161e+07 -2.0 Technology 982 MEOH 3 -2.51 penny-cap Short -3.0 9.692981e+06 -3.0 Basic Materials 1104 SPNS 1 0.00 penny-cap Short -1.0 3.176292e+06 -2.0 Technology 814 TIGO 2 -0.94 penny-cap Short -5.0 2.054900e+06 -2.0 Communication Services 921 HKIB 1 0.00 penny-cap Short -1.0 7.076090e+04 -1.0 Financial Services Mean Return: -0.93 Mean Day/Week: 3.2 Accuracy:0.8 *******************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 709 AUY 5 4.83 penny-cap Long 29.0 6.302387e+07 5.0 Basic Materials 824 EYE 1 0.00 penny-cap Long 10.0 5.538020e+07 1.0 Consumer Cyclical 799 SSRM 1 0.00 penny-cap Long 27.0 5.330055e+07 1.0 Basic Materials 1043 HCAT 5 0.18 penny-cap Long 7.0 3.692514e+07 5.0 Healthcare 960 ELY 1 0.00 penny-cap Long 1.0 3.578975e+07 1.0 Consumer Cyclical 1006 HCSG 1 0.00 penny-cap Long 1.0 2.976919e+07 1.0 Healthcare 1129 IAG 5 2.71 penny-cap Long 13.0 2.899701e+07 5.0 Basic Materials 844 EQC 2 -0.38 penny-cap Long 2.0 2.863918e+07 4.0 Real Estate 1147 GNW 4 3.83 penny-cap Long 31.0 2.533207e+07 4.0 Financial Services 1168 PAR 1 0.00 penny-cap Long 7.0 2.436265e+07 1.0 Technology 778 AEIS 1 0.00 penny-cap Long 14.0 2.133740e+07 1.0 Industrials 815 SGMS 1 0.00 penny-cap Long 5.0 1.978787e+07 1.0 Consumer Cyclical 1093 SILK 1 0.00 penny-cap Long 10.0 1.962425e+07 1.0 Healthcare 1019 PRPL 4 -2.59 penny-cap Long 9.0 1.882525e+07 4.0 Consumer Cyclical 884 NSTG 1 0.00 penny-cap Long 10.0 1.745106e+07 1.0 Healthcare 763 ICUI 4 1.90 penny-cap Long 4.0 1.675704e+07 4.0 Healthcare 836 SPSC 1 0.00 penny-cap Long 7.0 1.674244e+07 1.0 Technology 766 CIG 2 -0.84 penny-cap Long 19.0 1.665848e+07 2.0 Utilities 719 HLI 1 0.00 penny-cap Long 1.0 1.489106e+07 1.0 Financial Services 843 AMN 1 0.00 penny-cap Long 1.0 1.446332e+07 1.0 Healthcare 751 ALTR 1 0.00 penny-cap Long 1.0 1.428272e+07 4.0 Technology 720 ACIW 1 0.00 penny-cap Long 8.0 1.416526e+07 1.0 Technology 1217 RDWR 3 0.41 penny-cap Long 9.0 1.378186e+07 3.0 Technology 777 WTS 1 0.00 penny-cap Long 4.0 1.333506e+07 1.0 Industrials 935 PJT 1 0.00 penny-cap Long 6.0 1.300924e+07 1.0 Financial Services 969 BNL 5 2.89 penny-cap Long 14.0 1.257834e+07 5.0 Real Estate 866 LCII 1 0.00 penny-cap Long 5.0 1.254449e+07 1.0 Consumer Cyclical 715 FTDR 3 -2.14 penny-cap Long 3.0 1.224731e+07 4.0 Consumer Cyclical 706 LANC 1 0.00 penny-cap Long 1.0 1.156489e+07 5.0 Consumer Defensive 1202 NGD 1 0.00 penny-cap Long 13.0 1.127558e+07 1.0 Basic Materials 774 PINC 5 1.47 penny-cap Long 18.0 9.736464e+06 5.0 Healthcare 752 CEF 1 0.00 penny-cap Long 9.0 9.655894e+06 1.0 unknown 1072 TWNK 1 0.00 penny-cap Long 1.0 9.480392e+06 2.0 Consumer Defensive 877 CNS 1 0.00 penny-cap Long 14.0 7.386304e+06 1.0 Financial Services 1163 CDXS 1 0.00 penny-cap Long 13.0 6.550177e+06 1.0 Healthcare 932 BSTZ 5 -1.08 penny-cap Long 13.0 6.352112e+06 5.0 unknown 896 GOLF 1 0.00 penny-cap Long 10.0 5.952149e+06 1.0 Consumer Cyclical 1254 ATRI 1 0.00 penny-cap Long 4.0 5.372617e+06 1.0 Healthcare 1237 HURN 1 0.00 penny-cap Long 9.0 4.956190e+06 1.0 Industrials 1281 TCMD 1 0.00 penny-cap Long 7.0 4.786659e+06 1.0 Healthcare 1169 ROAD 1 0.00 penny-cap Long 1.0 4.693679e+06 4.0 Industrials 1215 KROS 1 0.00 penny-cap Long 12.0 4.355351e+06 1.0 Healthcare 1173 SA 1 0.00 penny-cap Long 11.0 4.260955e+06 1.0 Basic Materials 1291 HQH 2 0.40 penny-cap Long 2.0 2.706673e+06 3.0 Financial Services 1193 BTZ 1 0.00 penny-cap Long 14.0 2.581826e+06 1.0 Financial Services 1305 ARCO 4 -2.59 penny-cap Long 4.0 2.430062e+06 5.0 Consumer Cyclical 744 UGP 4 -0.26 penny-cap Long 19.0 2.139009e+06 4.0 Energy 1218 BWMX 1 0.00 penny-cap Long 1.0 1.576740e+06 1.0 Consumer Cyclical 1140 DKL 1 0.00 penny-cap Long 8.0 8.621986e+05 1.0 Energy 1029 UZA 5 0.24 penny-cap Long 35.0 1.900492e+05 5.0 unknown Mean Return: 0.5282352941176471 Mean Day/Week: 5.882352941176471 Accuracy:0.5882352941176471 *******************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 1211 RIOT 5 -14.18 penny-cap Short -21.0 1.073969e+09 -5.0 Technology 1028 SI 3 2.17 penny-cap Short -6.0 1.626444e+08 -3.0 Financial Services 756 WBS 2 0.89 penny-cap Short -21.0 7.374406e+07 -2.0 Financial Services 780 HAIN 3 -1.02 penny-cap Short -20.0 6.766517e+07 -3.0 Consumer Defensive 713 EQT 2 0.00 penny-cap Short -24.0 5.268856e+07 -3.0 Energy 1000 AMRS 5 -4.35 penny-cap Short -18.0 5.159289e+07 -5.0 Basic Materials 962 SWN 2 0.25 penny-cap Short -10.0 4.458313e+07 -2.0 Energy 1297 GRPN 2 -1.42 penny-cap Short -21.0 4.434152e+07 -2.0 Communication Services 1052 RIG 2 2.19 penny-cap Short -24.0 4.264556e+07 -2.0 Energy 755 GTLS 3 -0.82 penny-cap Short -24.0 4.210034e+07 -3.0 Industrial Goods 728 HFC 2 2.13 penny-cap Short -24.0 4.070287e+07 -2.0 Energy 1139 BALY 3 0.93 penny-cap Short -17.0 3.899140e+07 -3.0 Consumer Cyclical 697 OZK 2 3.22 penny-cap Short -23.0 3.630149e+07 -2.0 Financial Services 1092 MUR 2 1.28 penny-cap Short -21.0 3.221688e+07 -2.0 Energy 926 BXS 2 1.51 penny-cap Short -20.0 2.476114e+07 -2.0 Financial Services 1098 VSTO 1 0.00 penny-cap Short -38.0 2.225449e+07 -2.0 Consumer Cyclical 702 LPRO 4 -0.52 penny-cap Short -43.0 2.172141e+07 -4.0 Financial Services 965 HP 5 -3.78 penny-cap Short -22.0 2.053336e+07 -5.0 Energy 1122 WW 5 2.01 penny-cap Short -20.0 1.935969e+07 -5.0 Consumer Cyclical 956 SFNC 2 3.01 penny-cap Short -22.0 1.783826e+07 -2.0 Financial Services 975 MATX 2 1.12 penny-cap Short -24.0 1.671740e+07 -2.0 Industrials 1089 RPAY 1 0.00 penny-cap Short -1.0 1.626516e+07 -2.0 Technology 867 BLKB 3 -0.26 penny-cap Short -39.0 1.556165e+07 -3.0 Technology 1021 STRA 3 -1.82 penny-cap Short -5.0 1.455400e+07 -3.0 Consumer Defensive 1153 ATSG 1 0.00 penny-cap Short -8.0 1.393155e+07 -1.0 Industrials 1257 IMAX 2 1.98 penny-cap Short -24.0 1.314743e+07 -2.0 Communication Services 1035 MYGN 4 3.07 penny-cap Short -41.0 1.308925e+07 -4.0 Healthcare 1040 SATS 2 0.54 penny-cap Short -20.0 1.227897e+07 -2.0 Technology 1158 SCS 2 2.22 penny-cap Short -20.0 1.188787e+07 -2.0 Industrials 1020 MGY 2 1.41 penny-cap Short -24.0 1.151869e+07 -2.0 Energy 1018 RMBS 3 -1.21 penny-cap Short -4.0 1.051682e+07 -3.0 Technology 1077 INFN 2 1.83 penny-cap Short -3.0 1.024161e+07 -2.0 Technology 1048 XPER 2 3.88 penny-cap Short -20.0 1.001492e+07 -2.0 Technology 982 MEOH 3 -2.51 penny-cap Short -3.0 9.692981e+06 -3.0 Basic Materials 984 INDB 5 -2.83 penny-cap Short -22.0 9.422600e+06 -5.0 Financial Services 999 MANU 2 1.97 penny-cap Short -23.0 9.347582e+06 -2.0 Consumer Cyclical 1250 PTEN 4 -4.98 penny-cap Short -22.0 9.141460e+06 -4.0 Energy 944 HTH 2 2.18 penny-cap Short -20.0 9.140101e+06 -2.0 Financial Services 1279 ZUMZ 3 -1.97 penny-cap Short -43.0 8.523543e+06 -3.0 Consumer Cyclical 933 COLB 3 -1.21 penny-cap Short -23.0 8.326707e+06 -5.0 Financial Services 1063 WHD 5 -3.59 penny-cap Short -26.0 7.072388e+06 -5.0 Energy 1197 STKL 3 -2.90 penny-cap Short -41.0 7.019225e+06 -3.0 Consumer Defensive 961 CVBF 2 1.75 penny-cap Short -20.0 5.841950e+06 -2.0 Financial Services 1304 DHC 2 2.22 penny-cap Short -20.0 5.576566e+06 -2.0 Real Estate 1201 PACK 2 1.06 penny-cap Short -26.0 5.564412e+06 -2.0 Consumer Cyclical 1195 WMK 2 0.30 penny-cap Short -22.0 5.361106e+06 -2.0 Consumer Defensive 1302 KRA 2 2.16 penny-cap Short -26.0 5.097196e+06 -2.0 Basic Materials 1290 RES 4 -5.31 penny-cap Short -25.0 4.795137e+06 -4.0 Energy 1112 CFFN 5 -1.49 penny-cap Short -22.0 3.439507e+06 -5.0 Financial Services 1104 SPNS 1 0.00 penny-cap Short -1.0 3.176292e+06 -2.0 Technology 1108 FBK 2 2.48 penny-cap Short -20.0 2.963370e+06 -2.0 Financial Services 814 TIGO 2 -0.94 penny-cap Short -5.0 2.054900e+06 -2.0 Communication Services 1299 CLNC 3 0.26 penny-cap Short -22.0 1.765088e+06 -3.0 Real Estate 1313 NESR 2 0.09 penny-cap Short -27.0 1.303691e+06 -2.0 Energy 921 HKIB 1 0.00 penny-cap Short -1.0 7.076090e+04 -1.0 Financial Services 1251 BROG 5 -9.90 penny-cap Short -16.0 6.800920e+04 -5.0 Energy 958 FISK 1 0.00 penny-cap Short -18.0 2.750720e+04 -2.0 Real Estate 1123 PRTC 1 0.00 penny-cap Short -11.0 6.288750e+03 -1.0 Healthcare Mean Return: -0.33137254901960783 Mean Day/Week: 3.0 Accuracy:0.4117647058823529 *******************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 1075 WBT 1 0.00 penny-cap Long 1.0 2.422745e+09 78.0 Industrials 842 AA 1 0.00 penny-cap Long 4.0 2.341633e+08 43.0 Basic Materials 924 WRI 5 0.90 penny-cap Long 5.0 7.033391e+07 78.0 Real Estate 757 GPK 1 0.00 penny-cap Long 1.0 4.813105e+07 32.0 Consumer Cyclical 1055 AXNX 1 0.00 penny-cap Long 1.0 4.810987e+07 77.0 Healthcare 971 HGV 3 1.04 penny-cap Long 3.0 4.143295e+07 78.0 Consumer Cyclical 1252 MGNX 1 0.00 penny-cap Long 1.0 3.897641e+07 33.0 Healthcare 960 ELY 1 0.00 penny-cap Long 1.0 3.578975e+07 1.0 Consumer Cyclical 742 VVV 4 4.26 penny-cap Long 4.0 3.146120e+07 78.0 Energy 1006 HCSG 1 0.00 penny-cap Long 1.0 2.976919e+07 1.0 Healthcare 967 ATRC 3 0.50 penny-cap Long 3.0 2.885403e+07 78.0 Healthcare 844 EQC 2 -0.38 penny-cap Long 2.0 2.863918e+07 4.0 Real Estate 829 VIAV 4 1.51 penny-cap Long 4.0 2.808388e+07 9.0 Technology 699 CUZ 1 0.00 penny-cap Long 1.0 2.472454e+07 37.0 Real Estate 1309 SBLK 1 0.00 penny-cap Long 1.0 2.441818e+07 78.0 Industrials 711 ACHC 4 0.76 penny-cap Long 4.0 2.395815e+07 78.0 Healthcare 886 SXT 5 -0.25 penny-cap Long 5.0 2.247826e+07 33.0 Basic Materials 810 AWI 3 0.51 penny-cap Long 3.0 2.246781e+07 78.0 Industrials 974 CBT 1 0.00 penny-cap Long 1.0 2.201515e+07 78.0 Basic Materials 708 FLO 3 1.16 penny-cap Long 3.0 2.164874e+07 33.0 Consumer Defensive 1016 VNOM 3 5.07 penny-cap Long 3.0 2.100611e+07 7.0 Energy 928 DAN 5 0.96 penny-cap Long 5.0 2.096849e+07 78.0 Consumer Cyclical 833 TGNA 4 -0.91 penny-cap Long 4.0 2.025948e+07 78.0 Communication Services 815 SGMS 1 0.00 penny-cap Long 5.0 1.978787e+07 1.0 Consumer Cyclical 1308 CHEF 1 0.00 penny-cap Long 1.0 1.884613e+07 78.0 Consumer Defensive 940 SHOO 1 0.00 penny-cap Long 1.0 1.876082e+07 33.0 Consumer Cyclical 834 SEM 1 0.00 penny-cap Long 1.0 1.829876e+07 38.0 Healthcare 1062 FSS 1 0.00 penny-cap Long 1.0 1.820938e+07 78.0 Industrials 952 NSIT 5 -0.60 penny-cap Long 5.0 1.781395e+07 78.0 Technology 1127 ROIC 3 0.52 penny-cap Long 3.0 1.752378e+07 78.0 Real Estate 696 HHC 5 -1.95 penny-cap Long 5.0 1.730780e+07 78.0 Real Estate 690 PAG 5 0.96 penny-cap Long 5.0 1.695198e+07 78.0 Consumer Cyclical 763 ICUI 4 1.90 penny-cap Long 4.0 1.675704e+07 4.0 Healthcare 922 MCY 5 0.34 penny-cap Long 5.0 1.625254e+07 78.0 Financial Services 1162 CEQP 1 0.00 penny-cap Long 1.0 1.552236e+07 78.0 Energy 853 NJR 2 0.12 penny-cap Long 2.0 1.522940e+07 78.0 Utilities 719 HLI 1 0.00 penny-cap Long 1.0 1.489106e+07 1.0 Financial Services 1059 CMP 4 1.01 penny-cap Long 4.0 1.482463e+07 14.0 Basic Materials 843 AMN 1 0.00 penny-cap Long 1.0 1.446332e+07 1.0 Healthcare 751 ALTR 1 0.00 penny-cap Long 1.0 1.428272e+07 4.0 Technology 802 SIGI 5 1.43 penny-cap Long 5.0 1.348761e+07 78.0 Financial Services 777 WTS 1 0.00 penny-cap Long 4.0 1.333506e+07 1.0 Industrials 781 SLGN 1 0.00 penny-cap Long 1.0 1.303416e+07 65.0 Consumer Cyclical 905 CVLT 3 0.00 penny-cap Long 3.0 1.281697e+07 78.0 Technology 866 LCII 1 0.00 penny-cap Long 5.0 1.254449e+07 1.0 Consumer Cyclical 1110 GTN 3 0.65 penny-cap Long 3.0 1.230477e+07 78.0 Communication Services 715 FTDR 3 -2.14 penny-cap Long 3.0 1.224731e+07 4.0 Consumer Cyclical 943 SMPL 5 2.31 penny-cap Long 5.0 1.206651e+07 19.0 Consumer Defensive 706 LANC 1 0.00 penny-cap Long 1.0 1.156489e+07 5.0 Consumer Defensive 710 KMPR 5 0.05 penny-cap Long 5.0 1.083022e+07 33.0 Financial Services 909 DORM 2 1.83 penny-cap Long 2.0 1.077504e+07 42.0 Consumer Cyclical 1072 TWNK 1 0.00 penny-cap Long 1.0 9.480392e+06 2.0 Consumer Defensive 876 CWK 4 -1.15 penny-cap Long 4.0 8.842589e+06 33.0 Real Estate 1220 USAC 4 0.21 penny-cap Long 4.0 6.448722e+06 13.0 Energy 772 GTES 4 -0.61 penny-cap Long 4.0 6.185556e+06 78.0 Industrials 1233 GMS 5 0.44 penny-cap Long 5.0 5.913764e+06 78.0 Industrials 1254 ATRI 1 0.00 penny-cap Long 4.0 5.372617e+06 1.0 Healthcare 1103 CPK 2 -0.31 penny-cap Long 2.0 4.789504e+06 37.0 Utilities 1169 ROAD 1 0.00 penny-cap Long 1.0 4.693679e+06 4.0 Industrials 898 CCU 5 -0.34 penny-cap Long 5.0 3.522492e+06 78.0 Consumer Defensive 1097 BSM 5 2.60 penny-cap Long 5.0 3.401042e+06 9.0 Energy 1291 HQH 2 0.40 penny-cap Long 2.0 2.706673e+06 3.0 Financial Services 1305 ARCO 4 -2.59 penny-cap Long 4.0 2.430062e+06 5.0 Consumer Cyclical 1218 BWMX 1 0.00 penny-cap Long 1.0 1.576740e+06 1.0 Consumer Cyclical 707 SHI 5 -0.19 penny-cap Long 5.0 2.660519e+05 10.0 Energy 1090 ITCB 4 3.14 penny-cap Long 4.0 2.136508e+05 78.0 Financial Services Mean Return: 0.5938461538461538 Mean Day/Week: 4.564102564102564 Accuracy:0.6666666666666666 *******************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 1165 SBE 2 -6.57 penny-cap Short -2.0 2.146369e+08 -43.0 Financial Services 1256 LOTZ 3 1.41 penny-cap Short -3.0 1.295404e+08 -56.0 Consumer Cyclical 1066 BLNK 5 1.41 penny-cap Short -5.0 7.772031e+07 -36.0 Consumer Cyclical 793 EDIT 4 3.47 penny-cap Short -4.0 4.857553e+07 -49.0 Healthcare 1298 UWMC 2 2.90 penny-cap Short -2.0 4.852426e+07 -53.0 Financial Services 727 HASI 3 2.96 penny-cap Short -3.0 3.580717e+07 -44.0 Real Estate 716 IIPR 3 -0.45 penny-cap Short -3.0 2.947199e+07 -24.0 Real Estate 902 TWOU 2 2.92 penny-cap Short -2.0 2.771890e+07 -28.0 Consumer Defensive 1017 TPIC 4 6.02 penny-cap Short -4.0 2.746482e+07 -38.0 Industrials 840 VCYT 4 2.96 penny-cap Short -4.0 2.408834e+07 -26.0 Healthcare 1024 QTRX 2 1.36 penny-cap Short -3.0 2.397337e+07 -32.0 Healthcare 1010 ODP 3 -2.16 penny-cap Short -3.0 1.891434e+07 -11.0 Consumer Cyclical 854 CRSR 2 1.36 penny-cap Short -2.0 1.698461e+07 -39.0 Technology 1089 RPAY 1 0.00 penny-cap Short -1.0 1.626516e+07 -2.0 Technology 864 KTOS 2 2.32 penny-cap Short -2.0 1.525656e+07 -35.0 Industrials 857 SPT 1 0.00 penny-cap Short -1.0 1.483614e+07 -20.0 Technology 1021 STRA 3 -1.82 penny-cap Short -5.0 1.455400e+07 -3.0 Consumer Defensive 1296 GOGO 2 4.89 penny-cap Short -2.0 1.446235e+07 -29.0 Communication Services 1301 GTHX 3 -0.79 penny-cap Short -3.0 1.331075e+07 -26.0 Healthcare 1044 YEXT 2 4.72 penny-cap Short -2.0 1.314324e+07 -34.0 Technology 700 SMTC 2 2.74 penny-cap Short -2.0 1.124724e+07 -36.0 Technology 1018 RMBS 3 -1.21 penny-cap Short -4.0 1.051682e+07 -3.0 Technology 1003 CMPR 4 -5.60 penny-cap Short -4.0 1.024742e+07 -28.0 Communication Services 1077 INFN 2 1.83 penny-cap Short -3.0 1.024161e+07 -2.0 Technology 1130 EBIX 4 3.65 penny-cap Short -4.0 9.903058e+06 -42.0 Technology 982 MEOH 3 -2.51 penny-cap Short -3.0 9.692981e+06 -3.0 Basic Materials 1132 ZYME 2 4.53 penny-cap Short -2.0 9.623479e+06 -60.0 Healthcare 1109 CSTL 3 -2.12 penny-cap Short -3.0 9.142390e+06 -33.0 Healthcare 1216 TRIL 2 4.66 penny-cap Short -2.0 8.706152e+06 -70.0 Healthcare 1294 STEP 2 1.17 penny-cap Short -2.0 7.023223e+06 -12.0 Financial Services 855 TSEM 3 1.89 penny-cap Short -3.0 7.023022e+06 -21.0 Technology 1091 AZRE 2 2.19 penny-cap Short -2.0 5.520524e+06 -46.0 Utilities 796 VVNT 2 3.31 penny-cap Short -2.0 4.747937e+06 -57.0 Industrials 1188 KAMN 2 1.85 penny-cap Short -2.0 4.722239e+06 -24.0 Industrials 1104 SPNS 1 0.00 penny-cap Short -1.0 3.176292e+06 -2.0 Technology 838 IFS 2 0.47 penny-cap Short -2.0 2.125355e+06 -31.0 Financial Services 814 TIGO 2 -0.94 penny-cap Short -5.0 2.054900e+06 -2.0 Communication Services 934 TDE 5 0.00 penny-cap Short -5.0 4.836791e+05 -8.0 unknown 921 HKIB 1 0.00 penny-cap Short -1.0 7.076090e+04 -1.0 Financial Services Mean Return: 1.2234285714285715 Mean Day/Week: 2.857142857142857 Accuracy:0.2857142857142857 *******************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 748 LPX 53 45.15 penny-cap Long 53.0 1.817426e+08 78.0 Industrials 731 AYI 19 23.67 penny-cap Long 32.0 1.298415e+08 78.0 Industrials 821 AEO 10 14.51 penny-cap Long 10.0 1.284907e+08 78.0 Consumer Cyclical 764 KBR 19 11.74 penny-cap Long 19.0 9.591005e+07 78.0 Industrials 986 SINA 9 0.23 penny-cap Long 32.0 9.017335e+07 9.0 Communication Services 786 SWAV 14 16.48 penny-cap Long 14.0 6.959075e+07 16.0 Healthcare 795 CRI 8 2.42 penny-cap Long 16.0 6.530262e+07 8.0 Consumer Cyclical 691 STAA 13 19.65 penny-cap Long 13.0 5.807025e+07 15.0 Healthcare 787 ADC 14 5.00 penny-cap Long 30.0 5.126403e+07 30.0 Real Estate 758 RYN 10 5.08 penny-cap Long 10.0 5.123131e+07 14.0 Real Estate 865 PCH 13 7.13 penny-cap Long 13.0 4.806345e+07 19.0 Real Estate 712 MMS 33 11.15 penny-cap Long 33.0 4.787967e+07 78.0 Industrials 723 WEN 12 4.51 penny-cap Long 32.0 4.721983e+07 12.0 Consumer Cyclical 761 QTS 8 5.20 penny-cap Long 25.0 4.711404e+07 8.0 Real Estate 863 CMD 13 6.43 penny-cap Long 18.0 4.704482e+07 13.0 Healthcare 1068 ASO 14 8.00 penny-cap Long 14.0 4.690540e+07 78.0 Consumer Cyclical 1071 INMD 12 12.43 penny-cap Long 12.0 4.686829e+07 78.0 Healthcare 695 EXP 12 3.30 penny-cap Long 12.0 4.597465e+07 78.0 Basic Materials 746 SNX 31 25.25 penny-cap Long 31.0 4.378048e+07 78.0 Technology 698 ESNT 16 9.49 penny-cap Long 17.0 4.187489e+07 16.0 Financial Services 771 PNM 24 2.64 penny-cap Long 26.0 4.135237e+07 24.0 Utilities 951 LGIH 36 35.30 penny-cap Long 36.0 4.019435e+07 38.0 Consumer Cyclical 785 MTG 17 8.55 penny-cap Long 17.0 3.808533e+07 19.0 Financial Services 704 SAIA 16 3.07 penny-cap Long 16.0 3.571853e+07 78.0 Industrials 1207 LMNX 8 -0.89 penny-cap Long 8.0 3.530558e+07 75.0 Healthcare 818 DOC 14 4.69 penny-cap Long 27.0 3.507068e+07 28.0 Real Estate 1034 JACK 27 5.95 penny-cap Long 27.0 3.454408e+07 78.0 Consumer Cyclical 692 MEDP 12 9.21 penny-cap Long 12.0 3.406308e+07 78.0 Healthcare 737 NCR 13 5.20 penny-cap Long 13.0 3.394796e+07 19.0 Technology 782 THG 14 3.33 penny-cap Long 36.0 3.225012e+07 37.0 Financial Services 942 ONTO 13 -2.79 penny-cap Long 13.0 3.174382e+07 78.0 Technology 717 ALSN 12 5.93 penny-cap Long 12.0 3.145148e+07 12.0 Consumer Cyclical 721 STAG 32 11.92 penny-cap Long 56.0 3.134754e+07 52.0 Real Estate 978 TPH 16 8.87 penny-cap Long 16.0 3.126058e+07 19.0 Consumer Cyclical 887 ADNT 6 2.21 penny-cap Long 6.0 3.117777e+07 33.0 Consumer Cyclical 1172 AAWW 16 11.23 penny-cap Long 16.0 3.052068e+07 45.0 Industrials 875 AGIO 12 2.16 penny-cap Long 12.0 3.045549e+07 15.0 Healthcare 1182 ANF 11 3.02 penny-cap Long 11.0 3.005559e+07 78.0 Consumer Cyclical 808 POR 13 5.99 penny-cap Long 32.0 2.944902e+07 34.0 Utilities 901 CWH 6 1.61 penny-cap Long 6.0 2.941586e+07 70.0 Consumer Cyclical 861 IBP 12 9.93 penny-cap Long 12.0 2.891797e+07 14.0 Industrials 688 EME 19 8.73 penny-cap Long 37.0 2.766806e+07 42.0 Industrials 1178 GES 8 -0.10 penny-cap Long 8.0 2.741332e+07 14.0 Consumer Cyclical 773 HR 14 4.19 penny-cap Long 27.0 2.683795e+07 28.0 Real Estate 729 SRC 12 5.45 penny-cap Long 12.0 2.602520e+07 78.0 Real Estate 873 AQUA 9 2.58 penny-cap Long 18.0 2.547447e+07 9.0 Industrials 1047 KTB 10 16.34 penny-cap Long 10.0 2.525005e+07 37.0 Consumer Cyclical 749 LAZ 14 3.33 penny-cap Long 28.0 2.518694e+07 16.0 Financial Services 955 FUL 19 9.58 penny-cap Long 19.0 2.489672e+07 78.0 Basic Materials 852 APG 14 -0.16 penny-cap Long 14.0 2.367819e+07 78.0 Industrials 885 AGI 11 10.18 penny-cap Long 30.0 2.352267e+07 11.0 Basic Materials 893 LIVN 7 1.27 penny-cap Long 7.0 2.340947e+07 78.0 Healthcare 906 ENR 10 3.21 penny-cap Long 28.0 2.330558e+07 10.0 Industrials 743 TV 12 37.19 penny-cap Long 28.0 2.315339e+07 29.0 Communication Services 1041 NAVI 30 13.89 penny-cap Long 37.0 2.306940e+07 78.0 Financial Services 917 LXP 14 4.82 penny-cap Long 18.0 2.234127e+07 33.0 Real Estate 1209 RILY 7 -1.79 penny-cap Long 7.0 2.226760e+07 78.0 Financial Services 827 AVT 15 5.14 penny-cap Long 15.0 2.221473e+07 78.0 Technology 996 TROX 12 -1.36 penny-cap Long 12.0 2.215683e+07 19.0 Basic Materials 1115 DRNA 6 5.64 penny-cap Long 6.0 2.187409e+07 15.0 Healthcare 845 UFPI 33 23.46 penny-cap Long 54.0 2.166524e+07 56.0 Basic Materials 794 FCN 38 23.95 penny-cap Long 38.0 2.114197e+07 44.0 Industrials 745 CC 18 7.38 penny-cap Long 18.0 2.031532e+07 18.0 Basic Materials 734 CW 12 2.72 penny-cap Long 12.0 2.022375e+07 33.0 Industrials 759 SWCH 6 4.54 penny-cap Long 15.0 2.006624e+07 6.0 Technology 817 BKH 32 9.54 penny-cap Long 32.0 1.967432e+07 34.0 Utilities 736 NOMD 27 12.45 penny-cap Long 27.0 1.869991e+07 27.0 Consumer Defensive 851 AIMC 8 1.04 penny-cap Long 8.0 1.819099e+07 13.0 Industrials 1049 PVG 13 2.84 penny-cap Long 29.0 1.808304e+07 13.0 Basic Materials 1079 BCC 19 16.37 penny-cap Long 32.0 1.764287e+07 40.0 Basic Materials 792 MRCY 10 1.13 penny-cap Long 25.0 1.739305e+07 10.0 Industrials 805 OGS 20 8.28 penny-cap Long 32.0 1.739095e+07 20.0 Utilities 1126 BOOT 9 -0.84 penny-cap Long 9.0 1.738170e+07 78.0 Consumer Cyclical 1022 EPRT 9 6.25 penny-cap Long 9.0 1.702983e+07 78.0 Real Estate 1184 CYTK 7 6.31 penny-cap Long 27.0 1.702888e+07 28.0 Healthcare 881 SR 13 4.36 penny-cap Long 52.0 1.696703e+07 46.0 Utilities 725 ASGN 10 2.64 penny-cap Long 10.0 1.664054e+07 78.0 Industrials 819 RDN 16 5.08 penny-cap Long 18.0 1.624685e+07 41.0 Financial Services 800 AXS 8 5.21 penny-cap Long 8.0 1.618253e+07 32.0 Financial Services 912 OFC 8 3.52 penny-cap Long 10.0 1.543799e+07 32.0 Real Estate 812 PSB 14 2.07 penny-cap Long 33.0 1.529723e+07 78.0 Real Estate 750 NEOG 19 10.75 penny-cap Long 19.0 1.493656e+07 31.0 Healthcare 849 SWX 17 5.17 penny-cap Long 60.0 1.486990e+07 44.0 Utilities 874 VSH 11 1.60 penny-cap Long 11.0 1.480353e+07 78.0 Technology 1242 ERJ 10 -4.88 penny-cap Long 10.0 1.474493e+07 78.0 Industrials 1102 MDGL 6 6.22 penny-cap Long 6.0 1.465048e+07 6.0 Healthcare 1181 TBK 12 -0.87 penny-cap Long 12.0 1.460283e+07 78.0 Financial Services 910 MMSI 14 5.59 penny-cap Long 14.0 1.448712e+07 17.0 Healthcare 760 RXT 25 6.54 penny-cap Long 25.0 1.445319e+07 27.0 Technology 1150 CXP 9 3.34 penny-cap Long 40.0 1.433062e+07 37.0 Real Estate 1053 FIX 19 10.63 penny-cap Long 102.0 1.428616e+07 78.0 Industrials 977 NSA 13 8.98 penny-cap Long 13.0 1.426163e+07 72.0 Real Estate 981 DOOR 13 4.22 penny-cap Long 13.0 1.424689e+07 78.0 Industrials 918 AWR 8 4.58 penny-cap Long 19.0 1.408032e+07 8.0 Utilities 791 TRNO 14 7.24 penny-cap Long 25.0 1.406822e+07 14.0 Real Estate 1151 ZNTL 7 18.34 penny-cap Long 7.0 1.400457e+07 7.0 Healthcare 947 NWE 34 18.40 penny-cap Long 45.0 1.392604e+07 41.0 Utilities 1002 TRQ 11 5.64 penny-cap Long 11.0 1.381554e+07 78.0 Basic Materials 806 