#wbk 159

[nanakorobiyaokii]

sakura *exists*

everyone: 😊🥰😊🥰😊🥰😊🥰😊🥰😊🥰😊🥰😊🥰

[raamitsu]

WIND BREAKER CHAPTER 159 SPOILERS ‼️

panels uploaded by tsubakinoswife on twitter ⭐

IM HAPPY 😭❤

[such-a-downer]

THEY LOOK SO CUUUTE IN THEIR SUMMER UNIFORM!!!! TOO BAD THERE ARE STILL OTHERS NOT YET WEARING THEM- SUO, KIRYU, ANZAI, KURITA, KAKIUCHI AND TAKANASHI. IF IT WAS ONLY SUO WHO'S NOT IN UNIFORM, I WOULD'VE BOMBASTIC SIDE EYED HIM

[shadowmoonarts]

HE FINALLY GOT HIS RED BEAN BUN

[transient-winds]

SUMMER BBQ ITS SUMMER BBQ TIME 🎉🥳

this is most definitely going to be 80% me yapping about (and going feral over) Sakura and how much of a good boy he is. No analysis just pure babbles. 

Wind Breaker Chapter 159 Spoilers ahead!

It’s been a month since the Noroshi Arc (making it July as of canon times) and Bofurin had been working tirelessly in repairing the collateral damages to the town and the school.

Not surprising, but I’m a little (read: a lot) salty Noroshi faced no repercussions or helped in any of that (at least to the current knowledge we have). But I also; if I were a resident of Makochi and I see even any members from them right after, I would absolutely start chasing them down with my slippers. My stamina be damned. 

As this chapter title suggests, it’s finally time for that summer barbecue!! And with more people to enjoy it with, they all deserve it honestly. Speaking of, this heavily implies the rooftop garden remained intact after everything and thank heavens for that.

I love love LOVE how the townsfolk are also catering in this get-together, all the familiar faces I'm seeing and KOTOHA! SHE’S BACK AFTER SO LONG 🥹🥹

And she immediately gets flustered by Ume, big brother is happy his little sister is here. Look at her pretty blushing face.

AND LOOK AT THIS, PEOPLE LOOKING FORWARD TO SEEING SAKURA!! AND HE’S GRILLING!! MY SWEET SPRING CHILD. I love him so much you guys, it’s like watching a baby bird leave the nest.

The reveal that Sakura, still healing from his injuries, went to thank their allies personally in the aftermath because he went to them for help is so, soooo,, 

how are we supposed to look at Sakura and not love him when he does such heartfelt things like this. AND THEN STAYS AND HANGS OUT WITH ROPPO ICHIZA & SUZURI. ON HIS OWN!!

This chapter brought out deep feelings within me for more Suzuri and Sakura interactions, please I beg. Look how soft Suzuri is with Sakura, his cat whisperer charms are working on Bofurin’s resident stray cat. I’d like to think he and Sakura would get along well in sharing advice and experiences when it comes to their frugal lifestyle, I know I would. Nothing quite gets people together than your shared experiences with being or having been financially poor 😃👍.  

And oh, how I so dearly miss class 1-1 interactions. The teasing! The laughter! THE SMILES! Everything is right in the universe and I can transcend to a higher plane of existence peacefully. 

Togame and Choji coming over to talk next chapter. Gahhh I missed them too, I wanna pinch Choji’s cheeks so bad. He’s definitely the type to have bad table manners haha.

—

This chapter made me lightheaded with how well and happy everyone is, I was smiling at my screen the entire time which I’m sure we all can agree. I’m singing Nii-sensei’s praised (and everyone who worked so hard on this chapter) to the rooftops for the wind-down chapter we all needed, especially after that rollercoaster of an arc. (There's other small things I wanted to mention here but I'll make them individual posts instead.)

[unonoyouwont]

our baby nirei in wbk chap 159!

[nanakorobiyaokii]

#159: ꜱᴜᴍᴍᴇʀ! ꜱᴀᴋᴜʀᴀ.🌸☀️

[nanakorobiyaokii]

neko punch x2 ฅ^•ﻌ•^ฅ

[raamitsu]

umemiya!

umemiy

umemi

umem

ume

um…

[raamitsu]

Two intelligent first-year students of Furin High are seen standing next to each other while providing foods and drinks to others [according to Nii Satoru in an interview from a sign event in Thailand <3 - this will be posted later]

[raamitsu]

i’d like to believe that he is doing it on purpose 😭

[raamitsu]

wind breaker chapter 159 is now available on k-manga 😭

[raamitsu]

Head's up! WBK 159 will be released on Wednesday, 23rd October @ 12 AM (JST) / Tuesday, 22nd October @ 11 PM (MYT) ⭐

[shadowmoonarts]

I love how the guys from Roppo are just chilling but the guys from Shishitoren and Gavel are all nervous about attending Bofurin’s thank you party

[shadowmoonarts]

OMG THEY’RE HAVING A PARTYYY 😭😭😭

[stock-filter]