GRA 12 0.59 penny-cap Long 12.0 1.376989e+07 19.0 Basic Materials 888 SUN 10 1.94 penny-cap Long 10.0 1.374791e+07 78.0 Energy 880 UNVR 18 3.01 penny-cap Long 18.0 1.326478e+07 33.0 Basic Materials 830 PSN 20 12.70 penny-cap Long 20.0 1.311970e+07 29.0 Industrials 1171 USA 11 10.87 penny-cap Long 11.0 1.300781e+07 78.0 Financial Services 765 SHLX 14 6.01 penny-cap Long 14.0 1.283095e+07 78.0 Energy 1054 TDS 31 10.27 penny-cap Long 31.0 1.254675e+07 33.0 Communication Services 1225 SAND 14 11.68 penny-cap Long 33.0 1.185272e+07 14.0 Basic Materials 1037 MAIN 53 26.64 penny-cap Long 66.0 1.182550e+07 78.0 Financial Services 1262 ELF 6 2.56 penny-cap Long 6.0 1.181340e+07 78.0 Consumer Defensive 949 CWT 13 6.93 penny-cap Long 16.0 1.174793e+07 13.0 Utilities 862 ALE 9 2.23 penny-cap Long 13.0 1.166406e+07 33.0 Utilities 832 TTEC 29 13.56 penny-cap Long 29.0 1.156396e+07 78.0 Technology 1177 TTMI 14 0.29 penny-cap Long 14.0 1.126258e+07 78.0 Technology 1060 IDCC 11 2.39 penny-cap Long 11.0 1.104833e+07 11.0 Communication Services 925 GHC 8 3.83 penny-cap Long 8.0 1.087749e+07 14.0 Consumer Defensive 1186 NWN 21 9.36 penny-cap Long 57.0 1.086474e+07 34.0 Utilities 987 PRMW 14 0.26 penny-cap Long 16.0 1.063250e+07 14.0 Consumer Defensive 1067 MLI 8 1.33 penny-cap Long 8.0 1.041255e+07 78.0 Industrials 1120 ZUO 10 -3.02 penny-cap Long 10.0 9.706519e+06 10.0 Technology 953 JELD 8 0.79 penny-cap Long 8.0 9.335476e+06 16.0 Industrials 839 CNNE 8 -0.88 penny-cap Long 28.0 9.220876e+06 8.0 Consumer Cyclical 1161 BSIG 14 11.31 penny-cap Long 14.0 9.158942e+06 15.0 Financial Services 1223 BGCP 14 14.04 penny-cap Long 14.0 9.151566e+06 55.0 Financial Services 733 NOVT 6 1.35 penny-cap Long 13.0 9.048565e+06 6.0 Technology 985 COKE 13 5.93 penny-cap Long 31.0 8.996010e+06 33.0 Consumer Defensive 1061 FCPT 14 2.34 penny-cap Long 18.0 8.945290e+06 14.0 Real Estate 1141 SUPN 7 0.39 penny-cap Long 13.0 8.899128e+06 7.0 Healthcare 1205 BRMK 10 0.87 penny-cap Long 10.0 8.388593e+06 15.0 Real Estate 1228 IRT 21 12.83 penny-cap Long 29.0 8.134957e+06 56.0 Real Estate 1086 PRFT 8 0.47 penny-cap Long 8.0 7.994675e+06 78.0 Technology 1239 STC 13 4.49 penny-cap Long 13.0 7.871981e+06 31.0 Financial Services 1100 CRVL 7 9.24 penny-cap Long 7.0 7.785259e+06 12.0 Financial Services 1206 XPEL 8 5.29 penny-cap Long 8.0 7.782682e+06 14.0 Consumer Cyclical 889 NG 10 2.85 penny-cap Long 27.0 7.779993e+06 10.0 Basic Materials 1248 TBPH 19 11.88 penny-cap Long 31.0 7.757908e+06 36.0 Healthcare 1076 OR 11 6.19 penny-cap Long 28.0 7.674555e+06 11.0 Basic Materials 1203 ETV 15 4.45 penny-cap Long 26.0 7.610061e+06 29.0 Financial Services 1185 ILPT 18 6.31 penny-cap Long 31.0 7.284087e+06 28.0 Real Estate 1200 CORE 16 9.46 penny-cap Long 37.0 7.239665e+06 42.0 Consumer Defensive 980 EVTC 14 5.41 penny-cap Long 14.0 7.172590e+06 14.0 Technology 1192 TSLX 12 2.47 penny-cap Long 12.0 6.957145e+06 13.0 Financial Services 904 ADV 16 5.59 penny-cap Long 28.0 6.941887e+06 16.0 Communication Services 964 EXLS 14 4.81 penny-cap Long 19.0 6.904743e+06 35.0 Technology 1176 GNL 10 1.65 penny-cap Long 10.0 6.465705e+06 55.0 Real Estate 1121 RQI 28 10.10 penny-cap Long 28.0 6.457370e+06 78.0 Financial Services 1264 RGR 8 0.46 penny-cap Long 8.0 6.444687e+06 8.0 Industrials 1070 GDV 12 3.25 penny-cap Long 12.0 6.108209e+06 78.0 Financial Services 919 CWST 14 4.19 penny-cap Long 50.0 6.062354e+06 37.0 Industrials 1111 HTGC 11 1.89 penny-cap Long 11.0 6.057277e+06 78.0 Financial Services 878 NAD 11 1.11 penny-cap Long 15.0 5.963211e+06 11.0 Financial Services 1270 INGN 9 16.09 penny-cap Long 9.0 5.906676e+06 17.0 Healthcare 1107 UTG 20 7.05 penny-cap Long 26.0 5.839397e+06 20.0 Financial Services 1307 HEES 16 5.49 penny-cap Long 16.0 5.773598e+06 43.0 Industrials 1009 MGEE 30 6.60 penny-cap Long 33.0 5.737856e+06 30.0 Utilities 988 UTF 20 7.17 penny-cap Long 20.0 5.658944e+06 22.0 Financial Services 770 NEA 12 1.33 penny-cap Long 17.0 5.640572e+06 12.0 Financial Services 1131 OTTR 9 2.68 penny-cap Long 33.0 5.572243e+06 33.0 Utilities 995 GBDC 11 1.84 penny-cap Long 11.0 5.527836e+06 78.0 Financial Services 1078 SJW 6 1.69 penny-cap Long 17.0 5.037213e+06 6.0 Utilities 970 EXG 14 2.24 penny-cap Long 14.0 4.913123e+06 78.0 Financial Services 1148 BDJ 33 10.16 penny-cap Long 37.0 4.641952e+06 78.0 Financial Services 1155 HHR 6 0.27 penny-cap Long 6.0 4.343366e+06 78.0 Industrials 991 CSQ 13 4.49 penny-cap Long 13.0 4.156657e+06 78.0 Financial Services 1174 VCTR 11 5.03 penny-cap Long 11.0 3.891940e+06 33.0 Financial Services 837 NVG 12 1.93 penny-cap Long 18.0 3.871202e+06 12.0 Financial Services 1286 CHY 11 2.69 penny-cap Long 11.0 3.610631e+06 14.0 Financial Services 1160 BV 12 2.75 penny-cap Long 12.0 3.594358e+06 78.0 Industrials 1317 NXRT 32 14.84 penny-cap Long 51.0 3.391884e+06 32.0 Real Estate 820 BAK 28 46.19 penny-cap Long 28.0 3.277836e+06 78.0 Basic Materials 1083 ADX 17 4.70 penny-cap Long 17.0 3.005544e+06 78.0 Financial Services 1204 HYT 14 1.94 penny-cap Long 14.0 2.904251e+06 17.0 Financial Services 882 SOGO 9 -1.05 penny-cap Long 9.0 2.854366e+06 9.0 Communication Services 1094 ETY 13 3.81 penny-cap Long 13.0 2.836525e+06 31.0 Financial Services 990 TAC 15 4.53 penny-cap Long 15.0 2.757975e+06 78.0 Utilities 1235 QADA 12 -3.21 penny-cap Long 12.0 2.630794e+06 14.0 Technology 1284 CHCT 14 5.55 penny-cap Long 30.0 2.614109e+06 14.0 Real Estate 1283 QQQX 13 1.82 penny-cap Long 13.0 2.607455e+06 31.0 Financial Services 1259 GTY 13 5.01 penny-cap Long 13.0 2.469235e+06 33.0 Real Estate 784 STN 8 2.74 penny-cap Long 8.0 2.407520e+06 78.0 Industrials 1293 EOS 11 2.53 penny-cap Long 11.0 2.377295e+06 14.0 Financial Services 1194 MSEX 24 8.11 penny-cap Long 26.0 2.337267e+06 24.0 Utilities 1183 FPF 18 3.49 penny-cap Long 18.0 2.323850e+06 20.0 Financial Services 1119 EVT 30 7.60 penny-cap Long 30.0 2.234166e+06 78.0 Financial Services 1208 ETG 13 4.26 penny-cap Long 13.0 2.197400e+06 78.0 Financial Services 1144 SYX 15 9.64 penny-cap Long 15.0 2.186310e+06 18.0 Industrials 1303 ETW 27 6.75 penny-cap Long 27.0 2.154763e+06 78.0 Financial Services 1282 RNP 25 6.43 penny-cap Long 25.0 1.962655e+06 78.0 Financial Services 1316 AWF 10 0.42 penny-cap Long 10.0 1.929468e+06 23.0 Financial Services 1221 BXMX 30 7.47 penny-cap Long 30.0 1.839656e+06 37.0 Financial Services 1231 NFJ 15 5.12 penny-cap Long 15.0 1.792258e+06 18.0 Financial Services 998 ANAT 8 1.00 penny-cap Long 32.0 1.787440e+06 35.0 Financial Services 1124 KRO 18 11.02 penny-cap Long 18.0 1.759985e+06 18.0 Basic Materials 1249 NMZ 12 1.26 penny-cap Long 12.0 1.706382e+06 12.0 Financial Services 1011 NZF 11 1.99 penny-cap Long 13.0 1.664400e+06 11.0 Financial Services 1137 TY 18 4.52 penny-cap Long 18.0 1.620518e+06 78.0 Financial Services 1027 NAC 12 0.30 penny-cap Long 16.0 1.146842e+06 12.0 Financial Services 1096 BTT 12 1.06 penny-cap Long 12.0 1.122827e+06 12.0 Financial Services 1275 BIF 37 10.59 penny-cap Long 49.0 1.025470e+06 78.0 Financial Services 1157 KEN 13 6.10 penny-cap Long 13.0 3.627261e+05 17.0 Utilities 957 CIXX 10 0.76 penny-cap Long 10.0 2.674628e+05 56.0 Financial Services 950 TDA 7 0.39 penny-cap Long 33.0 1.306115e+05 22.0 unknown 804 WTFCM 13 2.57 penny-cap Long 30.0 1.159910e+05 14.0 Financial Services 938 TDI 13 1.85 penny-cap Long 35.0 1.088343e+05 13.0 unknown 1031 HWCPL 6 -0.03 penny-cap Long 37.0 1.038047e+05 25.0 unknown 1046 IBA 7 3.86 penny-cap Long 14.0 9.621452e+04 7.0 Consumer Defensive 847 VLYPP 8 0.54 penny-cap Long 28.0 8.682800e+04 13.0 Financial Services 809 ESGRO 21 1.77 penny-cap Long 31.0 7.592738e+04 21.0 Financial Services 858 VLYPO 15 0.02 penny-cap Long 30.0 7.585200e+04 15.0 Financial Services 1318 TANNZ 13 1.15 penny-cap Long 33.0 4.847304e+04 19.0 unknown 1101 SIM 6 6.74 penny-cap Long 6.0 7.163000e+03 7.0 Basic Materials 1240 QADB 10 -8.37 penny-cap Long 10.0 8.100500e+02 12.0 Technology 1191 SG 9 -0.79 penny-cap Long 9.0 0.000000e+00 12.0 Financial Services Mean Return: 6.219526066350712 Mean Day/Week: 14.80568720379147 Accuracy:0.9241706161137441 *******************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 732 AMC 17 -3.06 penny-cap Short -17.0 2.270413e+08 -21.0 Communication Services 946 TLRY 20 -25.28 penny-cap Short -40.0 2.194228e+08 -20.0 Healthcare 1214 SNDL 19 -31.31 penny-cap Short -38.0 1.691161e+08 -19.0 Healthcare 920 BNGO 18 -24.58 penny-cap Short -41.0 1.636450e+08 -18.0 Healthcare 994 NNDM 20 -10.30 penny-cap Short -44.0 1.577735e+08 -35.0 Technology 825 BBBY 8 -9.86 penny-cap Short -20.0 1.220427e+08 -31.0 Consumer Cyclical 797 APHA 19 -22.87 penny-cap Short -36.0 1.050095e+08 -19.0 Healthcare 701 DDD 22 -25.24 penny-cap Short -42.0 1.049849e+08 -22.0 Technology 828 DNMR 19 -38.17 penny-cap Short -42.0 9.976228e+07 -20.0 Basic Materials 1045 CLNE 13 -22.43 penny-cap Short -40.0 9.734823e+07 -13.0 Energy 966 XL 26 -59.07 penny-cap Short -67.0 9.258416e+07 -51.0 Consumer Cyclical 883 NNOX 12 -28.22 penny-cap Short -46.0 8.630439e+07 -42.0 Healthcare 894 TCBI 12 -2.40 penny-cap Short -20.0 8.441303e+07 -12.0 Financial Services 1116 GEVO 13 -33.30 penny-cap Short -42.0 8.166479e+07 -13.0 Basic Materials 1273 DMTK 18 -15.91 penny-cap Short -34.0 7.948709e+07 -18.0 Healthcare 822 VC 11 -7.09 penny-cap Short -62.0 7.902011e+07 -24.0 Consumer Cyclical 768 RIDE 42 -75.45 penny-cap Short -43.0 7.598336e+07 -42.0 Consumer Cyclical 1007 RMO 11 -26.75 penny-cap Short -73.0 7.063583e+07 -52.0 Consumer Cyclical 776 MGNI 20 -8.34 penny-cap Short -38.0 6.364879e+07 -20.0 Communication Services 740 EH 21 -38.91 penny-cap Short -44.0 6.224691e+07 -34.0 Industrials 983 GRWG 6 -3.45 penny-cap Short -6.0 6.129273e+07 -9.0 Consumer Cyclical 976 HYLN 26 -45.05 penny-cap Short -34.0 5.984382e+07 -137.0 Consumer Cyclical 868 CSIQ 9 2.78 penny-cap Short -9.0 5.805021e+07 -35.0 Technology 846 INO 21 -2.68 penny-cap Short -39.0 5.682552e+07 -36.0 Healthcare 1125 TTCF 20 -15.09 penny-cap Short -57.0 5.382732e+07 -36.0 Consumer Defensive 860 FLGT 18 -6.73 penny-cap Short -41.0 4.965285e+07 -20.0 Healthcare 1135 IDEX 8 -2.62 penny-cap Short -44.0 4.913122e+07 -24.0 Technology 694 FTI 10 -7.04 penny-cap Short -24.0 4.813206e+07 -24.0 Energy 767 WDFC 9 -6.59 penny-cap Short -42.0 4.762129e+07 -9.0 Basic Materials 1026 ACB 24 -18.42 penny-cap Short -43.0 4.751744e+07 -26.0 Healthcare 790 SRNE 21 -15.89 penny-cap Short -41.0 4.622210e+07 -29.0 Healthcare 831 GOEV 9 -10.76 penny-cap Short -19.0 4.254494e+07 -51.0 Consumer Cyclical 789 MSGS 7 -0.12 penny-cap Short -23.0 4.241752e+07 -7.0 Communication Services 1245 PRCH 6 -27.06 penny-cap Short -39.0 4.122604e+07 -21.0 Technology 850 IRBT 6 -1.61 penny-cap Short -40.0 3.194575e+07 -29.0 Technology 1081 HIMX 6 1.02 penny-cap Short -8.0 3.178480e+07 -6.0 Technology 1012 LAC 11 -6.52 penny-cap Short -45.0 3.146051e+07 -35.0 Basic Materials 769 HIMS 22 -14.73 penny-cap Short -42.0 2.909711e+07 -27.0 Consumer Defensive 807 PTCT 25 -18.50 penny-cap Short -65.0 2.903339e+07 -50.0 Healthcare 730 FGEN 11 7.33 penny-cap Short -38.0 2.901367e+07 -36.0 Healthcare 1274 GEO 11 -1.97 penny-cap Short -11.0 2.877782e+07 -21.0 Real Estate 816 RETA 24 -17.87 penny-cap Short -24.0 2.865514e+07 -24.0 Healthcare 979 SSYS 20 -5.03 penny-cap Short -43.0 2.770541e+07 -34.0 Technology 992 RRC 10 -8.66 penny-cap Short -36.0 2.714038e+07 -10.0 Energy 1224 RAD 19 -0.86 penny-cap Short -19.0 2.709655e+07 -21.0 Healthcare 747 PFSI 12 -2.39 penny-cap Short -12.0 2.679372e+07 -12.0 Financial Services 903 PCRX 14 -6.85 penny-cap Short -38.0 2.614715e+07 -14.0 Healthcare 1039 AMCX 17 -0.52 penny-cap Short -21.0 2.562654e+07 -17.0 Communication Services 913 RVMD 11 -10.21 penny-cap Short -20.0 2.285027e+07 -11.0 Healthcare 1212 MAXN 24 -53.01 penny-cap Short -44.0 2.269502e+07 -25.0 Technology 788 CCXI 34 -19.39 penny-cap Short -34.0 2.217144e+07 -34.0 Healthcare 959 KRTX 9 -7.33 penny-cap Short -32.0 2.174811e+07 -12.0 Healthcare 915 PHR 26 -13.43 penny-cap Short -42.0 2.132537e+07 -27.0 Healthcare 1280 HGEN 9 -12.70 penny-cap Short -9.0 2.122031e+07 -14.0 Healthcare 1036 EAR 8 -2.08 penny-cap Short -40.0 2.085436e+07 -24.0 Healthcare 1008 MODV 13 -4.89 penny-cap Short -13.0 2.078815e+07 -20.0 Healthcare 1106 ACMR 8 -2.27 penny-cap Short -38.0 2.032351e+07 -20.0 Technology 1117 VXRT 21 -9.94 penny-cap Short -48.0 2.024907e+07 -35.0 Healthcare 1064 LUNG 24 -21.59 penny-cap Short -24.0 1.973475e+07 -26.0 Healthcare 907 FRHC 8 -5.94 penny-cap Short -8.0 1.972427e+07 -9.0 Financial Services 1013 FBC 10 -2.83 penny-cap Short -21.0 1.962004e+07 -10.0 Financial Services 1001 BGS 15 -1.78 penny-cap Short -15.0 1.953500e+07 -31.0 Consumer Defensive 735 ARNA 21 -7.02 penny-cap Short -41.0 1.769050e+07 -24.0 Healthcare 803 AHCO 7 -0.83 penny-cap Short -7.0 1.761778e+07 -7.0 Healthcare 897 IGMS 12 -31.75 penny-cap Short -44.0 1.688347e+07 -21.0 Healthcare 835 CRON 22 -17.71 penny-cap Short -41.0 1.677110e+07 -22.0 Healthcare 1311 TELL 21 -18.15 penny-cap Short -39.0 1.569712e+07 -26.0 Energy 841 NIU 9 -1.91 penny-cap Short -44.0 1.552148e+07 -21.0 Consumer Cyclical 1199 SOL 14 -18.29 penny-cap Short -52.0 1.543909e+07 -36.0 Technology 1084 INSG 20 -4.57 penny-cap Short -47.0 1.500716e+07 -36.0 Technology 1167 CLB 21 -6.41 penny-cap Short -57.0 1.490235e+07 -21.0 Energy 891 AMRN 12 -21.27 penny-cap Short -42.0 1.478232e+07 -24.0 Healthcare 968 ITCI 13 -9.90 penny-cap Short -38.0 1.456116e+07 -21.0 Healthcare 929 AVAV 12 -9.41 penny-cap Short -42.0 1.321123e+07 -12.0 Industrials 754 DOYU 21 -18.43 penny-cap Short -35.0 1.302698e+07 -21.0 Communication Services 1190 OCUL 21 -18.31 penny-cap Short -21.0 1.296886e+07 -22.0 Healthcare 724 RLAY 11 -2.95 penny-cap Short -49.0 1.296717e+07 -52.0 Healthcare 1057 FLWS 12 -11.26 penny-cap Short -46.0 1.227667e+07 -35.0 Consumer Cyclical 1069 SRRK 20 -36.90 penny-cap Short -20.0 1.214375e+07 -20.0 Healthcare 895 MMYT 11 -17.00 penny-cap Short -20.0 1.213706e+07 -11.0 Consumer Cyclical 1238 FTOC 8 -3.85 penny-cap Short -42.0 1.174874e+07 -26.0 Financial Services 879 PRLD 40 -56.07 penny-cap Short -43.0 1.145127e+07 -40.0 Healthcare 1269 OSUR 8 -2.34 penny-cap Short -8.0 1.126361e+07 -43.0 Healthcare 916 UNIT 20 1.24 penny-cap Short -46.0 1.119084e+07 -36.0 Real Estate 1265 KPTI 47 -43.52 penny-cap Short -47.0 1.090489e+07 -49.0 Healthcare 1219 TRHC 9 2.51 penny-cap Short -9.0 1.075749e+07 -38.0 Healthcare 823 MTLS 20 -6.78 penny-cap Short -45.0 1.056841e+07 -41.0 Technology 892 BZUN 21 -9.44 penny-cap Short -36.0 1.046409e+07 -21.0 Consumer Cyclical 1271 RTP 36 -11.55 penny-cap Short -39.0 1.044914e+07 -36.0 Financial Services 1236 BTAI 35 -26.14 penny-cap Short -38.0 1.017741e+07 -35.0 Healthcare 927 PSMT 9 -3.25 penny-cap Short -61.0 9.906727e+06 -12.0 Consumer Defensive 1164 CNST 22 -20.44 penny-cap Short -40.0 9.888415e+06 -40.0 Healthcare 1315 AXL 11 -3.35 penny-cap Short -21.0 9.879496e+06 -11.0 Consumer Cyclical 1261 EOSE 14 -31.16 penny-cap Short -61.0 9.603363e+06 -40.0 Industrials 1105 GSAT 19 -41.19 penny-cap Short -36.0 9.310081e+06 -19.0 Communication Services 1300 WPRT 21 -17.10 penny-cap Short -40.0 8.129625e+06 -21.0 Consumer Cyclical 1146 ATRA 26 -17.89 penny-cap Short -85.0 8.009517e+06 -64.0 Healthcare 856 CORT 20 -1.67 penny-cap Short -50.0 7.630114e+06 -36.0 Healthcare 1175 LX 17 -5.02 penny-cap Short -22.0 7.601796e+06 -17.0 Financial Services 1241 AMTI 9 -14.92 penny-cap Short -22.0 7.500754e+06 -9.0 Healthcare 930 LAUR 11 -3.58 penny-cap Short -20.0 7.446575e+06 -21.0 Consumer Defensive 1134 EURN 8 1.26 penny-cap Short -21.0 7.298199e+06 -8.0 Energy 911 ALXO 9 -8.38 penny-cap Short -76.0 6.987260e+06 -50.0 Healthcare 1180 IMGN 17 -5.24 penny-cap Short -34.0 6.949670e+06 -17.0 Healthcare 1229 SY 25 -27.52 penny-cap Short -32.0 6.707252e+06 -25.0 Healthcare 1226 BLFS 20 -15.50 penny-cap Short -45.0 6.622697e+06 -20.0 Healthcare 1246 ADVM 12 -6.47 penny-cap Short -42.0 6.338262e+06 -36.0 Healthcare 1133 CCCC 18 -13.76 penny-cap Short -41.0 6.294406e+06 -18.0 Healthcare 1268 CRK 10 -9.10 penny-cap Short -25.0 6.230281e+06 -10.0 Energy 1234 PCVX 16 0.36 penny-cap Short -16.0 6.205587e+06 -137.0 Healthcare 1166 FREQ 10 -8.36 penny-cap Short -38.0 6.151269e+06 -24.0 Healthcare 1113 YMAB 21 -20.86 penny-cap Short -46.0 5.896348e+06 -46.0 Healthcare 1244 JWS 17 -2.36 penny-cap Short -43.0 5.740217e+06 -39.0 Financial Services 1210 RYTM 28 -21.65 penny-cap Short -58.0 5.673552e+06 -43.0 Healthcare 1159 CMPS 6 -6.37 penny-cap Short -35.0 5.548195e+06 -40.0 Healthcare 1042 ADCT 8 5.48 penny-cap Short -8.0 5.476352e+06 -59.0 Healthcare 1030 STOK 34 -57.97 penny-cap Short -59.0 5.418143e+06 -34.0 Healthcare 1277 MORF 7 0.16 penny-cap Short -18.0 5.300869e+06 -7.0 Healthcare 1152 KRON 10 -20.12 penny-cap Short -10.0 4.925556e+06 -72.0 Healthcare 1143 WDR 36 0.57 penny-cap Short -71.0 4.743502e+06 -36.0 Financial Services 871 ELP 24 -2.33 penny-cap Short -24.0 4.605538e+06 -70.0 Utilities 1004 CANG 25 -34.66 penny-cap Short -43.0 4.375892e+06 -28.0 Communication Services 798 AAON 17 -1.50 penny-cap Short -42.0 4.080765e+06 -21.0 Industrials 1230 LASR 8 -6.31 penny-cap Short -35.0 4.053721e+06 -21.0 Technology 1189 KNSA 22 -13.83 penny-cap Short -25.0 3.996972e+06 -22.0 Healthcare 1145 YPF 9 -3.88 penny-cap Short -9.0 3.894203e+06 -9.0 Energy 1033 GTH 8 -1.47 penny-cap Short -40.0 3.846882e+06 -21.0 Healthcare 1276 PHAT 17 2.68 penny-cap Short -26.0 3.792958e+06 -17.0 Healthcare 993 GCMG 17 -4.65 penny-cap Short -67.0 3.780047e+06 -24.0 Financial Services 1253 LXRX 21 -18.67 penny-cap Short -46.0 3.662561e+06 -21.0 Healthcare 1142 PNTG 27 -20.34 penny-cap Short -68.0 3.650295e+06 -42.0 Healthcare 900 NOAH 21 -4.90 penny-cap Short -59.0 3.590996e+06 -22.0 Financial Services 1263 QNST 23 -10.41 penny-cap Short -39.0 3.563108e+06 -23.0 Communication Services 1050 HRMY 11 -0.75 penny-cap Short -11.0 3.382064e+06 -137.0 Healthcare 1314 SRG 9 -1.82 penny-cap Short -22.0 3.228833e+06 -9.0 Real Estate 1058 EVA 13 1.18 penny-cap Short -36.0 3.176673e+06 -21.0 Basic Materials 1065 GGAL 9 -3.67 penny-cap Short -9.0 3.124640e+06 -43.0 Financial Services 1266 ITOS 21 -37.99 penny-cap Short -33.0 2.804278e+06 -21.0 Healthcare 1082 NGM 11 2.03 penny-cap Short -18.0 2.656888e+06 -11.0 Healthcare 1289 ORIC 29 -34.70 penny-cap Short -33.0 2.564826e+06 -34.0 Healthcare 1287 DRQ 12 -9.97 penny-cap Short -23.0 2.397268e+06 -12.0 Energy 1258 RMAX 7 -3.99 penny-cap Short -24.0 2.127346e+06 -7.0 Real Estate 1310 CTS 7 2.34 penny-cap Short -22.0 2.034303e+06 -24.0 Technology 1128 AMK 11 -1.63 penny-cap Short -39.0 1.852487e+06 -30.0 Financial Services 1232 CNXN 9 -1.60 penny-cap Short -39.0 1.630851e+06 -39.0 Technology 1295 CLS 6 -2.90 penny-cap Short -7.0 1.260479e+06 -8.0 Technology 941 TEO 7 -6.25 penny-cap Short -7.0 1.202861e+06 -137.0 Communication Services 937 TDJ 6 0.00 penny-cap Short -6.0 1.021765e+06 -8.0 unknown 1088 OFLX 9 -3.14 penny-cap Short -9.0 2.827575e+05 -27.0 Industrials 1156 HLG 23 -10.78 penny-cap Short -104.0 2.134178e+05 -60.0 Consumer Defensive 1032 GB 8 -6.28 penny-cap Short -8.0 2.021468e+05 -46.0 Technology 1247 VSTA 39 -37.59 penny-cap Short -39.0 1.356433e+05 -41.0 Consumer Defensive 1179 MSC 12 -2.06 penny-cap Short -23.0 5.676630e+03 -63.0 Consumer Cyclical Mean Return: -12.908888888888889 Mean Day/Week: 16.313725490196077 Accuracy:0.9019607843137255 ************************************** ************************************** ************************************** Error: ['WAB2 Error: Expecting value: line 1 column 1 (char 0)', 'KC2 Error: Expecting value: line 1 column 1 (char 0)', 'LB2 Error: Expecting value: line 1 column 1 (char 0)', 'WTRG2 Error: Expecting value: line 1 column 1 (char 0)', 'DOX2 Error: Expecting value: line 1 column 1 (char 0)', 'BG2 Error: Expecting value: line 1 column 1 (char 0)', 'DLB2 Error: Expecting value: line 1 column 1 (char 0)', 'COLD2 Error: Expecting value: line 1 column 1 (char 0)', 'EBR2 Error: Expecting value: line 1 column 1 (char 0)', 'IIVI2 Error: Expecting value: line 1 column 1 (char 0)', 'FHN2 Error: Expecting value: line 1 column 1 (char 0)', 'MIDD2 Error: Expecting value: line 1 column 1 (char 0)', 'WOOF2 Error: Expecting value: line 1 column 1 (char 0)', 'DCI2 Error: Expecting value: line 1 column 1 (char 0)', 'PAAS2 Error: Expecting value: line 1 column 1 (char 0)', 'UA2 Error: Expecting value: line 1 column 1 (char 0)', 'UAA2 Error: Expecting value: line 1 column 1 (char 0)', 'RL2 Error: Expecting value: line 1 column 1 (char 0)', 'UTHR2 Error: Expecting value: line 1 column 1 (char 0)', 'OMF2 Error: Expecting value: line 1 column 1 (char 0)', 'PACB2 Error: Expecting value: line 1 column 1 (char 0)', 'MAT2 Error: Expecting value: line 1 column 1 (char 0)', 'HRC2 Error: Expecting value: line 1 column 1 (char 0)', 'REYN2 Error: Expecting value: line 1 column 1 (char 0)', 'PB2 Error: Expecting value: line 1 column 1 (char 0)', 'CDK2 Error: Expecting value: line 1 column 1 (char 0)', 'CPRI2 Error: Expecting value: line 1 column 1 (char 0)', 'AVIR2 Error: Expecting value: line 1 column 1 (char 0)', 'PSXP2 Error: Expecting value: line 1 column 1 (char 0)', 'SAIC2 Error: Expecting value: line 1 column 1 (char 0)', 'FFIN2 Error: Expecting value: line 1 column 1 (char 0)', 'INSP2 Error: Expecting value: line 1 column 1 (char 0)', 'MDU2 Error: Expecting value: line 1 column 1 (char 0)', 'YQ2 Error: Expecting value: line 1 column 1 (char 0)', 'HYFM2 Error: Expecting value: line 1 column 1 (char 0)', 'EPAY2 Error: Expecting value: line 1 column 1 (char 0)', 'FTAI2 Error: Expecting value: line 1 column 1 (char 0)', 'ENDP2 Error: Expecting value: line 1 column 1 (char 0)', 'BUR2 Error: Expecting value: line 1 column 1 (char 0)', 'PRO2 Error: Expecting value: line 1 column 1 (char 0)', 'JPS2 Error: Expecting value: line 1 column 1 (char 0)', 'PTY2 Error: Expecting value: line 1 column 1 (char 0)', 'HRTX2 Error: Expecting value: line 1 column 1 (char 0)', 'BST2 Error: Expecting value: line 1 column 1 (char 0)', 'AVO2 Error: Expecting value: line 1 column 1 (char 0)', 'NTGR2 Error: Expecting value: line 1 column 1 (char 0)', 'CHRS2 Error: Expecting value: line 1 column 1 (char 0)', 'GSAH2 Error: Expecting value: line 1 column 1 (char 0)', 'SHYF2 Error: Expecting value: line 1 column 1 (char 0)', 'BRKL2 Error: Expecting value: line 1 column 1 (char 0)', 'VIVO2 Error: Expecting value: line 1 column 1 (char 0)']