Stock daily Filter Report for 2021/05/12 05-40-07

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 34 Communication Services 18 Consumer Cyclical 24 Consumer Defensive 21 Energy 16 Financial Services 55 Healthcare 30 Industrials 46 Real Estate 9 Technology 13 Utilities 8 unknown 4 **************************************** big_industry_downtrending_count tickers industry Communication Services 24 Consumer Cyclical 15 Consumer Defensive 5 Energy 1 Financial Services 9 Healthcare 21 Industrials 2 Real Estate 2 Technology 45 Utilities 3 *******************Part 1.1 Big Cap Long Entry SPAN MACD********************* big_long_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 98 SCCO 2 1.19 big-cap Long NaN 3.0 1.665693e+08 3.0 Basic Materials Mean Return: 1.19 Mean Day/Week: 2.0 Accuracy:1.0 *******************Part 1.2 Big Cap Short Entry SPAN MACD********************* big_short_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 15 QCOM 1 0.00 big-cap Short NaN -1.0 1.520632e+09 -2.0 Technology 115 CVNA 2 -1.23 big-cap Short NaN -3.0 5.280712e+08 -5.0 Consumer Cyclical 258 TXG 1 0.00 big-cap Short NaN -5.0 1.158236e+08 -4.0 Healthcare Mean Return: -1.23 Mean Day/Week: 4.0 Accuracy:1.0 *******************Part 1.3 Big Cap Long Entry SPAN********************* big_long_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 17 BHP 2 -0.16 big-cap Long NaN 17.0 1.858875e+08 5.0 Basic Materials 98 SCCO 2 1.19 big-cap Long NaN 3.0 1.665693e+08 3.0 Basic Materials 264 AKAM 4 0.90 big-cap Long NaN 37.0 1.391195e+08 5.0 Technology 203 TU 2 0.18 big-cap Long NaN 9.0 2.894747e+07 5.0 Communication Services 192 BSBR 4 1.62 big-cap Long NaN 18.0 3.815189e+06 5.0 Financial Services Mean Return: 0.7460000000000001 Mean Day/Week: 2.8 Accuracy:0.8 *******************Part 1.4 Big Cap Short Entry SPAN********************* big_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 15 QCOM 1 0.00 big-cap Short NaN -1.0 1.520632e+09 -2.0 Technology 115 CVNA 2 -1.23 big-cap Short NaN -3.0 5.280712e+08 -5.0 Consumer Cyclical 258 TXG 1 0.00 big-cap Short NaN -5.0 1.158236e+08 -4.0 Healthcare Mean Return: -1.23 Mean Day/Week: 4.0 Accuracy:1.0 *******************Part 1.5 Big Cap Long Entry MACD********************* big_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 5 BAC 4 -1.05 big-cap Long NaN 4.0 1.764491e+09 78.0 Financial Services 3 PG 2 -0.49 big-cap Long NaN 2.0 1.368999e+09 27.0 Consumer Defensive 54 GS 5 0.71 big-cap Long NaN 5.0 1.277839e+09 78.0 Financial Services 14 ORCL 5 -1.86 big-cap Long NaN 5.0 9.365791e+08 56.0 Technology 35 LOW 2 -2.83 big-cap Long NaN 2.0 8.548600e+08 44.0 Consumer Cyclical 147 JCI 3 -2.38 big-cap Long NaN 3.0 5.698119e+08 78.0 Industrials 27 UNP 3 -1.25 big-cap Long NaN 3.0 4.616508e+08 35.0 Industrials 56 LMT 2 -1.35 big-cap Long NaN 2.0 4.165586e+08 41.0 Industrials 29 LIN 3 -0.10 big-cap Long NaN 3.0 4.153743e+08 45.0 Basic Materials 47 MMM 2 -1.74 big-cap Long NaN 2.0 4.114847e+08 75.0 Industrials 61 GILD 2 -0.39 big-cap Long NaN 2.0 4.084504e+08 7.0 Healthcare 182 EOG 4 6.84 big-cap Long NaN 4.0 4.026137e+08 78.0 Energy 67 BP 5 -1.85 big-cap Long NaN 5.0 3.726095e+08 61.0 Energy 162 CARR 3 -0.73 big-cap Long NaN 3.0 3.715648e+08 43.0 Industrials 143 DOW 4 -0.68 big-cap Long NaN 4.0 3.563338e+08 69.0 Basic Materials 65 CI 3 -0.07 big-cap Long NaN 3.0 3.557783e+08 51.0 Healthcare 122 MET 4 -2.62 big-cap Long NaN 4.0 3.310235e+08 78.0 Financial Services 104 EMR 1 0.00 big-cap Long NaN 1.0 2.683349e+08 78.0 Industrials 138 KHC 4 0.32 big-cap Long NaN 4.0 2.482193e+08 78.0 Consumer Defensive 196 BBY 2 -3.28 big-cap Long NaN 2.0 2.447317e+08 42.0 Consumer Cyclical 187 MCK 1 0.00 big-cap Long NaN 1.0 2.399359e+08 45.0 Healthcare 105 ETN 3 -1.19 big-cap Long NaN 3.0 2.364603e+08 78.0 Industrials 152 GIS 4 -0.82 big-cap Long NaN 4.0 2.255657e+08 42.0 Consumer Defensive 212 MT 4 3.49 big-cap Long NaN 4.0 2.226703e+08 78.0 Basic Materials 263 URI 2 -2.24 big-cap Long NaN 2.0 2.214037e+08 78.0 Industrials 118 CP 4 1.96 big-cap Long NaN 5.0 2.069166e+08 32.0 Industrials 170 AIG 4 0.49 big-cap Long NaN 4.0 2.019665e+08 78.0 Financial Services 151 TROW 5 -0.24 big-cap Long NaN 5.0 1.842695e+08 78.0 Financial Services 183 MSI 2 0.65 big-cap Long NaN 2.0 1.788315e+08 70.0 Technology 243 K 4 -0.53 big-cap Long NaN 4.0 1.775936e+08 40.0 Consumer Defensive 98 SCCO 2 1.19 big-cap Long NaN 3.0 1.665693e+08 3.0 Basic Materials 279 MTB 5 0.79 big-cap Long NaN 5.0 1.526547e+08 78.0 Financial Services 159 CTAS 3 -1.66 big-cap Long NaN 3.0 1.345950e+08 33.0 Industrials 269 OKE 4 -0.25 big-cap Long NaN 4.0 1.331913e+08 78.0 Energy 301 EXPD 5 3.70 big-cap Long NaN 5.0 1.314835e+08 51.0 Industrials 186 LYB 4 -1.41 big-cap Long NaN 4.0 1.193122e+08 78.0 Basic Materials 286 CAG 2 -0.78 big-cap Long NaN 2.0 1.189947e+08 47.0 Consumer Defensive 343 SJM 5 1.49 big-cap Long NaN 5.0 1.128729e+08 42.0 Consumer Defensive 337 BEN 5 0.41 big-cap Long NaN 5.0 1.083715e+08 78.0 Financial Services 200 CNQ 4 1.02 big-cap Long NaN 4.0 9.630717e+07 78.0 Energy 240 CHD 5 -0.18 big-cap Long NaN 5.0 9.627241e+07 33.0 Consumer Defensive 316 JBHT 3 -1.00 big-cap Long NaN 3.0 9.545245e+07 78.0 Industrials 404 SNA 2 -1.70 big-cap Long NaN 2.0 9.054442e+07 78.0 Industrials 393 BWA 5 1.14 big-cap Long NaN 5.0 8.952629e+07 78.0 Consumer Cyclical 287 WAT 4 2.22 big-cap Long NaN 4.0 8.678699e+07 33.0 Healthcare 222 DTE 4 0.68 big-cap Long NaN 4.0 7.850470e+07 47.0 Utilities 114 ABEV 4 4.75 big-cap Long NaN 4.0 7.540510e+07 20.0 Consumer Defensive 391 NWL 5 2.24 big-cap Long NaN 5.0 7.409511e+07 78.0 Consumer Defensive 332 PFG 5 -1.29 big-cap Long NaN 5.0 7.302797e+07 78.0 Financial Services 340 J 2 -1.56 big-cap Long NaN 2.0 6.866846e+07 69.0 Industrials 326 RJF 4 -2.35 big-cap Long NaN 4.0 4.958098e+07 78.0 unknown 161 CRH 4 -0.35 big-cap Long NaN 4.0 3.594474e+07 33.0 Basic Materials 119 AMX 3 0.67 big-cap Long NaN 3.0 2.717358e+07 24.0 Communication Services 261 FTS 4 0.47 big-cap Long NaN 4.0 2.003854e+07 45.0 Utilities 304 KB 3 -0.15 big-cap Long NaN 3.0 1.753933e+07 47.0 Financial Services 89 WBK 5 0.76 big-cap Long NaN 5.0 4.697040e+06 78.0 Financial Services 117 AMOV 2 0.14 big-cap Long NaN 3.0 5.420635e+04 16.0 Communication Services Mean Return: -0.07709090909090908 Mean Day/Week: 3.618181818181818 Accuracy:0.4 *******************Part 1.6 Big Cap Short Entry MACD********************* big_short_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 57 NIO 1 0.00 big-cap Short NaN -1.0 3.921202e+09 -54.0 Consumer Cyclical 43 AMD 1 0.00 big-cap Short NaN -3.0 3.900573e+09 -10.0 Technology 0 BABA 2 0.84 big-cap Short NaN -2.0 2.900130e+09 -42.0 Consumer Cyclical 25 SHOP 1 0.00 big-cap Short NaN -5.0 2.118044e+09 -9.0 Technology 146 TTD 4 -12.90 big-cap Short NaN -4.0 1.879400e+09 -8.0 Technology 15 QCOM 1 0.00 big-cap Short NaN -1.0 1.520632e+09 -2.0 Technology 40 ZM 4 2.54 big-cap Short NaN -4.0 1.213197e+09 -50.0 Communication Services 266 NVAX 4 -20.70 big-cap Short NaN -5.0 1.120320e+09 -9.0 Healthcare 51 MELI 3 -6.75 big-cap Short NaN -3.0 9.207220e+08 -50.0 Consumer Cyclical 63 SNOW 4 1.11 big-cap Short NaN -4.0 8.349304e+08 -137.0 Technology 10 PDD 1 0.00 big-cap Short NaN -1.0 7.648424e+08 -48.0 Consumer Cyclical 259 OXY 1 0.00 big-cap Short NaN -1.0 7.424078e+08 -18.0 Energy 120 DOCU 5 -0.15 big-cap Short NaN -5.0 7.217498e+08 -9.0 Technology 133 U 3 -5.14 big-cap Short NaN -3.0 5.677125e+08 -66.0 Technology 115 CVNA 2 -1.23 big-cap Short NaN -3.0 5.280712e+08 -5.0 Consumer Cyclical 92 TEAM 1 0.00 big-cap Short NaN -4.0 5.061346e+08 -18.0 Technology 156 RNG 5 -8.19 big-cap Short NaN -5.0 4.651823e+08 -49.0 Technology 198 ZS 5 -0.82 big-cap Short NaN -5.0 4.556068e+08 -49.0 Technology 128 BILI 4 -5.87 big-cap Short NaN -4.0 3.676131e+08 -39.0 Communication Services 227 COUP 4 0.38 big-cap Short NaN -4.0 3.498435e+08 -49.0 Technology 84 DASH 4 1.57 big-cap Short NaN -4.0 3.338757e+08 -105.0 Communication Services 141 MTCH 4 4.69 big-cap Short NaN -4.0 3.024253e+08 -8.0 Communication Services 131 CHWY 5 -3.81 big-cap Short NaN -5.0 2.954603e+08 -49.0 Consumer Cyclical 401 SKLZ 2 1.53 big-cap Short NaN -2.0 2.632183e+08 -37.0 Communication Services 231 MDB 5 -4.16 big-cap Short NaN -5.0 2.492458e+08 -48.0 Technology 355 CRSP 3 -3.74 big-cap Short NaN -3.0 2.471850e+08 -56.0 Healthcare 324 OPEN 4 -1.27 big-cap Short NaN -4.0 2.363762e+08 -35.0 Real Estate 125 VEEV 1 0.00 big-cap Short NaN -3.0 2.231579e+08 -7.0 Healthcare 113 TAL 4 -4.15 big-cap Short NaN -4.0 2.108130e+08 -44.0 Consumer Defensive 342 AVLR 4 2.17 big-cap Short NaN -4.0 1.778558e+08 -56.0 Technology 62 NTES 1 0.00 big-cap Short NaN -1.0 1.715239e+08 -35.0 Communication Services 224 STNE 4 -2.05 big-cap Short NaN -4.0 1.674428e+08 -48.0 Technology 249 GDS 3 -4.44 big-cap Short NaN -3.0 1.630798e+08 -49.0 Technology 228 PAYC 5 -5.83 big-cap Short NaN -5.0 1.498188e+08 -8.0 Technology 371 RGEN 2 0.19 big-cap Short NaN -5.0 1.246963e+08 -6.0 Healthcare 339 ESTC 5 -3.39 big-cap Short NaN -5.0 1.189446e+08 -50.0 Technology 403 PLAN 3 1.78 big-cap Short NaN -3.0 1.161315e+08 -53.0 Technology 258 TXG 1 0.00 big-cap Short NaN -5.0 1.158236e+08 -4.0 Healthcare 184 EDU 2 -1.04 big-cap Short NaN -2.0 1.086232e+08 -41.0 Consumer Defensive 255 ZI 5 -6.93 big-cap Short NaN -5.0 1.062639e+08 -7.0 Technology 256 CTLT 4 -2.03 big-cap Short NaN -5.0 9.306336e+07 -8.0 Healthcare 254 GDRX 3 -12.20 big-cap Short NaN -3.0 9.143452e+07 -48.0 Healthcare 362 CABO 4 2.07 big-cap Short NaN -4.0 8.259430e+07 -63.0 Communication Services 365 KC 5 -5.82 big-cap Short NaN -5.0 5.704335e+07 -39.0 Technology 386 PCTY 3 -3.54 big-cap Short NaN -5.0 5.596611e+07 -7.0 Technology 175 BGNE 3 3.39 big-cap Short NaN -3.0 5.582192e+07 -6.0 Healthcare 303 BMRN 1 0.00 big-cap Short NaN -1.0 5.473734e+07 -58.0 Healthcare 374 LW 1 0.00 big-cap Short NaN -5.0 5.233942e+07 -6.0 Consumer Defensive 306 ARGX 5 -4.25 big-cap Short NaN -5.0 2.290014e+07 -38.0 Healthcare Mean Return: -2.922702702702703 Mean Day/Week: 4.108108108108108 Accuracy:0.6756756756756757 *******************Part 1.7 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 31 WFC 18 4.65 big-cap Long NaN 18.0 1.419814e+09 78.0 Financial Services 4 UNH 23 9.17 big-cap Long NaN 47.0 1.200692e+09 43.0 Healthcare 11 T 14 2.89 big-cap Long NaN 14.0 1.049835e+09 36.0 Communication Services 9 VZ 6 -0.07 big-cap Long NaN 6.0 1.030329e+09 32.0 Communication Services 44 IBM 16 5.58 big-cap Long NaN 16.0 9.822371e+08 44.0 Technology 58 VALE 18 15.51 big-cap Long NaN 26.0 9.455204e+08 27.0 Basic Materials 21 COST 17 2.62 big-cap Long NaN 35.0 6.894339e+08 25.0 Consumer Defensive 179 SPG 9 -0.44 big-cap Long NaN 9.0 6.865574e+08 78.0 Real Estate 111 COF 10 7.06 big-cap Long NaN 10.0 6.654728e+08 78.0 Financial Services 55 CVS 10 11.42 big-cap Long NaN 19.0 6.608259e+08 34.0 Healthcare 77 FDX 9 3.36 big-cap Long NaN 9.0 6.561419e+08 39.0 Industrials 26 UPS 11 10.06 big-cap Long NaN 33.0 6.423282e+08 32.0 Industrials 16 ABBV 9 3.61 big-cap Long NaN 19.0 5.795937e+08 18.0 Healthcare 52 AXP 8 0.76 big-cap Long NaN 8.0 5.518301e+08 78.0 Financial Services 46 RTX 12 4.08 big-cap Long NaN 12.0 5.435137e+08 78.0 Industrials 82 PNC 9 2.63 big-cap Long NaN 9.0 5.410173e+08 78.0 Financial Services 41 BLK 23 4.50 big-cap Long NaN 40.0 5.179955e+08 32.0 Financial Services 308 NUE 6 13.07 big-cap Long NaN 6.0 5.156357e+08 61.0 Basic Materials 64 MDLZ 10 1.76 big-cap Long NaN 44.0 4.566507e+08 39.0 Consumer Defensive 38 CHTR 12 4.95 big-cap Long NaN 18.0 4.469336e+08 19.0 Communication Services 107 NEM 7 6.56 big-cap Long NaN 43.0 4.300658e+08 28.0 Basic Materials 73 CL 8 2.16 big-cap Long NaN 38.0 4.163131e+08 22.0 Consumer Defensive 75 USB 9 0.26 big-cap Long NaN 9.0 4.117069e+08 69.0 Financial Services 28 AZN 13 3.56 big-cap Long NaN 41.0 4.031097e+08 19.0 Healthcare 191 DHI 15 7.08 big-cap Long NaN 44.0 3.777502e+08 78.0 Consumer Cyclical 310 CZR 11 -0.48 big-cap Long NaN 11.0 3.775056e+08 78.0 Consumer Cyclical 48 SCHW 9 -1.47 big-cap Long NaN 9.0 3.720813e+08 78.0 Financial Services 110 AON 8 1.08 big-cap Long NaN 8.0 3.640543e+08 78.0 Financial Services 88 APD 13 3.59 big-cap Long NaN 47.0 3.629538e+08 37.0 Basic Materials 94 HCA 18 5.01 big-cap Long NaN 18.0 3.562239e+08 78.0 Healthcare 103 NOC 9 4.53 big-cap Long NaN 68.0 3.497285e+08 47.0 Industrials 100 PGR 27 8.56 big-cap Long NaN 47.0 3.444096e+08 34.0 Financial Services 206 WMB 7 3.52 big-cap Long NaN 7.0 3.429606e+08 78.0 Energy 66 TJX 9 0.91 big-cap Long NaN 26.0 3.425825e+08 27.0 Consumer Cyclical 85 NSC 15 2.59 big-cap Long NaN 15.0 3.381183e+08 78.0 Industrials 216 SIVB 13 3.54 big-cap Long NaN 13.0 3.356818e+08 78.0 Financial Services 101 HUM 21 9.08 big-cap Long NaN 51.0 3.322326e+08 25.0 Healthcare 140 GOLD 7 7.64 big-cap Long NaN 42.0 3.318923e+08 19.0 Basic Materials 18 DHR 14 2.01 big-cap Long NaN 32.0 3.318231e+08 22.0 Healthcare 78 SHW 26 10.10 big-cap Long NaN 42.0 3.183603e+08 36.0 Basic Materials 32 PM 23 6.70 big-cap Long NaN 23.0 3.139560e+08 69.0 Consumer Defensive 257 KSU 16 4.28 big-cap Long NaN 41.0 3.092677e+08 47.0 Industrials 313 DPZ 17 6.07 big-cap Long NaN 40.0 3.059887e+08 26.0 Consumer Cyclical 150 BK 9 2.99 big-cap Long NaN 9.0 3.054157e+08 51.0 Financial Services 68 ANTM 19 5.84 big-cap Long NaN 52.0 3.019750e+08 48.0 Healthcare 174 ORLY 33 12.07 big-cap Long NaN 57.0 3.014321e+08 44.0 Consumer Cyclical 176 PRU 20 7.66 big-cap Long NaN 20.0 3.013921e+08 78.0 Financial Services 177 YUM 39 7.28 big-cap Long NaN 41.0 2.975229e+08 41.0 Consumer Cyclical 160 ALXN 18 4.67 big-cap Long NaN 19.0 2.968638e+08 19.0 Healthcare 106 BX 32 17.94 big-cap Long NaN 32.0 2.899012e+08 78.0 Financial Services 208 DFS 12 7.64 big-cap Long NaN 12.0 2.888806e+08 78.0 Financial Services 173 KMI 9 3.94 big-cap Long NaN 9.0 2.859266e+08 78.0 Energy 163 ALL 33 15.86 big-cap Long NaN 49.0 2.833966e+08 51.0 Financial Services 241 SYF 7 3.51 big-cap Long NaN 7.0 2.589139e+08 78.0 unknown 333 IT 14 15.17 big-cap Long NaN 14.0 2.441081e+08 78.0 Technology 109 WM 40 14.10 big-cap Long NaN 50.0 2.405626e+08 47.0 Industrials 80 SO 9 1.01 big-cap Long NaN 44.0 2.402517e+08 35.0 Utilities 281 INVH 32 8.88 big-cap Long NaN 41.0 2.376398e+08 44.0 Real Estate 289 TSCO 14 1.74 big-cap Long NaN 14.0 2.351589e+08 78.0 Consumer Cyclical 248 EPAM 30 17.16 big-cap Long NaN 30.0 2.318706e+08 45.0 Technology 157 IQV 28 16.05 big-cap Long NaN 28.0 2.272562e+08 78.0 Healthcare 193 OTIS 39 12.82 big-cap Long NaN 51.0 2.243224e+08 44.0 Industrials 202 FAST 18 5.23 big-cap Long NaN 40.0 2.196807e+08 33.0 Industrials 95 MMC 43 13.72 big-cap Long NaN 65.0 2.180823e+08 47.0 Financial Services 195 SWK 46 15.75 big-cap Long NaN 51.0 2.180821e+08 51.0 Industrials 83 ITW 18 5.41 big-cap Long NaN 56.0 2.154267e+08 47.0 Industrials 148 LHX 6 -1.40 big-cap Long NaN 6.0 2.115201e+08 47.0 Industrials 127 GD 6 -0.21 big-cap Long NaN 6.0 2.064744e+08 70.0 unknown 219 ODFL 47 18.69 big-cap Long NaN 66.0 2.022734e+08 67.0 Industrials 335 EMN 9 9.76 big-cap Long NaN 9.0 2.011554e+08 78.0 Basic Materials 158 TT 13 4.25 big-cap Long NaN 13.0 1.986204e+08 68.0 Industrials 201 WLTW 9 6.42 big-cap Long NaN 9.0 1.960761e+08 78.0 Financial Services 397 MOS 12 1.57 big-cap Long NaN 12.0 1.957216e+08 78.0 Basic Materials 22 UL 8 2.24 big-cap Long NaN 44.0 1.937115e+08 22.0 Consumer Defensive 284 KEY 9 3.13 big-cap Long NaN 9.0 1.916825e+08 78.0 Financial Services 275 ET 10 12.25 big-cap Long NaN 10.0 1.906526e+08 69.0 Energy 205 WCN 34 13.61 big-cap Long NaN 50.0 1.885058e+08 45.0 Industrials 271 APO 14 9.32 big-cap Long NaN 19.0 1.846466e+08 20.0 Financial Services 185 RSG 33 10.91 big-cap Long NaN 48.0 1.833558e+08 38.0 Industrials 364 PHM 15 11.66 big-cap Long NaN 43.0 1.832145e+08 70.0 Consumer Cyclical 134 TEL 13 -0.59 big-cap Long NaN 13.0 1.815680e+08 34.0 Technology 71 ENB 9 3.33 big-cap Long NaN 9.0 1.805381e+08 78.0 Energy 317 ALLY 11 4.84 big-cap Long NaN 11.0 1.765720e+08 78.0 Financial Services 294 CFG 7 4.54 big-cap Long NaN 7.0 1.751170e+08 78.0 Financial Services 171 AFL 7 1.32 big-cap Long NaN 7.0 1.652713e+08 78.0 Financial Services 180 HSY 8 2.80 big-cap Long NaN 8.0 1.639086e+08 46.0 Consumer Defensive 377 WRK 8 8.65 big-cap Long NaN 8.0 1.617017e+08 51.0 Consumer Cyclical 149 SYY 14 2.02 big-cap Long NaN 14.0 1.564606e+08 78.0 Consumer Defensive 190 ADM 12 11.03 big-cap Long NaN 12.0 1.560989e+08 78.0 Consumer Defensive 252 IP 33 14.49 big-cap Long NaN 53.0 1.542300e+08 51.0 Consumer Cyclical 87 ECL 10 1.48 big-cap Long NaN 31.0 1.531269e+08 28.0 Basic Materials 218 AMP 27 8.72 big-cap Long NaN 27.0 1.520034e+08 78.0 Financial Services 395 AAP 23 10.61 big-cap Long NaN 57.0 1.487402e+08 50.0 Consumer Cyclical 164 PPG 19 15.85 big-cap Long NaN 47.0 1.475356e+08 45.0 Basic Materials 229 LH 32 8.92 big-cap Long NaN 32.0 1.450497e+08 78.0 Healthcare 37 RY 9 2.55 big-cap Long NaN 9.0 1.424039e+08 78.0 Financial Services 233 WST 18 6.69 big-cap Long NaN 35.0 1.393573e+08 25.0 Healthcare 336 OMC 13 3.10 big-cap Long NaN 13.0 1.385194e+08 78.0 Communication Services 285 HES 7 5.46 big-cap Long NaN 7.0 1.342786e+08 78.0 Energy 399 PWR 27 7.18 big-cap Long NaN 27.0 1.323864e+08 78.0 Industrials 382 TAP 9 4.29 big-cap Long NaN 39.0 1.314092e+08 32.0 Consumer Defensive 267 DGX 10 4.68 big-cap Long NaN 42.0 1.299442e+08 34.0 Healthcare 234 EFX 18 23.55 big-cap Long NaN 37.0 1.299127e+08 29.0 Industrials 385 XPO 28 15.25 big-cap Long NaN 28.0 1.278890e+08 33.0 Industrials 45 TD 9 1.96 big-cap Long NaN 9.0 1.277531e+08 78.0 Financial Services 204 AME 32 6.82 big-cap Long NaN 33.0 1.247637e+08 47.0 Industrials 367 NLY 10 1.57 big-cap Long NaN 10.0 1.232790e+08 42.0 Real Estate 226 KKR 27 9.81 big-cap Long NaN 27.0 1.202610e+08 78.0 Financial Services 230 VRSN 14 4.28 big-cap Long NaN 35.0 1.167418e+08 28.0 Technology 368 WHR 7 2.22 big-cap Long NaN 46.0 1.164305e+08 47.0 Consumer Cyclical 318 POOL 18 14.19 big-cap Long NaN 43.0 1.155119e+08 26.0 Consumer Cyclical 346 AVY 27 13.64 big-cap Long NaN 27.0 1.153578e+08 78.0 Industrials 135 ROP 15 2.54 big-cap Long NaN 41.0 1.144313e+08 28.0 Industrials 239 CCEP 19 2.99 big-cap Long NaN 19.0 1.118262e+08 78.0 Consumer Defensive 246 VMC 20 9.73 big-cap Long NaN 20.0 1.115316e+08 78.0 Basic Materials 250 GWW 19 14.02 big-cap Long NaN 54.0 1.112271e+08 39.0 Industrials 232 AJG 33 17.46 big-cap Long NaN 56.0 1.101039e+08 47.0 Financial Services 298 DISH 15 12.63 big-cap Long NaN 15.0 1.096978e+08 47.0 Communication Services 108 BMO 10 2.76 big-cap Long NaN 10.0 1.060797e+08 78.0 Financial Services 396 CPT 41 11.59 big-cap Long NaN 41.0 1.057321e+08 70.0 