[stock-filter]

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

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

[stock-filter]

Stock weekly Filter Report for 2021/04/10 05-20-08

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 10 Communication Services 10 Consumer Cyclical 25 Consumer Defensive 13 Energy 6 Financial Services 63 Healthcare 15 Industrials 49 Real Estate 17 Technology 30 Utilities 5 unknown 5 **************************************** big_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 1.1 Big Cap Long Entry********************* big_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 395 IEX 4 5.18 big-cap Long 0.0 Industrials 109 MMC 5 5.25 big-cap Long 0.0 Financial Services 118 PGR 1 0.00 big-cap Long -0.5 Financial Services 23 ORCL 5 7.89 big-cap Long -0.5 Technology 202 ORLY 5 5.78 big-cap Long -0.5 Consumer Cyclical 99 ITW 5 -1.65 big-cap Long -0.5 Industrials 8 UNH 5 3.02 big-cap Long -1.0 Healthcare 376 DRE 4 0.63 big-cap Long -1.0 Real Estate 304 FTS 5 2.19 big-cap Long -1.0 Utilities 220 W 5 -2.31 big-cap Long -1.0 Consumer Cyclical 206 YUM 5 6.39 big-cap Long -1.0 Consumer Cyclical 452 WHR 5 8.25 big-cap Long -1.0 Consumer Cyclical 88 DUK 4 1.78 big-cap Long -1.0 Utilities 75 TJX 2 0.61 big-cap Long -1.0 Consumer Cyclical 31 UNP 4 0.16 big-cap Long -1.0 Industrials 24 ACN 5 8.92 big-cap Long -1.0 Technology 131 MNST 1 0.00 big-cap Long -1.5 Consumer Defensive 172 A 4 3.44 big-cap Long -1.5 Healthcare 95 ICE 3 2.59 big-cap Long -1.5 Financial Services 66 SYK 5 5.31 big-cap Long -1.5 Healthcare 347 SSNC 2 0.11 big-cap Long -1.5 Technology 406 ENTG 4 10.28 big-cap Long -1.5 Technology 3 FB 2 -0.18 big-cap Long -1.5 Communication Services Mean Return: 3.506666666666667 Mean Day/Week: 4.285714285714286 Accuracy:0.8571428571428571 *******************Part 1.2 Big Cap Short Entry********************* big_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 1.3 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 255 MT 29 79.59 big-cap Long 0.0 Basic Materials 203 HPQ 26 57.27 big-cap Long 0.0 Technology 324 XYL 6 5.90 big-cap Long 0.0 Industrials 315 QSR 8 7.72 big-cap Long 0.0 Consumer Cyclical 310 PKX 11 22.52 big-cap Long 0.0 Basic Materials 300 KSU 25 35.91 big-cap Long 0.0 Industrials 291 SYF 25 50.48 big-cap Long 0.0 unknown 266 ODFL 6 6.51 big-cap Long 0.0 Industrials 264 AMP 31 44.79 big-cap Long 0.0 Financial Services 240 WELL 12 17.46 big-cap Long 0.0 Real Estate 237 LUV 23 39.15 big-cap Long 0.0 Industrials 205 PRU 25 29.43 big-cap Long 0.0 Financial Services 196 BCS 24 40.48 big-cap Long 0.0 Financial Services 124 BMO 25 40.77 big-cap Long 0.0 Financial Services 194 LYG 11 17.09 big-cap Long 0.0 Financial Services 189 TT 41 44.47 big-cap Long 0.0 Industrials 185 PH 42 60.87 big-cap Long 0.0 Industrials 181 TROW 25 26.54 big-cap Long 0.0 Financial Services 180 ING 24 38.21 big-cap Long 0.0 Financial Services 177 BK 7 7.78 big-cap Long 0.0 Financial Services 174 LHX 8 11.33 big-cap Long 0.0 Industrials 157 KHC 14 21.42 big-cap Long 0.0 Consumer Defensive 148 GD 25 21.34 big-cap Long 0.0 unknown 141 MET 26 46.65 big-cap Long 0.0 Financial Services 332 DOV 7 7.50 big-cap Long 0.0 Industrials 343 BURL 24 50.73 big-cap Long 0.0 Consumer Cyclical 350 HPE 22 28.09 big-cap Long 0.0 Technology 360 STX 26 44.61 big-cap Long 0.0 Technology 489 PWR 43 88.44 big-cap Long 0.0 Industrials 478 TXT 26 42.85 big-cap Long 0.0 Industrials 477 MHK 27 68.44 big-cap Long 0.0 Consumer Cyclical 468 HWM 23 38.60 big-cap Long 0.0 Industrials 462 EQH 30 50.48 big-cap Long 0.0 Financial Services 460 WRB 11 16.52 big-cap Long 0.0 Financial Services 448 LB 38 111.36 big-cap Long 0.0 Consumer Cyclical 424 AVY 31 48.83 big-cap Long 0.0 Industrials 420 ACGL 10 13.33 big-cap Long 0.0 Financial Services 418 J 12 23.95 big-cap Long 0.0 Industrials 416 WPP 21 28.07 big-cap Long 0.0 Communication Services 411 MKL 11 6.85 big-cap Long 0.0 Financial Services 407 PFG 25 32.76 big-cap Long 0.0 Financial Services 399 RJF 25 41.91 big-cap Long 0.0 unknown 394 CE 12 18.90 big-cap Long 0.0 Basic Materials 389 ALLY 36 74.84 big-cap Long 0.0 Financial Services 388 JBHT 12 16.45 big-cap Long 0.0 Industrials 383 SHG 7 7.64 big-cap Long 0.0 Financial Services 382 TW 12 19.97 big-cap Long 0.0 Financial Services 379 NUE 11 37.33 big-cap Long 0.0 Basic Materials 364 LSXMK 24 20.73 big-cap Long 0.0 Communication Services 129 COF 26 57.97 big-cap Long 0.0 Financial Services 491 SNA 14 29.25 big-cap Long 0.0 Industrials 76 MO 21 22.53 big-cap Long 0.0 Consumer Defensive 34 WFC 13 32.31 big-cap Long 0.0 Financial Services 52 CAT 43 56.35 big-cap Long 0.0 Industrials 41 SBUX 12 6.85 big-cap Long 0.0 Consumer Cyclical 94 USB 12 22.37 big-cap Long 0.0 Financial Services 100 NSC 42 40.72 big-cap Long 0.0 Industrials 84 ADP 9 9.20 big-cap Long 0.0 Industrials 61 DE 43 79.63 big-cap Long 0.0 Industrials 110 DELL 23 36.27 big-cap Long 0.0 Technology 50 SCHW 28 55.61 big-cap Long 0.0 Financial Services 12 BAC 23 34.76 big-cap Long 0.0 Financial Services 252 NWG 18 21.93 big-cap Long -0.5 Financial Services 303 NTRS 8 9.24 big-cap Long -0.5 Financial Services 256 DAL 11 18.87 big-cap Long -0.5 Industrials 6 JPM 25 34.01 big-cap Long -0.5 Financial Services 254 MPLX 24 31.91 big-cap Long -0.5 Energy 318 IR 8 8.99 big-cap Long -0.5 Industrials 309 URI 46 76.99 big-cap Long -0.5 Industrials 373 EXR 12 18.46 big-cap Long -0.5 Real Estate 265 TSN 22 10.99 big-cap Long -0.5 Consumer Defensive 374 EXPD 7 12.27 big-cap Long -0.5 Industrials 89 ENB 16 12.47 big-cap Long -0.5 Energy 238 AME 26 18.55 big-cap Long -0.5 Industrials 91 CSX 10 7.20 big-cap Long -0.5 Industrials 378 KB 7 12.55 big-cap Long -0.5 Financial Services 232 GLW 10 17.35 big-cap Long -0.5 Technology 85 FISV 11 10.49 big-cap Long -0.5 Technology 322 WDC 20 37.08 big-cap Long -0.5 Technology 296 CDW 12 15.72 big-cap Long -0.5 Technology 366 DRI 40 64.60 big-cap Long -0.5 Consumer Cyclical 81 CNI 6 1.58 big-cap Long -0.5 Industrials 325 HIG 25 43.29 big-cap Long -0.5 Financial Services 68 BTI 6 1.06 big-cap Long -0.5 Consumer Defensive 333 TRMB 24 38.21 big-cap Long -0.5 Technology 64 EL 12 10.71 big-cap Long -0.5 Consumer Defensive 283 CBRE 25 49.18 big-cap Long -0.5 Real Estate 279 AJG 8 7.23 big-cap Long -0.5 Financial Services 277 GRMN 7 8.29 big-cap Long -0.5 Technology 275 NDAQ 16 12.60 big-cap Long -0.5 Financial Services 298 IP 7 1.51 big-cap Long -0.5 Consumer Cyclical 357 CFG 24 38.65 big-cap Long -0.5 Financial Services 271 KKR 26 31.83 big-cap Long -0.5 Financial Services 227 ADM 12 10.26 big-cap Long -0.5 Consumer Defensive 125 STLA 7 -3.41 big-cap Long -0.5 unknown 363 LSXMA 24 20.44 big-cap Long -0.5 Communication Services 320 CNHI 24 54.38 big-cap Long -0.5 Industrials 78 INFY 24 28.50 big-cap Long -0.5 Technology 431 L 25 24.50 big-cap Long -0.5 Financial Services 192 ALL 8 5.68 big-cap Long -0.5 Financial Services 113 UBS 25 25.05 big-cap Long -0.5 Financial Services 166 BCE 8 4.23 big-cap Long -0.5 Communication Services 467 WRK 7 4.21 big-cap Long -0.5 Consumer Cyclical 151 TRI 9 5.17 big-cap Long -0.5 Industrials 173 JCI 41 50.89 big-cap Long -0.5 Industrials 426 MOH 6 3.71 big-cap Long -0.5 Healthcare 35 PM 22 15.46 big-cap Long -0.5 Consumer Defensive 417 CRL 49 63.34 big-cap Long -0.5 Healthcare 40 RY 7 5.13 big-cap Long -0.5 Financial Services 145 PUK 12 26.78 big-cap Long -0.5 Financial Services 473 CNA 17 20.05 big-cap Long -0.5 Financial Services 466 LKQ 28 38.79 big-cap Long -0.5 Consumer Cyclical 30 HON 7 9.59 big-cap Long -0.5 Industrials 15 INTC 15 18.25 big-cap Long -0.5 Technology 135 EPD 7 -0.97 big-cap Long -0.5 Energy 199 AFL 25 23.89 big-cap Long -0.5 Financial Services 408 IT 24 25.82 big-cap Long -0.5 Technology 485 TTC 41 42.21 big-cap Long -0.5 Industrials 204 ORAN 6 1.47 big-cap Long -0.5 Communication Services 92 TFC 30 36.91 big-cap Long -0.5 Financial Services 42 BA 7 14.42 big-cap Long -0.5 Industrials 45 IBM 6 6.37 big-cap Long -0.5 Technology 486 CPT 15 12.19 big-cap Long -0.5 Real Estate 213 HSY 6 4.59 big-cap Long -0.5 Consumer Defensive 484 AAP 8 7.39 big-cap Long -1.0 Consumer Cyclical 69 BKNG 24 34.47 big-cap Long -1.0 Consumer Cyclical 470 LII 6 10.41 big-cap Long -1.0 Industrials 475 XPO 38 59.93 big-cap Long -1.0 Industrials 317 VTR 25 11.66 big-cap Long -1.0 Real Estate 63 MU 27 64.56 big-cap Long -1.0 Technology 351 CAH 7 5.59 big-cap Long -1.0 Healthcare 457 NWS 25 52.05 big-cap Long -1.0 Communication Services 455 UDR 14 13.46 big-cap Long -1.0 Real Estate 46 TD 25 31.94 big-cap Long -1.0 Financial Services 38 C 21 23.42 big-cap Long -1.0 Financial Services 415 BEN 23 35.41 big-cap Long -1.0 Financial Services 370 MAA 16 12.65 big-cap Long -1.0 Real Estate 414 HBAN 25 38.48 big-cap Long -1.0 Financial Services 413 OMC 16 21.55 big-cap Long -1.0 Communication Services 410 GPC 10 14.38 big-cap Long -1.0 Consumer Cyclical 371 BIP 7 5.89 big-cap Long -1.0 Utilities 377 ON 29 69.01 big-cap Long -1.0 Technology 392 LYV 24 46.66 big-cap Long -1.0 Communication Services 49 MMM 7 9.21 big-cap Long -1.0 Industrials 123 BX 23 29.91 big-cap Long -1.0 Financial Services 250 STT 8 9.31 big-cap Long -1.0 Financial Services 156 PSA 12 12.92 big-cap Long -1.0 Real Estate 251 FMX 7 9.40 big-cap Long -1.0 Consumer Defensive 179 E 16 17.60 big-cap Long -1.0 Energy 249 FRC 31 44.87 big-cap Long -1.0 Financial Services 235 WLTW 12 7.49 big-cap Long -1.0 Financial Services 230 SWK 7 6.33 big-cap Long -1.0 Industrials 114 PHG 6 7.34 big-cap Long -1.0 Healthcare 224 HLT 36 40.49 big-cap Long -1.0 Consumer Cyclical 211 SPG 15 24.35 big-cap Long -1.0 Real Estate 268 DTE 7 7.12 big-cap Long -1.0 Utilities 164 DOW 12 11.32 big-cap Long -1.0 Basic Materials 167 CM 26 27.25 big-cap Long -1.0 Financial Services 93 BNS 24 32.17 big-cap Long -1.0 Financial Services 198 PAYX 6 1.35 big-cap Long -1.0 Industrials 98 PNC 24 40.82 big-cap Long -1.0 Financial Services 183 INFO 6 7.34 big-cap Long -1.0 Industrials 182 MFC 25 34.77 big-cap Long -1.0 Financial Services 267 EQR 13 16.59 big-cap Long -1.0 Real Estate 112 GPN 9 8.02 big-cap Long -1.0 Industrials 137 KDP 7 5.82 big-cap Long -1.0 Consumer Defensive 121 EMR 26 29.68 big-cap Long -1.0 Industrials 312 EXPE 35 72.35 big-cap Long -1.0 Consumer Cyclical 297 RYAAY 8 1.95 big-cap Long -1.0 Industrials 293 VMC 12 12.78 big-cap Long -1.0 Basic Materials 290 FLT 11 10.84 big-cap Long -1.0 Technology 127 WM 6 10.80 big-cap Long -1.0 Industrials 289 QRVO 46 56.05 big-cap Long -1.0 Technology 286 FITB 30 54.73 big-cap Long -1.0 Financial Services 128 AON 21 12.35 big-cap Long -1.0 Financial Services 285 CCEP 21 21.81 big-cap Long -1.0 Consumer Defensive 273 LH 29 31.81 big-cap Long -1.0 Healthcare 269 AVB 13 14.25 big-cap Long -1.0 Real Estate 439 EVRG 6 5.11 big-cap Long -1.5 Utilities 490 WLK 12 6.86 big-cap Long -1.5 Basic Materials 442 PHM 7 13.59 big-cap Long -1.5 Consumer Cyclical 126 NXPI 31 54.01 big-cap Long -1.5 Technology 446 XRAY 8 7.14 big-cap Long -1.5 Healthcare 171 LVS 11 11.34 big-cap Long -1.5 Consumer Cyclical 115 BSX 11 1.02 big-cap Long -1.5 unknown 168 MAR 24 38.84 big-cap Long -1.5 Consumer Cyclical 483 CEA 10 7.45 big-cap Long -1.5 Industrials 479 NWL 7 9.38 big-cap Long -1.5 Consumer Defensive 482 CBOE 10 4.77 big-cap Long -1.5 Financial Services 26 TXN 6 12.14 big-cap Long -1.5 Technology 160 ROST 7 4.88 big-cap Long -1.5 Consumer Cyclical 21 AVGO 26 27.00 big-cap Long -1.5 Technology 143 F 29 64.21 big-cap Long -1.5 Consumer Cyclical 22 CSCO 8 13.02 big-cap Long -1.5 Technology 469 UHS 7 0.66 big-cap Long -1.5 Healthcare 314 COO 22 13.06 big-cap Long -1.5 Healthcare 207 TDG 36 23.46 big-cap Long -1.5 Industrials 107 HCA 26 33.98 big-cap Long -1.5 Healthcare 37 MS 25 48.06 big-cap Long -1.5 Financial Services 308 MLM 33 46.74 big-cap Long -1.5 Basic Materials 301 CQP 15 8.11 big-cap Long -1.5 Energy 329 MTB 16 7.82 big-cap Long -1.5 Financial Services 330 INVH 6 5.00 big-cap Long -1.5 Real Estate 341 RF 30 55.75 big-cap Long -1.5 Financial Services 344 PEAK 7 8.53 big-cap Long -1.5 Real Estate 284 ZBRA 28 62.88 big-cap Long -1.5 Technology 281 ABC 6 3.48 big-cap Long -1.5 Healthcare 362 ESS 14 17.05 big-cap Long -1.5 Real Estate 59 AMAT 26 72.88 big-cap Long -1.5 Technology 263 CAJ 13 11.03 big-cap Long -1.5 Technology 243 WMB 16 12.84 big-cap Long -1.5 Energy 229 DHI 11 14.15 big-cap Long -1.5 Consumer Cyclical 48 RTX 7 4.16 big-cap Long -1.5 Industrials 216 MSI 31 22.18 big-cap Long -1.5 Technology 212 CTVA 39 56.75 big-cap Long -1.5 Basic Materials 398 VICI 25 13.82 big-cap Long -1.5 Real Estate 44 HSBC 11 10.16 big-cap Long -1.5 Financial Services 401 BXP 9 6.84 big-cap Long -1.5 Real Estate 404 IFF 12 10.80 big-cap Long -1.5 Basic Materials 72 CI 7 6.71 big-cap Long -1.5 Healthcare 197 AIG 25 25.54 big-cap Long -1.5 Financial Services 97 ABB 8 10.83 big-cap Long -1.5 Industrials 184 IQV 24 20.23 big-cap Long -1.5 Healthcare 101 WBK 25 43.12 big-cap Long -1.5 Financial Services 1 GOOG 27 39.97 big-cap Long -1.5 Communication Services Mean Return: 25.6704 Mean Day/Week: 18.506666666666668 Accuracy:0.9911111111111112 *******************Part 1.4 Big Cap Short Maintainance********************* big_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 8 Communication Services 2 Consumer Cyclical 27 Consumer Defensive 4 Energy 1 Financial Services 32 Healthcare 4 Industrials 20 Real Estate 25 Technology 8 Utilities 1 unknown 1 **************************************** small_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 2.1 Small Cap Long Entry********************* small_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 535 BRKR 4 8.01 small-cap Long -1.0 Healthcare 562 STOR 5 2.22 small-cap Long -1.0 Real Estate 509 WSO 4 6.11 small-cap Long -1.5 Industrials 550 AGNCN 2 -0.27 small-cap Long -1.5 Real Estate 558 OHI 4 1.47 small-cap Long -1.5 Real Estate 577 AIZ 5 2.28 small-cap Long -1.5 Financial Services 636 JSM 3 0.04 small-cap Long -1.5 unknown 642 REXR 5 3.26 small-cap Long -1.5 Real Estate 703 JHG 3 0.87 small-cap Long -1.5 Financial Services 711 EGP 5 1.90 small-cap Long -1.5 Real Estate 715 NATI 1 0.00 small-cap Long -1.5 Technology Mean Return: 2.589 Mean Day/Week: 4.1 Accuracy:0.9 *******************Part 2.2 Small Cap Short Entry********************* small_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.3 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 621 SC 12 13.56 small-cap Long 0.0 Financial Services 658 HII 11 17.18 small-cap Long 0.0 Industrials 589 ACM 30 54.93 small-cap Long 0.0 Industrials 592 RS 12 23.31 small-cap Long 0.0 Basic Materials 594 UGI 15 12.23 small-cap Long 0.0 Utilities 598 GPS 10 31.88 small-cap Long 0.0 Consumer Cyclical 606 ARCC 25 26.75 small-cap Long 0.0 Financial Services 607 STLD 12 32.54 small-cap Long 0.0 Basic Materials 613 RGA 10 5.30 small-cap Long 0.0 Financial Services 614 VOYA 9 10.29 small-cap Long 0.0 Financial Services 494 IVZ 30 74.69 small-cap Long 0.0 Financial Services 624 GGB 8 12.39 small-cap Long 0.0 Basic Materials 630 CASY 11 12.85 small-cap Long 0.0 Consumer Defensive 633 KNX 8 10.33 small-cap Long 0.0 Industrials 641 ITT 26 36.26 small-cap Long 0.0 Industrials 659 OSK 23 41.37 small-cap Long 0.0 Industrials 571 PRAH 24 38.20 small-cap Long 0.0 Healthcare 670 ALK 22 44.86 small-cap Long 0.0 Industrials 687 DOOO 23 45.72 small-cap Long 0.0 Consumer Cyclical 719 WH 26 35.21 small-cap Long 0.0 Consumer Cyclical 722 SF 32 66.70 small-cap Long 0.0 Financial Services 723 TXRH 39 65.77 small-cap Long 0.0 Consumer Cyclical 724 SKX 11 15.15 small-cap Long 0.0 Consumer Cyclical 725 LSTR 12 13.64 small-cap Long 0.0 Industrials 727 MDU 25 27.19 small-cap Long 0.0 Basic Materials 728 TX 11 32.06 small-cap Long 0.0 Basic Materials 734 KT 10 11.35 small-cap Long 0.0 Communication Services 738 BWXT 8 12.54 small-cap Long 0.0 Industrials 741 SLM 29 73.85 small-cap Long 0.0 Financial Services 745 AER 11 35.75 small-cap Long 0.0 Industrials 586 JLL 23 34.50 small-cap Long 0.0 Real Estate 748 GIL 30 54.16 small-cap Long 0.0 Consumer Cyclical 551 AGCO 41 86.06 small-cap Long 0.0 Industrials 559 LAMR 23 20.37 small-cap Long 0.0 Real Estate 532 LNC 25 45.93 small-cap Long 0.0 Financial Services 499 IPG 26 48.05 small-cap Long 0.0 Communication Services 513 UHAL 25 48.57 small-cap Long 0.0 Industrials 721 STWD 23 34.86 small-cap Long -0.5 Real Estate 546 AGNCM 20 8.82 small-cap Long -0.5 Real Estate 514 WU 16 9.45 small-cap Long -0.5 Financial Services 714 ORI 8 13.93 small-cap Long -0.5 Financial Services 622 NNN 14 13.72 small-cap Long -0.5 Real Estate 623 CUBE 15 15.14 small-cap Long -0.5 Real Estate 539 RP 21 31.14 small-cap Long -0.5 Technology 569 CMA 25 39.22 small-cap Long -0.5 Financial Services 538 VEDL 21 67.58 small-cap Long -0.5 Basic Materials 638 BERY 11 9.96 small-cap Long -0.5 Consumer Cyclical 639 ARES 12 14.13 small-cap Long -0.5 Financial Services 646 AN 23 44.95 small-cap Long -0.5 Consumer Cyclical 572 AFG 25 36.38 small-cap Long -0.5 Financial Services 671 LSI 21 17.37 small-cap Long -0.5 Real Estate 523 DLB 28 36.84 small-cap Long -0.5 Technology 697 SON 7 3.04 small-cap Long -0.5 Consumer Cyclical 720 FR 9 10.21 small-cap Long -0.5 Real Estate 549 HUBB 12 15.54 small-cap Long -0.5 Industrials 503 HST 22 22.80 small-cap Long -0.5 Real Estate 746 BRX 25 33.37 small-cap Long -0.5 Real Estate 579 ATH 24 40.22 small-cap Long -0.5 Financial Services 580 SEIC 7 6.75 small-cap Long -0.5 Financial Services 742 MAN 24 20.62 small-cap Long -0.5 Industrials 583 VER 7 4.23 small-cap Long -0.5 Real Estate 585 CSL 6 7.74 small-cap Long -0.5 Industrials 512 BG 40 61.24 small-cap Long -0.5 Consumer Defensive 560 DECK 31 53.00 small-cap Long -0.5 Consumer Cyclical 662 HRC 22 16.99 small-cap Long -0.5 Healthcare 600 RL 20 29.36 small-cap Long -0.5 Consumer Cyclical 504 IRM 9 9.79 small-cap Long -0.5 Real Estate 506 MGP 25 16.97 small-cap Long -0.5 Real Estate 556 RE 11 5.26 small-cap Long -0.5 Financial Services 708 TPX 40 70.09 small-cap Long -1.0 Consumer Cyclical 689 TCF 23 38.75 small-cap Long -1.0 Financial Services 669 POST 7 2.71 small-cap Long -1.0 Consumer Defensive 674 DKS 16 26.40 small-cap Long -1.0 Consumer Cyclical 516 KOF 7 3.58 small-cap Long -1.0 Consumer Defensive 744 BYD 37 98.02 small-cap Long -1.0 Consumer Cyclical 690 FCNCA 28 60.69 small-cap Long -1.0 Financial Services 694 WF 7 3.62 small-cap Long -1.0 Financial Services 505 WSM 23 59.43 small-cap Long -1.0 Consumer Cyclical 710 PRI 25 19.93 small-cap Long -1.0 Financial Services 709 IART 24 37.96 small-cap Long -1.0 Healthcare 501 FIVE 38 65.97 small-cap Long -1.0 Consumer Cyclical 695 PVH 11 15.57 small-cap Long -1.0 Consumer Cyclical 492 AMH 7 6.48 small-cap Long -1.0 Real Estate 568 Y 11 9.78 small-cap Long -1.0 Financial Services 618 PII 16 29.58 small-cap Long -1.0 Consumer Cyclical 541 LPLA 25 52.76 small-cap Long -1.0 Financial Services 626 ICL 26 51.60 small-cap Long -1.0 Basic Materials 595 ARW 38 50.13 small-cap Long -1.0 Technology 593 UA 24 41.65 small-cap Long -1.0 Consumer Cyclical 632 KSS 22 67.51 small-cap Long -1.0 Consumer Cyclical 534 LAD 26 45.67 small-cap Long -1.0 Consumer Cyclical 527 PNR 9 9.35 small-cap Long -1.0 Industrials 616 KIM 24 29.15 small-cap Long -1.0 Real Estate 582 RHI 25 27.44 small-cap Long -1.0 Industrials 581 LEVI 29 55.70 small-cap Long -1.0 Consumer Cyclical 574 REG 13 23.00 small-cap Long -1.0 Real Estate 657 JBL 26 42.30 small-cap Long -1.0 Technology 528 AOS 11 11.82 small-cap Long -1.0 Industrials 553 AGNC 7 4.29 small-cap Long -1.5 Real Estate 508 GL 8 2.46 small-cap Long -1.5 Financial Services 665 CDK 8 4.78 small-cap Long -1.5 Technology 737 PNFP 24 57.34 small-cap Long -1.5 Financial Services 596 UAA 24 47.22 small-cap Long -1.5 Consumer Cyclical 608 ZION 23 41.58 small-cap Long -1.5 Financial Services 584 FHN 23 35.21 small-cap Long -1.5 Financial Services 496 MMP 7 -0.33 small-cap Long -1.5 Energy 604 VNO 8 6.60 small-cap Long -1.5 Real Estate 716 FFIN 26 45.14 small-cap Long -1.5 Financial Services 610 WWD 6 1.63 small-cap Long -1.5 Industrials 544 OC 25 33.25 small-cap Long -1.5 Industrials 718 LEG 9 10.49 small-cap Long -1.5 Consumer Cyclical 619 FLIR 20 34.89 small-cap Long -1.5 Technology 706 VIRT 16 21.07 small-cap Long -1.5 Financial Services 700 PBCT 16 27.71 small-cap Long -1.5 Financial Services 698 CFR 25 34.06 small-cap Long -1.5 Financial Services 643 SEE 6 1.42 small-cap Long -1.5 Consumer Cyclical 647 KRC 9 6.18 small-cap Long -1.5 Real Estate 648 AXTA 6 -0.22 small-cap Long -1.5 Basic Materials 651 DXC 7 14.79 small-cap Long -1.5 Technology 683 FSV 19 14.92 small-cap Long -1.5 Real Estate 681 COLM 19 23.25 small-cap Long -1.5 Consumer Cyclical 654 TOL 14 18.14 small-cap Long -1.5 Consumer Cyclical Mean Return: 29.21819672131147 Mean Day/Week: 18.729508196721312 Accuracy:0.9836065573770492 *******************Part 2.4 Small Cap Short Maintaiance********************* small_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 16 Communication Services 3 Consumer Cyclical 36 Consumer Defensive 11 Energy 7 Financial Services 107 Healthcare 14 Industrials 62 Real Estate 43 Technology 24 Utilities 5 unknown 7 **************************************** penny_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 3.1 Penny Cap Long Entry********************* penny_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 1245 PTY 5 4.00 penny-cap Long -0.5 Financial Services 1019 CWST 4 -0.85 penny-cap Long -0.5 Industrials 1562 TANNL 3 0.96 penny-cap Long -0.5 unknown 1545 TANNI 2 -0.70 penny-cap Long -0.5 unknown 1311 KRO 5 1.37 penny-cap Long -1.0 Basic Materials 843 HR 4 -0.99 penny-cap Long -1.0 Real Estate 950 VLYPO 3 0.43 penny-cap Long -1.0 Financial Services 887 ESGRO 2 -0.18 penny-cap Long -1.0 Financial Services 1024 GHC 2 1.12 penny-cap Long -1.5 Consumer Defensive 1102 SINA 1 0.00 penny-cap Long -1.5 Communication Services 1208 FCPT 2 0.28 penny-cap Long -1.5 Real Estate 872 ESGRP 4 0.35 penny-cap Long -1.5 Financial Services 924 NVG 4 1.48 penny-cap Long -1.5 Financial Services 1390 FPF 5 1.25 penny-cap Long -1.5 Financial Services 1419 HYT 3 0.86 penny-cap Long -1.5 Financial Services 1435 OXSQL 5 0.96 penny-cap Long -1.5 unknown 1535 CLS 3 -0.90 penny-cap Long -1.5 Technology 885 GRA 4 3.01 penny-cap Long -1.5 Basic Materials 1563 AWF 5 1.31 penny-cap Long -1.5 Financial Services 1567 TANNZ 2 -0.08 penny-cap Long -1.5 unknown Mean Return: 0.72 Mean Day/Week: 3.5789473684210527 Accuracy:0.6842105263157895 *******************Part 3.2 Penny Cap Short Entry********************* penny_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 3.3 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 1478 DIN 15 38.27 penny-cap Long 0.0 Consumer Cyclical 815 VVV 26 21.37 penny-cap Long 0.0 Energy 1021 ABG 24 59.55 penny-cap Long 0.0 Consumer Cyclical 823 LPX 25 72.32 penny-cap Long 0.0 Industrials 1343 BDJ 28 25.91 penny-cap Long 0.0 Financial Services 963 FELE 41 43.38 penny-cap Long 0.0 Industrials 1188 SGRY 40 127.02 penny-cap Long 0.0 Healthcare 1387 CBZ 22 33.64 penny-cap Long 0.0 Industrials 962 CBRL 23 31.35 penny-cap Long 0.0 Consumer Cyclical 1502 NMFC 26 27.37 penny-cap Long 0.0 Financial Services 849 OLN 30 104.88 penny-cap Long 0.0 Basic Materials 1061 NSIT 24 41.96 penny-cap Long 0.0 Technology 953 HRB 12 20.32 penny-cap Long 0.0 Consumer Cyclical 1437 VBTX 24 46.20 penny-cap Long 0.0 Financial Services 856 STN 18 32.46 penny-cap Long 0.0 Industrials 1054 NWE 8 10.61 penny-cap Long 0.0 Utilities 1053 WERN 7 4.79 penny-cap Long 0.0 Industrials 868 NRZ 14 14.02 penny-cap Long 0.0 Real Estate 1439 GFF 15 17.88 penny-cap Long 0.0 Industrials 1471 BPMP 7 4.49 penny-cap Long 0.0 Energy 1513 BIF 24 22.21 penny-cap Long 0.0 Financial Services 1200 FIX 22 46.03 penny-cap Long 0.0 Industrials 892 PSB 15 15.39 penny-cap Long 0.0 Real Estate 1368 USA 23 23.36 penny-cap Long 0.0 Financial Services 1359 CEQP 21 44.09 penny-cap Long 0.0 Energy 1036 BECN 24 49.94 penny-cap Long 0.0 Industrials 1016 CAR 23 78.29 penny-cap Long 0.0 Industrials 911 AVT 22 30.38 penny-cap Long 0.0 Technology 1356 BV 24 37.91 penny-cap Long 0.0 Industrials 1183 NAVI 18 43.38 penny-cap Long 0.0 Financial Services 822 SNX 26 51.63 penny-cap Long 0.0 Technology 1293 DSL 13 6.40 penny-cap Long 0.0 Financial Services 1178 MAIN 13 23.07 penny-cap Long 0.0 Financial Services 1369 HEP 14 29.38 penny-cap Long 0.0 Energy 1159 ATI 21 47.10 penny-cap Long 0.0 Industrials 978 CNMD 26 54.57 penny-cap Long 0.0 Healthcare 1331 LOB 11 43.55 penny-cap Long 0.0 Financial Services 763 EXP 22 41.81 penny-cap Long 0.0 Basic Materials 1334 TY 26 23.38 penny-cap Long 0.0 Financial Services 766 NYCB 18 20.49 penny-cap Long 0.0 Financial Services 768 ACIA 11 54.43 penny-cap Long 0.0 Technology 1397 ARGO 11 20.47 penny-cap Long 0.0 Financial Services 1124 CIM 12 19.64 penny-cap Long 0.0 Real Estate 1239 MWA 25 22.47 penny-cap Long 0.0 Industrials 1314 KAI 25 43.39 penny-cap Long 0.0 Industrials 1394 ORGO 22 164.47 penny-cap Long 0.0 Healthcare 1427 EIGI 22 72.98 penny-cap Long 0.0 Technology 782 GWPH 15 60.16 penny-cap Long 0.0 Healthcare 1301 MFA 12 6.79 penny-cap Long 0.0 Real Estate 993 PCI 10 7.31 penny-cap Long 0.0 Financial Services 1091 STAY 24 41.62 penny-cap Long 0.0 Consumer Cyclical 1372 DLX 16 32.50 penny-cap Long 0.0 Communication Services 1300 EVT 28 24.71 penny-cap Long 0.0 Financial Services 1432 BXMX 8 8.00 penny-cap Long 0.0 Financial Services 1180 MLHR 12 15.22 penny-cap Long 0.0 Consumer Cyclical 798 ASGN 24 43.00 penny-cap Long 0.0 Industrials 792 JCOM 23 39.70 penny-cap Long 0.0 Technology 1097 DOOR 19 29.90 penny-cap Long 0.0 Industrials 1179 FSK 12 14.97 penny-cap Long 0.0 Financial Services 1228 CUB 12 17.63 penny-cap Long -0.5 Industrials 1458 NYMTN 24 15.36 penny-cap Long -0.5 Real Estate 1378 NYMT 15 22.64 penny-cap Long -0.5 Real Estate 999 NHI 8 6.35 penny-cap Long -0.5 Real Estate 1221 PGRE 8 7.61 penny-cap Long -0.5 Real Estate 1002 SAFM 14 14.48 penny-cap Long -0.5 Consumer Defensive 994 ROG 25 50.89 penny-cap Long -0.5 Technology 1020 MCY 25 38.40 penny-cap Long -0.5 Financial Services 751 AMG 31 87.50 penny-cap Long -0.5 Financial Services 1219 GDV 29 28.71 penny-cap Long -0.5 Financial Services 1062 NUVA 11 17.97 penny-cap Long -0.5 Healthcare 1156 PLXS 24 24.54 penny-cap Long -0.5 Technology 1135 PSEC 18 39.14 penny-cap Long -0.5 Financial Services 1123 CMC 11 31.14 penny-cap Long -0.5 Basic Materials 1093 ABM 12 31.86 penny-cap Long -0.5 Industrials 1089 NSA 18 16.00 penny-cap Long -0.5 Real Estate 1085 CBT 26 28.31 penny-cap Long -0.5 Basic Materials 1184 SANM 23 27.12 penny-cap Long -0.5 Technology 1434 IRT 27 29.04 penny-cap Long -0.5 Real Estate 1064 FUL 12 15.26 penny-cap Long -0.5 Basic Materials 1192 NVMI 29 64.99 penny-cap Long -0.5 Technology 1217 SKY 24 52.73 penny-cap Long -0.5 Consumer Cyclical 1236 BCC 24 44.13 penny-cap Long -0.5 Basic Materials 1442 FRTA 24 52.89 penny-cap Long -0.5 Industrials 1386 GVA 30 76.58 penny-cap Long -0.5 Industrials 1445 TNC 23 18.65 penny-cap Long -0.5 Industrials 1209 FSS 24 23.96 penny-cap Long -0.5 Industrials 1381 ICFI 25 22.76 penny-cap Long -0.5 Industrials 1456 EPAC 10 19.27 penny-cap Long -0.5 Industrials 1033 APLE 25 35.91 penny-cap Long -0.5 Real Estate 1030 EPR 12 19.35 penny-cap Long -0.5 Real Estate 1059 RRR 36 82.51 penny-cap Long -0.5 Consumer Cyclical 1503 UVV 11 13.20 penny-cap Long -0.5 Consumer Defensive 853 SSD 7 0.01 penny-cap Long -0.5 Industrials 1549 HEES 26 55.53 penny-cap Long -0.5 Industrials 1306 RQI 28 24.31 penny-cap Long -0.5 Financial Services 882 SIGI 25 23.59 penny-cap Long -0.5 Financial Services 879 WYND 25 60.66 penny-cap Long -0.5 Consumer Cyclical 1275 HOVNP 37 129.41 penny-cap Long -0.5 unknown 1349 CXP 7 21.53 penny-cap Long -0.5 Real Estate 1554 MATW 18 41.34 penny-cap Long -0.5 Industrials 855 THG 8 10.42 penny-cap Long -0.5 Financial Services 1282 NSS 23 20.22 penny-cap Long -0.5 unknown 852 SLGN 10 9.33 penny-cap Long -0.5 Consumer Cyclical 900 BAK 11 37.06 penny-cap Long -0.5 Basic Materials 1284 PDI 10 7.01 penny-cap Long -0.5 Financial Services 1523 RNP 28 18.33 penny-cap Long -0.5 Financial Services 838 KBR 26 50.40 penny-cap Long -0.5 Industrials 1291 PMT 23 21.68 penny-cap Long -0.5 Real Estate 820 RLI 9 10.16 penny-cap Long -0.5 Financial Services 778 MMS 20 26.45 penny-cap Long -0.5 Industrials 805 AYI 23 47.01 penny-cap Long -0.5 Industrials 797 CR 24 39.34 penny-cap Long -0.5 Industrials 899 RDN 7 11.01 penny-cap Long -0.5 Financial Services 893 NVT 24 36.44 penny-cap Long -0.5 Industrials 1272 SBH 18 53.56 penny-cap Long -0.5 Consumer Cyclical 937 MDC 16 35.72 penny-cap Long -0.5 Consumer Cyclical 967 VSH 26 39.96 penny-cap Long -0.5 Technology 1496 LNTH 15 36.89 penny-cap Long -0.5 Healthcare 1499 STAR 25 31.55 penny-cap Long -0.5 Real Estate 1152 RUSHA 7 11.45 penny-cap Long -0.5 Consumer Cyclical 948 R 36 67.76 penny-cap Long -0.5 Industrials 903 CIT 26 55.27 penny-cap Long -0.5 Financial Services 938 UFPI 11 26.86 penny-cap Long -0.5 Basic Materials 757 COHR 20 78.31 penny-cap Long -0.5 Technology 928 HPP 8 7.81 penny-cap Long -0.5 Real Estate 923 SYNA 16 37.29 penny-cap Long -0.5 Technology 1351 VRTU 29 26.69 penny-cap Long -0.5 Technology 904 NFG 12 17.89 penny-cap Long -0.5 Energy 791 STAG 10 11.00 penny-cap Long -0.5 Real Estate 1323 SMCI 21 30.62 penny-cap Long -1.0 Technology 1160 CTRE 25 22.81 penny-cap Long -1.0 Real Estate 1162 IOSP 21 19.73 penny-cap Long -1.0 Basic Materials 1166 MTX 12 15.05 penny-cap Long -1.0 Basic Materials 1408 GWB 16 33.46 penny-cap Long -1.0 Financial Services 1313 BOOT 29 85.26 penny-cap Long -1.0 Consumer Cyclical 1327 GAB 9 7.56 penny-cap Long -1.0 Financial Services 1171 SIG 29 128.88 penny-cap Long -1.0 Consumer Cyclical 1336 CCS 14 44.45 penny-cap Long -1.0 Consumer Cyclical 1403 PFS 21 32.33 penny-cap Long -1.0 Financial Services 1312 TWO 12 16.69 penny-cap Long -1.0 Real Estate 1371 VCTR 12 17.19 penny-cap Long -1.0 Financial Services 1340 SASR 23 42.02 penny-cap Long -1.0 Financial Services 1214 MLI 26 36.52 penny-cap Long -1.0 Industrials 1244 ADX 22 12.61 penny-cap Long -1.0 Financial Services 1375 TTMI 24 18.78 penny-cap Long -1.0 Technology 1257 ETY 8 5.78 penny-cap Long -1.0 Financial Services 1357 WABC 10 8.08 penny-cap Long -1.0 Financial Services 1266 GSBD 7 8.07 penny-cap Long -1.0 Financial Services 1354 GLUU 22 33.95 penny-cap Long -1.0 Communication Services 1273 CVCO 12 18.58 penny-cap Long -1.0 Consumer Cyclical 1298 UFS 21 20.97 penny-cap Long -1.0 Basic Materials 1278 MGRC 17 21.16 penny-cap Long -1.0 Industrials 1241 FFBC 16 26.03 penny-cap Long -1.0 Financial Services 1285 HTGC 24 34.20 penny-cap Long -1.0 Financial Services 1344 LTC 13 7.09 penny-cap Long -1.0 Real Estate 1292 CLBK 21 19.89 penny-cap Long -1.0 Financial Services 1295 RVT 26 34.08 penny-cap Long -1.0 Financial Services 1411 CORE 8 11.78 penny-cap Long -1.0 Consumer Defensive 1046 AIT 12 19.55 penny-cap Long -1.0 Industrials 752 EME 25 49.66 penny-cap Long -1.0 Industrials 991 CCU 15 17.84 penny-cap Long -1.0 Consumer Defensive 1487 ELF 11 20.83 penny-cap Long -1.0 Consumer Defensive 1145 AIN 25 33.07 penny-cap Long -1.0 Consumer Cyclical 947 NJR 25 14.58 penny-cap Long -1.0 Utilities 941 SLMBP 27 24.61 penny-cap Long -1.0 Financial Services 934 AA 11 42.80 penny-cap Long -1.0 Basic Materials 1505 EFSC 20 37.50 penny-cap Long -1.0 Financial Services 922 SEM 11 25.98 penny-cap Long -1.0 Healthcare 908 PACW 16 30.00 penny-cap Long -1.0 Financial Services 901 AEO 37 104.08 penny-cap Long -1.0 Consumer Cyclical 873 HIW 15 7.25 penny-cap Long -1.0 Real Estate 870 BXMT 15 20.41 penny-cap Long -1.0 Real Estate 858 MTG 6 8.74 penny-cap Long -1.0 Financial Services 857 KBH 14 16.17 penny-cap Long -1.0 Consumer Cyclical 854 ARD 12 37.92 penny-cap Long -1.0 Consumer Cyclical 1515 CMCO 24 38.96 penny-cap Long -1.0 Industrials 841 PNM 6 2.35 penny-cap Long -1.0 Utilities 1525 QQQX 7 6.18 penny-cap Long -1.0 Financial Services 821 EXPO 12 12.29 penny-cap Long -1.0 Industrials 801 SRC 23 18.72 penny-cap Long -1.0 Real Estate 799 CCMP 12 14.00 penny-cap Long -1.0 Technology 1543 ETW 8 9.04 penny-cap Long -1.0 Financial Services 1546 CMRE 22 34.24 penny-cap Long -1.0 Industrials 779 PRSP 24 28.06 penny-cap Long -1.0 Technology 777 ACHC 29 69.43 penny-cap Long -1.0 Healthcare 776 KMPR 8 6.71 penny-cap Long -1.0 Financial Services 1560 PRA 11 20.86 penny-cap Long -1.0 Financial Services 1564 NXRT 7 4.38 penny-cap Long -1.0 Real Estate 758 PAG 26 45.91 penny-cap Long -1.0 Consumer Cyclical 755 BPOP 26 50.84 penny-cap Long -1.0 Financial Services 983 SUN 23 16.70 penny-cap Long -1.0 Energy 951 ADS 22 45.08 penny-cap Long -1.0 Financial Services 1079 EXG 28 19.84 penny-cap Long -1.0 Financial Services 1444 GMS 18 41.20 penny-cap Long -1.0 Industrials 1130 SPXC 23 27.69 penny-cap Long -1.0 Industrials 1128 SEAS 28 87.67 penny-cap Long -1.0 Consumer Cyclical 1423 ETG 29 26.14 penny-cap Long -1.0 Financial Services 1117 GBDC 6 3.60 penny-cap Long -1.0 Financial Services 1113 BEAT 22 52.45 penny-cap Long -1.0 Healthcare 1111 CSQ 28 27.46 penny-cap Long -1.0 Financial Services 1429 CODI 16 21.04 penny-cap Long -1.0 Industrials 1100 TEX 30 77.44 penny-cap Long -1.0 Industrials 1095 ESE 12 10.35 penny-cap Long -1.0 Technology 1087 KFY 25 58.11 penny-cap Long -1.0 Industrials 1073 WD 31 67.12 penny-cap Long -1.0 Financial Services 1070 SCL 6 -2.20 penny-cap Long -1.0 Basic Materials 1060 FHI 7 4.57 penny-cap Long -1.0 Financial Services 1329 SBLKZ 6 0.41 penny-cap Long -1.0 unknown 1330 ARI 15 26.67 penny-cap Long -1.0 Real Estate 1028 ISBC 23 45.84 penny-cap Long -1.0 Financial Services 1018 LXP 8 6.56 penny-cap Long -1.0 Real Estate 1448 PGTI 22 36.82 penny-cap Long -1.0 Industrials 1023 WRI 16 22.84 penny-cap Long -1.0 Real Estate 1022 AGO 18 35.90 penny-cap Long -1.0 Financial Services 1450 NYMTP 25 17.78 penny-cap Long -1.0 Real Estate 1460 NYMTO 24 17.17 penny-cap Long -1.5 Real Estate 1415 ETV 7 3.26 penny-cap Long -1.5 Financial Services 1417 EGBN 23 39.61 penny-cap Long -1.5 Financial Services 1566 SRCE 21 18.44 penny-cap Long -1.5 Financial Services 1459 AIR 21 35.69 penny-cap Long -1.5 Industrials 1488 BUSE 24 27.43 penny-cap Long -1.5 Financial Services 1421 LMNX 9 1.92 penny-cap Long -1.5 Healthcare 1493 FCF 19 33.14 penny-cap Long -1.5 Financial Services 1457 LADR 15 15.51 penny-cap Long -1.5 Real Estate 1395 HOPE 17 37.48 penny-cap Long -1.5 Financial Services 1380 NBTB 16 15.96 penny-cap Long -1.5 Financial Services 1541 STBA 15 19.26 penny-cap Long -1.5 Financial Services 1504 OCFC 19 25.39 penny-cap Long -1.5 Financial Services 1347 LNN 26 41.32 penny-cap Long -1.5 Industrials 1539 BJRI 18 54.15 penny-cap Long -1.5 Consumer Cyclical 1536 NBHC 30 33.42 penny-cap Long -1.5 Financial Services 1509 CHCO 21 19.45 penny-cap Long -1.5 Financial Services 1533 SBSI 18 23.46 penny-cap Long -1.5 Financial Services 1528 ECOL 10 13.47 penny-cap Long -1.5 Industrials 1474 NFH 10 2.02 penny-cap Long -1.5 Healthcare 1148 MIK 21 89.26 penny-cap Long -1.5 Consumer Cyclical 1318 DRH 22 36.94 penny-cap Long -1.5 Real Estate 988 PS 19 17.63 penny-cap Long -1.5 Technology 955 UMPQ 12 14.17 penny-cap Long -1.5 Financial Services 964 KMT 7 5.82 penny-cap Long -1.5 Industrials 965 PPBI 28 53.81 penny-cap Long -1.5 Financial Services 969 HMSY 20 20.31 penny-cap Long -1.5 Healthcare 973 FNB 23 38.14 penny-cap Long -1.5 Financial Services 979 BOH 24 23.48 penny-cap Long -1.5 Financial Services 980 HI 25 41.32 penny-cap Long -1.5 Industrials 1007 ALGT 28 76.19 penny-cap Long -1.5 Industrials 944 TMHC 6 7.80 penny-cap Long -1.5 Consumer Cyclical 1010 CNO 31 45.49 penny-cap Long -1.5 Financial Services 1012 OFC 7 1.18 penny-cap Long -1.5 Real Estate 1013 SIX 23 53.54 penny-cap Long -1.5 Consumer Cyclical 1014 FN 21 28.50 penny-cap Long -1.5 Technology 1039 ATCO 11 14.83 penny-cap Long -1.5 Financial Services 1040 ESRT 12 13.54 penny-cap Long -1.5 Real Estate 1043 SHOO 23 21.85 penny-cap Long -1.5 Consumer Cyclical 954 ALE 7 9.27 penny-cap Long -1.5 Utilities 930 HOMB 25 37.79 penny-cap Long -1.5 Financial Services 1050 ONB 25 20.34 penny-cap Long -1.5 Financial Services 794 ENSG 7 4.11 penny-cap Long -1.5 Healthcare 762 DEI 9 0.49 penny-cap Long -1.5 Real Estate 764 HHC 14 18.68 penny-cap Long -1.5 Real Estate 769 CUZ 8 2.25 penny-cap Long -1.5 Real Estate 773 PPC 11 13.76 penny-cap Long -1.5 Consumer Defensive 774 SHI 11 0.26 penny-cap Long -1.5 Energy 783 RXN 10 5.45 penny-cap Long -1.5 Industrials 786 ESGR 28 41.91 penny-cap Long -1.5 Financial Services 813 IDA 6 2.36 penny-cap Long -1.5 Utilities 918 STL 24 43.32 penny-cap Long -1.5 Financial Services 814 MSM 11 5.29 penny-cap Long -1.5 Industrials 824 CLH 24 32.33 penny-cap Long -1.5 Industrials 825 ROLL 23 21.85 penny-cap Long -1.5 Industrials 832 GPK 7 2.96 penny-cap Long -1.5 Consumer Cyclical 844 VLY 25 46.77 penny-cap Long -1.5 Financial Services 848 VMI 31 67.93 penny-cap Long -1.5 Industrials 881 AXS 9 2.05 penny-cap Long -1.5 Financial Services 1045 ESBA 12 14.54 penny-cap Long -1.5 Real Estate 1051 EAT 37 91.34 penny-cap Long -1.5 Consumer Cyclical 1317 OSIS 31 20.07 penny-cap Long -1.5 Technology 1259 KN 23 24.38 penny-cap Long -1.5 Technology 1230 BANF 25 33.51 penny-cap Long -1.5 Financial Services 1231 PRK 30 40.82 penny-cap Long -1.5 Financial Services 1233 PQG 17 19.71 penny-cap Long -1.5 Basic Materials 1237 DDS 7 9.50 penny-cap Long -1.5 Consumer Cyclical 1253 BKE 30 74.13 penny-cap Long -1.5 Consumer Cyclical 1254 HUBG 11 14.99 penny-cap Long -1.5 Industrials 1258 HTLF 23 26.27 penny-cap Long -1.5 Financial Services 1267 HLIO 30 59.24 penny-cap Long -1.5 Industrials 1215 WSBC 24 26.90 penny-cap Long -1.5 Financial Services 1270 VGR 23 30.65 penny-cap Long -1.5 Consumer Defensive 1276 TRMK 20 23.94 penny-cap Long -1.5 Financial Services 1281 FBK 30 45.97 penny-cap Long -1.5 Financial Services 1288 TOWN 23 36.23 penny-cap Long -1.5 Financial Services 1290 USNA 13 14.94 penny-cap Long -1.5 Consumer Defensive 1304 ALG 31 39.43 penny-cap Long -1.5 Industrials 1315 ROIC 24 24.29 penny-cap Long -1.5 Real Estate 1223 PDM 11 3.29 penny-cap Long -1.5 Real Estate 1210 FWRD 31 44.17 penny-cap Long -1.5 Industrials 1052 ASB 23 33.34 penny-cap Long -1.5 Financial Services 1136 BRC 12 13.39 penny-cap Long -1.5 Industrials 1056 CATY 24 40.75 penny-cap Long -1.5 Financial Services 1078 AUB 25 31.54 penny-cap Long -1.5 Financial Services 1101 COKE 7 11.43 penny-cap Long -1.5 Consumer Defensive 1110 KW 20 20.50 penny-cap Long -1.5 Real Estate 1114 IBOC 23 40.71 penny-cap Long -1.5 Financial Services 1126 ANAT 8 16.32 penny-cap Long -1.5 Financial Services 1127 WWW 12 19.81 penny-cap Long -1.5 Consumer Cyclical 1139 THS 10 3.33 penny-cap Long -1.5 Consumer Defensive 1195 CAKE 28 65.37 penny-cap Long -1.5 Consumer Cyclical 1153 SFBS 25 50.15 penny-cap Long -1.5 Financial Services 1158 GEF 8 7.39 penny-cap Long -1.5 Consumer Cyclical 1163 FULT 16 24.52 penny-cap Long -1.5 Financial Services 1165 EPRT 25 25.05 penny-cap Long -1.5 Real Estate 1172 OMI 9 8.61 penny-cap Long -1.5 Healthcare 1176 JACK 24 25.65 penny-cap Long -1.5 Consumer Cyclical 1189 FRME 24 37.11 penny-cap Long -1.5 Financial Services 1569 BRKL 16 18.39 penny-cap Long -1.5 Financial Services Mean Return: 30.7424126984127 Mean Day/Week: 18.93968253968254 Accuracy:0.9968253968253968 *******************Part 3.4 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** Error: []