Real Estate 262 MLM 6 1.01 big-cap Long NaN 6.0 1.040077e+08 78.0 Basic Materials 389 MHK 7 -0.59 big-cap Long NaN 7.0 1.021835e+08 78.0 Consumer Cyclical 154 LBRDK 17 5.74 big-cap Long NaN 17.0 1.020815e+08 19.0 Communication Services 30 BUD 17 9.03 big-cap Long NaN 39.0 1.016854e+08 23.0 Consumer Defensive 237 CBRE 9 0.70 big-cap Long NaN 9.0 9.940591e+07 78.0 Real Estate 359 FBHS 29 12.89 big-cap Long NaN 43.0 9.786730e+07 33.0 Consumer Cyclical 373 TREX 12 -2.61 big-cap Long NaN 23.0 9.675195e+07 23.0 Industrials 209 FRC 13 4.14 big-cap Long NaN 13.0 9.675169e+07 78.0 Financial Services 334 GPC 13 7.12 big-cap Long NaN 13.0 9.592253e+07 58.0 Consumer Cyclical 390 TXT 30 19.64 big-cap Long NaN 30.0 9.318731e+07 78.0 Industrials 379 UHS 24 12.86 big-cap Long NaN 44.0 9.094516e+07 28.0 Healthcare 356 CCK 28 11.66 big-cap Long NaN 28.0 9.062601e+07 45.0 Consumer Cyclical 381 ICLR 13 3.64 big-cap Long NaN 32.0 8.982382e+07 19.0 Healthcare 293 LNG 8 5.86 big-cap Long NaN 8.0 8.900510e+07 78.0 Energy 376 LKQ 11 7.68 big-cap Long NaN 11.0 8.888664e+07 70.0 Consumer Cyclical 253 WPM 7 3.48 big-cap Long NaN 42.0 8.794414e+07 19.0 Basic Materials 272 XYL 25 10.66 big-cap Long NaN 43.0 8.766434e+07 33.0 Industrials 394 CBOE 7 2.64 big-cap Long NaN 7.0 8.506779e+07 60.0 Financial Services 398 ALLE 7 2.74 big-cap Long NaN 46.0 8.310492e+07 42.0 Industrials 323 FMC 11 -1.13 big-cap Long NaN 42.0 8.224060e+07 20.0 Basic Materials 380 LII 9 1.60 big-cap Long NaN 46.0 7.996921e+07 47.0 Industrials 327 CINF 7 2.84 big-cap Long NaN 7.0 7.804989e+07 78.0 Financial Services 320 CE 7 5.19 big-cap Long NaN 7.0 7.802445e+07 57.0 Basic Materials 274 TRU 16 8.48 big-cap Long NaN 40.0 7.612922e+07 28.0 Industrials 137 TRP 28 8.25 big-cap Long NaN 47.0 6.880963e+07 49.0 Energy 302 HEI 14 0.54 big-cap Long NaN 26.0 6.636464e+07 24.0 Industrials 345 PKG 9 3.22 big-cap Long NaN 27.0 6.577378e+07 23.0 Consumer Cyclical 260 NTRS 11 6.36 big-cap Long NaN 11.0 6.553570e+07 70.0 Financial Services 112 VOD 6 2.85 big-cap Long NaN 6.0 6.374558e+07 78.0 Communication Services 144 BCE 10 3.96 big-cap Long NaN 10.0 6.359220e+07 47.0 Communication Services 370 ELS 24 6.58 big-cap Long NaN 40.0 6.308016e+07 42.0 Real Estate 369 CG 21 12.86 big-cap Long NaN 21.0 6.302159e+07 78.0 Financial Services 283 BR 7 2.39 big-cap Long NaN 40.0 6.245214e+07 32.0 Technology 338 DVA 8 6.87 big-cap Long NaN 41.0 5.892657e+07 18.0 Healthcare 361 BRO 22 8.62 big-cap Long NaN 28.0 5.761770e+07 28.0 Financial Services 347 MOH 23 8.93 big-cap Long NaN 44.0 5.595569e+07 44.0 Healthcare 145 CM 9 3.45 big-cap Long NaN 9.0 5.219239e+07 78.0 Financial Services 311 TW 27 7.63 big-cap Long NaN 27.0 5.055885e+07 70.0 Financial Services 221 FNV 23 9.47 big-cap Long NaN 43.0 5.046511e+07 29.0 Basic Materials 278 AMCR 6 -0.22 big-cap Long NaN 6.0 4.880002e+07 47.0 Consumer Cyclical 321 IMO 9 11.78 big-cap Long NaN 9.0 4.664984e+07 78.0 Energy 375 FNF 30 12.12 big-cap Long NaN 30.0 4.650513e+07 45.0 Financial Services 81 ABB 7 1.54 big-cap Long NaN 43.0 4.462632e+07 47.0 Industrials 351 L 25 7.98 big-cap Long NaN 25.0 4.416979e+07 78.0 Financial Services 211 MPLX 6 3.13 big-cap Long NaN 7.0 4.346863e+07 78.0 Energy 91 EQNR 10 1.97 big-cap Long NaN 10.0 4.268707e+07 21.0 Energy 400 WLK 13 10.49 big-cap Long NaN 19.0 3.851772e+07 47.0 Basic Materials 167 LYG 9 3.59 big-cap Long NaN 9.0 3.841447e+07 78.0 Financial Services 378 RPM 18 3.92 big-cap Long NaN 45.0 3.775570e+07 41.0 Basic Materials 329 LBTYA 9 3.43 big-cap Long NaN 9.0 3.684416e+07 44.0 Communication Services 328 LBTYK 9 2.55 big-cap Long NaN 9.0 3.659397e+07 45.0 unknown 132 TRI 28 7.18 big-cap Long NaN 28.0 3.565871e+07 55.0 Industrials 315 PBA 9 1.92 big-cap Long NaN 10.0 3.433431e+07 51.0 Energy 199 SLF 12 1.05 big-cap Long NaN 12.0 2.471598e+07 78.0 Financial Services 129 NGG 8 2.58 big-cap Long NaN 42.0 1.831604e+07 28.0 Utilities 225 RCI 7 2.94 big-cap Long NaN 22.0 1.358419e+07 28.0 Communication Services 265 PKX 36 31.89 big-cap Long NaN 50.0 1.277770e+07 51.0 Basic Materials 155 LBRDA 12 4.53 big-cap Long NaN 18.0 1.078546e+07 19.0 Communication Services 244 GIB 10 2.81 big-cap Long NaN 10.0 9.115281e+06 45.0 Technology 402 RDY 9 4.07 big-cap Long NaN 32.0 7.376520e+06 19.0 Healthcare 312 SHG 13 10.46 big-cap Long NaN 54.0 3.132800e+06 47.0 Financial Services 292 VAR 14 0.27 big-cap Long NaN 14.0 0.000000e+00 60.0 Healthcare Mean Return: 6.4884065934065935 Mean Day/Week: 16.065934065934066 Accuracy:0.9395604395604396 *******************Part 1.8 Big Cap Short Maintainance********************* big_short_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 76 PLTR 6 -6.03 big-cap Short NaN -6.0 4.037117e+09 -55.0 Technology 99 ROKU 7 -5.24 big-cap Short NaN -7.0 2.346137e+09 -48.0 Communication Services 124 PTON 14 -9.38 big-cap Short NaN -14.0 2.302798e+09 -56.0 Consumer Cyclical 172 PLUG 7 -9.17 big-cap Short NaN -63.0 1.962434e+09 -50.0 Industrials 60 BIDU 12 -12.92 big-cap Short NaN -51.0 1.543929e+09 -34.0 Communication Services 1 TSM 8 -3.30 big-cap Short NaN -19.0 1.116896e+09 -42.0 Technology 59 SNAP 6 -4.27 big-cap Short NaN -6.0 1.069894e+09 -17.0 Communication Services 86 TWLO 6 -10.46 big-cap Short NaN -6.0 9.248401e+08 -9.0 Communication Services 142 TDOC 6 -7.93 big-cap Short NaN -6.0 8.946502e+08 -49.0 Healthcare 130 TWTR 7 -3.06 big-cap Short NaN -17.0 8.512292e+08 -10.0 Communication Services 24 JD 6 -4.25 big-cap Short NaN -53.0 7.591182e+08 -46.0 Consumer Cyclical 169 VIAC 7 -0.34 big-cap Short NaN -33.0 6.983708e+08 -32.0 Communication Services 352 SPCE 27 -45.67 big-cap Short NaN -55.0 6.346004e+08 -47.0 Industrials 79 SPOT 8 -9.86 big-cap Short NaN -8.0 5.693257e+08 -53.0 Communication Services 290 PENN 11 -10.16 big-cap Short NaN -38.0 5.628238e+08 -28.0 Consumer Cyclical 372 BYND 6 -12.56 big-cap Short NaN -6.0 5.060226e+08 -44.0 Consumer Defensive 166 Z 10 -16.25 big-cap Short NaN -53.0 4.818615e+08 -38.0 Communication Services 354 FSLY 6 -19.62 big-cap Short NaN -6.0 4.698369e+08 -58.0 Technology 217 ENPH 7 -11.23 big-cap Short NaN -7.0 4.675334e+08 -50.0 Technology 331 RUN 6 0.40 big-cap Short NaN -6.0 4.240814e+08 -57.0 Technology 153 XPEV 8 -17.80 big-cap Short NaN -8.0 4.168219e+08 -69.0 Consumer Cyclical 245 FTCH 8 -18.10 big-cap Short NaN -55.0 3.496227e+08 -35.0 Consumer Cyclical 197 SPLK 9 -6.95 big-cap Short NaN -9.0 3.473577e+08 -137.0 Technology 300 SEDG 6 -0.14 big-cap Short NaN -6.0 3.362143e+08 -10.0 Technology 178 DDOG 6 1.59 big-cap Short NaN -6.0 3.326281e+08 -55.0 Technology 116 TME 9 -15.63 big-cap Short NaN -34.0 2.650913e+08 -34.0 Communication Services 220 EXAS 6 -16.53 big-cap Short NaN -6.0 2.507457e+08 -9.0 Healthcare 69 BEKE 7 -6.30 big-cap Short NaN -7.0 2.497267e+08 -49.0 Real Estate 74 ILMN 8 -2.87 big-cap Short NaN -8.0 2.446898e+08 -33.0 Healthcare 388 FSLR 6 -2.58 big-cap Short NaN -6.0 1.950810e+08 -8.0 Technology 188 LI 24 -30.13 big-cap Short NaN -24.0 1.775548e+08 -75.0 Consumer Cyclical 238 HOLX 9 -2.67 big-cap Short NaN -10.0 1.731638e+08 -16.0 Healthcare 223 TTWO 7 -1.34 big-cap Short NaN -7.0 1.704951e+08 -55.0 Communication Services 276 IQ 31 -19.95 big-cap Short NaN -34.0 1.565774e+08 -33.0 Communication Services 357 CHGG 6 -0.82 big-cap Short NaN -6.0 1.481141e+08 -49.0 Consumer Defensive 280 PAGS 6 -3.30 big-cap Short NaN -6.0 1.428462e+08 -46.0 Technology 309 APPN 9 -34.48 big-cap Short NaN -57.0 1.351369e+08 -49.0 Technology 288 CTXS 7 -3.34 big-cap Short NaN -17.0 1.202718e+08 -9.0 Technology 349 CREE 8 -6.25 big-cap Short NaN -9.0 1.149454e+08 -9.0 Technology 392 NRG 16 -7.70 big-cap Short NaN -39.0 1.121323e+08 -39.0 Utilities 307 CGC 7 -6.44 big-cap Short NaN -57.0 9.154579e+07 -38.0 Healthcare 330 TEVA 6 1.63 big-cap Short NaN -24.0 8.514022e+07 -31.0 Healthcare 123 LU 11 -20.68 big-cap Short NaN -56.0 8.490400e+07 -42.0 Financial Services 358 IPGP 6 0.89 big-cap Short NaN -6.0 7.723506e+07 -8.0 Technology 165 ZG 10 -17.37 big-cap Short NaN -53.0 7.616792e+07 -38.0 Communication Services 322 MASI 6 -3.58 big-cap Short NaN -6.0 6.339903e+07 -56.0 Healthcare 273 ALNY 6 0.71 big-cap Short NaN -6.0 6.200615e+07 -49.0 Healthcare 348 QGEN 7 -2.61 big-cap Short NaN -9.0 2.512140e+07 -53.0 Healthcare 353 BEP 16 -10.71 big-cap Short NaN -16.0 2.411571e+07 -55.0 Utilities 344 ERIE 8 -5.62 big-cap Short NaN -8.0 1.273547e+07 -48.0 Financial Services 366 ENIA 8 2.14 big-cap Short NaN -20.0 9.830417e+06 -14.0 Utilities Mean Return: -8.984901960784313 Mean Day/Week: 9.019607843137255 Accuracy:0.8823529411764706 ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 19 Communication Services 3 Consumer Cyclical 21 Consumer Defensive 3 Energy 7 Financial Services 13 Healthcare 8 Industrials 22 Real Estate 11 Technology 4 Utilities 5 unknown 1 **************************************** small_industry_downtrending_count tickers industry Communication Services 6 Consumer Cyclical 4 Consumer Defensive 1 Financial Services 3 Healthcare 30 Industrials 5 Real Estate 2 Technology 36 Utilities 7 unknown 1 *******************Part 2.1 Small Cap Long Entry SPAN MACD********************* small_long_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 443 JAZZ 3 -0.44 small-cap Long NaN 4.0 9.099925e+07 5.0 Healthcare 606 QRTEA 2 -1.57 small-cap Long NaN 3.0 4.724259e+07 3.0 Consumer Cyclical Mean Return: -1.0050000000000001 Mean Day/Week: 2.5 Accuracy:0.0 *******************Part 2.2 Small Cap Short Entry SPAN MACD********************* small_short_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 590 INSP 2 -0.06 small-cap Short NaN -5.0 5.244294e+07 -5.0 Healthcare Mean Return: -0.06 Mean Day/Week: 2.0 Accuracy:1.0 *******************Part 2.3 Small Cap Long Entry SPAN********************* small_long_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 565 PRGO 1 0.00 small-cap Long NaN 19.0 1.134815e+08 4.0 Healthcare 443 JAZZ 3 -0.44 small-cap Long NaN 4.0 9.099925e+07 5.0 Healthcare 606 QRTEA 2 -1.57 small-cap Long NaN 3.0 4.724259e+07 3.0 Consumer Cyclical Mean Return: -1.0050000000000001 Mean Day/Week: 3.0 Accuracy:0.0 *******************Part 2.4 Small Cap Short Entry SPAN********************* small_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 590 INSP 2 -0.06 small-cap Short NaN -5.0 5.244294e+07 -5.0 Healthcare Mean Return: -0.06 Mean Day/Week: 2.0 Accuracy:1.0 *******************Part 2.5 Small Cap Long Entry MACD********************* small_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 460 NLSN 3 1.23 small-cap Long NaN 3.0 1.427014e+08 78.0 Industrials 575 CCJ 3 -2.19 small-cap Long NaN 5.0 1.072684e+08 78.0 Energy 547 DKS 5 1.02 small-cap Long NaN 5.0 1.031920e+08 78.0 Consumer Cyclical 411 IVZ 4 -2.91 small-cap Long NaN 4.0 1.027975e+08 78.0 Financial Services 458 JNPR 4 -0.62 small-cap Long NaN 4.0 1.000559e+08 12.0 Technology 443 JAZZ 3 -0.44 small-cap Long NaN 4.0 9.099925e+07 5.0 Healthcare 419 IRM 3 1.52 small-cap Long NaN 3.0 8.191998e+07 78.0 Real Estate 423 LEA 4 -2.89 small-cap Long NaN 4.0 7.947732e+07 78.0 Consumer Cyclical 434 LNC 3 -1.72 small-cap Long NaN 3.0 7.892457e+07 78.0 Financial Services 497 CLR 1 0.00 small-cap Long NaN 5.0 7.891165e+07 12.0 Energy 537 OSK 5 1.85 small-cap Long NaN 5.0 7.532634e+07 78.0 Industrials 578 NVST 3 -0.68 small-cap Long NaN 3.0 6.850297e+07 78.0 Healthcare 599 TX 1 0.00 small-cap Long NaN 1.0 6.613285e+07 47.0 Basic Materials 435 GFI 3 1.17 small-cap Long NaN 3.0 6.389625e+07 28.0 Basic Materials 572 PBCT 2 -0.64 small-cap Long NaN 2.0 6.106926e+07 78.0 Financial Services 431 AOS 5 -0.46 small-cap Long NaN 5.0 6.041342e+07 70.0 Industrials 510 EXEL 3 -1.68 small-cap Long NaN 3.0 5.506036e+07 22.0 Healthcare 597 LSTR 2 -2.22 small-cap Long NaN 2.0 4.766305e+07 78.0 Industrials 465 AFG 4 -1.28 small-cap Long NaN 4.0 4.765598e+07 72.0 Financial Services 606 QRTEA 2 -1.57 small-cap Long NaN 3.0 4.724259e+07 3.0 Consumer Cyclical 571 BJ 2 -0.21 small-cap Long NaN 4.0 4.396840e+07 13.0 Consumer Defensive 486 UGI 4 1.99 small-cap Long NaN 4.0 4.281233e+07 78.0 Utilities 445 HUBB 5 -1.16 small-cap Long NaN 5.0 3.729798e+07 66.0 Industrials 585 CHH 3 -0.03 small-cap Long NaN 3.0 2.408474e+07 34.0 Consumer Cyclical 539 REYN 2 -0.29 small-cap Long NaN 5.0 2.083853e+07 23.0 Consumer Cyclical 604 KT 1 0.00 small-cap Long NaN 1.0 1.182919e+07 62.0 Communication Services 452 PSO 3 0.84 small-cap Long NaN 3.0 7.999915e+06 78.0 Communication Services Mean Return: -0.47375000000000006 Mean Day/Week: 3.4583333333333335 Accuracy:0.2916666666666667 *******************Part 2.6 Small Cap Short Entry MACD********************* small_short_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 581 FUBO 4 3.91 small-cap Short NaN -4.0 3.060820e+08 -56.0 Communication Services 450 LMND 4 -2.34 small-cap Short NaN -4.0 2.655785e+08 -50.0 Financial Services 579 BEAM 4 -5.20 small-cap Short NaN -4.0 1.517240e+08 -38.0 Healthcare 520 KOD 4 -20.81 small-cap Short NaN -4.0 1.460514e+08 -59.0 Healthcare 414 MRTX 3 4.49 small-cap Short NaN -3.0 1.429845e+08 -77.0 Healthcare 545 BE 4 -5.78 small-cap Short NaN -4.0 1.261887e+08 -53.0 Industrials 535 SDGR 5 -10.54 small-cap Short NaN -5.0 1.187116e+08 -48.0 Healthcare 446 FATE 4 1.93 small-cap Short NaN -4.0 1.179859e+08 -49.0 Healthcare 479 RDFN 4 3.82 small-cap Short NaN -4.0 1.120423e+08 -41.0 Real Estate 594 SDC 5 -2.03 small-cap Short NaN -5.0 9.802469e+07 -59.0 Healthcare 573 TNDM 2 0.07 small-cap Short NaN -3.0 9.555004e+07 -6.0 Healthcare 602 BIGC 4 -2.70 small-cap Short NaN -4.0 8.877648e+07 -61.0 Technology 415 GWRE 3 -2.26 small-cap Short NaN -3.0 8.643759e+07 -56.0 Technology 538 CYBR 5 2.48 small-cap Short NaN -5.0 8.583387e+07 -11.0 Technology 540 NEP 4 -5.19 small-cap Short NaN -4.0 8.341537e+07 -8.0 Utilities 410 NBIX 4 2.25 small-cap Short NaN -4.0 8.077550e+07 -50.0 Healthcare 586 PSTH 1 0.00 small-cap Short NaN -1.0 7.494829e+07 -41.0 Financial Services 580 FROG 4 -12.20 small-cap Short NaN -4.0 6.650957e+07 -56.0 Technology 531 IOVA 1 0.00 small-cap Short NaN -1.0 6.545717e+07 -56.0 Healthcare 456 IONS 4 -1.70 small-cap Short NaN -4.0 6.488549e+07 -49.0 Healthcare 483 BL 4 2.49 small-cap Short NaN -4.0 6.022369e+07 -56.0 Technology 558 TPTX 4 0.36 small-cap Short NaN -4.0 5.922362e+07 -50.0 Healthcare 595 DM 4 4.19 small-cap Short NaN -4.0 5.294528e+07 -49.0 Technology 609 ARRY 1 0.00 small-cap Short NaN -1.0 5.270483e+07 -59.0 Technology 600 APPF 5 -4.78 small-cap Short NaN -5.0 5.267561e+07 -53.0 Technology 590 INSP 2 -0.06 small-cap Short NaN -5.0 5.244294e+07 -5.0 Healthcare 583 ASAN 5 -2.95 small-cap Short NaN -5.0 5.083732e+07 -42.0 Technology 550 NEO 5 -6.98 small-cap Short NaN -5.0 4.103852e+07 -11.0 Healthcare 466 AMWL 4 -6.51 small-cap Short NaN -4.0 4.078492e+07 -56.0 Healthcare 516 ONEM 2 0.65 small-cap Short NaN -2.0 3.952252e+07 -48.0 Healthcare 512 RCM 5 0.47 small-cap Short NaN -5.0 3.906429e+07 -7.0 Healthcare 607 TENB 5 6.11 small-cap Short NaN -5.0 3.665449e+07 -60.0 Technology 501 QTWO 4 -2.45 small-cap Short NaN -4.0 3.503753e+07 -50.0 Technology 482 ADPT 4 -9.46 small-cap Short NaN -4.0 3.410855e+07 -50.0 Healthcare 529 ORA 5 -2.14 small-cap Short NaN -5.0 3.319354e+07 -53.0 Utilities 499 ALLK 4 0.23 small-cap Short NaN -4.0 3.033878e+07 -56.0 Healthcare 555 CWEN 3 -5.05 small-cap Short NaN -3.0 2.737903e+07 -58.0 Utilities 543 MDLA 3 -5.59 small-cap Short NaN -3.0 2.656465e+07 -47.0 Technology 467 OCFT 2 -0.74 small-cap Short NaN -2.0 7.324099e+06 -68.0 Technology Mean Return: -2.3336111111111113 Mean Day/Week: 4.0 Accuracy:0.6111111111111112 *******************Part 2.7 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 487 PFPT 12 -1.04 small-cap Long NaN 25.0 8.139006e+08 22.0 Technology 491 CLF 6 5.02 small-cap Long NaN 6.0 6.414846e+08 30.0 Basic Materials 447 PNW 8 2.58 small-cap Long NaN 46.0 2.901648e+08 41.0 Utilities 488 GPS 27 16.84 small-cap Long NaN 66.0 2.322707e+08 57.0 Consumer Cyclical 481 MIDD 14 0.33 small-cap Long NaN 14.0 2.228933e+08 57.0 Industrials 493 STLD 11 15.97 small-cap Long NaN 11.0 1.995950e+08 68.0 Basic Materials 425 CF 9 9.41 small-cap Long NaN 10.0 1.574907e+08 78.0 Basic Materials 448 AGNC 11 2.54 small-cap Long NaN 39.0 1.528385e+08 78.0 Real Estate 474 VER 28 14.62 small-cap Long NaN 28.0 1.409654e+08 55.0 Real Estate 567 YETI 22 4.10 small-cap Long NaN 27.0 1.376947e+08 28.0 Consumer Cyclical 561 MTZ 11 14.06 small-cap Long NaN 11.0 1.320159e+08 78.0 Industrials 461 CMA 8 2.57 small-cap Long NaN 8.0 1.222271e+08 78.0 Financial Services 441 OC 6 4.65 small-cap Long NaN 6.0 1.052951e+08 47.0 Industrials 416 IPG 8 2.06 small-cap Long NaN 8.0 1.016097e+08 78.0 Communication Services 566 PVH 11 0.51 small-cap Long NaN 11.0 9.961328e+07 78.0 Consumer Cyclical 490 RL 9 0.64 small-cap Long NaN 9.0 9.903266e+07 78.0 Consumer Cyclical 530 DXC 13 6.84 small-cap Long NaN 30.0 9.879572e+07 33.0 Technology 409 AMH 32 9.14 small-cap Long NaN 41.0 9.602576e+07 45.0 Real Estate 533 TOL 15 6.47 small-cap Long NaN 28.0 9.329219e+07 78.0 Consumer Cyclical 541 CPRI 8 1.22 small-cap Long NaN 8.0 8.773142e+07 78.0 Consumer Cyclical 526 AXTA 22 10.90 small-cap Long NaN 51.0 8.683111e+07 33.0 Basic Materials 424 BG 15 9.44 small-cap Long NaN 15.0 8.533097e+07 78.0 Consumer Defensive 472 RHI 22 9.33 small-cap Long NaN 22.0 8.389421e+07 78.0 Industrials 418 HSIC 15 11.07 small-cap Long NaN 41.0 8.304094e+07 23.0 Healthcare 601 THC 12 15.91 small-cap Long NaN 12.0 8.289388e+07 78.0 Healthcare 534 TRGP 11 10.64 small-cap Long NaN 11.0 8.128452e+07 78.0 Energy 559 HUN 7 4.23 small-cap Long NaN 7.0 8.030635e+07 33.0 Basic Materials 485 RS 9 7.70 small-cap Long NaN 9.0 7.905898e+07 78.0 Basic Materials 475 FHN 10 3.06 small-cap Long NaN 10.0 7.871368e+07 78.0 Financial Services 514 BC 19 8.63 small-cap Long NaN 19.0 7.855146e+07 78.0 Consumer Cyclical 525 AN 15 7.64 small-cap Long NaN 20.0 7.677485e+07 78.0 Consumer Cyclical 464 PRAH 39 15.11 small-cap Long NaN 54.0 7.677187e+07 78.0 Healthcare 477 JLL 6 3.91 small-cap Long NaN 6.0 7.520701e+07 78.0 Real Estate 440 SCI 6 -4.32 small-cap Long NaN 35.0 7.489788e+07 28.0 Consumer Cyclical 596 SKX 41 17.96 small-cap Long NaN 56.0 7.333811e+07 47.0 Consumer Cyclical 433 CX 18 13.75 small-cap Long NaN 18.0 7.075629e+07 78.0 Basic Materials 612 MAN 25 18.49 small-cap Long NaN 25.0 6.962426e+07 78.0 Industrials 498 SITE 7 3.81 small-cap Long NaN 12.0 6.829134e+07 47.0 Industrials 471 ATH 19 14.42 small-cap Long NaN 19.0 6.810689e+07 78.0 Financial Services 522 SEE 23 19.48 small-cap Long NaN 46.0 6.774819e+07 46.0 Consumer Cyclical 518 BERY 6 3.24 small-cap Long NaN 6.0 6.705949e+07 66.0 Consumer Cyclical 500 KIM 12 