[stock-filter]

Stock monthly Filter Report for 2021/04/08 12-56-52

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 7 Communication Services 1 Consumer Cyclical 3 Consumer Defensive 7 Energy 1 Financial Services 15 Healthcare 16 Industrials 25 Real Estate 4 Technology 30 Utilities 3 **************************************** big_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 1.1 Big Cap Long Entry********************* big_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 75 AXP 5 8.90 big-cap Long 0.0 Financial Services 185 SYY 5 1.89 big-cap Long 0.0 Consumer Defensive 200 ALL 4 2.04 big-cap Long 0.0 Financial Services 219 MSI 5 8.57 big-cap Long 0.0 Technology 294 CDW 5 8.67 big-cap Long 0.0 Technology 400 SJM 3 1.04 big-cap Long 0.0 Consumer Defensive 90 CI 5 11.25 big-cap Long -0.5 Healthcare 456 CPT 4 3.56 big-cap Long -0.5 Real Estate 73 DEO 3 3.32 big-cap Long -1.0 Consumer Defensive 264 DTE 4 2.81 big-cap Long -1.0 Utilities 303 FTS 2 0.00 big-cap Long -1.5 Utilities 369 PBA 4 1.95 big-cap Long -1.5 Energy Mean Return: 4.500000000000001 Mean Day/Week: 4.083333333333333 Accuracy:0.9166666666666666 *******************Part 1.2 Big Cap Short Entry********************* big_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 1.3 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 459 PWR 13 61.67 big-cap Long 0.0 Industrials 183 JCI 12 41.98 big-cap Long 0.0 Industrials 260 AMP 12 45.66 big-cap Long 0.0 Financial Services 151 CP 17 43.82 big-cap Long 0.0 Industrials 155 ALGN 8 27.77 big-cap Long 0.0 Healthcare 162 STZ 7 7.68 big-cap Long 0.0 Consumer Defensive 163 TRI 14 27.56 big-cap Long 0.0 Industrials 164 TEL 11 30.86 big-cap Long 0.0 Technology 166 FCX 10 86.93 big-cap Long 0.0 Basic Materials 169 SNPS 29 109.56 big-cap Long 0.0 Technology 313 LOGI 14 61.60 big-cap Long 0.0 Technology 305 URI 10 65.89 big-cap Long 0.0 Industrials 178 CDNS 38 138.96 big-cap Long 0.0 Technology 181 A 16 40.41 big-cap Long 0.0 Healthcare 304 MLM 9 25.82 big-cap Long 0.0 Basic Materials 342 GNRC 26 196.59 big-cap Long 0.0 Industrials 191 PH 12 48.52 big-cap Long 0.0 Industrials 192 CMI 15 43.16 big-cap Long 0.0 Industrials 195 TT 13 36.80 big-cap Long 0.0 Industrials 290 EPAM 14 65.66 big-cap Long 0.0 Technology 209 PCAR 18 25.93 big-cap Long 0.0 Industrials 288 VMC 9 20.36 big-cap Long 0.0 Basic Materials 280 CBRE 6 24.99 big-cap Long 0.0 Real Estate 272 GRMN 16 37.40 big-cap Long 0.0 Technology 230 MTD 11 26.39 big-cap Long 0.0 Healthcare 231 ADM 11 24.38 big-cap Long 0.0 Consumer Defensive 236 GLW 11 35.02 big-cap Long 0.0 Technology 251 FRC 12 43.56 big-cap Long 0.0 Financial Services 144 NXPI 14 63.34 big-cap Long 0.0 Technology 338 AES 10 35.96 big-cap Long 0.0 Utilities 140 ETN 14 45.44 big-cap Long 0.0 Industrials 81 DE 13 62.56 big-cap Long 0.0 Industrials 455 TTC 11 23.92 big-cap Long 0.0 Industrials 444 DAR 13 119.35 big-cap Long 0.0 Consumer Defensive 31 AVGO 13 37.29 big-cap Long 0.0 Technology 42 TXN 12 33.25 big-cap Long 0.0 Technology 423 GGG 12 24.38 big-cap Long 0.0 Industrials 402 AVY 10 34.54 big-cap Long 0.0 Industrials 345 VAR 10 2.08 big-cap Long 0.0 Healthcare 71 CAT 10 41.99 big-cap Long 0.0 Industrials 77 GS 9 38.18 big-cap Long 0.0 Financial Services 80 TGT 18 68.57 big-cap Long 0.0 Consumer Defensive 253 MXIM 12 36.55 big-cap Long 0.0 Technology 394 CRL 14 76.64 big-cap Long 0.0 Healthcare 94 INFY 11 45.08 big-cap Long 0.0 Technology 384 ENTG 18 85.35 big-cap Long 0.0 Technology 128 ADI 9 14.92 big-cap Long 0.0 Technology 363 ON 7 42.48 big-cap Long 0.0 Technology 121 NSC 11 25.91 big-cap Long 0.0 Industrials 433 TREX 15 74.11 big-cap Long -0.5 Industrials 262 ODFL 29 82.58 big-cap Long -0.5 Industrials 267 KKR 17 66.78 big-cap Long -0.5 Financial Services 453 MORN 10 21.45 big-cap Long -0.5 Financial Services 270 NDAQ 18 35.11 big-cap Long -0.5 Financial Services 360 EXR 9 22.33 big-cap Long -0.5 Real Estate 362 DRE 18 25.62 big-cap Long -0.5 Real Estate 331 NVR 10 14.22 big-cap Long -0.5 Consumer Cyclical 395 NUAN 14 88.56 big-cap Long -0.5 Technology 409 OTEX 7 8.33 big-cap Long -0.5 Technology 406 SMG 18 80.43 big-cap Long -0.5 Basic Materials 299 KSU 17 61.68 big-cap Long -0.5 Industrials 403 MOH 14 36.22 big-cap Long -0.5 Healthcare 370 JBHT 15 37.94 big-cap Long -0.5 Industrials 398 TECH 17 44.10 big-cap Long -0.5 Healthcare 198 CRH 12 29.03 big-cap Long -0.5 Basic Materials 156 ERIC 15 45.14 big-cap Long -0.5 Technology 150 KLAC 18 82.35 big-cap Long -0.5 Technology 85 VALE 7 16.07 big-cap Long -0.5 Basic Materials 99 LRCX 17 99.07 big-cap Long -0.5 Technology 118 ABB 12 26.16 big-cap Long -0.5 Industrials 237 SLF 8 16.12 big-cap Long -0.5 Financial Services 64 BLK 17 44.74 big-cap Long -0.5 Financial Services 127 HCA 8 13.73 big-cap Long -0.5 Healthcare 132 SCCO 13 44.41 big-cap Long -0.5 Basic Materials 141 BX 18 43.25 big-cap Long -0.5 Financial Services 79 AMAT 17 102.54 big-cap Long -0.5 Technology 173 MCHP 14 50.58 big-cap Long -0.5 Technology 187 TROW 16 41.06 big-cap Long -0.5 Financial Services 11 JPM 6 21.00 big-cap Long -0.5 Financial Services 207 ZBH 9 9.33 big-cap Long -0.5 Healthcare 36 ABBV 8 2.13 big-cap Long -0.5 Healthcare 20 ASML 27 119.46 big-cap Long -0.5 Technology 68 INTU 14 29.97 big-cap Long -1.0 Technology 62 HDB 6 3.72 big-cap Long -1.0 Financial Services 48 BMY 13 2.51 big-cap Long -1.0 Healthcare 401 PKG 10 21.30 big-cap Long -1.0 Consumer Cyclical 45 MDT 8 4.20 big-cap Long -1.0 Healthcare 241 TU 9 7.48 big-cap Long -1.0 Communication Services 119 PNC 6 23.96 big-cap Long -1.0 Financial Services 367 CGNX 16 37.31 big-cap Long -1.0 Technology 120 ITW 17 28.05 big-cap Long -1.0 Industrials 177 APH 13 23.93 big-cap Long -1.0 Technology 226 MCK 17 24.11 big-cap Long -1.0 Healthcare 234 SWK 12 24.40 big-cap Long -1.0 Industrials 1 MSFT 38 95.00 big-cap Long -1.0 Technology 57 LOW 15 40.08 big-cap Long -1.5 Consumer Cyclical 216 SWKS 18 63.53 big-cap Long -1.5 Technology 228 ROK 17 22.11 big-cap Long -1.5 Industrials 24 ABT 18 30.03 big-cap Long -1.5 Healthcare 15 UNH 17 21.27 big-cap Long -1.5 Healthcare Mean Return: 44.113 Mean Day/Week: 13.79 Accuracy:1.0 *******************Part 1.4 Big Cap Short Maintainance********************* big_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 1 Communication Services 1 Consumer Cyclical 11 Energy 1 Financial Services 9 Healthcare 4 Industrials 14 Real Estate 8 Technology 5 unknown 1 **************************************** small_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 2.1 Small Cap Long Entry********************* small_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 518 OHI 4 7.34 small-cap Long 0.0 Real Estate 594 TPL 5 45.66 small-cap Long 0.0 Energy 639 IART 4 -0.36 small-cap Long 0.0 Healthcare 651 SKX 3 4.10 small-cap Long 0.0 Consumer Cyclical 475 GL 4 2.54 small-cap Long -0.5 Financial Services 665 BWXT 2 0.00 small-cap Long -0.5 Industrials Mean Return: 9.879999999999999 Mean Day/Week: 3.6666666666666665 Accuracy:0.6666666666666666 *******************Part 2.2 Small Cap Short Entry********************* small_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.3 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 666 RBC 15 53.91 small-cap Long 0.0 Industrials 627 TKR 12 44.86 small-cap Long 0.0 Industrials 600 OSK 6 29.01 small-cap Long 0.0 Industrials 623 DOOO 12 50.04 small-cap Long 0.0 Consumer Cyclical 592 TFII 14 62.46 small-cap Long 0.0 Industrials 626 FCNCA 8 41.20 small-cap Long 0.0 Financial Services 585 ITT 8 18.41 small-cap Long 0.0 Industrials 583 ARES 18 57.03 small-cap Long 0.0 Financial Services 580 TTEK 13 43.64 small-cap Long 0.0 Industrials 470 FIVE 7 22.76 small-cap Long 0.0 Consumer Cyclical 576 BC 15 46.35 small-cap Long 0.0 Consumer Cyclical 573 LECO 12 30.74 small-cap Long 0.0 Industrials 570 CUBE 10 17.70 small-cap Long 0.0 Real Estate 548 ARW 7 22.42 small-cap Long 0.0 Technology 546 RS 10 38.24 small-cap Long 0.0 Basic Materials 543 ACM 10 54.65 small-cap Long 0.0 Industrials 531 CBSH 7 18.00 small-cap Long 0.0 Financial Services 609 LSI 11 18.03 small-cap Long 0.0 Real Estate 631 SON 6 10.97 small-cap Long 0.0 Consumer Cyclical 523 GNTX 8 9.88 small-cap Long 0.0 Consumer Cyclical 520 DECK 14 87.99 small-cap Long 0.0 Consumer Cyclical 519 LAMR 7 18.45 small-cap Long 0.0 Real Estate 514 AGCO 10 67.40 small-cap Long 0.0 Industrials 645 FFIN 7 26.36 small-cap Long 0.0 Financial Services 505 LPLA 8 50.33 small-cap Long 0.0 Financial Services 500 BRKR 7 22.52 small-cap Long 0.0 Healthcare 649 SF 10 38.92 small-cap Long 0.0 Financial Services 491 PNR 12 32.84 small-cap Long 0.0 Industrials 650 TXRH 8 36.40 small-cap Long 0.0 Consumer Cyclical 652 LSTR 14 26.85 small-cap Long 0.0 Industrials 660 NXST 6 27.43 small-cap Long 0.0 Communication Services 607 LFUS 9 11.33 small-cap Long 0.0 Technology 640 PRI 6 8.68 small-cap Long -0.5 Financial Services 465 AMH 16 25.61 small-cap Long -0.5 Real Estate 599 JBL 9 36.15 small-cap Long -0.5 Technology 587 REXR 9 10.63 small-cap Long -0.5 Real Estate 542 EV 9 28.90 small-cap Long -0.5 Financial Services 529 EHC 8 -0.75 small-cap Long -0.5 Healthcare 513 HUBB 13 29.68 small-cap Long -0.5 Industrials 498 LAD 15 109.79 small-cap Long -0.5 Consumer Cyclical 490 MKSI 17 67.23 small-cap Long -0.5 Technology 579 JSM 10 14.38 small-cap Long -0.5 unknown 611 DKS 16 75.08 small-cap Long -1.0 Consumer Cyclical 641 EGP 10 11.64 small-cap Long -1.0 Real Estate 647 FR 9 13.41 small-cap Long -1.0 Real Estate 487 FLEX 8 27.34 small-cap Long -1.0 Technology 656 THC 7 52.38 small-cap Long -1.0 Healthcare 510 ATR 7 5.48 small-cap Long -1.5 Consumer Cyclical 477 WSO 15 49.55 small-cap Long -1.5 Industrials Mean Return: 34.74081632653061 Mean Day/Week: 10.306122448979592 Accuracy:0.9795918367346939 *******************Part 2.4 Small Cap Short Maintaiance********************* small_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 3 Consumer Cyclical 10 Consumer Defensive 2 Financial Services 37 Healthcare 5 Industrial Goods 1 Industrials 23 Real Estate 4 Technology 12 Utilities 2 unknown 5 **************************************** penny_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 3.1 Penny Cap Long Entry********************* penny_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 731 CLH 4 2.23 penny-cap Long 0.0 Industrials 899 CWT 4 4.99 penny-cap Long 0.0 Utilities 981 IOSP 3 1.11 penny-cap Long 0.0 Basic Materials 1194 PLUS 3 -3.95 penny-cap Long 0.0 Technology 1207 BIF 5 16.90 penny-cap Long 0.0 Financial Services 1018 FSS 5 6.83 penny-cap Long -0.5 Industrials 704 STAG 4 3.16 penny-cap Long -1.0 Real Estate 747 NEA 4 1.14 penny-cap Long -1.0 Financial Services 803 NVG 4 0.71 penny-cap Long -1.0 Financial Services 1219 FOR 5 11.68 penny-cap Long -1.0 Real Estate 748 PNM 2 0.00 penny-cap Long -1.5 Utilities 989 UZA 2 -0.27 penny-cap Long -1.5 unknown Mean Return: 3.710833333333333 Mean Day/Week: 3.75 Accuracy:0.75 *******************Part 3.2 Penny Cap Short Entry********************* penny_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 3.3 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 685 PAG 10 50.11 penny-cap Long 0.0 Consumer Cyclical 923 GPI 10 39.73 penny-cap Long 0.0 Consumer Cyclical 946 CSQ 19 39.06 penny-cap Long 0.0 Financial Services 965 KLIC 9 67.92 penny-cap Long 0.0 Technology 969 RUSHB 11 38.41 penny-cap Long 0.0 Consumer Cyclical 971 RUSHA 14 46.29 penny-cap Long 0.0 Consumer Cyclical 987 OMI 12 42.20 penny-cap Long 0.0 Healthcare 1005 NVMI 20 116.41 penny-cap Long 0.0 Technology 1016 VCEL 14 151.91 penny-cap Long 0.0 Healthcare 1023 GDV 11 18.92 penny-cap Long 0.0 Financial Services 687 CROX 13 113.41 penny-cap Long 0.0 Consumer Cyclical 1045 BKE 10 70.20 penny-cap Long 0.0 Consumer Cyclical 1056 ABR 8 23.88 penny-cap Long 0.0 Real Estate 1064 HOVNP 10 129.32 penny-cap Long 0.0 unknown 1080 RVT 9 21.44 penny-cap Long 0.0 Financial Services 1085 ALG 8 15.33 penny-cap Long 0.0 Industrials 1089 KAI 12 50.21 penny-cap Long 0.0 Industrials 1103 SYKE 8 25.76 penny-cap Long 0.0 Technology 1106 LNN 13 52.24 penny-cap Long 0.0 Industrials 1115 LKFN 9 31.89 penny-cap Long 0.0 Financial Services 1183 WIRE 7 11.72 penny-cap Long 0.0 Industrials 1184 ARCB 9 59.54 penny-cap Long 0.0 Industrials 1188 ATEC 10 108.22 penny-cap Long 0.0 Healthcare 1211 ZUMZ 9 52.68 penny-cap Long 0.0 Consumer Cyclical 1214 CHY 13 36.83 penny-cap Long 0.0 Financial Services 1229 SYBT 9 28.34 penny-cap Long 0.0 Financial Services 1231 CAMT 14 124.67 penny-cap Long 0.0 Technology 926 MATX 11 64.10 penny-cap Long 0.0 Industrials 1234 AWF 10 3.97 penny-cap Long 0.0 Financial Services 922 EXG 10 10.12 penny-cap Long 0.0 Financial Services 830 FELE 14 41.12 penny-cap Long 0.0 Industrials 698 RXN 10 43.52 penny-cap Long 0.0 Industrials 707 ENSG 12 51.40 penny-cap Long 0.0 Healthcare 718 NOVT 14 46.03 penny-cap Long 0.0 Technology 795 TTEC 15 89.80 penny-cap Long 0.0 Technology 814 AB 9 40.06 penny-cap Long 0.0 Financial Services 886 WOR 10 35.07 penny-cap Long 0.0 Industrials 736 GTLS 8 57.11 penny-cap Long 0.0 Industrial Goods 824 KTOS 7 31.67 penny-cap Long 0.0 Industrials 1084 EVT 11 19.06 penny-cap Long -0.5 Financial Services 911 NNI 9 9.08 penny-cap Long -0.5 Financial Services 752 VMI 10 54.47 penny-cap Long -0.5 Industrials 1097 PATK 14 35.90 penny-cap Long -0.5 Consumer Cyclical 751 AEIS 9 63.51 penny-cap Long -0.5 Industrials 1129 PRIM 9 34.85 penny-cap Long -0.5 Industrials 1170 CASH 7 25.75 penny-cap Long -0.5 Financial Services 1149 ETV 11 10.55 penny-cap Long -0.5 Financial Services 1154 ETG 12 17.06 penny-cap Long -0.5 Financial Services 769 APAM 14 46.86 penny-cap Long -0.5 Financial Services 1173 QADA 7 21.67 penny-cap Long -0.5 Technology 730 LPX 13 68.45 penny-cap Long -0.5 Industrials 727 NAV 9 1.32 penny-cap Long -0.5 Industrials 1198 STAR 9 30.11 penny-cap Long -0.5 Real Estate 1199 JOUT 14 59.03 penny-cap Long -0.5 Consumer Cyclical 1205 SHYF 17 88.14 penny-cap Long -0.5 Industrials 1212 RNP 11 13.30 penny-cap Long -0.5 Financial Services 1083 LZB 10 23.32 penny-cap Long -0.5 Consumer Cyclical 763 AMKR 15 103.82 penny-cap Long -0.5 Technology 1072 HTGC 8 29.53 penny-cap Long -0.5 Financial Services 839 NAD 17 9.07 penny-cap Long -0.5 Financial Services 943 UTF 11 15.80 penny-cap Long -0.5 Financial Services 953 RCII 18 94.21 penny-cap Long -0.5 Industrials 892 HTH 9 33.64 penny-cap Long -0.5 Financial Services 984 CENT 9 38.77 penny-cap Long -0.5 Consumer Defensive 985 NAC 12 6.16 penny-cap Long -0.5 Financial Services 880 AVAV 7 32.87 penny-cap Long -0.5 Industrials 842 CNMD 7 18.93 penny-cap Long -0.5 Healthcare 1032 BCC 10 58.47 penny-cap Long -0.5 Basic Materials 1038 ADX 14 19.50 penny-cap Long -0.5 Financial Services 1050 EGOV 10 46.35 penny-cap Long -0.5 Technology 1047 ETY 12 11.57 penny-cap Long -0.5 Financial Services 1187 NRK 10 2.35 penny-cap Long -1.0 Financial Services 1226 CMRE 8 37.67 penny-cap Long -1.0 Industrials 1220 EOS 21 30.97 penny-cap Long -1.0 Financial Services 712 CCMP 9 26.18 penny-cap Long -1.0 Technology 962 PSEC 8 27.42 penny-cap Long -1.0 Financial Services 968 NZF 10 2.71 penny-cap Long -1.0 Financial Services 888 TDJ 13 4.76 penny-cap Long -1.0 unknown 1151 HYT 19 18.55 penny-cap Long -1.0 Financial Services 1135 FPF 13 8.17 penny-cap Long -1.0 Financial Services 1186 NMZ 11 8.36 penny-cap Long -1.0 Financial Services 750 WTS 10 6.70 penny-cap Long -1.0 Industrials 885 TDE 14 6.21 penny-cap Long -1.0 unknown 1066 COHU 8 92.01 penny-cap Long -1.0 Technology 988 CENTA 9 38.91 penny-cap Long -1.0 Consumer Defensive 745 WDFC 10 24.26 penny-cap Long -1.0 Basic Materials 1157 BST 23 54.77 penny-cap Long -1.0 Financial Services 1036 JPS 10 5.92 penny-cap Long -1.0 Financial Services 1175 STC 12 26.46 penny-cap Long -1.0 Financial Services 1048 BTT 20 5.66 penny-cap Long -1.5 Financial Services 1168 GFF 14 21.40 penny-cap Long -1.5 Industrials 900 TDA 18 12.15 penny-cap Long -1.5 unknown Mean Return: 40.036086956521736 Mean Day/Week: 11.478260869565217 Accuracy:1.0 *******************Part 3.4 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** Error: []

[stock-filter]

Stock weekly Filter Report for 2021/04/08 12-32-22

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 9 Communication Services 12 Consumer Cyclical 22 Consumer Defensive 11 Energy 6 Financial Services 65 Healthcare 13 Industrials 49 Real Estate 17 Technology 29 Utilities 6 unknown 5 **************************************** big_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 1.1 Big Cap Long Entry********************* big_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 377 IEX 4 3.72 big-cap Long 0.0 Industrials 105 MMC 5 3.54 big-cap Long 0.0 Financial Services 114 PGR 2 0.10 big-cap Long -0.5 Financial Services 22 ORCL 4 5.37 big-cap Long -0.5 Technology 191 ORLY 5 4.98 big-cap Long -0.5 Consumer Cyclical 431 WHR 5 5.36 big-cap Long -1.0 Consumer Cyclical 268 PPL 5 -1.99 big-cap Long -1.0 Utilities 232 WCN 3 2.78 big-cap Long -1.0 Industrials 210 W 5 -2.75 big-cap Long -1.0 Consumer Cyclical 196 YUM 5 5.57 big-cap Long -1.0 Consumer Cyclical 358 DRE 4 0.40 big-cap Long -1.0 Real Estate 95 ITW 5 -2.88 big-cap Long -1.0 Industrials 84 DUK 4 2.07 big-cap Long -1.0 Utilities 71 TJX 2 0.00 big-cap Long -1.0 Consumer Cyclical 29 UNP 4 -0.70 big-cap Long -1.0 Industrials 23 ACN 5 7.10 big-cap Long -1.0 Technology 290 FTS 5 2.05 big-cap Long -1.0 Utilities 332 SSNC 2 0.00 big-cap Long -1.5 Technology 388 ENTG 4 7.93 big-cap Long -1.5 Technology 3 FB 2 0.00 big-cap Long -1.5 Communication Services 8 UNH 5 0.09 big-cap Long -1.5 Healthcare 91 ICE 3 0.48 big-cap Long -1.5 Financial Services 63 SYK 5 2.93 big-cap Long -1.5 Healthcare 162 A 4 1.44 big-cap Long -1.5 Healthcare Mean Return: 1.9829166666666669 Mean Day/Week: 4.041666666666667 Accuracy:0.7083333333333334 *******************Part 1.2 Big Cap Short Entry********************* big_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 1.3 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 468 SNA 14 29.09 big-cap Long 0.0 Industrials 188 AFL 25 24.05 big-cap Long 0.0 Financial Services 254 ODFL 6 4.11 big-cap Long 0.0 Industrials 434 UDR 14 13.12 big-cap Long 0.0 Real Estate 252 AMP 31 43.65 big-cap Long 0.0 Financial Services 243 MT 29 81.09 big-cap Long 0.0 Basic Materials 242 MPLX 24 32.90 big-cap Long 0.0 Energy 230 WELL 12 17.56 big-cap Long 0.0 Real Estate 227 LUV 23 39.31 big-cap Long 0.0 Industrials 440 EQH 30 50.76 big-cap Long 0.0 Financial Services 201 SPG 14 24.16 big-cap Long 0.0 Real Estate 195 PRU 25 29.00 big-cap Long 0.0 Financial Services 192 HPQ 25 54.46 big-cap Long 0.0 Technology 185 BCS 24 41.93 big-cap Long 0.0 Financial Services 450 CNA 17 20.36 big-cap Long 0.0 Financial Services 183 LYG 10 16.35 big-cap Long 0.0 Financial Services 179 TT 41 42.64 big-cap Long 0.0 Industrials 175 PH 42 59.53 big-cap Long 0.0 Industrials 171 TROW 25 25.08 big-cap Long 0.0 Financial Services 170 ING 24 39.18 big-cap Long 0.0 Financial Services 169 E 16 19.98 big-cap Long 0.0 Energy 167 BK 7 6.15 big-cap Long 0.0 Financial Services 164 LHX 8 11.59 big-cap Long 0.0 Industrials 150 KHC 14 22.64 big-cap Long 0.0 Consumer Defensive 140 GD 24 21.68 big-cap Long 0.0 unknown 137 PUK 12 27.18 big-cap Long 0.0 Financial Services 255 EQR 13 17.49 big-cap Long 0.0 Real Estate 427 LB 38 107.46 big-cap Long 0.0 Consumer Cyclical 277 SYF 25 49.76 big-cap Long 0.0 unknown 285 KSU 25 36.59 big-cap Long 0.0 Industrials 392 MKL 11 6.37 big-cap Long 0.0 Financial Services 389 PFG 25 32.84 big-cap Long 0.0 Financial Services 381 RJF 25 42.13 big-cap Long 0.0 unknown 397 WPP 21 28.38 big-cap Long 0.0 Communication Services 376 CE 12 18.01 big-cap Long 0.0 Basic Materials 371 ALLY 36 74.57 big-cap Long 0.0 Financial Services 370 JBHT 12 16.32 big-cap Long 0.0 Industrials 365 SHG 7 9.75 big-cap Long 0.0 Financial Services 364 TW 12 18.19 big-cap Long 0.0 Financial Services 361 NUE 11 36.72 big-cap Long 0.0 Basic Materials 350 DRI 39 65.82 big-cap Long 0.0 Consumer Cyclical 348 LSXMK 24 19.96 big-cap Long 0.0 Communication Services 344 STX 26 42.62 big-cap Long 0.0 Technology 335 HPE 21 28.00 big-cap Long 0.0 Technology 399 J 12 21.17 big-cap Long 0.0 Industrials 328 BURL 24 44.86 big-cap Long 0.0 Consumer Cyclical 401 ACGL 10 13.87 big-cap Long 0.0 Financial Services 406 AVY 31 45.41 big-cap Long 0.0 Industrials 318 DOV 7 6.87 big-cap Long 0.0 Industrials 311 HIG 25 45.27 big-cap Long 0.0 Financial Services 310 XYL 6 3.95 big-cap Long 0.0 Industrials 306 CNHI 24 55.00 big-cap Long 0.0 Industrials 295 PKX 11 23.52 big-cap Long 0.0 Basic Materials 134 MET 26 46.42 big-cap Long 0.0 Financial Services 439 WRB 10 15.03 big-cap Long 0.0 Financial Services 455 TXT 26 40.57 big-cap Long 0.0 Industrials 120 BMO 25 39.21 big-cap Long 0.0 Financial Services 38 SBUX 12 6.87 big-cap Long 0.0 Consumer Cyclical 96 NSC 42 40.33 big-cap Long 0.0 Industrials 45 TD 24 31.26 big-cap Long 0.0 Financial Services 106 DELL 23 33.66 big-cap Long 0.0 Technology 49 SCHW 28 54.84 big-cap Long 0.0 Financial Services 50 CAT 43 56.20 big-cap Long 0.0 Industrials 31 WFC 13 31.04 big-cap Long 0.0 Financial Services 454 MHK 27 65.82 big-cap Long 0.0 Consumer Cyclical 125 COF 26 57.07 big-cap Long 0.0 Financial Services 90 USB 12 21.52 big-cap Long 0.0 Financial Services 58 DE 43 79.04 big-cap Long 0.0 Industrials 466 PWR 43 85.56 big-cap Long 0.0 Industrials 11 BAC 23 34.92 big-cap Long 0.0 Financial Services 412 L 25 24.02 big-cap Long -0.5 Financial Services 283 IP 7 1.51 big-cap Long -0.5 Consumer Cyclical 228 AME 26 17.20 big-cap Long -0.5 Industrials 301 QSR 8 7.36 big-cap Long -0.5 Consumer Cyclical 39 BA 7 14.50 big-cap Long -0.5 Industrials 233 WMB 16 15.02 big-cap Long -0.5 Energy 341 CFG 24 37.80 big-cap Long -0.5 Financial Services 336 CAH 7 6.64 big-cap Long -0.5 Healthcare 44 IBM 6 5.78 big-cap Long -0.5 Technology 240 NWG 18 23.40 big-cap Long -0.5 Financial Services 88 TFC 30 35.92 big-cap Long -0.5 Financial Services 87 CSX 10 5.81 big-cap Long -0.5 Industrials 244 DAL 11 20.75 big-cap Long -0.5 Industrials 85 ENB 16 12.09 big-cap Long -0.5 Energy 281 CDW 12 12.72 big-cap Long -0.5 Technology 74 INFY 24 26.78 big-cap Long -0.5 Technology 81 FISV 11 9.53 big-cap Long -0.5 Technology 304 IR 8 8.11 big-cap Long -0.5 Industrials 319 TRMB 24 37.40 big-cap Long -0.5 Technology 257 AVB 13 15.24 big-cap Long -0.5 Real Estate 258 KKR 26 31.26 big-cap Long -0.5 Financial Services 398 CRL 49 60.00 big-cap Long -0.5 Healthcare 72 MO 21 21.82 big-cap Long -0.5 Consumer Defensive 61 EL 12 8.34 big-cap Long -0.5 Consumer Defensive 261 NDAQ 16 9.10 big-cap Long -0.5 Financial Services 263 GRMN 7 6.56 big-cap Long -0.5 Technology 308 WDC 20 36.08 big-cap Long -0.5 Technology 265 AJG 8 5.09 big-cap Long -0.5 Financial Services 347 LSXMA 24 20.30 big-cap Long -0.5 Communication Services 222 GLW 10 16.31 big-cap Long -0.5 Technology 360 KB 7 14.71 big-cap Long -0.5 Financial Services 394 OMC 15 20.64 big-cap Long -0.5 Communication Services 144 TRI 9 3.87 big-cap Long -0.5 Industrials 390 IT 24 25.24 big-cap Long -0.5 Technology 14 INTC 15 15.21 big-cap Long -0.5 Technology 158 BCE 8 3.60 big-cap Long -0.5 Communication Services 463 CPT 15 12.78 big-cap Long -0.5 Real Estate 163 JCI 41 48.23 big-cap Long -0.5 Industrials 121 STLA 7 -1.01 big-cap Long -0.5 unknown 462 TTC 40 38.84 big-cap Long -0.5 Industrials 28 HON 7 5.72 big-cap Long -0.5 Industrials 64 BTI 6 0.32 big-cap Long -0.5 Consumer Defensive 181 ALL 8 5.06 big-cap Long -0.5 Financial Services 109 UBS 25 25.17 big-cap Long -0.5 Financial Services 289 NTRS 8 7.47 big-cap Long -0.5 Financial Services 357 EXPD 7 11.07 big-cap Long -0.5 Industrials 356 EXR 12 17.89 big-cap Long -0.5 Real Estate 194 ORAN 6 1.38 big-cap Long -0.5 Communication Services 217 ADM 12 9.06 big-cap Long -0.5 Consumer Defensive 445 HWM 23 37.24 big-cap Long -0.5 Industrials 444 LKQ 28 38.21 big-cap Long -0.5 Consumer Cyclical 203 HSY 6 5.26 big-cap Long -0.5 Consumer Defensive 353 LSXMB 24 24.81 big-cap Long -0.5 Communication Services 48 MMM 7 7.65 big-cap Long -1.0 Industrials 383 BXP 9 6.81 big-cap Long -1.0 Real Estate 297 EXPE 35 70.68 big-cap Long -1.0 Consumer Cyclical 391 GPC 10 14.19 big-cap Long -1.0 Consumer Cyclical 303 VTR 25 11.21 big-cap Long -1.0 Real Estate 37 RY 7 3.93 big-cap Long -1.0 Financial Services 60 MU 27 63.11 big-cap Long -1.0 Technology 354 MAA 17 17.11 big-cap Long -1.0 Real Estate 359 ON 29 68.94 big-cap Long -1.0 Technology 355 BIP 7 6.16 big-cap Long -1.0 Utilities 408 MOH 6 -0.49 big-cap Long -1.0 Healthcare 374 LYV 24 47.45 big-cap Long -1.0 Communication Services 35 C 21 23.79 big-cap Long -1.0 Financial Services 461 AAP 8 6.61 big-cap Long -1.0 Consumer Cyclical 131 KDP 7 6.10 big-cap Long -1.0 Consumer Defensive 294 URI 46 76.14 big-cap Long -1.0 Industrials 225 WLTW 12 6.59 big-cap Long -1.0 Financial Services 396 BEN 23 34.65 big-cap Long -1.0 Financial Services 214 HLT 36 40.62 big-cap Long -1.0 Consumer Cyclical 94 PNC 24 39.72 big-cap Long -1.0 Financial Services 187 PAYX 6 -0.23 big-cap Long -1.0 Industrials 186 AIG 25 26.57 big-cap Long -1.0 Financial Services 108 GPN 9 6.29 big-cap Long -1.0 Industrials 110 PHG 6 4.44 big-cap Long -1.0 Healthcare 173 INFO 6 5.02 big-cap Long -1.0 Industrials 172 MFC 25 35.23 big-cap Long -1.0 Financial Services 117 EMR 26 28.75 big-cap Long -1.0 Industrials 119 BX 23 27.70 big-cap Long -1.0 Financial Services 159 CM 26 26.92 big-cap Long -1.0 Financial Services 156 DOW 12 12.64 big-cap Long -1.0 Basic Materials 447 LII 6 8.67 big-cap Long -1.0 Industrials 452 XPO 38 56.32 big-cap Long -1.0 Industrials 149 PSA 12 12.07 big-cap Long -1.0 Real Estate 123 WM 6 9.08 big-cap Long -1.0 Industrials 124 AON 21 12.05 big-cap Long -1.0 Financial Services 136 F 29 66.02 big-cap Long -1.0 Consumer Cyclical 220 SWK 7 5.49 big-cap Long -1.0 Industrials 395 HBAN 25 37.67 big-cap Long -1.0 Financial Services 89 BNS 24 31.23 big-cap Long -1.0 Financial Services 256 DTE 7 7.30 big-cap Long -1.0 Utilities 65 BKNG 24 32.83 big-cap Long -1.0 Consumer Cyclical 282 RYAAY 8 4.56 big-cap Long -1.0 Industrials 279 VMC 12 10.64 big-cap Long -1.0 Basic Materials 276 FLT 11 9.02 big-cap Long -1.0 Technology 275 QRVO 46 57.00 big-cap Long -1.0 Technology 274 DB 10 14.07 big-cap Long -1.0 Financial Services 272 FITB 30 54.64 big-cap Long -1.0 Financial Services 269 CBRE 25 46.63 big-cap Long -1.0 Real Estate 260 LH 29 30.83 big-cap Long -1.0 Healthcare 77 CNI 6 0.80 big-cap Long -1.0 Industrials 80 ADP 9 7.28 big-cap Long -1.0 Industrials 6 JPM 25 33.13 big-cap Long -1.0 Financial Services 239 FMX 7 8.00 big-cap Long -1.0 Consumer Defensive 238 STT 8 7.26 big-cap Long -1.0 Financial Services 237 FRC 31 43.22 big-cap Long -1.0 Financial Services 446 UHS 7 -0.49 big-cap Long -1.5 Healthcare 421 PHM 7 11.64 big-cap Long -1.5 Consumer Cyclical 425 XRAY 8 6.74 big-cap Long -1.5 Healthcare 456 NWL 7 9.45 big-cap Long -1.5 Consumer Defensive 460 CEA 10 6.00 big-cap Long -1.5 Industrials 467 WLK 12 6.81 big-cap Long -1.5 Basic Materials 459 CBOE 9 4.48 big-cap Long -1.5 Financial Services 419 EVRG 6 6.11 big-cap Long -1.5 Utilities 436 NWS 25 50.91 big-cap Long -1.5 Communication Services 1 GOOG 27 38.33 big-cap Long -1.5 Communication Services 380 VICI 25 15.41 big-cap Long -1.5 Real Estate 346 ESS 14 16.88 big-cap Long -1.5 Real Estate 13 CMCSA 25 12.50 big-cap Long -1.5 Communication Services 20 AVGO 26 26.44 big-cap Long -1.5 Technology 21 CSCO 8 12.40 big-cap Long -1.5 Technology 25 TXN 6 10.92 big-cap Long -1.5 Technology 32 PM 22 12.32 big-cap Long -1.5 Consumer Defensive 43 HSBC 11 9.57 big-cap Long -1.5 Financial Services 93 ABB 8 8.00 big-cap Long -1.5 Industrials 97 WBK 25 41.37 big-cap Long -1.5 Financial Services 111 BSX 11 -0.19 big-cap Long -1.5 unknown 113 SAN 11 6.09 big-cap Long -1.5 Financial Services 122 NXPI 31 55.43 big-cap Long -1.5 Technology 129 EPD 7 -2.40 big-cap Long -1.5 Energy 153 ROST 7 0.93 big-cap Long -1.5 Consumer Cyclical 174 IQV 24 17.23 big-cap Long -1.5 Healthcare 197 TDG 36 22.00 big-cap Long -1.5 Industrials 202 CTVA 39 55.94 big-cap Long -1.5 Basic Materials 206 MSI 31 21.58 big-cap Long -1.5 Technology 216 NTR 35 39.68 big-cap Long -1.5 Basic Materials 219 DHI 11 12.23 big-cap Long -1.5 Consumer Cyclical 253 TSN 22 9.87 big-cap Long -1.5 Consumer Defensive 267 ABC 6 3.18 big-cap Long -1.5 Healthcare 270 ZBRA 28 58.39 big-cap Long -1.5 Technology 286 CQP 15 10.62 big-cap Long -1.5 Energy 300 COO 22 12.17 big-cap Long -1.5 Healthcare 315 MTB 16 8.19 big-cap Long -1.5 Financial Services 316 INVH 6 5.46 big-cap Long -1.5 Real Estate 321 KEY 25 36.56 big-cap Long -1.5 Financial Services 326 RF 30 55.22 big-cap Long -1.5 Financial Services 329 PEAK 7 9.27 big-cap Long -1.5 Real Estate 251 CAJ 12 4.56 big-cap Long -1.5 Technology Mean Return: 24.76786363636364 Mean Day/Week: 18.563636363636363 Accuracy:0.9727272727272728 *******************Part 1.4 Big Cap Short Maintainance********************* big_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 7 Communication Services 2 Consumer Cyclical 23 Consumer Defensive 4 Energy 2 Financial Services 30 Healthcare 4 Industrials 19 Real Estate 26 Technology 8 Utilities 1 unknown 1 **************************************** small_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 2.1 Small Cap Long Entry********************* small_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 511 BRKR 4 6.13 small-cap Long -1.0 Healthcare 534 OHI 4 5.54 small-cap Long -1.0 Real Estate 538 STOR 5 2.19 small-cap Long -1.0 Real Estate 649 PAA 2 0.00 small-cap Long -1.0 Energy 485 WSO 4 3.86 small-cap Long -1.5 Industrials 526 AGNCN 2 0.00 small-cap Long -1.5 Real Estate 552 AIZ 5 1.33 small-cap Long -1.5 Financial Services 611 JSM 3 0.20 small-cap Long -1.5 unknown 615 REXR 5 2.79 small-cap Long -1.5 Real Estate 676 ACC 4 0.87 small-cap Long -1.5 Real Estate 677 JHG 3 0.37 small-cap Long -1.5 Financial Services 685 EGP 5 0.97 small-cap Long -1.5 Real Estate Mean Return: 2.0208333333333335 Mean Day/Week: 3.8333333333333335 Accuracy:0.8333333333333334 *******************Part 2.2 Small Cap Short Entry********************* small_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.3 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 597 SC 12 12.78 small-cap Long 0.0 Financial Services 554 ATH 24 40.23 small-cap Long 0.0 Financial Services 564 ACM 30 54.55 small-cap Long 0.0 Industrials 567 RS 12 23.49 small-cap Long 0.0 Basic Materials 569 UGI 15 12.40 small-cap Long 0.0 Utilities 573 GPS 10 26.20 small-cap Long 0.0 Consumer Cyclical 581 ARCC 25 25.96 small-cap Long 0.0 Financial Services 582 STLD 12 32.32 small-cap Long 0.0 Basic Materials 588 RGA 10 5.00 small-cap Long 0.0 Financial Services 589 VOYA 9 9.90 small-cap Long 0.0 Financial Services 591 KIM 23 28.31 small-cap Long 0.0 Real Estate 471 IVZ 30 73.26 small-cap Long 0.0 Financial Services 600 GGB 8 11.21 small-cap Long 0.0 Basic Materials 606 CASY 11 10.95 small-cap Long 0.0 Consumer Defensive 608 KNX 8 9.55 small-cap Long 0.0 Industrials 613 ARES 12 15.05 small-cap Long 0.0 Financial Services 614 ITT 26 36.10 small-cap Long 0.0 Industrials 631 HII 11 16.28 small-cap Long 0.0 Industrials 643 ALK 22 44.47 small-cap Long 0.0 Industrials 661 DOOO 23 41.47 small-cap Long 0.0 Consumer Cyclical 691 WH 26 35.91 small-cap Long 0.0 Consumer Cyclical 692 FR 9 10.57 small-cap Long 0.0 Real Estate 694 SF 32 65.73 small-cap Long 0.0 Financial Services 695 TXRH 39 64.84 small-cap Long 0.0 Consumer Cyclical 696 SKX 11 15.79 small-cap Long 0.0 Consumer Cyclical 697 LSTR 12 12.78 small-cap Long 0.0 Industrials 699 MDU 25 25.99 small-cap Long 0.0 Basic Materials 700 TX 11 34.21 small-cap Long 0.0 Basic Materials 706 KT 10 11.84 small-cap Long 0.0 Communication Services 709 BWXT 7 12.01 small-cap Long 0.0 Industrials 712 SLM 29 72.33 small-cap Long 0.0 Financial Services 561 JLL 23 33.06 small-cap Long 0.0 Real Estate 719 GIL 30 53.76 small-cap Long 0.0 Consumer Cyclical 479 HST 22 23.82 small-cap Long 0.0 Real Estate 525 HUBB 12 15.71 small-cap Long 0.0 Industrials 527 AGCO 41 83.88 small-cap Long 0.0 Industrials 489 UHAL 25 48.96 small-cap Long 0.0 Industrials 546 PRAH 24 38.44 small-cap Long 0.0 Healthcare 514 VEDL 21 70.41 small-cap Long 0.0 Basic Materials 508 LNC 24 46.98 small-cap Long 0.0 Financial Services 535 LAMR 23 23.11 small-cap Long 0.0 Real Estate 475 IPG 26 48.46 small-cap Long 0.0 Communication Services 632 OSK 23 41.16 small-cap Long -0.5 Industrials 693 STWD 23 34.37 small-cap Long -0.5 Real Estate 515 RP 21 31.07 small-cap Long -0.5 Technology 490 WU 16 9.77 small-cap Long -0.5 Financial Services 688 ORI 8 13.12 small-cap Long -0.5 Financial Services 598 NNN 14 14.21 small-cap Long -0.5 Real Estate 504 AOS 11 12.00 small-cap Long -0.5 Industrials 620 KRC 9 6.76 small-cap Long -0.5 Real Estate 670 SON 7 2.79 small-cap Long -0.5 Consumer Cyclical 667 WF 7 9.16 small-cap Long -0.5 Financial Services 547 AFG 25 34.81 small-cap Long -0.5 Financial Services 635 HRC 22 14.94 small-cap Long -0.5 Healthcare 642 POST 7 4.66 small-cap Long -0.5 Consumer Defensive 599 CUBE 15 14.97 small-cap Long -0.5 Real Estate 499 DLB 28 37.02 small-cap Long -0.5 Technology 536 DECK 31 52.10 small-cap Long -0.5 Consumer Cyclical 717 BRX 25 34.29 small-cap Long -0.5 Real Estate 482 MGP 25 17.57 small-cap Long -0.5 Real Estate 522 AGNCM 20 9.25 small-cap Long -0.5 Real Estate 555 SEIC 7 6.46 small-cap Long -0.5 Financial Services 532 RE 11 5.66 small-cap Long -0.5 Financial Services 480 IRM 9 9.87 small-cap Long -0.5 Real Estate 575 RL 20 26.21 small-cap Long -0.5 Consumer Cyclical 558 VER 7 6.19 small-cap Long -0.5 Real Estate 713 MAN 24 19.47 small-cap Long -0.5 Industrials 560 CSL 6 6.53 small-cap Long -0.5 Industrials 644 LSI 21 16.84 small-cap Long -0.5 Real Estate 544 CMA 25 39.74 small-cap Long -0.5 Financial Services 488 BG 40 60.13 small-cap Long -1.0 Consumer Defensive 647 DKS 16 25.39 small-cap Long -1.0 Consumer Cyclical 716 AER 11 33.06 small-cap Long -1.0 Industrials 492 KOF 7 0.94 small-cap Long -1.0 Consumer Defensive 684 PRI 25 18.84 small-cap Long -1.0 Financial Services 663 TCF 23 37.91 small-cap Long -1.0 Financial Services 683 IART 24 34.98 small-cap Long -1.0 Healthcare 715 BYD 37 95.58 small-cap Long -1.0 Consumer Cyclical 481 WSM 23 56.88 small-cap Long -1.0 Consumer Cyclical 484 GL 8 1.92 small-cap Long -1.0 Financial Services 549 REG 13 22.85 small-cap Long -1.0 Real Estate 602 ICL 25 48.74 small-cap Long -1.0 Basic Materials 607 KSS 22 65.19 small-cap Long -1.0 Consumer Cyclical 556 LEVI 29 50.74 small-cap Long -1.0 Consumer Cyclical 557 RHI 25 25.21 small-cap Long -1.0 Industrials 543 Y 11 9.91 small-cap Long -1.0 Financial Services 570 ARW 38 48.46 small-cap Long -1.0 Technology 571 UAA 24 46.49 small-cap Long -1.0 Consumer Cyclical 593 PII 16 29.07 small-cap Long -1.0 Consumer Cyclical 517 LPLA 25 51.27 small-cap Long -1.0 Financial Services 469 AMH 7 6.51 small-cap Long -1.0 Real Estate 503 PNR 9 8.38 small-cap Long -1.0 Industrials 630 JBL 26 41.80 small-cap Long -1.0 Technology 680 VIRT 16 24.05 small-cap Long -1.5 Financial Services 682 TPX 40 66.22 small-cap Long -1.5 Consumer Cyclical 633 MAT 38 65.24 small-cap Long -1.5 Consumer Cyclical 664 FCNCA 28 58.89 small-cap Long -1.5 Financial Services 568 UA 24 39.73 small-cap Long -1.5 Consumer Cyclical 473 MMP 7 0.86 small-cap Long -1.5 Energy 708 PNFP 24 56.20 small-cap Long -1.5 Financial Services 668 PVH 11 8.30 small-cap Long -1.5 Consumer Cyclical 579 VNO 8 7.30 small-cap Long -1.5 Real Estate 529 AGNC 7 4.57 small-cap Long -1.5 Real Estate 627 TOL 13 16.25 small-cap Long -1.5 Consumer Cyclical 595 FLIR 20 34.22 small-cap Long -1.5 Technology 486 DBX 19 23.17 small-cap Long -1.5 Technology 520 OC 25 33.23 small-cap Long -1.5 Industrials 671 CFR 25 32.58 small-cap Long -1.5 Financial Services 657 FSV 19 11.84 small-cap Long -1.5 Real Estate 674 PBCT 16 27.70 small-cap Long -1.5 Financial Services 689 FFIN 26 43.52 small-cap Long -1.5 Financial Services 610 H 23 22.57 small-cap Long -1.5 Consumer Cyclical 619 AN 23 42.36 small-cap Long -1.5 Consumer Cyclical 624 DXC 7 14.01 small-cap Long -1.5 Technology 638 CDK 8 4.61 small-cap Long -1.5 Technology Mean Return: 29.275913043478262 Mean Day/Week: 19.069565217391304 Accuracy:1.0 *******************Part 2.4 Small Cap Short Maintaiance********************* small_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 16 Communication Services 3 Consumer Cyclical 33 Consumer Defensive 9 Energy 8 Financial Services 109 Healthcare 12 Industrials 54 Real Estate 44 Technology 24 Utilities 5 unknown 7 **************************************** penny_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 3.1 Penny Cap Long Entry********************* penny_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 810 HR 4 0.14 penny-cap Long -0.5 Real Estate 973 CWST 4 -1.76 penny-cap Long -0.5 Industrials 1502 TANNL 3 1.31 penny-cap Long -0.5 unknown 1485 TANNI 2 0.56 penny-cap Long -0.5 unknown 1325 EVV 4 0.32 penny-cap Long -0.5 Financial Services 1275 PAGP 2 0.00 penny-cap Long -0.5 Energy 1194 PTY 5 4.07 penny-cap Long -0.5 Financial Services 911 VLYPO 3 0.74 penny-cap Long -1.0 Financial Services 1260 KRO 5 1.43 penny-cap Long -1.0 Basic Materials 1378 OXSQL 5 1.79 penny-cap Long -1.0 unknown 851 ESGRO 2 0.00 penny-cap Long -1.0 Financial Services 978 GHC 2 0.00 penny-cap Long -1.5 Consumer Defensive 1054 SINA 1 0.00 penny-cap Long -1.5 Communication Services 1158 FCPT 2 0.00 penny-cap Long -1.5 Real Estate 837 ESGRP 4 0.46 penny-cap Long -1.5 Financial Services 888 SBRA 3 0.99 penny-cap Long -1.5 Real Estate 887 NVG 4 0.77 penny-cap Long -1.5 Financial Services 1337 FPF 5 1.25 penny-cap Long -1.5 Financial Services 1363 HYT 3 1.11 penny-cap Long -1.5 Financial Services 1476 CLS 3 -1.03 penny-cap Long -1.5 Technology 849 GRA 4 3.81 penny-cap Long -1.5 Basic Materials 1507 TANNZ 2 0.00 penny-cap Long -1.5 unknown Mean Return: 0.7600000000000001 Mean Day/Week: 3.4285714285714284 Accuracy:0.6666666666666666 *******************Part 3.2 Penny Cap Short Entry********************* penny_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 3.3 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 1283 TY 26 22.33 penny-cap Long 0.0 Financial Services 1109 ATI 21 48.50 penny-cap Long 0.0 Industrials 1370 EIGI 22 72.98 penny-cap Long 0.0 Technology 1074 CMC 11 36.02 penny-cap Long 0.0 Basic Materials 1075 CIM 12 19.09 penny-cap Long 0.0 Real Estate 1080 SEAS 28 89.73 penny-cap Long 0.0 Consumer Cyclical 856 PSB 15 15.59 penny-cap Long 0.0 Real Estate 1106 PLXS 24 25.19 penny-cap Long 0.0 Technology 1343 ARGO 11 17.89 penny-cap Long 0.0 Financial Services 868 NFG 12 19.46 penny-cap Long 0.0 Energy 1340 ORGO 22 151.19 penny-cap Long 0.0 Healthcare 833 NRZ 14 14.20 penny-cap Long 0.0 Real Estate 1129 MAIN 13 22.61 penny-cap Long 0.0 Financial Services 1130 FSK 12 15.61 penny-cap Long 0.0 Financial Services 1131 MLHR 12 13.43 penny-cap Long 0.0 Consumer Cyclical 1133 NAVI 18 42.49 penny-cap Long 0.0 Financial Services 1050 DOOR 19 26.72 penny-cap Long 0.0 Industrials 1375 BXMX 8 7.05 penny-cap Long 0.0 Financial Services 1150 FIX 22 40.43 penny-cap Long 0.0 Industrials 983 EPR 12 22.25 penny-cap Long 0.0 Real Estate 937 CNMD 26 54.40 penny-cap Long 0.0 Healthcare 1444 NMFC 26 26.90 penny-cap Long 0.0 Financial Services 1415 BPMP 7 4.33 penny-cap Long 0.0 Energy 922 CBRL 23 30.89 penny-cap Long 0.0 Consumer Cyclical 970 CAR 23 76.02 penny-cap Long 0.0 Industrials 914 HRB 12 20.11 penny-cap Long 0.0 Consumer Cyclical 988 BECN 24 46.66 penny-cap Long 0.0 Industrials 876 AVT 22 36.34 penny-cap Long 0.0 Technology 1456 BIF 24 20.27 penny-cap Long 0.0 Financial Services 1006 WERN 7 4.86 penny-cap Long 0.0 Industrials 1007 NWE 8 8.82 penny-cap Long 0.0 Utilities 1382 GFF 15 16.90 penny-cap Long 0.0 Industrials 1038 CBT 26 28.68 penny-cap Long 0.0 Basic Materials 1044 STAY 24 41.88 penny-cap Long 0.0 Consumer Cyclical 1138 SGRY 40 122.25 penny-cap Long 0.0 Healthcare 821 STN 18 30.87 penny-cap Long 0.0 Industrials 950 PCI 21 11.03 penny-cap Long 0.0 Financial Services 1320 DLX 16 32.67 penny-cap Long 0.0 Communication Services 1250 EVT 28 24.44 penny-cap Long 0.0 Financial Services 738 ACIA 11 54.43 penny-cap Long 0.0 Technology 736 NYCB 18 20.80 penny-cap Long 0.0 Financial Services 1225 HOVNP 37 132.44 penny-cap Long 0.0 unknown 1223 CVCO 12 22.28 penny-cap Long 0.0 Consumer Cyclical 752 GWPH 15 59.86 penny-cap Long 0.0 Healthcare 1305 BV 24 33.66 penny-cap Long 0.0 Industrials 1308 CEQP 21 45.23 penny-cap Long 0.0 Energy 1316 USA 23 21.82 penny-cap Long 0.0 Financial Services 1317 HEP 14 28.06 penny-cap Long 0.0 Energy 767 ASGN 24 37.89 penny-cap Long 0.0 Industrials 1188 MWA 25 20.63 penny-cap Long 0.0 Industrials 1251 MFA 12 6.31 penny-cap Long 0.0 Real Estate 733 EXP 22 40.55 penny-cap Long 0.0 Basic Materials 784 VVV 26 20.72 penny-cap Long 0.0 Energy 1263 KAI 25 43.56 penny-cap Long 0.0 Industrials 791 SNX 26 74.62 penny-cap Long 0.0 Technology 792 LPX 25 69.63 penny-cap Long 0.0 Industrials 1292 BDJ 28 24.45 penny-cap Long 0.0 Financial Services 1280 LOB 11 40.87 penny-cap Long 0.0 Financial Services 1243 DSL 13 6.62 penny-cap Long 0.0 Financial Services 1241 PMT 23 20.22 penny-cap Long -0.5 Real Estate 974 MCY 25 37.00 penny-cap Long -0.5 Financial Services 1255 RQI 28 22.69 penny-cap Long -0.5 Financial Services 1421 DIN 15 34.32 penny-cap Long -0.5 Consumer Cyclical 957 SAFM 14 14.93 penny-cap Long -0.5 Consumer Defensive 955 NHI 8 6.18 penny-cap Long -0.5 Real Estate 985 APLE 25 35.95 penny-cap Long -0.5 Real Estate 1402 NYMTN 24 15.60 penny-cap Long -0.5 Real Estate 1159 FSS 24 21.86 penny-cap Long -0.5 Industrials 1386 FRTA 24 52.85 penny-cap Long -0.5 Industrials 1012 RRR 36 80.33 penny-cap Long -0.5 Consumer Cyclical 1142 NVMI 29 65.72 penny-cap Long -0.5 Technology 1166 SKY 24 52.42 penny-cap Long -0.5 Consumer Cyclical 1168 GDV 29 27.88 penny-cap Long -0.5 Financial Services 1438 LNTH 15 36.93 penny-cap Long -0.5 Healthcare 1170 PGRE 8 7.90 penny-cap Long -0.5 Real Estate 1334 CBZ 22 31.53 penny-cap Long -0.5 Industrials 1177 CUB 12 17.57 penny-cap Long -0.5 Industrials 1326 NYMT 15 23.08 penny-cap Long -0.5 Real Estate 1185 BCC 24 41.34 penny-cap Long -0.5 Basic Materials 1086 PSEC 18 38.63 penny-cap Long -0.5 Financial Services 1329 ICFI 25 21.46 penny-cap Long -0.5 Industrials 1042 NSA 18 15.46 penny-cap Long -0.5 Real Estate 1232 NSS 23 20.20 penny-cap Long -0.5 unknown 1017 FUL 12 13.46 penny-cap Long -0.5 Basic Materials 1234 PDI 10 8.37 penny-cap Long -0.5 Financial Services 1300 VRTU 29 26.69 penny-cap Long -0.5 Technology 722 AMG 31 86.31 penny-cap Long -0.5 Financial Services 761 STAG 10 9.96 penny-cap Long -0.5 Real Estate 846 SIGI 25 22.29 penny-cap Long -0.5 Financial Services 1465 RNP 28 18.37 penny-cap Long -0.5 Financial Services 774 AYI 23 45.11 penny-cap Long -0.5 Industrials 899 UFPI 11 25.27 penny-cap Long -0.5 Basic Materials 789 RLI 9 9.20 penny-cap Long -0.5 Financial Services 748 MMS 20 23.31 penny-cap Long -0.5 Industrials 805 KBR 26 49.40 penny-cap Long -0.5 Industrials 1489 HEES 26 54.10 penny-cap Long -0.5 Industrials 864 BAK 11 39.19 penny-cap Long -0.5 Basic Materials 863 RDN 7 9.77 penny-cap Long -0.5 Financial Services 814 OLN 30 103.28 penny-cap Long -0.5 Basic Materials 909 R 36 67.69 penny-cap Long -0.5 Industrials 891 HPP 8 7.96 penny-cap Long -0.5 Real Estate 843 WYND 25 60.85 penny-cap Long -0.5 Consumer Cyclical 727 COHR 20 76.97 penny-cap Long -0.5 Technology 819 ARD 12 37.49 penny-cap Long -0.5 Consumer Cyclical 1441 STAR 25 33.32 penny-cap Long -0.5 Real Estate 820 THG 8 10.12 penny-cap Long -0.5 Financial Services 927 VSH 26 39.57 penny-cap Long -0.5 Technology 822 KBH 14 14.93 penny-cap Long -1.0 Consumer Cyclical 1319 VCTR 12 9.32 penny-cap Long -1.0 Financial Services 768 CCMP 12 15.40 penny-cap Long -1.0 Technology 771 SRC 23 18.50 penny-cap Long -1.0 Real Estate 1323 TTMI 24 17.94 penny-cap Long -1.0 Technology 823 MTG 6 6.23 penny-cap Long -1.0 Financial Services 782 IDA 6 3.21 penny-cap Long -1.0 Utilities 817 SLGN 10 9.18 penny-cap Long -1.0 Consumer Cyclical 1172 PDM 11 4.25 penny-cap Long -1.0 Real Estate 1333 GVA 30 75.56 penny-cap Long -1.0 Industrials 801 GPK 7 5.16 penny-cap Long -1.0 Consumer Cyclical 1163 MLI 26 33.86 penny-cap Long -1.0 Industrials 808 PNM 6 2.53 penny-cap Long -1.0 Utilities 1481 BJRI 18 55.09 penny-cap Long -1.0 Consumer Cyclical 766 CR 24 37.55 penny-cap Long -1.0 Industrials 818 SSD 7 -1.61 penny-cap Long -1.0 Industrials 1134 SANM 23 26.10 penny-cap Long -1.0 Technology 790 EXPO 12 9.27 penny-cap Long -1.0 Industrials 942 SUN 23 16.96 penny-cap Long -1.0 Energy 1193 ADX 22 11.21 penny-cap Long -1.0 Financial Services 1245 RVT 26 32.51 penny-cap Long -1.0 Financial Services 1279 ARI 15 24.09 penny-cap Long -1.0 Real Estate 1278 SBLKZ 6 0.89 penny-cap Long -1.0 unknown 1276 GAB 9 7.27 penny-cap Long -1.0 Financial Services 1271 SMCI 21 29.76 penny-cap Long -1.0 Technology 1289 SASR 23 40.86 penny-cap Long -1.0 Financial Services 1264 ROIC 24 25.02 penny-cap Long -1.0 Real Estate 1504 NXRT 7 4.08 penny-cap Long -1.0 Real Estate 1262 BOOT 29 79.77 penny-cap Long -1.0 Consumer Cyclical 1261 TWO 12 15.87 penny-cap Long -1.0 Real Estate 1293 LTC 13 7.61 penny-cap Long -1.0 Real Estate 1494 MATW 18 40.19 penny-cap Long -1.0 Industrials 1248 UFS 21 21.05 penny-cap Long -1.0 Basic Materials 1240 USNA 13 14.89 penny-cap Long -1.0 Consumer Defensive 762 JCOM 23 36.56 penny-cap Long -1.0 Technology 1235 HTGC 24 33.72 penny-cap Long -1.0 Financial Services 746 KMPR 8 6.78 penny-cap Long -1.0 Financial Services 1483 ETW 8 6.83 penny-cap Long -1.0 Financial Services 1298 CXP 7 18.88 penny-cap Long -1.0 Real Estate 1228 MGRC 17 19.65 penny-cap Long -1.0 Industrials 749 PRSP 24 28.03 penny-cap Long -1.0 Technology 751 EQT 14 -0.88 penny-cap Long -1.0 Energy 1222 SBH 18 50.73 penny-cap Long -1.0 Consumer Cyclical 1216 GSBD 7 6.21 penny-cap Long -1.0 Financial Services 1303 GLUU 22 33.95 penny-cap Long -1.0 Communication Services 1206 ETY 8 4.55 penny-cap Long -1.0 Financial Services 1119 ATKR 22 82.14 penny-cap Long -1.0 Industrials 835 BXMT 15 18.87 penny-cap Long -1.0 Real Estate 838 HIW 15 7.92 penny-cap Long -1.0 Real Estate 1400 EPAC 10 16.63 penny-cap Long -1.0 Industrials 898 MDC 15 25.51 penny-cap Long -1.0 Consumer Cyclical 886 SYNA 16 37.95 penny-cap Long -1.0 Technology 1032 EXG 28 18.56 penny-cap Long -1.0 Financial Services 1377 IRT 27 27.34 penny-cap Long -1.0 Real Estate 1380 VBTX 24 42.56 penny-cap Long -1.0 Financial Services 1023 SCL 6 -3.19 penny-cap Long -1.0 Basic Materials 1014 NSIT 24 38.63 penny-cap Long -1.0 Technology 1013 FHI 7 3.73 penny-cap Long -1.0 Financial Services 972 LXP 8 6.91 penny-cap Long -1.0 Real Estate 896 AA 11 43.30 penny-cap Long -1.0 Basic Materials 1389 TNC 23 17.18 penny-cap Long -1.0 Industrials 1046 ABM 12 27.63 penny-cap Long -1.0 Industrials 975 ABG 24 56.87 penny-cap Long -1.0 Consumer Cyclical 1394 NYMTP 25 18.12 penny-cap Long -1.0 Real Estate 1285 CCS 14 43.84 penny-cap Long -1.0 Consumer Cyclical 996 SHOO 23 23.42 penny-cap Long -1.0 Consumer Cyclical 902 SLMBP 27 24.61 penny-cap Long -1.0 Financial Services 908 NJR 25 15.87 penny-cap Long -1.0 Utilities 987 MC 23 43.27 penny-cap Long -1.0 Financial Services 976 AGO 17 34.11 penny-cap Long -1.0 Financial Services 977 WRI 16 24.35 penny-cap Long -1.0 Real Estate 923 FELE 41 41.53 penny-cap Long -1.0 Industrials 1467 QQQX 7 4.82 penny-cap Long -1.0 Financial Services 1367 ETG 29 24.21 penny-cap Long -1.0 Financial Services 1430 ELF 11 18.62 penny-cap Long -1.0 Consumer Defensive 1112 IOSP 21 20.89 penny-cap Long -1.0 Basic Materials 1110 CTRE 25 23.47 penny-cap Long -1.0 Real Estate 723 EME 25 47.26 penny-cap Long -1.0 Industrials 1353 GWB 16 31.93 penny-cap Long -1.0 Financial Services 1355 CORE 8 9.96 penny-cap Long -1.0 Consumer Defensive 951 ROG 25 48.61 penny-cap Long -1.0 Technology 1445 UVV 10 13.54 penny-cap Long -1.0 Consumer Defensive 857 NVT 24 36.32 penny-cap Long -1.0 Industrials 912 ADS 22 46.86 penny-cap Long -1.0 Financial Services 1068 GBDC 6 2.68 penny-cap Long -1.0 Financial Services 865 AEO 36 98.93 penny-cap Long -1.0 Consumer Cyclical 1064 BEAT 22 52.45 penny-cap Long -1.0 Healthcare 1062 CSQ 28 26.66 penny-cap Long -1.0 Financial Services 1372 CODI 16 19.74 penny-cap Long -1.0 Industrials 1052 TEX 30 77.09 penny-cap Long -1.0 Industrials 867 CIT 26 53.90 penny-cap Long -1.0 Financial Services 1452 CHCO 21 19.40 penny-cap Long -1.5 Financial Services 1404 NYMTO 24 16.56 penny-cap Long -1.5 Real Estate 1503 AWF 6 1.35 penny-cap Long -1.5 Financial Services 1448 EFSC 20 36.61 penny-cap Long -1.5 Financial Services 1446 OCFC 19 24.46 penny-cap Long -1.5 Financial Services 1431 BUSE 24 26.96 penny-cap Long -1.5 Financial Services 1499 PRA 11 19.98 penny-cap Long -1.5 Financial Services 1506 SRCE 21 17.34 penny-cap Long -1.5 Financial Services 1417 NFH 10 3.09 penny-cap Long -1.5 Healthcare 1436 FCF 19 32.78 penny-cap Long -1.5 Financial Services 1296 LNN 26 39.64 penny-cap Long -1.5 Industrials 1474 SBSI 18 23.20 penny-cap Long -1.5 Financial Services 1477 PFC 22 42.54 penny-cap Long -1.5 Financial Services 1348 PFS 21 30.52 penny-cap Long -1.5 Financial Services 1359 ETV 7 2.29 penny-cap Long -1.5 Financial Services 1361 EGBN 23 38.37 penny-cap Long -1.5 Financial Services 1478 NBHC 30 33.00 penny-cap Long -1.5 Financial Services 1328 NBTB 16 15.57 penny-cap Long -1.5 Financial Services 1469 ECOL 10 10.12 penny-cap Long -1.5 Industrials 1486 CMRE 22 33.03 penny-cap Long -1.5 Industrials 1306 WABC 10 7.15 penny-cap Long -1.5 Financial Services 1341 HOPE 17 36.56 penny-cap Long -1.5 Financial Services 1482 STBA 15 18.85 penny-cap Long -1.5 Financial Services 1388 GMS 18 38.21 penny-cap Long -1.5 Industrials 1392 PGTI 22 33.82 penny-cap Long -1.5 Industrials 1403 AIR 21 35.15 penny-cap Long -1.5 Industrials 1458 CMCO 24 36.59 penny-cap Long -1.5 Industrials 1103 SFBS 25 49.08 penny-cap Long -1.5 Financial Services 1267 DRH 22 40.59 penny-cap Long -1.5 Real Estate 948 CCU 15 15.03 penny-cap Long -1.5 Consumer Defensive 916 UMPQ 12 13.84 penny-cap Long -1.5 Financial Services 925 PPBI 28 53.16 penny-cap Long -1.5 Financial Services 928 HMSY 20 20.30 penny-cap Long -1.5 Healthcare 932 FNB 23 37.28 penny-cap Long -1.5 Financial Services 938 BOH 24 22.58 penny-cap Long -1.5 Financial Services 939 HI 25 38.68 penny-cap Long -1.5 Industrials 947 PS 19 17.63 penny-cap Long -1.5 Technology 965 CNO 30 44.91 penny-cap Long -1.5 Financial Services 1266 OSIS 31 18.89 penny-cap Long -1.5 Technology 966 OFC 7 1.14 penny-cap Long -1.5 Real Estate 967 SIX 23 55.92 penny-cap Long -1.5 Consumer Cyclical 968 FN 21 27.50 penny-cap Long -1.5 Technology 981 ISBC 23 43.79 penny-cap Long -1.5 Financial Services 991 ATCO 18 30.23 penny-cap Long -1.5 Financial Services 992 ESRT 12 15.36 penny-cap Long -1.5 Real Estate 998 ESBA 12 16.27 penny-cap Long -1.5 Real Estate 915 ALE 7 8.15 penny-cap Long -1.5 Utilities 905 TMHC 6 7.12 penny-cap Long -1.5 Consumer Cyclical 895 UMBF 29 51.04 penny-cap Long -1.5 Financial Services 893 HOMB 25 35.81 penny-cap Long -1.5 Financial Services 725 BPOP 26 50.28 penny-cap Long -1.5 Financial Services 728 PAG 26 42.56 penny-cap Long -1.5 Consumer Cyclical 732 DEI 9 0.24 penny-cap Long -1.5 Real Estate 734 HHC 14 18.43 penny-cap Long -1.5 Real Estate 739 CUZ 8 2.79 penny-cap Long -1.5 Real Estate 740 UNM 24 32.78 penny-cap Long -1.5 Financial Services 743 PPC 11 14.03 penny-cap Long -1.5 Consumer Defensive 747 ACHC 29 65.96 penny-cap Long -1.5 Healthcare 757 ESGR 28 41.94 penny-cap Long -1.5 Financial Services 811 VLY 25 46.11 penny-cap Long -1.5 Financial Services 813 VMI 31 66.90 penny-cap Long -1.5 Industrials 845 AXS 9 2.41 penny-cap Long -1.5 Financial Services 873 PACW 16 28.45 penny-cap Long -1.5 Financial Services 883 STL 24 43.18 penny-cap Long -1.5 Financial Services 885 SEM 11 24.16 penny-cap Long -1.5 Healthcare 999 AIT 12 15.58 penny-cap Long -1.5 Industrials 1003 ONB 25 20.04 penny-cap Long -1.5 Financial Services 1004 EAT 37 93.63 penny-cap Long -1.5 Consumer Cyclical 1139 FRME 24 35.37 penny-cap Long -1.5 Financial Services 1164 WSBC 24 26.48 penny-cap Long -1.5 Financial Services 1180 PRK 30 39.06 penny-cap Long -1.5 Financial Services 1182 PQG 17 17.87 penny-cap Long -1.5 Basic Materials 1186 DDS 7 5.65 penny-cap Long -1.5 Consumer Cyclical 1190 FFBC 16 23.86 penny-cap Long -1.5 Financial Services 1192 BDN 15 10.73 penny-cap Long -1.5 Real Estate 1195 CTB 12 39.08 penny-cap Long -1.5 Consumer Cyclical 1202 BKE 30 68.13 penny-cap Long -1.5 Consumer Cyclical 1203 HUBG 11 13.54 penny-cap Long -1.5 Industrials 1208 HTLF 23 25.14 penny-cap Long -1.5 Financial Services 1209 KN 23 24.05 penny-cap Long -1.5 Technology 1226 TRMK 20 23.00 penny-cap Long -1.5 Financial Services 1231 FBK 30 46.06 penny-cap Long -1.5 Financial Services 1242 CLBK 21 17.91 penny-cap Long -1.5 Financial Services 1253 ALG 31 38.11 penny-cap Long -1.5 Industrials 1145 CAKE 28 67.00 penny-cap Long -1.5 Consumer Cyclical 1122 OMI 9 10.53 penny-cap Long -1.5 Healthcare 1005 ASB 23 32.68 penny-cap Long -1.5 Financial Services 1121 SIG 29 121.31 penny-cap Long -1.5 Consumer Cyclical 1009 CATY 24 39.91 penny-cap Long -1.5 Financial Services 1015 NUVA 11 13.64 penny-cap Long -1.5 Healthcare 1026 WD 31 64.88 penny-cap Long -1.5 Financial Services 1031 AUB 25 29.28 penny-cap Long -1.5 Financial Services 1048 ESE 12 9.32 penny-cap Long -1.5 Technology 1061 KW 20 19.52 penny-cap Long -1.5 Real Estate 1065 IBOC 23 39.31 penny-cap Long -1.5 Financial Services 1077 ANAT 8 16.44 penny-cap Long -1.5 Financial Services 1082 SPXC 23 25.61 penny-cap Long -1.5 Industrials 1087 BRC 11 12.43 penny-cap Long -1.5 Industrials 1090 THS 10 6.72 penny-cap Long -1.5 Consumer Defensive 1098 MIK 21 89.22 penny-cap Long -1.5 Consumer Cyclical 1102 RUSHA 7 8.78 penny-cap Long -1.5 Consumer Cyclical 1115 EPRT 25 23.73 penny-cap Long -1.5 Real Estate 1116 MTX 12 14.61 penny-cap Long -1.5 Basic Materials 1509 BRKL 16 17.46 penny-cap Long -1.5 Financial Services Mean Return: 30.476986754966884 Mean Day/Week: 19.043046357615893 Accuracy:0.9900662251655629 *******************Part 3.4 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** Error: ['AMAT2 Error: Expecting value: line 1 column 1 (char 0)', 'ALLK2 Error: Expecting value: line 1 column 1 (char 0)', 'BC2 Error: Expecting value: line 1 column 1 (char 0)', 'BERY2 Error: *** YAHOO! FINANCE IS CURRENTLY DOWN! ***\nOur engineers are working quickly to resolve the issue. Thank you for your patience.']