2.52 small-cap Long NaN 12.0 6.640067e+07 78.0 Real Estate 413 MMP 7 1.68 small-cap Long NaN 24.0 6.514613e+07 27.0 Energy 592 LEG 20 17.16 small-cap Long NaN 20.0 6.282590e+07 52.0 Consumer Cyclical 469 REG 15 4.51 small-cap Long NaN 15.0 5.992353e+07 78.0 Real Estate 429 PNR 23 9.55 small-cap Long NaN 51.0 5.747682e+07 66.0 Industrials 574 JHG 15 10.67 small-cap Long NaN 43.0 5.607240e+07 27.0 Financial Services 546 LSI 27 8.38 small-cap Long NaN 27.0 5.259052e+07 78.0 Real Estate 524 FRT 13 4.07 small-cap Long NaN 13.0 5.247710e+07 78.0 Real Estate 459 SID 18 16.88 small-cap Long NaN 26.0 5.124510e+07 30.0 Basic Materials 615 BRX 12 1.66 small-cap Long NaN 12.0 4.830941e+07 78.0 Real Estate 560 FAF 18 6.76 small-cap Long NaN 31.0 4.797658e+07 46.0 Financial Services 442 ATR 26 5.71 small-cap Long NaN 42.0 4.025530e+07 46.0 Consumer Cyclical 421 WSO 32 14.76 small-cap Long NaN 40.0 3.883994e+07 44.0 Industrials 476 CSL 41 19.10 small-cap Long NaN 45.0 3.751001e+07 46.0 Industrials 562 TKR 7 5.04 small-cap Long NaN 15.0 3.745262e+07 33.0 Industrials 553 SRCL 10 9.65 small-cap Long NaN 28.0 3.729510e+07 22.0 Industrials 568 SON 10 4.14 small-cap Long NaN 10.0 3.707058e+07 47.0 Consumer Cyclical 551 WES 9 4.44 small-cap Long NaN 9.0 3.661543e+07 78.0 Energy 587 ORI 27 14.44 small-cap Long NaN 64.0 3.640884e+07 78.0 Financial Services 569 CFR 10 2.56 small-cap Long NaN 10.0 3.520354e+07 78.0 Financial Services 451 LAMR 7 1.35 small-cap Long NaN 7.0 3.372915e+07 78.0 Real Estate 556 CACI 7 -0.93 small-cap Long NaN 41.0 3.339051e+07 28.0 Technology 544 POST 33 9.84 small-cap Long NaN 48.0 3.056362e+07 51.0 Consumer Defensive 484 DCI 10 1.80 small-cap Long NaN 18.0 2.730015e+07 19.0 Industrials 436 VEDL 8 13.55 small-cap Long NaN 8.0 2.611983e+07 78.0 Basic Materials 598 MDU 20 5.75 small-cap Long NaN 20.0 2.507087e+07 78.0 Basic Materials 527 TFII 11 9.61 small-cap Long NaN 11.0 1.977270e+07 78.0 Industrials 507 SC 27 24.68 small-cap Long NaN 27.0 1.927681e+07 69.0 Financial Services 511 LECO 15 4.91 small-cap Long NaN 15.0 1.817760e+07 44.0 Industrials 428 EBR 14 16.35 small-cap Long NaN 55.0 1.152961e+07 29.0 Utilities 468 ACH 12 20.61 small-cap Long NaN 15.0 3.690458e+06 65.0 Basic Materials 509 ICL 7 1.08 small-cap Long NaN 7.0 1.335234e+06 78.0 Basic Materials Mean Return: 8.153561643835616 Mean Day/Week: 15.602739726027398 Accuracy:0.958904109589041 *******************Part 2.8 Small Cap Short Maintaiance********************* small_short_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 584 JMIA 33 -28.44 small-cap Short NaN -58.0 5.499018e+08 -40.0 Consumer Cyclical 427 AZPN 8 5.25 small-cap Short NaN -20.0 3.991317e+08 -9.0 Technology 515 MSTR 18 -16.79 small-cap Short NaN -54.0 3.730133e+08 -35.0 Technology 502 FCEL 11 -25.52 small-cap Short NaN -58.0 3.108535e+08 -40.0 Industrials 528 CCIV 7 -6.66 small-cap Short NaN -52.0 2.630002e+08 -31.0 Financial Services 470 FVRR 8 -15.71 small-cap Short NaN -8.0 1.796687e+08 -38.0 Communication Services 406 BLDP 6 -9.69 small-cap Short NaN -6.0 1.656969e+08 -49.0 Industrials 610 SAIL 6 -4.94 small-cap Short NaN -6.0 1.616515e+08 -41.0 Technology 412 NVTA 7 -15.29 small-cap Short NaN -7.0 1.538040e+08 -60.0 Healthcare 430 IIVI 8 -3.43 small-cap Short NaN -8.0 1.533207e+08 -49.0 Technology 437 SMAR 11 -10.81 small-cap Short NaN -16.0 1.186155e+08 -49.0 Technology 407 VST 8 -3.18 small-cap Short NaN -8.0 1.098766e+08 -52.0 Utilities 532 PSTG 11 -16.45 small-cap Short NaN -54.0 1.086924e+08 -38.0 Technology 454 SPWR 9 -18.77 small-cap Short NaN -59.0 1.080559e+08 -47.0 Technology 420 BFAM 8 -7.58 small-cap Short NaN -22.0 9.924464e+07 -17.0 Consumer Cyclical 536 PACB 8 -20.35 small-cap Short NaN -55.0 9.410159e+07 -34.0 Healthcare 480 YY 10 -11.22 small-cap Short NaN -48.0 8.863814e+07 -32.0 Communication Services 455 NYT 25 -10.04 small-cap Short NaN -48.0 8.819549e+07 -44.0 Communication Services 439 TWST 6 -10.55 small-cap Short NaN -6.0 7.961826e+07 -53.0 Healthcare 591 UPWK 9 -12.36 small-cap Short NaN -17.0 7.739447e+07 -34.0 Industrials 554 HUYA 9 -12.83 small-cap Short NaN -51.0 7.305503e+07 -35.0 Communication Services 519 TGTX 7 -13.93 small-cap Short NaN -34.0 6.825338e+07 -42.0 Healthcare 457 BB 8 -5.91 small-cap Short NaN -62.0 6.803781e+07 -48.0 Technology 576 VRNS 7 -8.68 small-cap Short NaN -7.0 6.497290e+07 -39.0 Technology 523 NCNO 7 -13.04 small-cap Short NaN -7.0 6.308237e+07 -55.0 Technology 570 HAE 17 -21.52 small-cap Short NaN -17.0 5.461380e+07 -48.0 Healthcare 463 EXPI 20 -31.15 small-cap Short NaN -53.0 4.943998e+07 -35.0 Real Estate 582 CRUS 7 3.46 small-cap Short NaN -8.0 4.919771e+07 -8.0 Technology 494 API 9 -23.15 small-cap Short NaN -9.0 4.304464e+07 -39.0 Technology 504 BBIO 7 -11.43 small-cap Short NaN -82.0 3.717711e+07 -34.0 Healthcare 605 VNET 10 -18.54 small-cap Short NaN -60.0 3.209613e+07 -48.0 Technology 549 EBS 28 -29.69 small-cap Short NaN -56.0 3.144442e+07 -49.0 Healthcare 417 BEPC 9 -9.65 small-cap Short NaN -9.0 2.374818e+07 -64.0 Utilities 449 VIR 7 -14.55 small-cap Short NaN -53.0 2.363620e+07 -44.0 Healthcare 589 NATI 7 -0.85 small-cap Short NaN -8.0 2.143669e+07 -8.0 Technology 513 DCT 8 -11.18 small-cap Short NaN -8.0 2.112261e+07 -38.0 Technology 577 ALGM 9 -3.29 small-cap Short NaN -9.0 1.901572e+07 -53.0 Technology 548 FIZZ 9 -4.44 small-cap Short NaN -9.0 1.419253e+07 -43.0 Consumer Defensive 492 SHC 6 0.10 small-cap Short NaN -6.0 1.327051e+07 -38.0 Healthcare 542 AVIR 19 -75.02 small-cap Short NaN -53.0 1.266261e+07 -33.0 Healthcare 614 ENIC 9 2.66 small-cap Short NaN -11.0 3.331459e+06 -11.0 Utilities Mean Return: -13.296585365853657 Mean Day/Week: 10.634146341463415 Accuracy:0.9024390243902439 ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 39 Communication Services 5 Consumer Cyclical 34 Consumer Defensive 14 Energy 20 Financial Services 57 Healthcare 14 Industrial Goods 1 Industrials 58 Real Estate 16 Technology 10 Utilities 3 unknown 1 **************************************** penny_industry_downtrending_count tickers industry Basic Materials 8 Communication Services 16 Consumer Cyclical 21 Consumer Defensive 11 Energy 1 Financial Services 19 Healthcare 99 Industrials 20 Real Estate 11 Technology 66 Utilities 1 unknown 1 *******************Part 3.1 Penny Cap Long Entry SPAN MACD********************* penny_long_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 717 HL 2 3.77 penny-cap Long NaN 4.0 8.654814e+07 4.0 Basic Materials 845 MED 2 -0.21 penny-cap Long NaN 5.0 4.726631e+07 4.0 Consumer Cyclical 1134 RGR 1 0.00 penny-cap Long NaN 1.0 1.877939e+07 4.0 Industrials 916 BDC 3 -4.63 penny-cap Long NaN 5.0 1.824197e+07 5.0 Industrials 802 GOLF 4 -1.20 penny-cap Long NaN 4.0 1.586383e+07 4.0 Consumer Cyclical Mean Return: -0.5674999999999999 Mean Day/Week: 3.0 Accuracy:0.25 *******************Part 3.2 Penny Cap Short Entry SPAN MACD********************* penny_short_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 757 EQC 4 -2.92 penny-cap Short NaN -5.0 5.688274e+07 -5.0 Real Estate 709 MRCY 3 -1.72 penny-cap Short NaN -5.0 4.083655e+07 -5.0 Industrials 701 GKOS 2 1.44 penny-cap Short NaN -3.0 2.965416e+07 -4.0 Healthcare 682 ICUI 1 0.00 penny-cap Short NaN -3.0 2.946191e+07 -3.0 Healthcare 815 ROCK 1 0.00 penny-cap Short NaN -5.0 8.920109e+06 -5.0 Industrials Mean Return: -1.0666666666666667 Mean Day/Week: 3.6666666666666665 Accuracy:0.6666666666666666 *******************Part 3.3 Penny Cap Long Entry SPAN********************* penny_long_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 850 ELY 1 0.00 penny-cap Long NaN 15.0 2.679359e+08 4.0 Consumer Cyclical 763 IGT 1 0.00 penny-cap Long NaN 10.0 1.970519e+08 1.0 Consumer Cyclical 717 HL 2 3.77 penny-cap Long NaN 4.0 8.654814e+07 4.0 Basic Materials 831 MIME 1 0.00 penny-cap Long NaN 21.0 6.185808e+07 3.0 Technology 845 MED 2 -0.21 penny-cap Long NaN 5.0 4.726631e+07 4.0 Consumer Cyclical 1134 RGR 1 0.00 penny-cap Long NaN 1.0 1.877939e+07 4.0 Industrials 916 BDC 3 -4.63 penny-cap Long NaN 5.0 1.824197e+07 5.0 Industrials 818 NUS 2 0.37 penny-cap Long NaN 22.0 1.728431e+07 4.0 Consumer Defensive 802 GOLF 4 -1.20 penny-cap Long NaN 4.0 1.586383e+07 4.0 Consumer Cyclical 910 AFYA 1 0.00 penny-cap Long NaN 24.0 6.290194e+06 3.0 Consumer Defensive Mean Return: -0.38 Mean Day/Week: 3.6 Accuracy:0.4 *******************Part 3.4 Penny Cap Short Entry SPAN********************* penny_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 757 EQC 4 -2.92 penny-cap Short NaN -5.0 5.688274e+07 -5.0 Real Estate 709 MRCY 3 -1.72 penny-cap Short NaN -5.0 4.083655e+07 -5.0 Industrials 700 LOPE 2 -1.32 penny-cap Short NaN -30.0 3.502025e+07 -4.0 Consumer Defensive 701 GKOS 2 1.44 penny-cap Short NaN -3.0 2.965416e+07 -4.0 Healthcare 682 ICUI 1 0.00 penny-cap Short NaN -3.0 2.946191e+07 -3.0 Healthcare 815 ROCK 1 0.00 penny-cap Short NaN -5.0 8.920109e+06 -5.0 Industrials 1017 SYX 1 0.00 penny-cap Short NaN -8.0 2.033872e+06 -5.0 Industrials Mean Return: -1.13 Mean Day/Week: 3.5 Accuracy:0.75 *******************Part 3.5 Penny Cap Long Entry MACD********************* penny_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 1118 FOE 1 0.00 penny-cap Long NaN 1.0 4.268785e+08 65.0 Basic Materials 953 AR 3 6.03 penny-cap Long NaN 3.0 1.268141e+08 78.0 Energy 865 SUM 4 5.09 