[stock-filter]

Stock daily Filter Report for 2021/04/08 05-40-08

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 9 Communication Services 7 Consumer Cyclical 22 Consumer Defensive 13 Energy 2 Financial Services 27 Healthcare 16 Industrials 38 Real Estate 17 Technology 41 Utilities 20 unknown 3 **************************************** big_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 1.1 Big Cap Long Entry********************* big_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 105 AON 1 0.00 big-cap Long 0.0 Financial Services 283 ACGLP 5 1.09 big-cap Long 0.0 Financial Services 229 QRVO 5 6.05 big-cap Long 0.0 Technology 315 MKL 4 1.08 big-cap Long -0.5 Financial Services 236 CDW 5 2.75 big-cap Long -0.5 Technology 212 AMP 3 -0.07 big-cap Long -0.5 Financial Services 207 WY 4 -0.02 big-cap Long -0.5 Real Estate 254 TFX 3 -0.68 big-cap Long -0.5 Healthcare 267 NVR 3 -1.05 big-cap Long -0.5 Consumer Cyclical 171 SWKS 3 -2.32 big-cap Long -0.5 Technology 161 ZBH 1 0.00 big-cap Long -0.5 Healthcare 159 LYG 3 -0.40 big-cap Long -0.5 Financial Services 268 WAT 4 4.12 big-cap Long -0.5 Healthcare 141 CSGP 4 -0.15 big-cap Long -0.5 Real Estate 134 MCHP 4 -0.24 big-cap Long -0.5 Technology 310 RJF 3 -1.24 big-cap Long -0.5 unknown 220 VRSN 5 2.82 big-cap Long -0.5 Technology 99 ETN 3 -1.40 big-cap Long -0.5 Industrials 317 CRL 2 -1.87 big-cap Long -0.5 Healthcare 67 LRCX 5 10.47 big-cap Long -0.5 Technology 325 AVY 3 -0.18 big-cap Long -0.5 Industrials 56 BKNG 1 0.00 big-cap Long -0.5 Consumer Cyclical 93 PHG 5 3.27 big-cap Long -0.5 Healthcare 46 INTU 1 0.00 big-cap Long -0.5 Technology 25 TMUS 4 1.89 big-cap Long -0.5 Communication Services 265 TRMB 4 -1.10 big-cap Long -1.0 Technology 370 MHK 4 -0.25 big-cap Long -1.0 Consumer Cyclical 360 EQH 3 -0.06 big-cap Long -1.0 Financial Services 339 BRO 4 1.28 big-cap Long -1.0 Financial Services 331 L 1 0.00 big-cap Long -1.0 Financial Services 335 CCK 4 0.60 big-cap Long -1.0 Consumer Cyclical 334 UAL 3 0.47 big-cap Long -1.0 Industrials 330 JHX 4 0.65 big-cap Long -1.0 Basic Materials 278 PTC 3 -1.90 big-cap Long -1.0 Technology 282 STX 2 0.30 big-cap Long -1.0 Technology 2 GOOG 2 1.12 big-cap Long -1.0 Communication Services 205 FTNT 3 0.83 big-cap Long -1.0 Technology 377 PWR 3 -0.90 big-cap Long -1.0 Industrials 42 BA 3 -2.63 big-cap Long -1.0 Industrials 55 GILD 4 -1.27 big-cap Long -1.0 Healthcare 57 FIS 4 1.96 big-cap Long -1.0 Technology 91 DELL 1 0.00 big-cap Long -1.0 Technology 109 KLAC 5 5.38 big-cap Long -1.0 Technology 217 KKR 3 -0.21 big-cap Long -1.0 Financial Services 31 MDT 3 0.32 big-cap Long -1.0 Healthcare 23 TBB 4 1.25 big-cap Long -1.0 unknown 54 SYK 4 1.86 big-cap Long -1.0 Healthcare 127 TRP 4 0.75 big-cap Long -1.0 Energy 132 ROST 1 0.00 big-cap Long -1.0 Consumer Cyclical 148 IQV 4 1.80 big-cap Long -1.0 Healthcare 195 LUV 2 -0.90 big-cap Long -1.0 Industrials 3 GOOGL 2 1.35 big-cap Long -1.0 Communication Services 18 TM 1 0.00 big-cap Long -1.5 Consumer Cyclical 7 NVDA 4 2.41 big-cap Long -1.5 Technology 356 JKHY 4 -0.21 big-cap Long -1.5 Technology 226 EIX 3 0.25 big-cap Long -1.5 Utilities 298 TW 3 0.87 big-cap Long -1.5 Financial Services 294 ON 3 -2.51 big-cap Long -1.5 Technology 289 BIP 4 1.01 big-cap Long -1.5 Utilities 123 TRI 4 0.32 big-cap Long -1.5 Industrials 203 MXIM 4 -0.08 big-cap Long -1.5 Technology 115 WBA 5 1.32 big-cap Long -1.5 Healthcare Mean Return: 0.7037037037037036 Mean Day/Week: 3.759259259259259 Accuracy:0.5555555555555556 *******************Part 1.2 Big Cap Short Entry********************* big_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 1.3 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 69 CCI 16 6.70 big-cap Long 0.0 Real Estate 34 UPS 8 2.35 big-cap Long 0.0 Industrials 223 GRMN 6 3.49 big-cap Long 0.0 Technology 290 EXR 12 7.17 big-cap Long 0.0 Real Estate 90 MMC 20 6.00 big-cap Long 0.0 Financial Services 208 DLTR 13 8.17 big-cap Long 0.0 Consumer Defensive 98 NOC 18 10.26 big-cap Long 0.0 Industrials 300 AGR 22 8.16 big-cap Long 0.0 Utilities 199 WCN 23 10.08 big-cap Long 0.0 Industrials 45 AMT 12 8.23 big-cap Long 0.0 Real Estate 307 IEX 10 6.29 big-cap Long 0.0 Industrials 196 AME 8 1.76 big-cap Long 0.0 Industrials 38 LOW 16 10.11 big-cap Long 0.0 Consumer Cyclical 319 J 23 13.14 big-cap Long 0.0 Industrials 79 SO 11 3.55 big-cap Long 0.0 Utilities 163 ORLY 23 9.69 big-cap Long 0.0 Consumer Cyclical 175 ES 10 2.30 big-cap Long 0.0 Utilities 342 SAM 7 5.86 big-cap Long 0.0 Consumer Defensive 22 ORCL 8 5.39 big-cap Long 0.0 Technology 125 EXC 18 5.44 big-cap Long 0.0 Utilities 128 PSA 11 5.20 big-cap Long 0.0 Real Estate 9 HD 17 11.62 big-cap Long 0.0 Consumer Cyclical 372 NWL 8 1.55 big-cap Long 0.0 Consumer Defensive 376 ALLE 21 14.30 big-cap Long 0.0 Industrials 162 KMI 10 4.54 big-cap Long -0.5 Energy 242 ETR 17 3.63 big-cap Long -0.5 Utilities 224 AJG 9 3.86 big-cap Long -0.5 Financial Services 181 PEG 18 6.03 big-cap Long -0.5 Utilities 222 O 18 4.54 big-cap Long -0.5 Real Estate 247 PKX 12 9.93 big-cap Long -0.5 Basic Materials 165 HPQ 6 2.27 big-cap Long -0.5 Technology 176 MSI 12 2.36 big-cap Long -0.5 Technology 185 DHI 20 12.18 big-cap Long -0.5 Consumer Cyclical 192 WLTW 7 1.71 big-cap Long -0.5 Financial Services 262 INVH 17 3.74 big-cap Long -0.5 Real Estate 273 CTXS 8 4.36 big-cap Long -0.5 Technology 375 CPT 17 3.30 big-cap Long -0.5 Real Estate 371 TXT 6 3.20 big-cap Long -0.5 Industrials 365 LII 21 12.27 big-cap Long -0.5 Industrials 358 WRB 10 5.32 big-cap Long -0.5 Financial Services 355 ELS 16 1.65 big-cap Long -0.5 Real Estate 341 PHM 20 10.07 big-cap Long -0.5 Consumer Cyclical 340 FFIV 8 0.27 big-cap Long -0.5 Technology 337 LNT 22 9.17 big-cap Long -0.5 Utilities 322 ACGL 11 9.21 big-cap Long -0.5 Financial Services 312 ENTG 7 11.02 big-cap Long -0.5 Technology 305 MAS 20 7.40 big-cap Long -0.5 Industrials 299 SHG 24 12.37 big-cap Long -0.5 Financial Services 297 NTAP 14 5.01 big-cap Long -0.5 Technology 293 DRE 16 3.35 big-cap Long -0.5 Real Estate 142 SRE 20 6.36 big-cap Long -0.5 Utilities 281 SKM 8 1.88 big-cap Long -0.5 Communication Services 276 VAR 7 0.33 big-cap Long -0.5 Healthcare 151 XEL 12 6.60 big-cap Long -0.5 Utilities 378 SNA 9 4.82 big-cap Long -0.5 Industrials 140 LHX 20 9.50 big-cap Long -0.5 Industrials 130 EBAY 8 1.62 big-cap Long -0.5 Consumer Cyclical 82 NSC 10 2.73 big-cap Long -0.5 Industrials 16 T 22 3.15 big-cap Long -0.5 Communication Services 84 APD 13 3.21 big-cap Long -0.5 Basic Materials 36 LIN 21 7.09 big-cap Long -0.5 Basic Materials 71 DUK 17 5.83 big-cap Long -0.5 Utilities 26 TXN 12 7.18 big-cap Long -0.5 Technology 59 PLD 12 5.69 big-cap Long -0.5 Real Estate 51 LMT 18 11.24 big-cap Long -0.5 Industrials 49 AMAT 7 10.50 big-cap Long -0.5 Technology 12 ASML 8 0.30 big-cap Long -0.5 Technology 85 D 18 3.64 big-cap Long -0.5 Utilities 10 BAC 6 2.71 big-cap Long -0.5 Financial Services 349 LB 9 8.18 big-cap Long -1.0 Consumer Cyclical 338 EVRG 23 10.31 big-cap Long -1.0 Utilities 241 KSU 17 19.01 big-cap Long -1.0 Industrials 344 WPC 8 1.03 big-cap Long -1.0 Real Estate 249 DGX 12 1.96 big-cap Long -1.0 Healthcare 24 ACN 18 6.57 big-cap Long -1.0 Technology 232 GIB 18 5.15 big-cap Long -1.0 Technology 279 SUI 12 2.60 big-cap Long -1.0 Real Estate 274 SSNC 19 5.06 big-cap Long -1.0 Technology 33 HON 10 2.95 big-cap Long -1.0 Industrials 75 USB 9 4.26 big-cap Long -1.0 Financial Services 95 MCO 12 6.05 big-cap Long -1.0 Financial Services 280 STE 10 3.23 big-cap Long -1.0 Healthcare 287 MAA 17 2.40 big-cap Long -1.0 Real Estate 291 EXPD 22 11.22 big-cap Long -1.0 Industrials 316 BEN 17 2.91 big-cap Long -1.0 Financial Services 41 SBUX 6 2.65 big-cap Long -1.0 Consumer Cyclical 311 TDY 9 4.07 big-cap Long -1.0 Technology 352 CNP 18 6.32 big-cap Long -1.0 Utilities 353 WHR 22 13.59 big-cap Long -1.0 Consumer Cyclical 191 GLW 21 14.61 big-cap Long -1.0 Technology 104 WM 24 14.39 big-cap Long -1.0 Industrials 150 MSCI 8 3.01 big-cap Long -1.0 Financial Services 155 CARR 19 8.72 big-cap Long -1.0 Industrials 160 BCS 35 20.79 big-cap Long -1.0 Financial Services 131 AEP 18 6.82 big-cap Long -1.0 Utilities 13 VZ 12 4.20 big-cap Long -1.0 Communication Services 169 SBAC 12 3.72 big-cap Long -1.0 Real Estate 174 HSY 21 6.50 big-cap Long -1.0 Consumer Defensive 120 CTSH 10 2.99 big-cap Long -1.0 Technology 179 RSG 23 8.64 big-cap Long -1.0 Industrials 189 SWK 27 10.90 big-cap Long -1.0 Industrials 21 PEP 12 4.06 big-cap Long -1.0 Consumer Defensive 8 PG 10 3.16 big-cap Long -1.0 Consumer Defensive 47 MMM 23 7.67 big-cap Long -1.0 Industrials 206 ANET 8 -1.03 big-cap Long -1.0 Technology 103 NXPI 16 5.08 big-cap Long -1.0 Technology 200 LEN 19 14.28 big-cap Long -1.0 Consumer Cyclical 216 DTE 22 9.41 big-cap Long -1.0 Utilities 202 FMX 22 8.93 big-cap Long -1.0 Consumer Defensive 215 FNV 15 5.69 big-cap Long -1.0 Basic Materials 213 ODFL 23 10.33 big-cap Long -1.0 Industrials 209 ED 18 6.04 big-cap Long -1.0 Utilities 96 PGR 10 3.73 big-cap Long -1.0 Financial Services 347 PPD 17 1.44 big-cap Long -1.5 Healthcare 44 IBM 20 5.48 big-cap Long -1.5 Technology 374 TTC 8 0.74 big-cap Long -1.5 Industrials 29 MCD 19 9.62 big-cap Long -1.5 Consumer Cyclical 20 CSCO 19 6.80 big-cap Long -1.5 Technology 345 XRAY 7 3.03 big-cap Long -1.5 Healthcare 15 KO 11 3.66 big-cap Long -1.5 Consumer Defensive 35 UNP 9 2.47 big-cap Long -1.5 Industrials 367 TAP 9 3.32 big-cap Long -1.5 Consumer Defensive 362 WRK 9 1.90 big-cap Long -1.5 Consumer Cyclical 306 CE 9 0.98 big-cap Long -1.5 Basic Materials 271 PEAK 19 4.85 big-cap Long -1.5 Real Estate 303 JBHT 10 6.04 big-cap Long -1.5 Industrials 302 WAB 8 -0.46 big-cap Long -1.5 Industrials 147 INFO 21 6.46 big-cap Long -1.5 Industrials 133 BAX 15 6.17 big-cap Long -1.5 Healthcare 129 KHC 9 3.66 big-cap Long -1.5 Consumer Defensive 167 YUM 17 5.60 big-cap Long -1.5 Consumer Cyclical 117 GD 42 15.46 big-cap Long -1.5 unknown 111 KDP 20 5.49 big-cap Long -1.5 Consumer Defensive 110 KMB 11 1.26 big-cap Long -1.5 Consumer Defensive 188 WEC 18 5.56 big-cap Long -1.5 Utilities 197 AZO 22 13.91 big-cap Long -1.5 Consumer Cyclical 219 NDAQ 12 2.56 big-cap Long -1.5 Financial Services 221 FTV 10 3.10 big-cap Long -1.5 Technology 88 VMW 21 6.43 big-cap Long -1.5 Technology 230 CHD 11 2.54 big-cap Long -1.5 Consumer Defensive 238 IP 9 1.14 big-cap Long -1.5 Consumer Cyclical 245 FTS 21 6.41 big-cap Long -1.5 Utilities 83 ECL 7 0.12 big-cap Long -1.5 Basic Materials 253 IR 8 0.89 big-cap Long -1.5 Industrials 264 DOV 27 9.01 big-cap Long -1.5 Industrials 143 BK 9 3.26 big-cap Long -1.5 Financial Services 77 SHW 12 4.89 big-cap Long -1.5 Basic Materials 275 TSCO 19 4.12 big-cap Long -1.5 Consumer Cyclical 74 CSX 12 3.40 big-cap Long -1.5 Industrials 288 ACGLO 10 1.86 big-cap Long -1.5 Financial Services 60 SPGI 23 7.85 big-cap Long -1.5 Financial Services 296 NUE 37 36.66 big-cap Long -1.5 Basic Materials 4 FB 19 13.79 big-cap Long -1.5 Communication Services Mean Return: 6.127973856209151 Mean Day/Week: 14.947712418300654 Accuracy:0.9869281045751634 *******************Part 1.4 Big Cap Short Maintainance********************* big_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 11 Communication Services 1 Consumer Cyclical 9 Consumer Defensive 4 Financial Services 12 Healthcare 4 Industrials 18 Real Estate 12 Technology 8 Utilities 3 **************************************** small_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 2.1 Small Cap Long Entry********************* small_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 503 WSC 3 -0.77 small-cap Long 0.0 Industrials 437 UTHR 4 -0.64 small-cap Long 0.0 Healthcare 410 AGNCM 5 0.59 small-cap Long 0.0 Real Estate 516 DSGX 1 0.00 small-cap Long 0.0 Technology 448 RGLD 5 2.71 small-cap Long -0.5 Basic Materials 450 SC 2 3.93 small-cap Long -0.5 Financial Services 447 VOYA 4 1.80 small-cap Long -0.5 Financial Services 497 LSCC 3 -1.86 small-cap Long -0.5 Technology 422 SID 2 0.86 small-cap Long -0.5 Basic Materials 407 BRKR 4 3.75 small-cap Long -0.5 Healthcare 406 GFI 4 -0.38 small-cap Long -0.5 Basic Materials 451 NNN 3 0.94 small-cap Long -0.5 Real Estate 467 VRT 1 0.00 small-cap Long -1.0 Industrials 501 FRPT 3 -4.86 small-cap Long -1.0 Consumer Defensive 499 ACC 4 0.34 small-cap Long -1.0 Real Estate 505 CHH 2 -1.04 small-cap Long -1.0 Consumer Cyclical 490 HUN 4 -2.84 small-cap Long -1.0 Basic Materials 472 TOL 4 0.72 small-cap Long -1.0 Consumer Cyclical 520 MAN 1 0.00 small-cap Long -1.0 Industrials 394 WU 4 0.48 small-cap Long -1.0 Financial Services 460 TTEK 2 -1.07 small-cap Long -1.0 Industrials 398 DLB 3 -1.44 small-cap Long -1.0 Technology 438 G 3 0.03 small-cap Long -1.0 Technology 436 CLF 5 -10.28 small-cap Long -1.0 Basic Materials 435 GPS 2 -0.20 small-cap Long -1.0 Consumer Cyclical 430 RNR 3 1.20 small-cap Long -1.0 Financial Services 419 LAMR 1 0.00 small-cap Long -1.0 Real Estate 522 GIL 2 2.67 small-cap Long -1.0 Consumer Cyclical 483 LSI 3 0.76 small-cap Long -1.5 Real Estate 412 HUBB 4 -1.34 small-cap Long -1.5 Industrials 506 ORI 2 1.27 small-cap Long -1.5 Financial Services 411 ATR 4 -0.18 small-cap Long -1.5 Consumer Cyclical 404 KGC 4 2.16 small-cap Long -1.5 Basic Materials Mean Return: -0.09275862068965512 Mean Day/Week: 3.4827586206896552 Accuracy:0.5517241379310345 *******************Part 2.2 Small Cap Short Entry********************* small_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.3 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 390 WSO 16 5.67 small-cap Long 0.0 Industrials 481 ESLT 6 2.20 small-cap Long 0.0 Industrials 449 BSMX 8 0.97 small-cap Long 0.0 Financial Services 380 AMH 17 5.03 small-cap Long -0.5 Real Estate 431 ACM 23 12.84 small-cap Long -0.5 Industrials 517 BWXT 23 12.29 small-cap Long -0.5 Industrials 508 WH 23 11.68 small-cap Long -0.5 Consumer Cyclical 491 FAF 7 3.22 small-cap Long -0.5 Financial Services 385 IRM 12 3.04 small-cap Long -0.5 Real Estate 458 KNX 9 8.40 small-cap Long -0.5 Industrials 453 GGB 8 8.77 small-cap Long -0.5 Basic Materials 452 CUBE 7 3.44 small-cap Long -0.5 Real Estate 519 SLM 7 7.16 small-cap Long -0.5 Financial Services 395 GFL 27 9.66 small-cap Long -0.5 Industrials 415 NI 18 8.96 small-cap Long -0.5 Utilities 399 COLD 16 5.04 small-cap Long -0.5 Real Estate 409 OC 18 9.96 small-cap Long -0.5 Industrials 426 SEIC 10 5.39 small-cap Long -1.0 Financial Services 429 CSL 21 9.04 small-cap Long -1.0 Industrials 518 SWI 22 8.99 small-cap Long -1.0 Technology 514 TX 31 22.55 small-cap Long -1.0 Basic Materials 513 MDU 10 2.34 small-cap Long -1.0 Basic Materials 509 FR 22 8.35 small-cap Long -1.0 Real Estate 502 VIRT 18 7.63 small-cap Long -1.0 Financial Services 494 WF 23 9.16 small-cap Long -1.0 Financial Services 492 DOOO 17 9.78 small-cap Long -1.0 Consumer Cyclical 401 MKSI 10 13.04 small-cap Long -1.0 Technology 484 OGE 18 3.78 small-cap Long -1.0 Utilities 402 PNR 27 5.67 small-cap Long -1.0 Industrials 461 BERY 25 6.94 small-cap Long -1.0 Consumer Cyclical 470 DXC 6 0.27 small-cap Long -1.0 Technology 464 REXR 15 5.76 small-cap Long -1.0 Real Estate 463 RBA 8 3.26 small-cap Long -1.0 Industrials 462 ITT 9 4.65 small-cap Long -1.0 Industrials 413 PNW 18 5.00 small-cap Long -1.0 Utilities 432 RS 9 5.45 small-cap Long -1.0 Basic Materials 473 JBL 18 9.75 small-cap Long -1.0 Technology 457 CASY 8 -0.63 small-cap Long -1.0 Consumer Defensive 456 BLD 6 -0.78 small-cap Long -1.0 Industrials 414 AGNC 6 1.31 small-cap Long -1.0 Real Estate 424 PRAH 15 6.56 small-cap Long -1.0 Healthcare 442 STLD 9 8.00 small-cap Long -1.0 Basic Materials 474 HII 23 10.28 small-cap Long -1.5 Industrials 515 KT 10 2.19 small-cap Long -1.5 Communication Services 425 AIZ 20 4.96 small-cap Long -1.5 Financial Services 498 BJ 8 0.90 small-cap Long -1.5 Consumer Defensive 496 SON 10 2.43 small-cap Long -1.5 Consumer Cyclical 482 POST 9 2.63 small-cap Long -1.5 Consumer Defensive 476 HRC 8 -0.17 small-cap Long -1.5 Healthcare Mean Return: 6.179795918367347 Mean Day/Week: 14.571428571428571 Accuracy:0.9387755102040817 *******************Part 2.4 Small Cap Short Maintaiance********************* small_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 11 Communication Services 6 Consumer Cyclical 13 Consumer Defensive 3 Energy 4 Financial Services 52 Healthcare 6 Industrials 21 Real Estate 15 Technology 18 Utilities 10 unknown 5 **************************************** penny_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 3.1 Penny Cap Long Entry********************* penny_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 749 OR 4 3.32 penny-cap Long 0.0 Basic Materials 865 BSA 3 -0.45 penny-cap Long 0.0 unknown 756 PTY 5 2.28 penny-cap Long 0.0 Financial Services 555 ALTR 3 -1.74 penny-cap Long 0.0 Technology 562 SHLX 4 0.43 penny-cap Long 0.0 Energy 664 ONTO 3 -0.81 penny-cap Long 0.0 Technology 830 NFJ 4 1.57 penny-cap Long 0.0 Financial Services 819 HYT 4 1.10 penny-cap Long 0.0 Financial Services 624 PCH 3 1.62 penny-cap Long 0.0 Real Estate 869 LGVW 4 -3.51 penny-cap Long -0.5 Financial Services 601 AVT 5 3.53 penny-cap Long -0.5 Technology 676 BRP 4 1.93 penny-cap Long -0.5 Financial Services 768 NSS 5 0.21 penny-cap Long -0.5 unknown 649 AEL 5 2.28 penny-cap Long -0.5 Financial Services 636 CNMD 5 2.56 penny-cap Long -0.5 Healthcare 779 GAB 3 0.43 penny-cap Long -0.5 Financial Services 526 EXP 2 -0.48 penny-cap Long -0.5 Basic Materials 594 PSB 4 -0.55 penny-cap Long -0.5 Real Estate 537 CCMP 4 4.24 penny-cap Long -0.5 Technology 826 BGCP 4 5.57 penny-cap Long -0.5 Financial Services 576 ADC 4 0.23 penny-cap Long -0.5 Real Estate 543 CW 2 0.07 penny-cap Long -0.5 Industrials 835 STC 3 1.89 penny-cap Long -0.5 Financial Services 818 ETV 5 0.78 penny-cap Long -1.0 Financial Services 844 GTY 3 1.12 penny-cap Long -1.0 Real Estate 743 GDV 2 0.08 penny-cap Long -1.0 Financial Services 744 SHEN 3 -0.92 penny-cap Long -1.0 Communication Services 755 ADX 5 2.40 penny-cap Long -1.0 Financial Services 766 COHU 2 -1.75 penny-cap Long -1.0 Technology 769 HTGC 1 0.00 penny-cap Long -1.0 Financial Services 841 NMZ 2 0.07 penny-cap Long -1.0 Financial Services 805 ANF 1 0.00 penny-cap Long -1.0 Consumer Cyclical 770 PMT 3 -0.75 penny-cap Long -1.0 Real Estate 831 GFF 3 -2.33 penny-cap Long -1.0 Industrials 785 CCS 2 -2.26 penny-cap Long -1.0 Consumer Cyclical 799 USA 1 0.00 penny-cap Long -1.0 Financial Services 731 NVMI 5 7.17 penny-cap Long -1.0 Technology 802 VCTR 1 0.00 penny-cap Long -1.0 Financial Services 708 NZF 2 0.49 penny-cap Long -1.0 Financial Services 620 SPB 2 -0.28 penny-cap Long -1.0 Consumer Defensive 574 HLNE 2 -0.88 penny-cap Long -1.0 Financial Services 610 MDC 4 -1.01 penny-cap Long -1.0 Consumer Cyclical 726 FSK 2 0.82 penny-cap Long -1.0 Financial Services 626 FELE 3 -2.54 penny-cap Long -1.0 Industrials 635 SR 3 0.86 penny-cap Long -1.0 Utilities 656 FSKR 3 2.45 penny-cap Long -1.0 Financial Services 582 INOV 5 4.07 penny-cap Long -1.0 Healthcare 683 NSA 3 1.43 penny-cap Long -1.0 Real Estate 606 HPP 4 0.83 penny-cap Long -1.0 Real Estate 577 AMKR 2 -1.48 penny-cap Long -1.5 Technology 804 TBK 2 -2.85 penny-cap Long -1.5 Financial Services 571 THG 4 2.99 penny-cap Long -1.5 Financial Services 820 ETG 3 1.35 penny-cap Long -1.5 Financial Services 587 AHCO 5 3.24 penny-cap Long -1.5 Healthcare 565 HR 4 -1.04 penny-cap Long -1.5 Real Estate 600 SEB 2 0.79 penny-cap Long -1.5 Industrials 557 SWCH 4 2.98 penny-cap Long -1.5 Technology 813 TSLX 2 1.10 penny-cap Long -1.5 Financial Services 861 EOS 1 0.00 penny-cap Long -1.5 Financial Services 542 NOVT 3 -1.68 penny-cap Long -1.5 Technology 727 MLHR 2 -0.35 penny-cap Long -1.5 Consumer Cyclical 803 TTMI 4 -0.63 penny-cap Long -1.5 Technology 793 KEN 1 0.00 penny-cap Long -1.5 Utilities 782 HBM 2 0.00 penny-cap Long -1.5 Basic Materials 774 KAI 4 -1.20 penny-cap Long -1.5 Industrials 653 CWST 4 -0.23 penny-cap Long -1.5 Industrials 663 BOX 4 1.19 penny-cap Long -1.5 Technology 680 EXG 4 0.75 penny-cap Long -1.5 Financial Services 761 BTT 2 0.27 penny-cap Long -1.5 Financial Services 686 ABM 3 -1.54 penny-cap Long -1.5 Industrials 753 MWA 4 -0.38 penny-cap Long -1.5 Industrials 696 CSQ 3 2.37 penny-cap Long -1.5 Financial Services 701 ANAT 3 0.82 penny-cap Long -1.5 Financial Services 706 KLIC 2 -2.26 penny-cap Long -1.5 Technology 525 MEDP 2 -2.67 penny-cap Long -1.5 Healthcare Mean Return: 0.5378260869565217 Mean Day/Week: 3.4057971014492754 Accuracy:0.5942028985507246 *******************Part 3.2 Penny Cap Short Entry********************* penny_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 3.3 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 603 PSN 10 6.92 penny-cap Long 0.0 Industrials 767 UTG 11 4.05 penny-cap Long 0.0 Financial Services 773 KRO 8 1.72 penny-cap Long 0.0 Basic Materials 573 MTG 7 5.07 penny-cap Long 0.0 Financial Services 772 RQI 17 3.77 penny-cap Long 0.0 Financial Services 592 ESGRO 11 2.01 penny-cap Long 0.0 Financial Services 829 OXSQL 11 1.45 penny-cap Long 0.0 unknown 790 BDJ 27 7.98 penny-cap Long 0.0 Financial Services 551 SNX 23 27.04 penny-cap Long 0.0 Technology 855 RNP 13 4.80 penny-cap Long 0.0 Financial Services 694 UTF 10 8.29 penny-cap Long 0.0 Financial Services 725 MAIN 43 23.58 penny-cap Long 0.0 Financial Services 589 OGS 10 3.87 penny-cap Long 0.0 Utilities 621 HRB 7 7.45 penny-cap Long -0.5 Consumer Cyclical 800 AAWW 6 3.26 penny-cap Long -0.5 Industrials 611 UFPI 23 24.10 penny-cap Long -0.5 Basic Materials 783 TY 8 2.98 penny-cap Long -0.5 Financial Services 644 MTH 9 5.02 penny-cap Long -0.5 Consumer Cyclical 781 LOB 33 36.30 penny-cap Long -0.5 Financial Services 604 TTEC 19 10.53 penny-cap Long -0.5 Technology 771 EVT 20 5.72 penny-cap Long -0.5 Financial Services 667 NWE 23 11.75 penny-cap Long -0.5 Utilities 670 LGIH 26 27.62 penny-cap Long -0.5 Consumer Cyclical 734 TDS 21 9.82 penny-cap Long -0.5 Communication Services 605 NVG 8 0.77 penny-cap Long -0.5 Financial Services 523 EME 9 4.24 penny-cap Long -0.5 Industrials 828 IRT 11 5.33 penny-cap Long -0.5 Real Estate 572 KBH 20 9.47 penny-cap Long -0.5 Consumer Cyclical 552 LPX 43 39.39 penny-cap Long -0.5 Industrials 852 BIF 27 7.50 penny-cap Long -0.5 Financial Services 850 LOMA 16 10.48 penny-cap Long -0.5 Basic Materials 558 RXT 15 7.75 penny-cap Long -0.5 Technology 700 CIM 6 0.56 penny-cap Long -0.5 Real Estate 584 FCN 28 21.74 penny-cap Long -0.5 Industrials 597 RDN 6 2.18 penny-cap Long -0.5 Financial Services 817 ASTE 6 -2.29 penny-cap Long -1.0 Industrials 823 MRTN 7 1.38 penny-cap Long -1.0 Industrials 825 BXMX 19 4.49 penny-cap Long -1.0 Financial Services 809 NWN 11 5.64 penny-cap Long -1.0 Utilities 816 CORE 6 4.75 penny-cap Long -1.0 Consumer Defensive 754 JPS 7 1.36 penny-cap Long -1.0 Financial Services 797 CEQP 7 2.68 penny-cap Long -1.0 Energy 751 BCC 9 12.44 penny-cap Long -1.0 Basic Materials 815 MHO 8 2.55 penny-cap Long -1.0 Consumer Cyclical 733 FIX 9 3.50 penny-cap Long -1.0 Industrials 728 NAVI 20 10.29 penny-cap Long -1.0 Financial Services 858 ICHR 8 15.66 penny-cap Long -1.0 Technology 863 ETW 17 3.79 penny-cap Long -1.0 Financial Services 712 PLXS 6 0.33 penny-cap Long -1.0 Technology 677 SWN 8 -2.01 penny-cap Long -1.0 Energy 618 VLYPO 6 1.33 penny-cap Long -1.0 Financial Services 669 TDA 7 0.41 penny-cap Long -1.0 unknown 598 BAK 18 25.31 penny-cap Long -1.0 Basic Materials 595 BKH 22 5.07 penny-cap Long -1.0 Utilities 615 TMHC 18 7.93 penny-cap Long -1.0 Consumer Cyclical 581 ESGRP 10 0.64 penny-cap Long -1.0 Financial Services 633 UNVR 8 1.24 penny-cap Long -1.0 Basic Materials 640 BIPC 8 -1.54 penny-cap Long -1.0 Utilities 647 CAR 34 56.53 penny-cap Long -1.0 Industrials 666 WERN 8 2.26 penny-cap Long -1.0 Industrials 599 NFG 9 1.82 penny-cap Long -1.0 Energy 564 PNM 14 1.57 penny-cap Long -1.0 Utilities 671 CCOI 19 11.91 penny-cap Long -1.0 Communication Services 563 NEA 7 1.35 penny-cap Long -1.0 Financial Services 556 GPK 21 7.52 penny-cap Long -1.0 Consumer Cyclical 672 USM 9 6.05 penny-cap Long -1.0 Communication Services 554 NEOG 9 3.50 penny-cap Long -1.0 Healthcare 539 BHFAP 6 2.53 penny-cap Long -1.0 Financial Services 692 SINA 9 0.23 penny-cap Long -1.0 Communication Services 534 STAG 22 5.86 penny-cap Long -1.0 Real Estate 531 MMS 23 7.79 penny-cap Long -1.0 Industrials 612 VLYPP 6 1.87 penny-cap Long -1.0 Financial Services 567 OLN 10 8.90 penny-cap Long -1.5 Basic Materials 578 NRZ 6 -0.69 penny-cap Long -1.5 Real Estate 710 RUSHA 9 3.20 penny-cap Long -1.5 Consumer Cyclical 808 ILPT 8 -0.21 penny-cap Long -1.5 Real Estate 614 SWX 7 0.31 penny-cap Long -1.5 Utilities 796 HTLD 8 -0.08 penny-cap Long -1.5 Industrials 719 OMI 28 11.22 penny-cap Long -1.5 Healthcare 775 OTTR 23 7.62 penny-cap Long -1.5 Utilities 641 ADV 11 6.93 penny-cap Long -1.5 Communication Services 765 HOVNP 62 89.42 penny-cap Long -1.5 unknown 746 PGRE 8 2.79 penny-cap Long -1.5 Real Estate 741 MFGP 8 5.00 penny-cap Long -1.5 Technology 528 SAIA 6 -1.00 penny-cap Long -1.5 Industrials 732 OI 8 0.31 penny-cap Long -1.5 Consumer Cyclical 699 CMC 9 6.50 penny-cap Long -1.5 Basic Materials 720 CENTA 23 14.93 penny-cap Long -1.5 Consumer Defensive 871 NXRT 22 7.86 penny-cap Long -1.5 Real Estate Mean Return: 8.238876404494382 Mean Day/Week: 14.404494382022472 Accuracy:0.9213483146067416 *******************Part 3.4 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** Error: ['DT2 Error: *** YAHOO! FINANCE IS CURRENTLY DOWN! ***\nOur engineers are working quickly to resolve the issue. Thank you for your patience.']

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Stock daily Filter Report for 2021/04/03 05-40-07

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 5 Communication Services 2 Consumer Cyclical 10 Consumer Defensive 9 Financial Services 6 Healthcare 7 Industrials 20 Real Estate 5 Technology 13 Utilities 14 **************************************** big_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 1.1 Big Cap Long Entry********************* big_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 282 SAM 4 1.64 big-cap Long -0.5 Consumer Defensive 308 NWL 5 1.58 big-cap Long -0.5 Consumer Defensive 27 UPS 5 1.95 big-cap Long -1.0 Industrials 41 AMAT 4 12.16 big-cap Long -1.0 Technology 44 SYK 1 0.00 big-cap Long -1.0 Healthcare 55 LRCX 2 7.40 big-cap Long -1.0 Technology 177 CAJ 3 -0.43 big-cap Long -1.0 Technology 183 LH 5 -0.05 big-cap Long -1.0 Healthcare 189 GRMN 3 1.36 big-cap Long -1.0 Technology 202 CDW 2 2.23 big-cap Long -1.5 Technology 223 TRMB 1 0.00 big-cap Long -1.5 Technology 235 VAR 5 0.11 big-cap Long -1.5 Healthcare Mean Return: 2.7949999999999995 Mean Day/Week: 4.0 Accuracy:0.8 *******************Part 1.2 Big Cap Short Entry********************* big_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 1.3 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 57 CCI 13 5.66 big-cap Long 0.0 Real Estate 5 HD 14 10.06 big-cap Long 0.0 Consumer Cyclical 205 KSU 14 20.11 big-cap Long 0.0 Industrials 175 DLTR 10 7.07 big-cap Long 0.0 Consumer Defensive 68 APD 10 4.03 big-cap Long 0.0 Basic Materials 32 LOW 13 8.88 big-cap Long 0.0 Consumer Cyclical 297 ATO 14 5.34 big-cap Long -0.5 Utilities 142 ORLY 20 8.74 big-cap Long -0.5 Consumer Cyclical 148 MSI 9 1.50 big-cap Long -0.5 Technology 82 NOC 15 6.65 big-cap Long -0.5 Industrials 58 DUK 14 4.24 big-cap Long -0.5 Utilities 258 MAS 17 7.18 big-cap Long -0.5 Industrials 118 LHX 17 7.03 big-cap Long -0.5 Industrials 167 WCN 20 7.32 big-cap Long -0.5 Industrials 21 TXN 9 6.61 big-cap Long -0.5 Technology 179 ODFL 20 10.44 big-cap Long -0.5 Industrials 166 AZO 19 13.59 big-cap Long -1.0 Consumer Cyclical 159 SWK 24 11.08 big-cap Long -1.0 Industrials 233 TSCO 16 3.77 big-cap Long -1.0 Consumer Cyclical 168 LEN 16 14.30 big-cap Long -1.0 Consumer Cyclical 246 EXPD 19 12.25 big-cap Long -1.0 Industrials 247 DRE 13 3.00 big-cap Long -1.0 Real Estate 221 INVH 14 4.18 big-cap Long -1.0 Real Estate 146 HSY 19 4.55 big-cap Long -1.0 Consumer Defensive 250 NTAP 11 4.97 big-cap Long -1.0 Technology 251 SHG 21 9.84 big-cap Long -1.0 Financial Services 252 AGR 19 5.61 big-cap Long -1.0 Utilities 158 WEC 14 4.98 big-cap Long -1.0 Utilities 201 GWW 15 2.94 big-cap Long -1.0 Industrials 66 NSC 7 2.60 big-cap Long -1.0 Industrials 11 T 15 2.22 big-cap Long -1.0 Communication Services 29 LIN 18 6.89 big-cap Long -1.0 Basic Materials 43 LMT 15 8.78 big-cap Long -1.0 Industrials 110 BAX 12 5.73 big-cap Long -1.0 Healthcare 62 FDX 17 8.94 big-cap Long -1.0 Industrials 198 GIB 15 4.53 big-cap Long -1.0 Technology 108 AEP 15 5.48 big-cap Long -1.0 Utilities 277 LNT 17 7.74 big-cap Long -1.0 Utilities 228 CMS 14 4.31 big-cap Long -1.5 Utilities 209 FTS 18 5.83 big-cap Long -1.5 Utilities 216 XYL 6 2.67 big-cap Long -1.5 Industrials 311 CPT 14 1.76 big-cap Long -1.5 Real Estate 309 AAP 24 13.88 big-cap Long -1.5 Consumer Cyclical 302 LII 18 9.14 big-cap Long -1.5 Industrials 248 KB 20 15.40 big-cap Long -1.5 Financial Services 278 EVRG 20 8.11 big-cap Long -1.5 Utilities 300 RPM 17 4.90 big-cap Long -1.5 Basic Materials 266 BEN 14 1.95 big-cap Long -1.5 Financial Services 267 J 20 11.96 big-cap Long -1.5 Industrials 236 CAH 17 9.04 big-cap Long -1.5 Healthcare 292 WHR 19 11.28 big-cap Long -1.5 Consumer Cyclical 249 NUE 34 36.74 big-cap Long -1.5 Basic Materials 0 FB 14 9.00 big-cap Long -1.5 Communication Services 197 K 15 4.48 big-cap Long -1.5 Consumer Defensive 188 O 16 5.66 big-cap Long -1.5 Real Estate 15 CSCO 16 6.48 big-cap Long -1.5 Technology 19 ACN 15 5.06 big-cap Long -1.5 Technology 23 MCD 17 5.54 big-cap Long -1.5 Consumer Cyclical 36 IBM 17 4.19 big-cap Long -1.5 Technology 48 MDLZ 13 1.71 big-cap Long -1.5 Consumer Defensive 69 D 15 2.98 big-cap Long -1.5 Utilities 74 MMC 20 5.18 big-cap Long -1.5 Financial Services 87 WM 21 11.98 big-cap Long -1.5 Industrials 92 KDP 17 3.27 big-cap Long -1.5 Consumer Defensive 102 EXC 15 3.09 big-cap Long -1.5 Utilities 120 SRE 17 5.05 big-cap Long -1.5 Utilities 123 GIS 17 4.17 big-cap Long -1.5 Consumer Defensive 133 CARR 16 7.13 big-cap Long -1.5 Industrials 135 PPG 19 4.10 big-cap Long -1.5 Basic Materials 137 BCS 32 19.12 big-cap Long -1.5 Financial Services 150 RSG 20 6.00 big-cap Long -1.5 Industrials 152 PEG 15 3.43 big-cap Long -1.5 Utilities 153 MCK 15 3.25 big-cap Long -1.5 Healthcare 155 DHI 17 10.93 big-cap Long -1.5 Consumer Cyclical 4 UNH 19 5.17 big-cap Long -1.5 Healthcare 170 FMX 19 5.21 big-cap Long -1.5 Consumer Defensive 176 ED 15 4.67 big-cap Long -1.5 Utilities 185 NDAQ 10 3.54 big-cap Long -1.5 Financial Services 312 ALLE 18 11.50 big-cap Long -1.5 Industrials Mean Return: 7.1859493670886065 Mean Day/Week: 16.39240506329114 Accuracy:1.0 *******************Part 1.4 Big Cap Short Maintainance********************* big_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 1 Consumer Cyclical 2 Consumer Defensive 1 Energy 1 Financial Services 4 Healthcare 1 Industrials 4 Real Estate 2 Technology 1 Utilities 2 **************************************** small_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 2.1 Small Cap Long Entry********************* small_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 371 CASY 5 -0.09 small-cap Long -0.5 Consumer Defensive 397 FAF 4 0.90 small-cap Long -0.5 Financial Services 361 COG 1 0.00 small-cap Long -1.5 Energy Mean Return: 0.405 Mean Day/Week: 5.0 Accuracy:0.5 *******************Part 2.2 Small Cap Short Entry********************* small_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.3 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 326 GFL 24 11.89 small-cap Long -0.5 Industrials 314 AMH 14 5.10 small-cap Long -1.0 Real Estate 343 PNW 15 4.43 small-cap Long -1.0 Utilities 398 DOOO 14 11.25 small-cap Long -1.0 Consumer Cyclical 415 BWXT 20 11.76 small-cap Long -1.0 Industrials 321 WSO 13 4.61 small-cap Long -1.5 Industrials 345 NI 15 6.64 small-cap Long -1.5 Utilities 350 PRAH 12 6.02 small-cap Long -1.5 Healthcare 352 AIZ 17 2.67 small-cap Long -1.5 Financial Services 356 ACM 20 10.27 small-cap Long -1.5 Industrials 374 BERY 22 5.66 small-cap Long -1.5 Consumer Cyclical 399 WF 20 3.84 small-cap Long -1.5 Financial Services 404 VIRT 15 6.39 small-cap Long -1.5 Financial Services 410 STWD 20 9.90 small-cap Long -1.5 Real Estate 413 TX 28 21.68 small-cap Long -1.5 Basic Materials 416 SWI 10 3.88 small-cap Long -1.5 Technology Mean Return: 7.874375 Mean Day/Week: 17.4375 Accuracy:1.0 *******************Part 2.4 Small Cap Short Maintaiance********************* small_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 4 Communication Services 1 Consumer Cyclical 5 Consumer Defensive 1 Financial Services 12 Healthcare 3 Industrials 3 Real Estate 2 Technology 3 Utilities 3 unknown 1 **************************************** penny_industry_downtrending_count tickers industry Consumer Cyclical 1 *******************Part 3.1 Penny Cap Long Entry********************* penny_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 605 KRO 5 -0.31 penny-cap Long 0.0 Basic Materials 526 HMY 2 11.70 penny-cap Long -0.5 Basic Materials 578 OI 5 -0.06 penny-cap Long -0.5 Consumer Cyclical 448 NEA 4 1.02 penny-cap Long -1.0 Financial Services 463 INOV 2 3.09 penny-cap Long -1.5 Healthcare 511 MMSI 1 0.00 penny-cap Long -1.5 Healthcare 583 FCPT 1 0.00 penny-cap Long -1.5 Real Estate 615 TY 5 1.61 penny-cap Long -1.5 Financial Services 622 PRAA 4 0.75 penny-cap Long -1.5 Financial Services Mean Return: 2.5428571428571423 Mean Day/Week: 4.142857142857143 Accuracy:0.7142857142857143 *******************Part 3.2 Penny Cap Short Entry********************* penny_short_signal_entry Symbol Day Return Market Cap Long/Short Score industry 541 XL 1 0.0 penny-cap Short 0.0 Consumer Cyclical Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************Part 3.3 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 464 FCN 25 21.81 penny-cap Long 0.0 Industrials 598 HOVNP 59 91.46 penny-cap Long 0.0 unknown 478 HE 24 23.67 penny-cap Long 0.0 Utilities 479 PSN 8 5.14 penny-cap Long 0.0 Industrials 669 RNP 12 3.54 penny-cap Long -0.5 Financial Services 437 SNX 20 24.04 penny-cap Long -0.5 Technology 425 MMS 20 7.89 penny-cap Long -1.0 Industrials 531 LGIH 23 26.41 penny-cap Long -1.0 Consumer Cyclical 620 CXP 19 16.42 penny-cap Long -1.0 Real Estate 619 BDJ 24 6.92 penny-cap Long -1.0 Financial Services 604 RQI 15 5.06 penny-cap Long -1.0 Financial Services 574 NAVI 17 9.10 penny-cap Long -1.0 Financial Services 573 MAIN 40 20.04 penny-cap Long -1.0 Financial Services 532 CCOI 16 10.23 penny-cap Long -1.0 Communication Services 484 MUSA 15 12.35 penny-cap Long -1.0 Consumer Cyclical 481 TTEC 16 7.54 penny-cap Long -1.0 Technology 462 ESGRP 7 1.02 penny-cap Long -1.0 Financial Services 449 PNM 10 0.53 penny-cap Long -1.0 Utilities 444 RXT 12 6.29 penny-cap Long -1.0 Technology 674 ETW 14 3.21 penny-cap Long -1.0 Financial Services 491 TMHC 15 8.53 penny-cap Long -1.5 Consumer Cyclical 544 AVA 26 16.14 penny-cap Long -1.5 Utilities 568 OMI 25 12.66 penny-cap Long -1.5 Healthcare 569 CENTA 20 14.56 penny-cap Long -1.5 Consumer Defensive 474 BAK 15 15.09 penny-cap Long -1.5 Basic Materials 603 EVT 17 4.59 penny-cap Long -1.5 Financial Services 646 BXMX 17 4.34 penny-cap Long -1.5 Financial Services 666 LOMA 14 5.31 penny-cap Long -1.5 Basic Materials 442 GPK 18 6.37 penny-cap Long -1.5 Consumer Cyclical Mean Return: 13.457241379310345 Mean Day/Week: 19.413793103448278 Accuracy:1.0 *******************Part 3.4 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** Error: []

[stock-filter]

Stock weekly Filter Report for 2021/04/03 05-20-06

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 10 Communication Services 10 Consumer Cyclical 13 Consumer Defensive 8 Energy 7 Financial Services 52 Healthcare 5 Industrials 26 Real Estate 13 Technology 20 Utilities 2 unknown 4 **************************************** big_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 1.1 Big Cap Long Entry********************* big_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 253 ODFL 5 4.23 big-cap Long 0.0 Industrials 71 SPGI 2 0.00 big-cap Long -1.0 Financial Services 166 SRE 5 3.33 big-cap Long -1.0 Utilities 417 LNT 2 0.00 big-cap Long -1.0 Utilities 194 ORAN 5 0.33 big-cap Long -1.5 Communication Services 366 CPB 3 -1.77 big-cap Long -1.5 Consumer Defensive Mean Return: 1.0200000000000002 Mean Day/Week: 3.6666666666666665 Accuracy:0.5 *******************Part 1.2 Big Cap Short Entry********************* big_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 1.3 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 467 SNA 13 27.59 big-cap Long 0.0 Industrials 164 LHX 7 9.12 big-cap Long 0.0 Industrials 368 JBHT 11 16.61 big-cap Long 0.0 Industrials 361 TW 11 16.10 big-cap Long 0.0 Financial Services 358 NUE 10 36.81 big-cap Long 0.0 Basic Materials 121 BMO 24 38.97 big-cap Long 0.0 Financial Services 345 LSXMK 23 17.91 big-cap Long 0.0 Communication Services 135 MET 25 46.13 big-cap Long 0.0 Financial Services 341 STX 25 42.02 big-cap Long 0.0 Technology 138 PUK 11 26.90 big-cap Long 0.0 Financial Services 140 GD 15 19.57 big-cap Long 0.0 unknown 149 KHC 13 21.12 big-cap Long 0.0 Consumer Defensive 155 DOW 11 13.59 big-cap Long 0.0 Basic Materials 332 HPE 21 27.52 big-cap Long 0.0 Technology 170 ING 23 37.73 big-cap Long 0.0 Financial Services 369 ALLY 35 73.95 big-cap Long 0.0 Financial Services 171 TROW 24 23.37 big-cap Long 0.0 Financial Services 172 MFC 24 35.55 big-cap Long 0.0 Financial Services 305 CNHI 23 54.94 big-cap Long 0.0 Industrials 175 PH 41 59.33 big-cap Long 0.0 Industrials 179 TT 40 42.00 big-cap Long 0.0 Industrials 185 BCS 23 40.26 big-cap Long 0.0 Financial Services 293 URI 41 86.13 big-cap Long 0.0 Industrials 192 HPQ 25 54.39 big-cap Long 0.0 Technology 268 CBRE 24 48.69 big-cap Long 0.0 Real Estate 254 EQR 11 12.34 big-cap Long 0.0 Real Estate 251 AMP 30 42.52 big-cap Long 0.0 Financial Services 226 LUV 22 35.69 big-cap Long 0.0 Industrials 107 DELL 22 30.94 big-cap Long 0.0 Technology 125 COF 25 54.61 big-cap Long 0.0 Financial Services 95 NSC 41 40.21 big-cap Long 0.0 Industrials 399 J 11 20.02 big-cap Long 0.0 Industrials 465 PWR 41 83.33 big-cap Long 0.0 Industrials 10 BAC 22 33.50 big-cap Long 0.0 Financial Services 454 TXT 25 40.50 big-cap Long 0.0 Industrials 453 MHK 26 66.09 big-cap Long 0.0 Consumer Cyclical 445 HWM 22 37.31 big-cap Long 0.0 Industrials 439 EQH 29 49.76 big-cap Long 0.0 Financial Services 39 SBUX 11 3.38 big-cap Long 0.0 Consumer Cyclical 438 WRB 10 12.46 big-cap Long 0.0 Financial Services 374 CE 11 18.59 big-cap Long 0.0 Basic Materials 426 LB 37 103.43 big-cap Long 0.0 Consumer Cyclical 61 DE 42 78.32 big-cap Long 0.0 Industrials 405 AVY 30 44.07 big-cap Long 0.0 Industrials 52 CAT 42 57.20 big-cap Long 0.0 Industrials 229 WELL 11 14.90 big-cap Long 0.0 Real Estate 397 WPP 20 27.82 big-cap Long 0.0 Communication Services 392 MKL 10 5.30 big-cap Long 0.0 Financial Services 379 RJF 24 41.49 big-cap Long 0.0 unknown 388 PFG 24 30.96 big-cap Long 0.0 Financial Services 89 USB 11 19.75 big-cap Long 0.0 Financial Services 72 MO 11 20.55 big-cap Long 0.0 Consumer Defensive 242 MT 28 80.89 big-cap Long -0.5 Basic Materials 243 DAL 10 17.95 big-cap Long -0.5 Industrials 241 MPLX 23 32.09 big-cap Long -0.5 Energy 285 KSU 24 37.70 big-cap Long -0.5 Industrials 256 AVB 11 9.54 big-cap Long -0.5 Real Estate 257 KKR 25 29.87 big-cap Long -0.5 Financial Services 261 NDAQ 15 9.15 big-cap Long -0.5 Financial Services 461 TTC 40 41.36 big-cap Long -0.5 Industrials 276 SYF 24 47.76 big-cap Long -0.5 unknown 281 CDW 11 12.20 big-cap Long -0.5 Technology 462 CPT 14 11.23 big-cap Long -0.5 Real Estate 338 CFG 23 37.69 big-cap Long -0.5 Financial Services 353 EXR 11 16.30 big-cap Long -0.5 Real Estate 398 CRL 48 59.20 big-cap Long -0.5 Healthcare 389 IT 23 25.33 big-cap Long -0.5 Technology 294 PKX 10 20.17 big-cap Long -0.5 Basic Materials 296 EXPE 34 72.89 big-cap Long -0.5 Consumer Cyclical 347 DRI 38 64.81 big-cap Long -0.5 Consumer Cyclical 232 WMB 15 14.10 big-cap Long -0.5 Energy 433 UDR 13 12.53 big-cap Long -0.5 Real Estate 344 LSXMA 23 18.20 big-cap Long -0.5 Communication Services 308 WDC 19 34.89 big-cap Long -0.5 Technology 311 HIG 24 45.46 big-cap Long -0.5 Financial Services 318 TRMB 23 38.63 big-cap Long -0.5 Technology 327 BURL 23 42.41 big-cap Long -0.5 Consumer Cyclical 411 L 24 21.91 big-cap Long -0.5 Financial Services 450 CNA 16 19.46 big-cap Long -0.5 Financial Services 239 NWG 11 18.60 big-cap Long -0.5 Financial Services 230 PXD 22 44.02 big-cap Long -0.5 Energy 200 SPG 13 22.59 big-cap Long -0.5 Real Estate 51 SCHW 27 53.92 big-cap Long -0.5 Financial Services 63 EL 11 7.39 big-cap Long -0.5 Consumer Defensive 47 TD 23 30.36 big-cap Long -0.5 Financial Services 36 C 20 24.40 big-cap Long -0.5 Financial Services 188 AFL 24 23.47 big-cap Long -0.5 Financial Services 195 PRU 24 27.66 big-cap Long -0.5 Financial Services 32 WFC 11 21.16 big-cap Long -0.5 Financial Services 163 JCI 40 47.81 big-cap Long -0.5 Industrials 169 E 10 19.61 big-cap Long -0.5 Energy 13 INTC 11 11.39 big-cap Long -0.5 Technology 111 UBS 24 22.84 big-cap Long -0.5 Financial Services 227 AME 25 16.51 big-cap Long -0.5 Industrials 88 BNS 23 33.26 big-cap Long -0.5 Financial Services 396 BEN 22 33.68 big-cap Long -1.0 Financial Services 93 PNC 23 39.25 big-cap Long -1.0 Financial Services 84 ENB 15 12.33 big-cap Long -1.0 Energy 62 MU 26 61.44 big-cap Long -1.0 Technology 158 CM 25 24.57 big-cap Long -1.0 Financial Services 81 FISV 10 8.76 big-cap Long -1.0 Technology 148 PSA 11 10.57 big-cap Long -1.0 Real Estate 372 LYV 23 49.03 big-cap Long -1.0 Communication Services 356 ON 28 68.85 big-cap Long -1.0 Technology 74 INFY 23 25.73 big-cap Long -1.0 Technology 130 EPD 6 -3.75 big-cap Long -1.0 Energy 124 AON 20 10.12 big-cap Long -1.0 Financial Services 236 FRC 30 42.58 big-cap Long -1.0 Financial Services 395 HBAN 24 36.67 big-cap Long -1.0 Financial Services 120 BX 22 27.64 big-cap Long -1.0 Financial Services 351 MAA 15 12.51 big-cap Long -1.0 Real Estate 302 VTR 24 11.03 big-cap Long -1.0 Real Estate 201 CTVA 38 55.92 big-cap Long -1.0 Basic Materials 271 FITB 29 53.52 big-cap Long -1.0 Financial Services 5 JPM 23 31.75 big-cap Long -1.0 Financial Services 224 WLTW 11 4.77 big-cap Long -1.0 Financial Services 466 WLK 11 9.12 big-cap Long -1.0 Basic Materials 217 ADM 11 8.73 big-cap Long -1.0 Consumer Defensive 252 TSN 11 13.46 big-cap Long -1.0 Consumer Defensive 12 CMCSA 24 22.35 big-cap Long -1.0 Communication Services 259 LH 28 30.99 big-cap Long -1.0 Healthcare 384 IFF 11 9.77 big-cap Long -1.0 Basic Materials 33 PM 21 12.07 big-cap Long -1.0 Consumer Defensive 443 LKQ 27 36.17 big-cap Long -1.0 Consumer Cyclical 299 COO 21 12.90 big-cap Long -1.0 Healthcare 87 TFC 29 35.27 big-cap Long -1.0 Financial Services 451 XPO 37 56.92 big-cap Long -1.5 Industrials 19 AVGO 25 25.07 big-cap Long -1.5 Technology 59 AMAT 25 74.73 big-cap Long -1.5 Technology 458 CBOE 9 5.52 big-cap Long -1.5 Financial Services 35 MS 24 44.88 big-cap Long -1.5 Financial Services 66 BKNG 23 31.65 big-cap Long -1.5 Consumer Cyclical 394 OMC 15 19.25 big-cap Long -1.5 Communication Services 8 DIS 23 41.66 big-cap Long -1.5 Communication Services 435 NWS 24 49.41 big-cap Long -1.5 Communication Services 57 GS 24 43.25 big-cap Long -1.5 Financial Services 122 NXPI 30 53.48 big-cap Long -1.5 Technology 380 CINF 19 25.22 big-cap Long -1.5 Financial Services 186 AIG 24 25.06 big-cap Long -1.5 Financial Services 219 DHI 10 11.00 big-cap Long -1.5 Consumer Cyclical 250 CAJ 12 8.21 big-cap Long -1.5 Technology 214 HLT 35 38.26 big-cap Long -1.5 Consumer Cyclical 208 LYB 24 35.87 big-cap Long -1.5 Basic Materials 205 MSI 30 20.75 big-cap Long -1.5 Technology 269 ZBRA 27 59.70 big-cap Long -1.5 Technology 270 CCEP 20 16.46 big-cap Long -1.5 Consumer Defensive 274 QRVO 45 56.59 big-cap Long -1.5 Technology 197 TDG 35 21.54 big-cap Long -1.5 Industrials 278 VMC 11 9.12 big-cap Long -1.5 Basic Materials 286 CQP 14 9.60 big-cap Long -1.5 Energy 177 TRV 27 20.32 big-cap Long -1.5 Financial Services 378 VICI 24 14.33 big-cap Long -1.5 Real Estate 176 CMI 10 6.33 big-cap Long -1.5 Industrials 174 IQV 23 15.44 big-cap Long -1.5 Healthcare 314 MTB 15 7.52 big-cap Long -1.5 Financial Services 160 LVS 10 11.18 big-cap Long -1.5 Consumer Cyclical 325 RF 29 54.94 big-cap Long -1.5 Financial Services 159 MAR 23 38.69 big-cap Long -1.5 Consumer Cyclical 137 F 28 61.42 big-cap Long -1.5 Consumer Cyclical 343 ESS 12 16.15 big-cap Long -1.5 Real Estate 118 EMR 25 27.99 big-cap Long -1.5 Industrials 113 BSX 10 -0.89 big-cap Long -1.5 unknown 103 HCA 25 31.46 big-cap Long -1.5 Healthcare 0 GOOG 26 33.10 big-cap Long -1.5 Communication Services Mean Return: 31.518475609756095 Mean Day/Week: 21.76219512195122 Accuracy:0.9878048780487805 *******************Part 1.4 Big Cap Short Maintainance********************* big_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 8 Consumer Cyclical 24 Consumer Defensive 2 Financial Services 28 Healthcare 5 Industrials 14 Real Estate 14 Technology 6 Utilities 1 **************************************** small_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 2.1 Small Cap Long Entry********************* small_long_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.2 Small Cap Short Entry********************* small_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.3 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 470 IVZ 29 72.48 small-cap Long 0.0 Financial Services 550 ATH 23 41.52 small-cap Long 0.0 Financial Services 560 ACM 29 51.99 small-cap Long 0.0 Industrials 563 RS 11 24.21 small-cap Long 0.0 Basic Materials 565 UGI 14 10.63 small-cap Long 0.0 Utilities 577 ARCC 24 24.54 small-cap Long 0.0 Financial Services 578 STLD 11 32.10 small-cap Long 0.0 Basic Materials 592 SC 11 6.93 small-cap Long 0.0 Financial Services 601 CASY 10 11.51 small-cap Long 0.0 Consumer Defensive 604 KNX 7 7.64 small-cap Long 0.0 Industrials 611 ARES 11 18.57 small-cap Long 0.0 Financial Services 612 ITT 25 35.69 small-cap Long 0.0 Industrials 630 OSK 22 40.94 small-cap Long 0.0 Industrials 640 ALK 21 40.34 small-cap Long 0.0 Industrials 655 DOOO 22 42.99 small-cap Long 0.0 Consumer Cyclical 684 WH 25 34.60 small-cap Long 0.0 Consumer Cyclical 687 SF 31 64.70 small-cap Long 0.0 Financial Services 689 SKX 10 11.36 small-cap Long 0.0 Consumer Cyclical 690 LSTR 11 12.61 small-cap Long 0.0 Industrials 692 MDU 24 27.28 small-cap Long 0.0 Basic Materials 705 SLM 28 69.37 small-cap Long 0.0 Financial Services 557 JLL 22 35.14 small-cap Long 0.0 Real Estate 712 GIL 27 35.75 small-cap Long 0.0 Consumer Cyclical 503 AOS 10 12.70 small-cap Long 0.0 Industrials 506 LNC 23 45.58 small-cap Long 0.0 Financial Services 532 LAMR 22 20.23 small-cap Long 0.0 Real Estate 511 VEDL 20 70.02 small-cap Long 0.0 Basic Materials 525 AGCO 40 84.17 small-cap Long 0.0 Industrials 523 HUBB 11 17.08 small-cap Long 0.0 Industrials 488 BG 39 62.15 small-cap Long 0.0 Consumer Defensive 594 CUBE 14 13.07 small-cap Long -0.5 Real Estate 688 TXRH 38 62.48 small-cap Long -0.5 Consumer Cyclical 609 BERY 10 7.76 small-cap Long -0.5 Consumer Cyclical 499 DLB 27 37.31 small-cap Long -0.5 Technology 632 HRC 11 9.89 small-cap Long -0.5 Healthcare 641 LSI 20 16.02 small-cap Long -0.5 Real Estate 489 UHAL 24 48.51 small-cap Long -0.5 Industrials 593 NNN 10 11.45 small-cap Long -0.5 Real Estate 686 STWD 22 34.62 small-cap Long -0.5 Real Estate 617 AN 22 43.79 small-cap Long -0.5 Consumer Cyclical 519 AGNCM 19 8.77 small-cap Long -0.5 Real Estate 480 MGP 24 14.70 small-cap Long -0.5 Real Estate 541 CMA 24 39.56 small-cap Long -0.5 Financial Services 543 PRAH 23 37.90 small-cap Long -0.5 Healthcare 710 BRX 24 34.04 small-cap Long -0.5 Real Estate 709 AER 10 33.00 small-cap Long -0.5 Industrials 693 TX 10 33.37 small-cap Long -0.5 Basic Materials 529 RE 10 3.81 small-cap Long -0.5 Financial Services 658 FCNCA 27 58.68 small-cap Long -1.0 Financial Services 657 TCF 22 36.96 small-cap Long -1.0 Financial Services 665 CFR 24 33.80 small-cap Long -1.0 Financial Services 667 PBCT 15 28.31 small-cap Long -1.0 Financial Services 701 PNFP 23 57.60 small-cap Long -1.0 Financial Services 477 HST 21 21.43 small-cap Long -1.0 Real Estate 675 TPX 39 66.06 small-cap Long -1.0 Consumer Cyclical 676 IART 23 34.98 small-cap Long -1.0 Healthcare 628 JBL 25 41.40 small-cap Long -1.0 Technology 711 ASH 19 19.38 small-cap Long -1.0 Basic Materials 677 PRI 24 18.87 small-cap Long -1.0 Financial Services 618 KRC 8 6.92 small-cap Long -1.0 Real Estate 682 FFIN 25 45.29 small-cap Long -1.0 Financial Services 533 DECK 30 49.44 small-cap Long -1.0 Consumer Cyclical 512 RP 20 30.82 small-cap Long -1.0 Technology 545 REG 12 21.72 small-cap Long -1.0 Real Estate 587 KIM 23 28.11 small-cap Long -1.0 Real Estate 553 RHI 24 22.74 small-cap Long -1.0 Industrials 571 RL 19 23.12 small-cap Long -1.0 Consumer Cyclical 508 LAD 25 45.44 small-cap Long -1.0 Consumer Cyclical 544 AFG 24 32.63 small-cap Long -1.0 Financial Services 546 CBSH 27 26.05 small-cap Long -1.5 Financial Services 487 LEA 25 36.53 small-cap Long -1.5 Consumer Cyclical 566 ARW 37 46.98 small-cap Long -1.5 Technology 486 DBX 18 22.33 small-cap Long -1.5 Technology 564 UA 23 36.71 small-cap Long -1.5 Consumer Cyclical 479 WSM 22 58.79 small-cap Long -1.5 Consumer Cyclical 555 FHN 22 34.51 small-cap Long -1.5 Financial Services 694 THC 23 63.07 small-cap Long -1.5 Healthcare 708 BYD 36 93.92 small-cap Long -1.5 Consumer Cyclical 700 BOKF 24 31.67 small-cap Long -1.5 Financial Services 567 UAA 23 42.57 small-cap Long -1.5 Consumer Cyclical 552 LEVI 28 47.49 small-cap Long -1.5 Consumer Cyclical 706 MAN 23 17.59 small-cap Long -1.5 Industrials 707 OMCL 27 54.88 small-cap Long -1.5 Healthcare 540 Y 10 5.97 small-cap Long -1.5 Financial Services 517 OC 24 30.00 small-cap Long -1.5 Industrials 606 H 22 21.25 small-cap Long -1.5 Consumer Cyclical 652 FSV 18 12.64 small-cap Long -1.5 Real Estate 631 MAT 37 63.51 small-cap Long -1.5 Consumer Cyclical 603 KSS 21 60.00 small-cap Long -1.5 Consumer Cyclical 634 PB 24 23.98 small-cap Long -1.5 Financial Services 493 CF 22 35.10 small-cap Long -1.5 Basic Materials 597 ICL 25 42.55 small-cap Long -1.5 Basic Materials 643 DKS 15 22.77 small-cap Long -1.5 Consumer Cyclical 475 FIVE 37 62.29 small-cap Long -1.5 Consumer Cyclical 679 SNV 27 59.31 small-cap Long -1.5 Financial Services 590 FLIR 17 26.97 small-cap Long -1.5 Technology 588 PII 15 27.08 small-cap Long -1.5 Consumer Cyclical 673 VIRT 15 22.84 small-cap Long -1.5 Financial Services 586 WAL 27 86.57 small-cap Long -1.5 Financial Services 579 ZION 22 40.62 small-cap Long -1.5 Financial Services 514 LPLA 24 50.61 small-cap Long -1.5 Financial Services 625 TOL 12 15.54 small-cap Long -1.5 Consumer Cyclical Mean Return: 35.3064705882353 Mean Day/Week: 21.558823529411764 Accuracy:1.0 *******************Part 2.4 Small Cap Short Maintaiance********************* small_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count Empty DataFrame Columns: [tickers] Index: [] **************************************** penny_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 3.1 Penny Cap Long Entry********************* penny_long_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 3.2 Penny Cap Short Entry********************* penny_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 3.3 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 3.4 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** Error: []

[stock-filter]

Stock weekly Filter Report for 2021/04/02 06-11-15

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 10 Communication Services 10 Consumer Cyclical 13 Consumer Defensive 8 Energy 7 Financial Services 51 Healthcare 5 Industrials 26 Real Estate 13 Technology 20 Utilities 2 unknown 4 **************************************** big_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 1.1 Big Cap Long Entry********************* big_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 253 ODFL 5 4.23 big-cap Long 0.0 Industrials 71 SPGI 2 0.00 big-cap Long -1.0 Financial Services 166 SRE 5 3.33 big-cap Long -1.0 Utilities 417 LNT 2 0.00 big-cap Long -1.0 Utilities 194 ORAN 5 0.33 big-cap Long -1.5 Communication Services 366 CPB 3 -1.77 big-cap Long -1.5 Consumer Defensive Mean Return: 1.0200000000000002 Mean Day/Week: 3.6666666666666665 Accuracy:0.5 *******************Part 1.2 Big Cap Short Entry********************* big_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 1.3 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 467 SNA 13 27.59 big-cap Long 0.0 Industrials 369 ALLY 35 73.95 big-cap Long 0.0 Financial Services 368 JBHT 11 16.61 big-cap Long 0.0 Industrials 361 TW 11 16.10 big-cap Long 0.0 Financial Services 358 NUE 10 36.81 big-cap Long 0.0 Basic Materials 121 BMO 24 38.97 big-cap Long 0.0 Financial Services 345 LSXMK 23 17.91 big-cap Long 0.0 Communication Services 136 MET 25 46.13 big-cap Long 0.0 Financial Services 341 STX 25 42.02 big-cap Long 0.0 Technology 139 PUK 11 26.90 big-cap Long 0.0 Financial Services 141 GD 15 19.57 big-cap Long 0.0 unknown 150 KHC 13 21.12 big-cap Long 0.0 Consumer Defensive 155 DOW 11 13.59 big-cap Long 0.0 Basic Materials 332 HPE 21 27.52 big-cap Long 0.0 Technology 164 LHX 7 9.12 big-cap Long 0.0 Industrials 170 ING 23 37.72 big-cap Long 0.0 Financial Services 171 TROW 24 23.37 big-cap Long 0.0 Financial Services 172 MFC 24 35.55 big-cap Long 0.0 Financial Services 305 CNHI 23 54.94 big-cap Long 0.0 Industrials 175 PH 41 59.33 big-cap Long 0.0 Industrials 179 TT 40 42.00 big-cap Long 0.0 Industrials 185 BCS 23 40.26 big-cap Long 0.0 Financial Services 293 URI 41 86.13 big-cap Long 0.0 Industrials 192 HPQ 25 54.39 big-cap Long 0.0 Technology 268 CBRE 24 48.69 big-cap Long 0.0 Real Estate 254 EQR 11 12.34 big-cap Long 0.0 Real Estate 251 AMP 30 42.52 big-cap Long 0.0 Financial Services 226 LUV 22 35.69 big-cap Long 0.0 Industrials 229 WELL 11 14.90 big-cap Long 0.0 Real Estate 107 DELL 22 30.94 big-cap Long 0.0 Technology 126 COF 25 54.61 big-cap Long 0.0 Financial Services 95 NSC 41 40.21 big-cap Long 0.0 Industrials 399 J 11 20.02 big-cap Long 0.0 Industrials 465 PWR 41 83.33 big-cap Long 0.0 Industrials 10 BAC 22 33.50 big-cap Long 0.0 Financial Services 454 TXT 25 40.50 big-cap Long 0.0 Industrials 453 MHK 26 66.09 big-cap Long 0.0 Consumer Cyclical 445 HWM 22 37.31 big-cap Long 0.0 Industrials 439 EQH 29 49.76 big-cap Long 0.0 Financial Services 39 SBUX 11 3.38 big-cap Long 0.0 Consumer Cyclical 438 WRB 10 12.46 big-cap Long 0.0 Financial Services 374 CE 11 18.59 big-cap Long 0.0 Basic Materials 426 LB 37 103.43 big-cap Long 0.0 Consumer Cyclical 61 DE 42 78.32 big-cap Long 0.0 Industrials 405 AVY 30 44.07 big-cap Long 0.0 Industrials 52 CAT 42 57.20 big-cap Long 0.0 Industrials 392 MKL 10 5.30 big-cap Long 0.0 Financial Services 72 MO 11 20.55 big-cap Long 0.0 Consumer Defensive 89 USB 11 19.75 big-cap Long 0.0 Financial Services 379 RJF 24 41.49 big-cap Long 0.0 unknown 397 WPP 20 27.82 big-cap Long 0.0 Communication Services 388 PFG 24 30.96 big-cap Long 0.0 Financial Services 257 KKR 25 29.87 big-cap Long -0.5 Financial Services 281 CDW 11 12.20 big-cap Long -0.5 Technology 276 SYF 24 47.76 big-cap Long -0.5 unknown 353 EXR 11 16.30 big-cap Long -0.5 Real Estate 261 NDAQ 15 9.15 big-cap Long -0.5 Financial Services 338 CFG 23 37.69 big-cap Long -0.5 Financial Services 256 AVB 11 9.54 big-cap Long -0.5 Real Estate 461 TTC 40 41.36 big-cap Long -0.5 Industrials 462 CPT 14 11.23 big-cap Long -0.5 Real Estate 243 DAL 10 17.95 big-cap Long -0.5 Industrials 242 MT 28 80.89 big-cap Long -0.5 Basic Materials 285 KSU 24 37.70 big-cap Long -0.5 Industrials 294 PKX 10 20.17 big-cap Long -0.5 Basic Materials 450 CNA 16 19.46 big-cap Long -0.5 Financial Services 398 CRL 48 59.20 big-cap Long -0.5 Healthcare 347 DRI 38 64.81 big-cap Long -0.5 Consumer Cyclical 389 IT 23 25.33 big-cap Long -0.5 Technology 296 EXPE 34 72.89 big-cap Long -0.5 Consumer Cyclical 232 WMB 15 14.10 big-cap Long -0.5 Energy 344 LSXMA 23 18.20 big-cap Long -0.5 Communication Services 433 UDR 13 12.53 big-cap Long -0.5 Real Estate 308 WDC 19 34.89 big-cap Long -0.5 Technology 411 L 24 21.91 big-cap Long -0.5 Financial Services 311 HIG 24 45.46 big-cap Long -0.5 Financial Services 318 TRMB 23 38.63 big-cap Long -0.5 Technology 327 BURL 23 42.41 big-cap Long -0.5 Consumer Cyclical 241 MPLX 23 32.09 big-cap Long -0.5 Energy 239 NWG 11 18.60 big-cap Long -0.5 Financial Services 51 SCHW 27 53.92 big-cap Long -0.5 Financial Services 13 INTC 11 11.39 big-cap Long -0.5 Technology 195 PRU 24 27.66 big-cap Long -0.5 Financial Services 32 WFC 11 21.16 big-cap Long -0.5 Financial Services 188 AFL 24 23.47 big-cap Long -0.5 Financial Services 36 C 20 24.40 big-cap Long -0.5 Financial Services 47 TD 23 30.36 big-cap Long -0.5 Financial Services 111 UBS 24 22.84 big-cap Long -0.5 Financial Services 63 EL 11 7.39 big-cap Long -0.5 Consumer Defensive 88 BNS 23 32.89 big-cap Long -0.5 Financial Services 169 E 10 19.61 big-cap Long -0.5 Energy 163 JCI 40 47.81 big-cap Long -0.5 Industrials 227 AME 25 16.51 big-cap Long -0.5 Industrials 230 PXD 22 44.02 big-cap Long -0.5 Energy 200 SPG 13 22.59 big-cap Long -0.5 Real Estate 125 AON 20 10.12 big-cap Long -1.0 Financial Services 149 PSA 11 10.57 big-cap Long -1.0 Real Estate 158 CM 25 27.06 big-cap Long -1.0 Financial Services 131 EPD 6 -3.75 big-cap Long -1.0 Energy 236 FRC 30 42.58 big-cap Long -1.0 Financial Services 5 JPM 23 31.75 big-cap Long -1.0 Financial Services 351 MAA 15 12.51 big-cap Long -1.0 Real Estate 62 MU 26 61.44 big-cap Long -1.0 Technology 356 ON 28 68.85 big-cap Long -1.0 Technology 74 INFY 23 25.73 big-cap Long -1.0 Technology 396 BEN 22 33.68 big-cap Long -1.0 Financial Services 395 HBAN 24 36.67 big-cap Long -1.0 Financial Services 372 LYV 23 49.03 big-cap Long -1.0 Communication Services 93 PNC 23 39.25 big-cap Long -1.0 Financial Services 81 FISV 10 8.76 big-cap Long -1.0 Technology 384 IFF 11 9.77 big-cap Long -1.0 Basic Materials 120 BX 22 27.64 big-cap Long -1.0 Financial Services 87 TFC 29 35.27 big-cap Long -1.0 Financial Services 217 ADM 11 8.73 big-cap Long -1.0 Consumer Defensive 84 ENB 15 12.33 big-cap Long -1.0 Energy 302 VTR 24 11.03 big-cap Long -1.0 Real Estate 299 COO 21 12.90 big-cap Long -1.0 Healthcare 224 WLTW 11 4.77 big-cap Long -1.0 Financial Services 443 LKQ 27 36.17 big-cap Long -1.0 Consumer Cyclical 466 WLK 11 9.12 big-cap Long -1.0 Basic Materials 33 PM 21 12.07 big-cap Long -1.0 Consumer Defensive 271 FITB 29 53.52 big-cap Long -1.0 Financial Services 201 CTVA 38 55.92 big-cap Long -1.0 Basic Materials 252 TSN 11 13.46 big-cap Long -1.0 Consumer Defensive 259 LH 28 30.99 big-cap Long -1.0 Healthcare 12 CMCSA 24 22.35 big-cap Long -1.0 Communication Services 59 AMAT 25 74.73 big-cap Long -1.5 Technology 8 DIS 23 41.66 big-cap Long -1.5 Communication Services 394 OMC 15 19.25 big-cap Long -1.5 Communication Services 19 AVGO 25 25.07 big-cap Long -1.5 Technology 458 CBOE 9 5.52 big-cap Long -1.5 Financial Services 57 GS 24 43.25 big-cap Long -1.5 Financial Services 451 XPO 37 56.92 big-cap Long -1.5 Industrials 35 MS 24 44.88 big-cap Long -1.5 Financial Services 66 BKNG 23 31.65 big-cap Long -1.5 Consumer Cyclical 435 NWS 24 49.41 big-cap Long -1.5 Communication Services 123 NXPI 30 53.48 big-cap Long -1.5 Technology 380 CINF 19 25.22 big-cap Long -1.5 Financial Services 378 VICI 24 14.33 big-cap Long -1.5 Real Estate 250 CAJ 12 8.21 big-cap Long -1.5 Technology 219 DHI 10 11.00 big-cap Long -1.5 Consumer Cyclical 214 HLT 35 38.26 big-cap Long -1.5 Consumer Cyclical 208 LYB 24 35.87 big-cap Long -1.5 Basic Materials 205 MSI 30 20.75 big-cap Long -1.5 Technology 269 ZBRA 27 59.70 big-cap Long -1.5 Technology 270 CCEP 20 16.46 big-cap Long -1.5 Consumer Defensive 274 QRVO 45 56.59 big-cap Long -1.5 Technology 278 VMC 11 9.12 big-cap Long -1.5 Basic Materials 197 TDG 35 21.54 big-cap Long -1.5 Industrials 286 CQP 14 9.60 big-cap Long -1.5 Energy 186 AIG 24 25.06 big-cap Long -1.5 Financial Services 176 CMI 10 6.33 big-cap Long -1.5 Industrials 174 IQV 23 15.44 big-cap Long -1.5 Healthcare 314 MTB 15 7.52 big-cap Long -1.5 Financial Services 160 LVS 10 11.18 big-cap Long -1.5 Consumer Cyclical 325 RF 29 54.94 big-cap Long -1.5 Financial Services 159 MAR 23 38.69 big-cap Long -1.5 Consumer Cyclical 138 F 28 61.42 big-cap Long -1.5 Consumer Cyclical 343 ESS 12 16.15 big-cap Long -1.5 Real Estate 118 EMR 25 27.99 big-cap Long -1.5 Industrials 113 BSX 10 -0.89 big-cap Long -1.5 unknown 103 HCA 25 31.46 big-cap Long -1.5 Healthcare 0 GOOG 26 33.10 big-cap Long -1.5 Communication Services Mean Return: 31.6001226993865 Mean Day/Week: 21.73006134969325 Accuracy:0.9877300613496932 *******************Part 1.4 Big Cap Short Maintainance********************* big_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 8 Consumer Cyclical 24 Consumer Defensive 2 Financial Services 28 Healthcare 5 Industrials 14 Real Estate 14 Technology 6 Utilities 1 **************************************** small_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 2.1 Small Cap Long Entry********************* small_long_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.2 Small Cap Short Entry********************* small_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.3 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 470 IVZ 29 72.48 small-cap Long 0.0 Financial Services 550 ATH 23 41.52 small-cap Long 0.0 Financial Services 560 ACM 29 51.99 small-cap Long 0.0 Industrials 563 RS 11 24.21 small-cap Long 0.0 Basic Materials 565 UGI 14 10.63 small-cap Long 0.0 Utilities 577 ARCC 24 24.54 small-cap Long 0.0 Financial Services 578 STLD 11 32.10 small-cap Long 0.0 Basic Materials 592 SC 11 6.93 small-cap Long 0.0 Financial Services 601 CASY 10 11.51 small-cap Long 0.0 Consumer Defensive 604 KNX 7 7.64 small-cap Long 0.0 Industrials 611 ARES 11 18.57 small-cap Long 0.0 Financial Services 612 ITT 25 35.69 small-cap Long 0.0 Industrials 630 OSK 22 40.94 small-cap Long 0.0 Industrials 640 ALK 21 40.34 small-cap Long 0.0 Industrials 655 DOOO 22 42.99 small-cap Long 0.0 Consumer Cyclical 684 WH 25 34.60 small-cap Long 0.0 Consumer Cyclical 687 SF 31 64.70 small-cap Long 0.0 Financial Services 689 SKX 10 11.36 small-cap Long 0.0 Consumer Cyclical 690 LSTR 11 12.61 small-cap Long 0.0 Industrials 692 MDU 24 27.28 small-cap Long 0.0 Basic Materials 705 SLM 28 69.37 small-cap Long 0.0 Financial Services 557 JLL 22 35.14 small-cap Long 0.0 Real Estate 712 GIL 27 35.75 small-cap Long 0.0 Consumer Cyclical 503 AOS 10 12.70 small-cap Long 0.0 Industrials 506 LNC 23 45.58 small-cap Long 0.0 Financial Services 532 LAMR 22 20.23 small-cap Long 0.0 Real Estate 511 VEDL 20 70.02 small-cap Long 0.0 Basic Materials 525 AGCO 40 84.17 small-cap Long 0.0 Industrials 523 HUBB 11 17.08 small-cap Long 0.0 Industrials 488 BG 39 62.15 small-cap Long 0.0 Consumer Defensive 594 CUBE 14 13.07 small-cap Long -0.5 Real Estate 688 TXRH 38 62.48 small-cap Long -0.5 Consumer Cyclical 609 BERY 10 7.76 small-cap Long -0.5 Consumer Cyclical 499 DLB 27 37.31 small-cap Long -0.5 Technology 632 HRC 11 9.89 small-cap Long -0.5 Healthcare 641 LSI 20 16.02 small-cap Long -0.5 Real Estate 489 UHAL 24 48.51 small-cap Long -0.5 Industrials 593 NNN 10 11.45 small-cap Long -0.5 Real Estate 686 STWD 22 34.62 small-cap Long -0.5 Real Estate 617 AN 22 43.79 small-cap Long -0.5 Consumer Cyclical 519 AGNCM 19 8.77 small-cap Long -0.5 Real Estate 480 MGP 24 14.70 small-cap Long -0.5 Real Estate 541 CMA 24 39.56 small-cap Long -0.5 Financial Services 543 PRAH 23 37.90 small-cap Long -0.5 Healthcare 710 BRX 24 34.04 small-cap Long -0.5 Real Estate 709 AER 10 33.00 small-cap Long -0.5 Industrials 693 TX 10 33.37 small-cap Long -0.5 Basic Materials 529 RE 10 3.81 small-cap Long -0.5 Financial Services 658 FCNCA 27 58.68 small-cap Long -1.0 Financial Services 657 TCF 22 36.96 small-cap Long -1.0 Financial Services 665 CFR 24 33.80 small-cap Long -1.0 Financial Services 667 PBCT 15 28.31 small-cap Long -1.0 Financial Services 701 PNFP 23 57.60 small-cap Long -1.0 Financial Services 477 HST 21 21.43 small-cap Long -1.0 Real Estate 675 TPX 39 66.06 small-cap Long -1.0 Consumer Cyclical 676 IART 23 34.98 small-cap Long -1.0 Healthcare 628 JBL 25 41.40 small-cap Long -1.0 Technology 711 ASH 19 19.38 small-cap Long -1.0 Basic Materials 677 PRI 24 18.87 small-cap Long -1.0 Financial Services 618 KRC 8 6.92 small-cap Long -1.0 Real Estate 682 FFIN 25 45.29 small-cap Long -1.0 Financial Services 533 DECK 30 49.44 small-cap Long -1.0 Consumer Cyclical 512 RP 20 30.82 small-cap Long -1.0 Technology 545 REG 12 21.72 small-cap Long -1.0 Real Estate 587 KIM 23 28.11 small-cap Long -1.0 Real Estate 553 RHI 24 22.74 small-cap Long -1.0 Industrials 571 RL 19 23.12 small-cap Long -1.0 Consumer Cyclical 508 LAD 25 45.44 small-cap Long -1.0 Consumer Cyclical 544 AFG 24 32.63 small-cap Long -1.0 Financial Services 546 CBSH 27 26.05 small-cap Long -1.5 Financial Services 487 LEA 25 36.53 small-cap Long -1.5 Consumer Cyclical 566 ARW 37 46.98 small-cap Long -1.5 Technology 486 DBX 18 22.33 small-cap Long -1.5 Technology 564 UA 23 36.71 small-cap Long -1.5 Consumer Cyclical 479 WSM 22 58.79 small-cap Long -1.5 Consumer Cyclical 555 FHN 22 34.51 small-cap Long -1.5 Financial Services 694 THC 23 63.07 small-cap Long -1.5 Healthcare 708 BYD 36 93.92 small-cap Long -1.5 Consumer Cyclical 700 BOKF 24 31.67 small-cap Long -1.5 Financial Services 567 UAA 23 42.57 small-cap Long -1.5 Consumer Cyclical 552 LEVI 28 47.49 small-cap Long -1.5 Consumer Cyclical 706 MAN 23 17.59 small-cap Long -1.5 Industrials 707 OMCL 27 54.88 small-cap Long -1.5 Healthcare 540 Y 10 5.97 small-cap Long -1.5 Financial Services 517 OC 24 30.00 small-cap Long -1.5 Industrials 606 H 22 21.25 small-cap Long -1.5 Consumer Cyclical 652 FSV 18 12.64 small-cap Long -1.5 Real Estate 631 MAT 37 63.51 small-cap Long -1.5 Consumer Cyclical 603 KSS 21 60.00 small-cap Long -1.5 Consumer Cyclical 634 PB 24 23.98 small-cap Long -1.5 Financial Services 493 CF 22 35.10 small-cap Long -1.5 Basic Materials 597 ICL 25 42.55 small-cap Long -1.5 Basic Materials 643 DKS 15 22.77 small-cap Long -1.5 Consumer Cyclical 475 FIVE 37 62.29 small-cap Long -1.5 Consumer Cyclical 679 SNV 27 59.31 small-cap Long -1.5 Financial Services 590 FLIR 17 26.97 small-cap Long -1.5 Technology 588 PII 15 27.08 small-cap Long -1.5 Consumer Cyclical 673 VIRT 15 22.84 small-cap Long -1.5 Financial Services 586 WAL 27 86.57 small-cap Long -1.5 Financial Services 579 ZION 22 40.62 small-cap Long -1.5 Financial Services 514 LPLA 24 50.61 small-cap Long -1.5 Financial Services 625 TOL 12 15.54 small-cap Long -1.5 Consumer Cyclical Mean Return: 35.3064705882353 Mean Day/Week: 21.558823529411764 Accuracy:1.0 *******************Part 2.4 Small Cap Short Maintaiance********************* small_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count Empty DataFrame Columns: [tickers] Index: [] **************************************** penny_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 3.1 Penny Cap Long Entry********************* penny_long_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 3.2 Penny Cap Short Entry********************* penny_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 3.3 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 3.4 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** Error: []