penny-cap Long NaN 4.0 1.074474e+08 78.0 Basic Materials 805 COMM 3 -2.85 penny-cap Long NaN 3.0 1.059404e+08 78.0 Technology 944 ASO 4 3.22 penny-cap Long NaN 4.0 9.718426e+07 78.0 Consumer Cyclical 869 GT 3 -3.48 penny-cap Long NaN 3.0 8.986535e+07 78.0 Consumer Cyclical 644 FL 5 1.97 penny-cap Long NaN 5.0 8.966115e+07 78.0 Consumer Cyclical 717 HL 2 3.77 penny-cap Long NaN 4.0 8.654814e+07 4.0 Basic Materials 771 ADS 1 0.00 penny-cap Long NaN 5.0 8.172936e+07 68.0 Financial Services 663 XEC 5 -1.19 penny-cap Long NaN 5.0 7.583777e+07 78.0 Energy 624 EXP 1 0.00 penny-cap Long NaN 1.0 6.980961e+07 78.0 Basic Materials 617 AMG 4 -3.02 penny-cap Long NaN 4.0 6.845365e+07 78.0 Financial Services 852 SWN 2 3.01 penny-cap Long NaN 5.0 6.440710e+07 11.0 Energy 919 MLHR 2 0.11 penny-cap Long NaN 2.0 5.255269e+07 69.0 Consumer Cyclical 627 UNM 4 -0.55 penny-cap Long NaN 4.0 4.812452e+07 78.0 Financial Services 845 MED 2 -0.21 penny-cap Long NaN 5.0 4.726631e+07 4.0 Consumer Cyclical 888 PDCE 3 0.81 penny-cap Long NaN 3.0 4.633046e+07 78.0 Energy 912 SITC 2 -3.74 penny-cap Long NaN 2.0 4.523485e+07 67.0 Real Estate 790 BHF 4 -1.04 penny-cap Long NaN 4.0 4.281627e+07 78.0 Financial Services 621 BPOP 5 -0.27 penny-cap Long NaN 5.0 4.217550e+07 78.0 Financial Services 880 ANAT 4 17.26 penny-cap Long NaN 4.0 3.894659e+07 49.0 Financial Services 619 INGR 1 0.00 penny-cap Long NaN 1.0 3.646858e+07 68.0 Consumer Defensive 646 ALSN 3 -1.82 penny-cap Long NaN 3.0 3.551559e+07 26.0 Consumer Cyclical 876 MD 3 -1.41 penny-cap Long NaN 3.0 3.531678e+07 28.0 Healthcare 878 CMC 3 1.48 penny-cap Long NaN 3.0 3.468730e+07 68.0 Basic Materials 814 CNO 5 3.08 penny-cap Long NaN 5.0 3.413661e+07 78.0 Financial Services 774 HRB 2 -0.80 penny-cap Long NaN 2.0 3.310453e+07 70.0 Consumer Cyclical 724 AM 2 0.21 penny-cap Long NaN 5.0 3.186229e+07 15.0 Energy 1104 ERJ 3 -2.11 penny-cap Long NaN 3.0 3.040666e+07 78.0 Industrials 808 SAFM 5 2.20 penny-cap Long NaN 5.0 3.006133e+07 69.0 Consumer Defensive 1133 CYH 5 7.45 penny-cap Long NaN 5.0 2.988021e+07 8.0 Healthcare 669 CLH 5 -1.33 penny-cap Long NaN 5.0 2.974941e+07 78.0 Industrials 675 GPK 5 0.11 penny-cap Long NaN 5.0 2.756209e+07 46.0 Consumer Cyclical 656 IDA 3 -0.99 penny-cap Long NaN 3.0 2.739590e+07 44.0 Utilities 934 TDS 2 -0.63 penny-cap Long NaN 2.0 2.680622e+07 47.0 Communication Services 712 APAM 3 -2.50 penny-cap Long NaN 3.0 2.659859e+07 29.0 Financial Services 884 TRQ 3 -0.70 penny-cap Long NaN 3.0 2.586265e+07 78.0 Basic Materials 994 MNR 5 -1.90 penny-cap Long NaN 5.0 2.571997e+07 78.0 Real Estate 983 SBH 3 -6.34 penny-cap Long NaN 3.0 2.510694e+07 78.0 Consumer Cyclical 680 UBSI 2 0.62 penny-cap Long NaN 3.0 2.457209e+07 78.0 Financial Services 773 SPB 3 -2.50 penny-cap Long NaN 3.0 2.441174e+07 78.0 Consumer Defensive 1110 ARCB 5 3.38 penny-cap Long NaN 5.0 2.335303e+07 78.0 Industrials 957 DDS 5 -0.17 penny-cap Long NaN 5.0 2.286109e+07 13.0 Consumer Cyclical 832 BECN 3 -2.14 penny-cap Long NaN 3.0 2.235476e+07 78.0 Industrials 879 CIM 3 -0.82 penny-cap Long NaN 3.0 2.199318e+07 78.0 Real Estate 632 FLO 2 -0.32 penny-cap Long NaN 2.0 1.988742e+07 47.0 Consumer Defensive 635 ACHC 4 -1.43 penny-cap Long NaN 4.0 1.956478e+07 78.0 Healthcare 951 HRI 4 -2.58 penny-cap Long NaN 4.0 1.905306e+07 78.0 Industrials 1037 CNR 3 -3.09 penny-cap Long NaN 3.0 1.894542e+07 78.0 Industrials 1013 HBM 3 0.39 penny-cap Long NaN 5.0 1.883277e+07 30.0 Basic Materials 1134 RGR 1 0.00 penny-cap Long NaN 1.0 1.877939e+07 4.0 Industrials 1068 XPEL 2 2.97 penny-cap Long NaN 2.0 1.862446e+07 28.0 Consumer Cyclical 916 BDC 3 -4.63 penny-cap Long NaN 5.0 1.824197e+07 5.0 Industrials 640 RXN 4 -2.28 penny-cap Long NaN 4.0 1.729990e+07 78.0 Industrials 854 EXLS 5 0.85 penny-cap Long NaN 5.0 1.679058e+07 49.0 Technology 766 NJR 2 -0.16 penny-cap Long NaN 2.0 1.616873e+07 78.0 Utilities 802 GOLF 4 -1.20 penny-cap Long NaN 4.0 1.586383e+07 4.0 Consumer Cyclical 974 EPC 4 1.21 penny-cap Long NaN 4.0 1.443729e+07 42.0 Consumer Defensive 1099 AKR 3 -2.84 penny-cap Long NaN 3.0 1.353863e+07 78.0 Real Estate 973 HUBG 3 -1.19 penny-cap Long NaN 3.0 1.341026e+07 54.0 Industrials 1100 NMRK 3 0.87 penny-cap Long NaN 3.0 1.243745e+07 78.0 Real Estate 1130 CLI 4 -2.09 penny-cap Long NaN 4.0 1.106216e+07 62.0 Real Estate 929 PBH 2 0.60 penny-cap Long NaN 2.0 1.091379e+07 7.0 Healthcare 824 GHC 3 1.48 penny-cap Long NaN 3.0 1.076714e+07 28.0 Consumer Defensive 1001 PIPR 3 -0.72 penny-cap Long NaN 3.0 1.074887e+07 67.0 Financial Services 833 ESRT 3 -1.53 penny-cap Long NaN 3.0 1.016228e+07 78.0 Real Estate 981 HLIO 1 0.00 penny-cap Long NaN 1.0 1.007844e+07 78.0 Industrials 856 AUB 2 0.78 penny-cap Long NaN 4.0 1.006297e+07 78.0 Financial Services 928 PVG 4 -1.96 penny-cap Long NaN 4.0 9.471207e+06 7.0 Basic Materials 1112 NXE 5 -3.45 penny-cap Long NaN 5.0 9.084999e+06 10.0 Energy 1045 MEI 4 -1.92 penny-cap Long NaN 4.0 8.463079e+06 33.0 Technology 902 MTX 4 0.87 penny-cap Long NaN 4.0 8.391635e+06 78.0 Basic Materials 797 NG 1 0.00 penny-cap Long NaN 4.0 8.029935e+06 24.0 Basic Materials 782 PPBI 1 0.00 penny-cap Long NaN 4.0 7.645533e+06 78.0 Financial Services 1031 NPO 1 0.00 penny-cap Long NaN 3.0 7.544897e+06 78.0 Industrials 943 WSBC 4 -1.93 penny-cap Long NaN 4.0 7.384512e+06 78.0 Financial Services 1054 ARGO 4 0.33 penny-cap Long NaN 4.0 7.279154e+06 62.0 Financial Services 1127 FDP 5 -3.12 penny-cap Long NaN 5.0 7.244497e+06 52.0 Consumer Defensive 842 USM 1 0.00 penny-cap Long NaN 1.0 6.105176e+06 47.0 Communication Services 1076 MRTN 4 -1.06 penny-cap Long NaN 4.0 4.560053e+06 7.0 Industrials 1011 GAB 3 -1.24 penny-cap Long NaN 3.0 4.369744e+06 52.0 Financial Services 1007 OTTR 3 -1.04 penny-cap Long NaN 3.0 4.098605e+06 47.0 Utilities 995 TOWN 1 0.00 penny-cap Long NaN 3.0 3.846306e+06 78.0 Financial Services 1095 TNC 4 -2.63 penny-cap Long NaN 4.0 3.499400e+06 78.0 Industrials 1105 EPAC 5 -1.42 penny-cap Long NaN 5.0 2.718737e+06 59.0 Industrials 1039 VCTR 3 -2.52 penny-cap Long NaN 3.0 2.656980e+06 47.0 Financial Services 1158 AWF 5 -0.20 penny-cap Long NaN 5.0 2.219432e+06 30.0 Financial Services 631 SHI 2 1.74 penny-cap Long NaN 2.0 7.761334e+05 24.0 Energy 1093 OPINI 2 -0.12 penny-cap Long NaN 4.0 3.148896e+05 28.0 unknown 719 ESGRO 5 -0.32 penny-cap Long NaN 5.0 1.369857e+05 35.0 Financial Services Mean Return: -0.22291139240506325 Mean Day/Week: 3.607594936708861 Accuracy:0.35443037974683544 *******************Part 3.6 Penny Cap Short Entry MACD********************* penny_short_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 645 EVBG 5 -1.68 penny-cap Short NaN -5.0 2.948172e+08 -47.0 Technology 723 INSM 5 -9.76 penny-cap Short NaN -5.0 2.505193e+08 -41.0 Healthcare 639 WKHS 2 0.49 penny-cap Short NaN -2.0 2.068639e+08 -55.0 Consumer Cyclical 918 REAL 3 -30.02 penny-cap Short NaN -3.0 1.854473e+08 -8.0 Consumer Cyclical 860 TIGR 4 -6.86 penny-cap Short NaN -4.0 1.342154e+08 -34.0 Financial Services 931 AUPH 3 10.87 penny-cap Short NaN -3.0 1.132601e+08 -48.0 Healthcare 685 TREE 4 -10.95 penny-cap Short NaN -4.0 9.535754e+07 -52.0 Financial Services 793 NSTG 1 0.00 penny-cap Short NaN -4.0 8.503029e+07 -6.0 Healthcare 806 TWOU 4 -5.69 penny-cap Short NaN -4.0 7.347748e+07 -42.0 Consumer Defensive 710 EDIT 2 4.83 penny-cap Short NaN -2.0 5.755675e+07 -63.0 Healthcare 1148 UWMC 2 1.04 penny-cap Short NaN -2.0 5.714829e+07 -67.0 Financial Services 757 EQC 4 -2.92 penny-cap Short NaN -5.0 5.688274e+07 -5.0 Real Estate 769 CDLX 4 -6.27 penny-cap Short NaN -4.0 5.520317e+07 -9.0 Communication Services 705 SRNE 3 -2.88 penny-cap Short NaN -3.0 5.488010e+07 -43.0 Healthcare 827 JKS 2 3.70 penny-cap Short NaN -2.0 5.398213e+07 -71.0 Technology 738 VLDR 1 0.00 penny-cap Short NaN -1.0 5.339251e+07 -60.0 Technology 660 BAND 1 0.00 penny-cap Short NaN -1.0 5.319475e+07 -53.0 Technology 692 PD 5 -6.97 penny-cap Short NaN -5.0 5.255920e+07 -49.0 Technology 1012 IDEX 3 -1.78 penny-cap Short NaN -3.0 4.705216e+07 -38.0 Technology 804 GBT 5 -5.12 penny-cap Short NaN -5.0 4.206473e+07 -53.0 Healthcare 709 MRCY 3 -1.72 penny-cap Short NaN -5.0 4.083655e+07 -5.0 Industrials 676 STMP 4 -11.28 penny-cap Short NaN -4.0 4.011969e+07 -56.0 Technology 948 ARCT 2 -5.81 penny-cap Short NaN -2.0 3.986526e+07 -64.0 Healthcare 897 TPIC 5 -7.25 penny-cap Short NaN -5.0 3.914194e+07 -52.0 Industrials 728 RETA 1 0.00 penny-cap Short NaN -1.0 3.851592e+07 -38.0 Healthcare 671 CRNC 3 -4.32 penny-cap Short NaN -3.0 3.833616e+07 -40.0 Technology 647 CLDR 2 3.24 penny-cap Short NaN -2.0 3.269452e+07 -43.0 Technology 946 DOMO 1 0.00 penny-cap Short NaN -4.0 2.996495e+07 -9.0 Technology 701 GKOS 2 1.44 penny-cap Short NaN -3.0 2.965416e+07 -4.0 Healthcare 682 ICUI 1 0.00 penny-cap Short NaN -3.0 2.946191e+07 -3.0 Healthcare 622 GSHD 1 0.00 penny-cap Short NaN -1.0 2.706843e+07 -38.0 Financial Services 1002 TTCF 2 0.23 penny-cap Short NaN -4.0 2.678121e+07 -50.0 Consumer Defensive 887 RMO 2 0.84 penny-cap Short NaN -2.0 2.675919e+07 -104.0 Consumer Cyclical 834 GDOT 1 0.00 penny-cap Short NaN -1.0 2.619149e+07 -76.0 Financial Services 874 RCUS 5 -7.23 penny-cap Short NaN -5.0 2.461719e+07 -34.0 Healthcare 915 EAR 4 -9.76 penny-cap Short NaN -4.0 2.407969e+07 -38.0 Healthcare 628 SAGE 4 2.95 penny-cap Short NaN -4.0 2.406715e+07 -6.0 Healthcare 991 