[stock-filter]

Stock daily Filter Report for 2021/04/02 05-40-07

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 6 Communication Services 2 Consumer Cyclical 12 Consumer Defensive 11 Financial Services 10 Healthcare 10 Industrials 25 Real Estate 7 Technology 16 Utilities 18 unknown 1 **************************************** big_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 1.1 Big Cap Long Entry********************* big_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 283 SAM 4 1.64 big-cap Long -0.5 Consumer Defensive 309 NWL 5 1.58 big-cap Long -0.5 Consumer Defensive 27 UPS 5 1.95 big-cap Long -1.0 Industrials 41 AMAT 4 12.16 big-cap Long -1.0 Technology 44 SYK 1 0.00 big-cap Long -1.0 Healthcare 55 LRCX 2 7.40 big-cap Long -1.0 Technology 179 CAJ 3 -0.43 big-cap Long -1.0 Technology 185 LH 5 -0.05 big-cap Long -1.0 Healthcare 191 GRMN 3 1.36 big-cap Long -1.0 Technology 204 CDW 2 2.23 big-cap Long -1.5 Technology 225 TRMB 1 0.00 big-cap Long -1.5 Technology 237 VAR 5 0.11 big-cap Long -1.5 Healthcare 84 BX 5 1.18 big-cap Long -2.0 Financial Services 307 MHK 1 0.00 big-cap Long -2.0 Consumer Cyclical Mean Return: 2.648181818181818 Mean Day/Week: 4.181818181818182 Accuracy:0.8181818181818182 *******************Part 1.2 Big Cap Short Entry********************* big_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 1.3 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 69 APD 10 4.03 big-cap Long 0.0 Basic Materials 32 LOW 13 8.88 big-cap Long 0.0 Consumer Cyclical 177 DLTR 10 7.07 big-cap Long 0.0 Consumer Defensive 57 CCI 13 5.66 big-cap Long 0.0 Real Estate 207 KSU 14 20.11 big-cap Long 0.0 Industrials 5 HD 14 10.06 big-cap Long 0.0 Consumer Cyclical 169 WCN 20 7.32 big-cap Long -0.5 Industrials 58 DUK 14 4.24 big-cap Long -0.5 Utilities 143 ORLY 20 8.74 big-cap Long -0.5 Consumer Cyclical 149 MSI 9 1.50 big-cap Long -0.5 Technology 119 LHX 17 7.03 big-cap Long -0.5 Industrials 83 NOC 15 6.65 big-cap Long -0.5 Industrials 21 TXN 9 6.61 big-cap Long -0.5 Technology 259 MAS 17 7.18 big-cap Long -0.5 Industrials 181 ODFL 20 10.44 big-cap Long -0.5 Industrials 298 ATO 14 5.34 big-cap Long -0.5 Utilities 278 LNT 17 7.74 big-cap Long -1.0 Utilities 168 AZO 19 13.59 big-cap Long -1.0 Consumer Cyclical 147 HSY 19 4.55 big-cap Long -1.0 Consumer Defensive 223 INVH 14 4.18 big-cap Long -1.0 Real Estate 29 LIN 18 6.89 big-cap Long -1.0 Basic Materials 235 TSCO 16 3.77 big-cap Long -1.0 Consumer Cyclical 170 LEN 16 14.30 big-cap Long -1.0 Consumer Cyclical 111 BAX 12 5.73 big-cap Long -1.0 Healthcare 109 AEP 15 5.48 big-cap Long -1.0 Utilities 200 GIB 15 4.53 big-cap Long -1.0 Technology 247 EXPD 19 12.25 big-cap Long -1.0 Industrials 248 DRE 13 3.00 big-cap Long -1.0 Real Estate 160 WEC 14 4.98 big-cap Long -1.0 Utilities 251 NTAP 11 4.97 big-cap Long -1.0 Technology 252 SHG 21 9.84 big-cap Long -1.0 Financial Services 253 AGR 19 5.61 big-cap Long -1.0 Utilities 43 LMT 15 8.78 big-cap Long -1.0 Industrials 203 GWW 15 2.94 big-cap Long -1.0 Industrials 67 NSC 7 2.60 big-cap Long -1.0 Industrials 62 FDX 17 8.94 big-cap Long -1.0 Industrials 161 SWK 24 11.08 big-cap Long -1.0 Industrials 11 T 15 2.22 big-cap Long -1.0 Communication Services 199 K 15 4.48 big-cap Long -1.5 Consumer Defensive 190 O 16 5.66 big-cap Long -1.5 Real Estate 187 NDAQ 10 3.54 big-cap Long -1.5 Financial Services 0 FB 14 9.00 big-cap Long -1.5 Communication Services 250 NUE 34 36.74 big-cap Long -1.5 Basic Materials 211 FTS 18 5.83 big-cap Long -1.5 Utilities 218 XYL 6 2.67 big-cap Long -1.5 Industrials 230 CMS 14 4.31 big-cap Long -1.5 Utilities 238 CAH 17 9.04 big-cap Long -1.5 Healthcare 249 KB 20 15.40 big-cap Long -1.5 Financial Services 267 BEN 14 1.95 big-cap Long -1.5 Financial Services 268 J 20 11.96 big-cap Long -1.5 Industrials 279 EVRG 20 8.11 big-cap Long -1.5 Utilities 293 WHR 19 11.28 big-cap Long -1.5 Consumer Cyclical 301 RPM 17 4.90 big-cap Long -1.5 Basic Materials 303 LII 18 9.14 big-cap Long -1.5 Industrials 310 AAP 24 13.88 big-cap Long -1.5 Consumer Cyclical 312 CPT 14 1.76 big-cap Long -1.5 Real Estate 178 ED 15 4.67 big-cap Long -1.5 Utilities 313 ALLE 18 11.50 big-cap Long -1.5 Industrials 172 FMX 19 5.21 big-cap Long -1.5 Consumer Defensive 136 PPG 19 4.10 big-cap Long -1.5 Basic Materials 88 WM 21 11.98 big-cap Long -1.5 Industrials 93 KDP 17 3.27 big-cap Long -1.5 Consumer Defensive 4 UNH 19 5.17 big-cap Long -1.5 Healthcare 103 EXC 15 3.09 big-cap Long -1.5 Utilities 121 SRE 17 5.05 big-cap Long -1.5 Utilities 124 GIS 17 4.17 big-cap Long -1.5 Consumer Defensive 48 MDLZ 13 1.71 big-cap Long -1.5 Consumer Defensive 134 CARR 16 7.13 big-cap Long -1.5 Industrials 75 MMC 20 5.18 big-cap Long -1.5 Financial Services 70 D 15 2.98 big-cap Long -1.5 Utilities 138 BCS 32 19.12 big-cap Long -1.5 Financial Services 36 IBM 17 4.19 big-cap Long -1.5 Technology 151 RSG 20 6.00 big-cap Long -1.5 Industrials 153 PEG 15 3.43 big-cap Long -1.5 Utilities 23 MCD 17 5.54 big-cap Long -1.5 Consumer Cyclical 154 MCK 15 3.25 big-cap Long -1.5 Healthcare 157 DHI 17 10.93 big-cap Long -1.5 Consumer Cyclical 19 ACN 15 5.06 big-cap Long -1.5 Technology 15 CSCO 16 6.48 big-cap Long -1.5 Technology 38 MMM 20 6.50 big-cap Long -2.0 Industrials 288 PPD 14 2.52 big-cap Long -2.0 Healthcare 282 PHM 17 9.97 big-cap Long -2.0 Consumer Cyclical 51 MO 20 14.31 big-cap Long -2.0 Consumer Defensive 272 MOH 16 2.84 big-cap Long -2.0 Healthcare 294 ELS 14 1.99 big-cap Long -2.0 Real Estate 163 GLW 18 13.85 big-cap Long -2.0 Technology 219 HIG 22 28.35 big-cap Long -2.0 Financial Services 182 FNV 12 4.53 big-cap Long -2.0 Basic Materials 243 MAA 14 1.27 big-cap Long -2.0 Real Estate 107 KHC 6 2.14 big-cap Long -2.0 Consumer Defensive 195 ABC 17 4.57 big-cap Long -2.0 Healthcare 208 ETR 14 1.55 big-cap Long -2.0 Utilities 214 AEE 18 8.24 big-cap Long -2.0 Utilities 73 VMW 18 5.65 big-cap Long -2.5 Technology 183 DTE 19 7.42 big-cap Long -2.5 Utilities 140 PAYX 19 5.92 big-cap Long -2.5 Industrials 292 CNP 15 3.22 big-cap Long -2.5 Utilities 72 BAM 15 2.85 big-cap Long -2.5 Financial Services 125 INFO 18 6.62 big-cap Long -2.5 Industrials 224 DOV 24 8.16 big-cap Long -2.5 Industrials 50 SPGI 20 8.24 big-cap Long -2.5 Financial Services 66 ITW 24 7.68 big-cap Long -2.5 Industrials 87 NXPI 13 3.09 big-cap Long -2.5 Technology 98 GD 40 14.07 big-cap Long -2.5 unknown Mean Return: 7.146538461538461 Mean Day/Week: 16.75 Accuracy:1.0 *******************Part 1.4 Big Cap Short Maintainance********************* big_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 1 Consumer Cyclical 5 Consumer Defensive 1 Energy 1 Financial Services 5 Healthcare 2 Industrials 9 Real Estate 4 Technology 3 Utilities 3 **************************************** small_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 2.1 Small Cap Long Entry********************* small_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 372 CASY 5 -0.09 small-cap Long -0.5 Consumer Defensive 398 FAF 4 0.90 small-cap Long -0.5 Financial Services 362 COG 1 0.00 small-cap Long -1.5 Energy 404 JHG 1 0.00 small-cap Long -2.0 Financial Services 388 HRC 5 -0.24 small-cap Long -2.5 Healthcare Mean Return: 0.19000000000000003 Mean Day/Week: 5.333333333333333 Accuracy:0.3333333333333333 *******************Part 2.2 Small Cap Short Entry********************* small_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.3 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 327 GFL 24 11.89 small-cap Long -0.5 Industrials 315 AMH 14 5.10 small-cap Long -1.0 Real Estate 416 BWXT 20 11.76 small-cap Long -1.0 Industrials 344 PNW 15 4.43 small-cap Long -1.0 Utilities 399 DOOO 14 11.13 small-cap Long -1.0 Consumer Cyclical 414 TX 28 21.68 small-cap Long -1.5 Basic Materials 417 SWI 10 3.88 small-cap Long -1.5 Technology 346 NI 15 6.64 small-cap Long -1.5 Utilities 351 PRAH 12 6.02 small-cap Long -1.5 Healthcare 400 WF 20 3.84 small-cap Long -1.5 Financial Services 357 ACM 20 10.27 small-cap Long -1.5 Industrials 375 BERY 22 5.66 small-cap Long -1.5 Consumer Cyclical 411 STWD 20 9.90 small-cap Long -1.5 Real Estate 322 WSO 13 4.61 small-cap Long -1.5 Industrials 405 VIRT 15 6.39 small-cap Long -1.5 Financial Services 353 AIZ 17 2.67 small-cap Long -1.5 Financial Services 412 SKX 19 11.16 small-cap Long -2.0 Consumer Cyclical 409 FR 19 8.58 small-cap Long -2.0 Real Estate 408 WH 20 10.36 small-cap Long -2.0 Consumer Cyclical 385 JBL 15 9.35 small-cap Long -2.0 Technology 390 CDK 14 1.21 small-cap Long -2.0 Technology 380 AN 19 2.92 small-cap Long -2.0 Consumer Cyclical 333 AOS 24 11.53 small-cap Long -2.0 Industrials 332 PNR 24 7.09 small-cap Long -2.0 Industrials 329 COLD 13 2.93 small-cap Long -2.0 Real Estate 393 OGE 15 2.61 small-cap Long -2.5 Utilities 386 HII 20 9.87 small-cap Long -2.5 Industrials 356 CSL 18 7.53 small-cap Long -2.5 Industrials 419 AER 22 21.77 small-cap Long -2.5 Industrials Mean Return: 8.026896551724137 Mean Day/Week: 17.96551724137931 Accuracy:1.0 *******************Part 2.4 Small Cap Short Maintaiance********************* small_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 5 Communication Services 2 Consumer Cyclical 7 Consumer Defensive 4 Financial Services 17 Healthcare 3 Industrials 6 Real Estate 4 Technology 5 Utilities 7 unknown 1 **************************************** penny_industry_downtrending_count tickers industry Consumer Cyclical 1 *******************Part 3.1 Penny Cap Long Entry********************* penny_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 605 KRO 5 -0.31 penny-cap Long 0.0 Basic Materials 527 HMY 2 11.70 penny-cap Long -0.5 Basic Materials 578 OI 5 -0.06 penny-cap Long -0.5 Consumer Cyclical 449 NEA 4 1.02 penny-cap Long -1.0 Financial Services 464 INOV 2 3.09 penny-cap Long -1.5 Healthcare 512 MMSI 1 0.00 penny-cap Long -1.5 Healthcare 583 FCPT 1 0.00 penny-cap Long -1.5 Real Estate 615 TY 5 1.61 penny-cap Long -1.5 Financial Services 622 PRAA 4 0.75 penny-cap Long -1.5 Financial Services 577 NVMI 2 5.03 penny-cap Long -2.0 Technology 594 ADX 2 0.93 penny-cap Long -2.0 Financial Services Mean Return: 2.64 Mean Day/Week: 3.6666666666666665 Accuracy:0.7777777777777778 *******************Part 3.2 Penny Cap Short Entry********************* penny_short_signal_entry Symbol Day Return Market Cap Long/Short Score industry 542 XL 1 0.0 penny-cap Short 0.0 Consumer Cyclical Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************Part 3.3 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 479 HE 24 23.67 penny-cap Long 0.0 Utilities 598 HOVNP 59 91.91 penny-cap Long 0.0 unknown 465 FCN 25 21.81 penny-cap Long 0.0 Industrials 480 PSN 8 5.14 penny-cap Long 0.0 Industrials 438 SNX 20 24.04 penny-cap Long -0.5 Technology 669 RNP 12 3.54 penny-cap Long -0.5 Financial Services 426 MMS 20 7.89 penny-cap Long -1.0 Industrials 619 BDJ 24 6.92 penny-cap Long -1.0 Financial Services 604 RQI 15 5.06 penny-cap Long -1.0 Financial Services 574 NAVI 17 9.10 penny-cap Long -1.0 Financial Services 573 MAIN 40 20.04 penny-cap Long -1.0 Financial Services 533 CCOI 16 10.23 penny-cap Long -1.0 Communication Services 485 MUSA 15 12.35 penny-cap Long -1.0 Consumer Cyclical 532 LGIH 23 26.41 penny-cap Long -1.0 Consumer Cyclical 620 CXP 19 16.42 penny-cap Long -1.0 Real Estate 445 RXT 12 6.29 penny-cap Long -1.0 Technology 674 ETW 14 3.21 penny-cap Long -1.0 Financial Services 450 PNM 10 0.53 penny-cap Long -1.0 Utilities 463 ESGRP 7 1.02 penny-cap Long -1.0 Financial Services 666 LOMA 14 5.31 penny-cap Long -1.5 Basic Materials 443 GPK 18 6.37 penny-cap Long -1.5 Consumer Cyclical 603 EVT 17 4.59 penny-cap Long -1.5 Financial Services 482 TTEC 16 7.12 penny-cap Long -1.5 Technology 568 OMI 25 12.66 penny-cap Long -1.5 Healthcare 475 BAK 15 15.09 penny-cap Long -1.5 Basic Materials 569 CENTA 20 14.56 penny-cap Long -1.5 Consumer Defensive 492 TMHC 15 8.53 penny-cap Long -1.5 Consumer Cyclical 545 AVA 26 16.14 penny-cap Long -1.5 Utilities 646 BXMX 17 4.34 penny-cap Long -1.5 Financial Services 433 NOMD 14 7.32 penny-cap Long -2.0 Consumer Defensive 609 SMCI 19 13.98 penny-cap Long -2.0 Technology 608 OTTR 20 8.31 penny-cap Long -2.0 Utilities 472 BKH 19 4.07 penny-cap Long -2.0 Utilities 489 UFPI 20 22.05 penny-cap Long -2.0 Basic Materials 667 BIF 24 5.76 penny-cap Long -2.0 Financial Services 663 UVV 24 13.26 penny-cap Long -2.0 Consumer Defensive 547 STAY 29 22.83 penny-cap Long -2.0 Consumer Cyclical 588 CUB 9 -0.76 penny-cap Long -2.0 Industrials 580 TDS 18 7.73 penny-cap Long -2.0 Communication Services 529 NWE 21 10.23 penny-cap Long -2.0 Utilities 456 KBH 17 7.97 penny-cap Long -2.0 Consumer Cyclical 665 SNEX 22 9.39 penny-cap Long -2.5 Financial Services 557 MGEE 19 4.85 penny-cap Long -2.5 Utilities 597 EPC 16 11.54 penny-cap Long -2.5 Consumer Defensive 596 HUBG 23 15.66 penny-cap Long -2.5 Industrials 560 SFBS 38 32.76 penny-cap Long -2.5 Financial Services 428 STAG 19 5.89 penny-cap Long -2.5 Real Estate 515 CAR 31 55.00 penny-cap Long -2.5 Industrials 466 APAM 12 -1.39 penny-cap Long -2.5 Financial Services 679 NXRT 19 7.66 penny-cap Long -2.5 Real Estate Mean Return: 13.088 Mean Day/Week: 19.92 Accuracy:0.96 *******************Part 3.4 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** Error: []

[stock-filter]

Stock monthly Filter Report for 2021/04/01 11-55-44

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 3 Consumer Cyclical 5 Consumer Defensive 6 Financial Services 12 Healthcare 15 Industrials 26 Real Estate 4 Technology 25 Utilities 1 **************************************** big_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 1.1 Big Cap Long Entry********************* big_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 73 AXP 4 6.11 big-cap Long 0.0 Financial Services 183 SYY 4 -0.83 big-cap Long 0.0 Consumer Defensive 215 MSI 4 7.63 big-cap Long 0.0 Technology 286 CDW 4 7.42 big-cap Long 0.0 Technology 442 CPT 3 0.98 big-cap Long -0.5 Real Estate 71 DEO 2 1.65 big-cap Long -1.0 Consumer Defensive 11 JPM 4 18.88 big-cap Long -1.5 Financial Services 120 PNC 5 22.53 big-cap Long -1.5 Financial Services 44 MCD 1 0.00 big-cap Long -2.0 Consumer Cyclical 214 HSY 2 0.25 big-cap Long -2.0 Consumer Defensive 242 WCN 1 0.00 big-cap Long -2.0 Industrials Mean Return: 7.180000000000001 Mean Day/Week: 3.7777777777777777 Accuracy:0.8888888888888888 *******************Part 1.2 Big Cap Short Entry********************* big_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 1.3 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 445 PWR 11 58.57 big-cap Long 0.0 Industrials 189 PH 11 47.78 big-cap Long 0.0 Industrials 151 CP 16 44.39 big-cap Long 0.0 Industrials 155 ALGN 7 27.50 big-cap Long 0.0 Healthcare 163 TRI 13 26.15 big-cap Long 0.0 Industrials 164 TEL 10 30.98 big-cap Long 0.0 Technology 167 SNPS 28 108.27 big-cap Long 0.0 Technology 296 MLM 8 24.06 big-cap Long 0.0 Basic Materials 176 CDNS 37 137.20 big-cap Long 0.0 Technology 179 A 14 39.10 big-cap Long 0.0 Healthcare 181 JCI 11 41.36 big-cap Long 0.0 Industrials 190 CMI 14 43.25 big-cap Long 0.0 Industrials 297 URI 9 67.24 big-cap Long 0.0 Industrials 193 TT 12 35.65 big-cap Long 0.0 Industrials 391 AVY 9 31.57 big-cap Long 0.0 Industrials 282 EPAM 13 62.93 big-cap Long 0.0 Technology 207 PCAR 17 25.01 big-cap Long 0.0 Industrials 279 VMC 8 18.14 big-cap Long 0.0 Basic Materials 413 GGG 11 23.39 big-cap Long 0.0 Industrials 225 MTD 10 23.81 big-cap Long 0.0 Healthcare 226 ADM 10 23.80 big-cap Long 0.0 Consumer Defensive 231 GLW 10 33.58 big-cap Long 0.0 Technology 247 MXIM 11 35.23 big-cap Long 0.0 Technology 144 NXPI 13 60.08 big-cap Long 0.0 Technology 141 ETN 13 44.32 big-cap Long 0.0 Industrials 77 TGT 17 66.47 big-cap Long 0.0 Consumer Defensive 383 CRL 13 75.94 big-cap Long 0.0 Healthcare 31 AVGO 12 34.93 big-cap Long 0.0 Technology 42 TXN 11 31.79 big-cap Long 0.0 Technology 375 ENTG 17 84.63 big-cap Long 0.0 Technology 441 TTC 10 23.13 big-cap Long 0.0 Industrials 353 ON 6 41.22 big-cap Long 0.0 Technology 69 CAT 9 41.55 big-cap Long 0.0 Industrials 304 LOGI 13 62.82 big-cap Long 0.0 Technology 254 AMP 11 44.24 big-cap Long 0.0 Financial Services 78 DE 12 61.41 big-cap Long 0.0 Industrials 431 DAR 12 123.55 big-cap Long 0.0 Consumer Defensive 92 INFY 10 43.43 big-cap Long 0.0 Technology 337 VAR 9 1.78 big-cap Long 0.0 Healthcare 334 GNRC 25 196.58 big-cap Long 0.0 Industrials 330 AES 9 36.00 big-cap Long 0.0 Utilities 122 NSC 10 25.27 big-cap Long 0.0 Industrials 291 KSU 16 61.77 big-cap Long -0.5 Industrials 357 CGNX 15 39.89 big-cap Long -0.5 Technology 392 MOH 13 37.93 big-cap Long -0.5 Healthcare 323 NVR 9 13.67 big-cap Long -0.5 Consumer Cyclical 263 GRMN 15 34.18 big-cap Long -0.5 Technology 384 NUAN 13 88.28 big-cap Long -0.5 Technology 350 EXR 8 19.80 big-cap Long -0.5 Real Estate 196 CRH 11 26.56 big-cap Long -0.5 Basic Materials 245 FRC 9 29.88 big-cap Long -0.5 Financial Services 205 ZBH 10 17.49 big-cap Long -0.5 Healthcare 20 ASML 26 119.26 big-cap Long -0.5 Technology 439 MORN 12 35.02 big-cap Long -0.5 Financial Services 119 ABB 11 24.10 big-cap Long -0.5 Industrials 232 SLF 7 14.84 big-cap Long -0.5 Financial Services 129 ADI 8 14.50 big-cap Long -0.5 Technology 128 HCA 7 14.18 big-cap Long -0.5 Healthcare 422 TREX 14 73.25 big-cap Long -0.5 Industrials 185 TROW 15 39.10 big-cap Long -1.0 Financial Services 387 TECH 16 42.13 big-cap Long -1.0 Healthcare 255 ODFL 28 82.45 big-cap Long -1.0 Industrials 24 ABT 17 29.72 big-cap Long -1.0 Healthcare 45 MDT 7 2.19 big-cap Long -1.0 Healthcare 259 KKR 16 64.27 big-cap Long -1.0 Financial Services 64 BLK 16 41.38 big-cap Long -1.0 Financial Services 352 DRE 17 24.19 big-cap Long -1.0 Real Estate 76 AMAT 16 103.07 big-cap Long -1.0 Technology 97 LRCX 16 93.18 big-cap Long -1.0 Technology 262 NDAQ 17 35.19 big-cap Long -1.0 Financial Services 121 ITW 16 28.23 big-cap Long -1.0 Industrials 229 SWK 11 24.09 big-cap Long -1.0 Industrials 398 OTEX 6 7.09 big-cap Long -1.0 Technology 142 BX 17 42.80 big-cap Long -1.0 Financial Services 175 APH 12 22.79 big-cap Long -1.0 Technology 390 PKG 9 19.48 big-cap Long -1.0 Consumer Cyclical 15 UNH 16 22.52 big-cap Long -1.5 Healthcare 222 MCK 16 24.52 big-cap Long -1.5 Healthcare 212 SWKS 17 63.05 big-cap Long -1.5 Technology 57 LOW 14 38.40 big-cap Long -1.5 Consumer Cyclical 48 BMY 12 4.29 big-cap Long -1.5 Healthcare 17 HD 15 25.19 big-cap Long -2.0 Consumer Cyclical 428 LII 10 15.92 big-cap Long -2.0 Industrials 223 ROK 16 22.69 big-cap Long -2.0 Industrials 269 ABC 17 30.54 big-cap Long -2.5 Healthcare 89 PLD 17 21.82 big-cap Long -2.5 Real Estate Mean Return: 43.52313953488373 Mean Day/Week: 13.232558139534884 Accuracy:1.0 *******************Part 1.4 Big Cap Short Maintainance********************* big_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 1 Consumer Cyclical 8 Energy 1 Financial Services 5 Healthcare 1 Industrials 11 Real Estate 6 Technology 1 unknown 1 **************************************** small_industry_downtrending_count tickers industry Healthcare 1 *******************Part 2.1 Small Cap Long Entry********************* small_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 571 TPL 4 41.95 small-cap Long 0.0 Energy 612 IART 3 1.08 small-cap Long 0.0 Healthcare Mean Return: 21.515 Mean Day/Week: 3.5 Accuracy:1.0 *******************Part 2.2 Small Cap Short Entry********************* small_short_signal_entry Symbol Day Return Market Cap Long/Short Score industry 541 SRPT 4 -13.48 small-cap Short -1.5 Healthcare Mean Return: -13.48 Mean Day/Week: 4.0 Accuracy:1.0 *******************Part 2.3 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 561 ARES 17 59.83 small-cap Long 0.0 Financial Services 550 LECO 11 32.19 small-cap Long 0.0 Industrials 622 SF 9 37.14 small-cap Long 0.0 Financial Services 618 FFIN 6 27.30 small-cap Long 0.0 Financial Services 611 TPX 14 89.33 small-cap Long 0.0 Consumer Cyclical 601 TKR 11 45.20 small-cap Long 0.0 Industrials 600 FCNCA 7 39.63 small-cap Long 0.0 Financial Services 597 DOOO 10 52.57 small-cap Long 0.0 Consumer Cyclical 583 LSI 9 15.94 small-cap Long 0.0 Real Estate 569 TFII 13 63.31 small-cap Long 0.0 Industrials 454 FIVE 6 22.75 small-cap Long 0.0 Consumer Cyclical 558 TTEK 12 42.53 small-cap Long 0.0 Industrials 639 RBC 14 54.59 small-cap Long 0.0 Industrials 499 DECK 13 85.50 small-cap Long 0.0 Consumer Cyclical 494 AGCO 9 67.26 small-cap Long 0.0 Industrials 547 CUBE 9 14.90 small-cap Long 0.0 Real Estate 524 RS 9 38.22 small-cap Long 0.0 Basic Materials 472 PNR 11 34.22 small-cap Long 0.0 Industrials 511 CBSH 6 16.38 small-cap Long 0.0 Financial Services 625 LSTR 13 26.07 small-cap Long -0.5 Industrials 493 HUBB 12 30.01 small-cap Long -0.5 Industrials 553 BC 14 45.45 small-cap Long -0.5 Consumer Cyclical 502 GNTX 7 9.97 small-cap Long -0.5 Consumer Cyclical 576 JBL 8 34.94 small-cap Long -0.5 Technology 564 REXR 8 7.46 small-cap Long -0.5 Real Estate 562 ITT 7 17.80 small-cap Long -0.5 Industrials 450 AMH 15 24.37 small-cap Long -0.5 Real Estate 584 DKS 15 70.60 small-cap Long -1.0 Consumer Cyclical 556 JSM 12 13.50 small-cap Long -1.0 unknown 614 EGP 9 10.09 small-cap Long -1.0 Real Estate 620 FR 8 11.88 small-cap Long -1.5 Real Estate 461 WSO 14 47.49 small-cap Long -1.5 Industrials 490 ATR 6 5.29 small-cap Long -2.0 Consumer Cyclical Mean Return: 36.173030303030295 Mean Day/Week: 10.424242424242424 Accuracy:1.0 *******************Part 2.4 Small Cap Short Maintaiance********************* small_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 1 Consumer Cyclical 9 Consumer Defensive 2 Financial Services 19 Healthcare 7 Industrial Goods 1 Industrials 11 Real Estate 1 Technology 7 Utilities 1 unknown 3 **************************************** penny_industry_downtrending_count Empty DataFrame Columns: [tickers] Index: [] *******************Part 3.1 Penny Cap Long Entry********************* penny_long_signal_entry Symbol Day Return Market Cap Long/Short Score industry 701 CLH 3 -0.35 penny-cap Long 0.0 Industrials 860 CWT 3 3.25 penny-cap Long 0.0 Utilities Mean Return: 1.45 Mean Day/Week: 3.0 Accuracy:0.5 *******************Part 3.2 Penny Cap Short Entry********************* penny_short_signal_entry Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 3.3 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Symbol Day Return Market Cap Long/Short Score industry 657 PAG 9 49.73 penny-cap Long 0.0 Consumer Cyclical 848 ATCO 10 52.62 penny-cap Long 0.0 Financial Services 957 NVMI 19 112.58 penny-cap Long 0.0 Technology 1032 ALG 7 14.34 penny-cap Long 0.0 Industrials 943 OMI 11 44.32 penny-cap Long 0.0 Healthcare 659 CROX 12 112.11 penny-cap Long 0.0 Consumer Cyclical 928 RUSHA 13 46.09 penny-cap Long 0.0 Consumer Cyclical 926 RUSHB 10 38.30 penny-cap Long 0.0 Consumer Cyclical 922 KLIC 8 58.97 penny-cap Long 0.0 Technology 910 RCII 16 95.55 penny-cap Long 0.0 Industrials 904 CSQ 18 35.43 penny-cap Long 0.0 Financial Services 1052 SYKE 7 27.39 penny-cap Long 0.0 Technology 886 MATX 10 58.27 penny-cap Long 0.0 Industrials 883 GPI 9 40.92 penny-cap Long 0.0 Consumer Cyclical 873 NGHCP 11 8.78 penny-cap Long 0.0 Financial Services 1064 LKFN 8 32.80 penny-cap Long 0.0 Financial Services 968 VCEL 13 148.90 penny-cap Long 0.0 Healthcare 1180 CAMT 13 119.85 penny-cap Long 0.0 Technology 835 SNBR 8 119.99 penny-cap Long 0.0 Consumer Cyclical 670 RXN 8 25.34 penny-cap Long 0.0 Industrials 679 ENSG 11 53.71 penny-cap Long 0.0 Healthcare 1133 WIRE 6 11.54 penny-cap Long 0.0 Industrials 793 FELE 13 41.31 penny-cap Long 0.0 Industrials 787 KTOS 6 33.25 penny-cap Long 0.0 Industrials 759 TTEC 13 87.68 penny-cap Long 0.0 Technology 841 AVAV 6 38.17 penny-cap Long 0.0 Industrials 1161 CHY 11 13.37 penny-cap Long 0.0 Financial Services 706 GTLS 7 57.48 penny-cap Long 0.0 Industrial Goods 689 NOVT 13 45.54 penny-cap Long 0.0 Technology 1178 SYBT 8 27.50 penny-cap Long 0.0 Financial Services 989 ADX 13 17.71 penny-cap Long -0.5 Financial Services 1158 ZUMZ 8 50.75 penny-cap Long -0.5 Consumer Cyclical 1119 CASH 7 24.71 penny-cap Long -0.5 Financial Services 1055 LNN 12 55.58 penny-cap Long -0.5 Industrials 1103 ETG 11 15.57 penny-cap Long -0.5 Financial Services 940 CENT 8 39.45 penny-cap Long -0.5 Consumer Defensive 736 APAM 13 46.08 penny-cap Long -0.5 Financial Services 901 UTF 10 11.91 penny-cap Long -0.5 Financial Services 803 NAD 16 8.54 penny-cap Long -0.5 Financial Services 983 BCC 9 53.77 penny-cap Long -1.0 Basic Materials 846 TDE 13 6.17 penny-cap Long -1.0 unknown 1167 EOS 20 28.37 penny-cap Long -1.0 Financial Services 717 WTS 9 8.75 penny-cap Long -1.0 Industrials 1148 JOUT 13 55.65 penny-cap Long -1.0 Consumer Cyclical 1147 STAR 8 26.79 penny-cap Long -1.0 Real Estate 1124 STC 11 22.05 penny-cap Long -1.0 Financial Services 806 CNMD 6 15.72 penny-cap Long -1.0 Healthcare 1106 BST 22 51.55 penny-cap Long -1.0 Financial Services 1099 HYT 11 5.55 penny-cap Long -1.0 Financial Services 1083 FPF 12 7.96 penny-cap Long -1.0 Financial Services 849 TDJ 12 4.04 penny-cap Long -1.0 unknown 1046 PATK 13 36.09 penny-cap Long -1.0 Consumer Cyclical 944 CENTA 8 39.11 penny-cap Long -1.0 Consumer Defensive 1185 VIVO 6 46.89 penny-cap Long -1.0 Healthcare 999 BTT 19 5.23 penny-cap Long -1.5 Financial Services 1088 BTZ 19 9.96 penny-cap Long -1.5 Financial Services 861 TDA 17 13.02 penny-cap Long -1.5 unknown 1000 ADUS 13 30.96 penny-cap Long -1.5 Healthcare 684 CCMP 8 19.26 penny-cap Long -1.5 Technology 680 CBPO 10 10.66 penny-cap Long -1.5 Healthcare Mean Return: 40.32799999999999 Mean Day/Week: 11.183333333333334 Accuracy:1.0 *******************Part 3.4 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, Score, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan ************************************** ************************************** 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