CSTL 5 -12.00 penny-cap Short NaN -5.0 2.378865e+07 -47.0 Healthcare 1132 TPGY 3 -10.15 penny-cap Short NaN -3.0 2.338573e+07 -49.0 Financial Services 754 NIU 5 -12.84 penny-cap Short NaN -5.0 2.274660e+07 -35.0 Consumer Cyclical 654 ARNA 5 -2.46 penny-cap Short NaN -5.0 2.121423e+07 -38.0 Healthcare 1136 KPTI 5 8.33 penny-cap Short NaN -5.0 2.096184e+07 -63.0 Healthcare 939 LUNG 2 2.59 penny-cap Short NaN -2.0 2.067925e+07 -40.0 Healthcare 1160 VITL 4 -2.12 penny-cap Short NaN -4.0 2.039749e+07 -37.0 Consumer Defensive 679 ENV 3 -1.64 penny-cap Short NaN -3.0 1.925234e+07 -7.0 Technology 1057 OCUL 1 0.00 penny-cap Short NaN -1.0 1.891849e+07 -8.0 Healthcare 1067 JRVR 4 -1.55 penny-cap Short NaN -5.0 1.712279e+07 -16.0 Financial Services 1108 ICPT 5 -3.63 penny-cap Short NaN -5.0 1.628722e+07 -56.0 Healthcare 1106 MODN 1 0.00 penny-cap Short NaN -5.0 1.579008e+07 -9.0 Technology 1135 DBD 1 0.00 penny-cap Short NaN -3.0 1.569766e+07 -9.0 Technology 820 UNIT 1 0.00 penny-cap Short NaN -1.0 1.519832e+07 -50.0 Real Estate 734 MTLS 4 -4.83 penny-cap Short NaN -4.0 1.470850e+07 -55.0 Technology 862 DCPH 5 -9.56 penny-cap Short NaN -5.0 1.460345e+07 -7.0 Healthcare 990 CSII 2 3.66 penny-cap Short NaN -2.0 1.431826e+07 -48.0 Healthcare 941 SGMO 5 2.65 penny-cap Short NaN -5.0 1.424533e+07 -63.0 Healthcare 977 DEA 1 0.00 penny-cap Short NaN -1.0 1.416240e+07 -52.0 Real Estate 649 RLAY 5 -6.49 penny-cap Short NaN -5.0 1.368213e+07 -66.0 Healthcare 1146 CGEN 2 -0.98 penny-cap Short NaN -2.0 1.361747e+07 -64.0 Healthcare 744 OPCH 5 -9.00 penny-cap Short NaN -5.0 1.359318e+07 -11.0 Healthcare 1089 SY 5 -1.87 penny-cap Short NaN -5.0 1.351989e+07 -39.0 Healthcare 740 ARVN 2 -0.16 penny-cap Short NaN -2.0 1.332524e+07 -41.0 Healthcare 1058 MRSN 2 -2.08 penny-cap Short NaN -2.0 1.300023e+07 -137.0 Healthcare 1041 UPLD 4 2.77 penny-cap Short NaN -5.0 1.195616e+07 -6.0 Technology 893 TTGT 2 0.32 penny-cap Short NaN -5.0 1.172302e+07 -35.0 Communication Services 846 JOE 1 0.00 penny-cap Short NaN -1.0 1.116395e+07 -35.0 Real Estate 848 PLMR 2 0.02 penny-cap Short NaN -2.0 1.101068e+07 -49.0 Financial Services 722 VICR 2 -1.44 penny-cap Short NaN -2.0 1.075071e+07 -38.0 Technology 1006 ICLK 2 0.75 penny-cap Short NaN -2.0 9.094384e+06 -35.0 Communication Services 900 EPAY 5 -3.00 penny-cap Short NaN -5.0 9.029834e+06 -6.0 Technology 815 ROCK 1 0.00 penny-cap Short NaN -5.0 8.920109e+06 -5.0 Industrials 921 ADCT 2 -3.91 penny-cap Short NaN -2.0 8.243100e+06 -73.0 Healthcare 993 PGEN 5 -0.99 penny-cap Short NaN -5.0 8.087333e+06 -40.0 Healthcare 1075 KROS 2 2.24 penny-cap Short NaN -5.0 7.576476e+06 -8.0 Healthcare 1102 AMTI 4 1.40 penny-cap Short NaN -4.0 7.501081e+06 -6.0 Healthcare 1131 QNST 5 -7.43 penny-cap Short NaN -5.0 7.408133e+06 -37.0 Communication Services 857 XNCR 4 -2.73 penny-cap Short NaN -4.0 7.391520e+06 -38.0 Healthcare 1053 NRIX 3 0.77 penny-cap Short NaN -3.0 7.308813e+06 -38.0 Healthcare 1159 ENTA 2 3.17 penny-cap Short NaN -3.0 6.783732e+06 -6.0 Healthcare 898 BCAT 2 -0.54 penny-cap Short NaN -2.0 6.361182e+06 -60.0 unknown 800 BNR 3 -3.76 penny-cap Short NaN -3.0 6.076374e+06 -42.0 Healthcare 1101 CLLS 5 -5.47 penny-cap Short NaN -5.0 5.474154e+06 -59.0 Healthcare 1149 AKRO 4 5.38 penny-cap Short NaN -4.0 5.368985e+06 -8.0 Healthcare 708 DAO 5 -4.88 penny-cap Short NaN -5.0 5.349326e+06 -38.0 Communication Services 653 HCM 5 -3.90 penny-cap Short NaN -5.0 4.407559e+06 -56.0 Healthcare 1078 NXGN 2 0.88 penny-cap Short NaN -5.0 3.638989e+06 -55.0 Healthcare 964 NGM 4 1.39 penny-cap Short NaN -5.0 2.866774e+06 -9.0 Healthcare 1128 FDMT 4 -13.19 penny-cap Short NaN -4.0 2.585373e+06 -38.0 Healthcare 1091 INBX 3 2.10 penny-cap Short NaN -3.0 1.129072e+06 -61.0 Healthcare 727 MOR 2 0.54 penny-cap Short NaN -2.0 8.365071e+05 -58.0 Healthcare Mean Return: -2.7335135135135133 Mean Day/Week: 3.7027027027027026 Accuracy:0.6351351351351351 *******************Part 3.7 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 706 X 6 8.36 penny-cap Long NaN 6.0 1.095707e+09 33.0 Basic Materials 1000 UFS 12 36.33 penny-cap Long NaN 12.0 7.297796e+08 78.0 Basic Materials 755 AA 13 17.89 penny-cap Long NaN 18.0 3.689728e+08 57.0 Basic Materials 668 LPX 7 5.09 penny-cap Long NaN 67.0 2.043061e+08 78.0 Industrials 623 CROX 11 6.70 penny-cap Long NaN 11.0 1.299832e+08 78.0 Consumer Cyclical 716 GRA 18 5.70 penny-cap Long NaN 26.0 1.244636e+08 33.0 Basic Materials 648 WEN 18 1.53 penny-cap Long NaN 46.0 1.189802e+08 26.0 Consumer Cyclical 693 OLN 9 7.01 penny-cap Long NaN 9.0 7.578167e+07 78.0 Basic Materials 811 MTH 10 17.46 penny-cap Long NaN 47.0 6.873732e+07 33.0 Consumer Cyclical 655 NCR 27 21.28 penny-cap Long NaN 27.0 6.517402e+07 33.0 Technology 905 ATKR 7 1.53 penny-cap Long NaN 7.0 6.296798e+07 78.0 Industrials 652 AYI 33 32.61 penny-cap Long NaN 45.0 5.767468e+07 78.0 Industrials 726 SGMS 11 0.35 penny-cap Long NaN 19.0 5.616228e+07 15.0 Consumer Cyclical 1014 CCS 9 -0.43 penny-cap Long NaN 9.0 5.472130e+07 78.0 Consumer Cyclical 1033 DEN 11 6.05 penny-cap Long NaN 11.0 5.452572e+07 78.0 Energy 1156 SBLK 15 28.49 penny-cap Long NaN 15.0 5.416989e+07 78.0 Industrials 914 JACK 11 2.85 penny-cap Long NaN 11.0 5.086592e+07 78.0 Consumer Cyclical 966 MTDR 6 6.02 penny-cap Long NaN 6.0 5.082000e+07 78.0 Energy 743 STL 10 2.65 penny-cap Long NaN 10.0 5.058516e+07 78.0 Financial Services 698 WCC 10 15.05 penny-cap Long NaN 10.0 5.052304e+07 78.0 Industrials 756 AMN 9 14.34 penny-cap Long NaN 15.0 4.840893e+07 15.0 Healthcare 767 R 7 5.21 penny-cap Long NaN 7.0 4.501325e+07 78.0 Industrials 872 TEX 6 2.08 penny-cap Long NaN 6.0 4.399812e+07 78.0 Industrials 792 CNMD 10 3.84 penny-cap Long NaN 10.0 4.344726e+07 78.0 Healthcare 665 CC 13 13.94 penny-cap Long NaN 32.0 4.335954e+07 32.0 Basic Materials 870 FLR 6 2.01 penny-cap Long NaN 6.0 4.068763e+07 47.0 Industrials 843 RRR 10 2.57 penny-cap Long NaN 10.0 4.067184e+07 78.0 Consumer Cyclical 956 BCC 7 4.89 penny-cap Long NaN 46.0 4.009550e+07 54.0 Basic Materials 830 ARNC 7 23.35 penny-cap Long NaN 21.0 3.855647e+07 20.0 Industrials 661 MSM 7 1.70 penny-cap Long NaN 7.0 3.816163e+07 47.0 Industrials 1003 BOOT 23 5.51 penny-cap Long NaN 23.0 3.670922e+07 78.0 Consumer Cyclical 967 PRFT 9 4.83 penny-cap Long NaN 9.0 3.626988e+07 78.0 Technology 670 ESI 9 4.16 penny-cap Long NaN 13.0 3.605375e+07 78.0 Basic Materials 789 UNVR 13 13.14 penny-cap Long NaN 32.0 3.602279e+07 47.0 Basic Materials 720 AWI 17 7.27 penny-cap Long NaN 17.0 3.572623e+07 78.0 Industrials 864 TPH 13 8.58 penny-cap Long NaN 29.0 3.504849e+07 33.0 Consumer Cyclical 758 UFPI 13 3.73 penny-cap Long NaN 67.0 3.471190e+07 70.0 Basic Materials 812 HWC 12 8.01 penny-cap Long NaN 12.0 3.467347e+07 78.0 Financial Services 982 ABR 13 0.81 penny-cap Long NaN 13.0 3.283701e+07 78.0 Real Estate 1035 AAWW 18 8.03 penny-cap Long NaN 30.0 3.272665e+07 59.0 Industrials 950 WBT 15 -3.87 penny-cap Long NaN 15.0 3.120667e+07 78.0 Industrials 841 CCOI 9 5.71 penny-cap Long NaN 9.0 3.055936e+07 45.0 Communication Services 1063 MHO 10 3.31 penny-cap Long NaN 10.0 3.032263e+07 78.0 Consumer Cyclical 803 PDCO 6 1.46 penny-cap Long NaN 7.0 2.909235e+07 13.0 Healthcare 920 NAVI 44 26.60 penny-cap Long NaN 51.0 2.876510e+07 78.0 Financial Services 775 UMPQ 9 0.06 penny-cap Long NaN 9.0 2.847603e+07 78.0 Financial Services 759 AB 9 4.09 penny-cap Long NaN 11.0 2.801760e+07 78.0 Financial Services 637 FLS 6 -0.35 penny-cap Long NaN 6.0 2.591709e+07 78.0 Industrials 677 RYN 18 3.16 penny-cap Long NaN 24.0 2.416511e+07 28.0 Real Estate 1055 KALU 10 12.10 penny-cap Long NaN 10.0 2.392190e+07 78.0 Basic Materials 971 CSTM 6 6.79 penny-cap Long NaN 12.0 2.335829e+07 47.0 Basic Materials 861 CBT 7 9.61 penny-cap Long NaN 13.0 2.247153e+07 78.0 Basic Materials 731 AVNT 6 3.45 penny-cap Long NaN 6.0 2.244072e+07 78.0 Basic Materials 855 ATRC 9 -2.62 penny-cap Long NaN 9.0 2.232910e+07 78.0 Healthcare 735 PACW 10 0.19 penny-cap Long NaN 10.0 2.218199e+07 78.0 Financial Services 930 OI 13 17.94 penny-cap Long NaN 32.0 2.131129e+07 33.0 Consumer Cyclical 867 EVTC 6 8.84 penny-cap Long NaN 28.0 2.126849e+07 28.0 Technology 662 VVV 18 15.99 penny-cap Long NaN 18.0 2.093480e+07 78.0 Energy 836 AIT 6 1.81 penny-cap Long NaN 6.0 2.092981e+07 68.0 Industrials 847 FUL 34 17.66 penny-cap Long NaN 65.0 2.008431e+07 70.0 Basic Materials 895 ATI 12 -2.99 penny-cap Long NaN 12.0 1.951786e+07 78.0 Industrials 881 WWW 13 2.82 penny-cap Long NaN 13.0 1.922962e+07 69.0 Consumer Cyclical 813 EBC 13 4.05 penny-cap Long NaN 13.0 1.868345e+07 78.0 Financial Services 1008 UE 12 2.28 penny-cap Long NaN 12.0 1.854957e+07 78.0 Real Estate 725 NVT 12 4.85 penny-cap Long NaN 12.0 1.734221e+07 78.0 Industrials 873 MIC 6 2.28 penny-cap Long NaN 6.0 1.720626e+07 25.0 Industrials 1154 ARCO 9 13.91 penny-cap Long NaN 18.0 1.696458e+07 12.0 Consumer Cyclical 965 PTY 9 3.32 penny-cap Long NaN 29.0 1.662167e+07 33.0 Financial Services 952 OR 7 7.43 penny-cap Long NaN 42.0 1.649797e+07 25.0 Basic Materials 932 FBP 10 2.34 penny-cap Long NaN 10.0 1.641677e+07 78.0 Financial Services 823 WRI 19 5.33 penny-cap Long NaN 19.0 1.620322e+07 78.0 Real Estate 835 SHOO 15 4.04 penny-cap Long NaN 15.0 1.461609e+07 47.0 Consumer Cyclical 885 FCFS 13 5.67 penny-cap Long NaN 20.0 1.394227e+07 48.0 Financial Services 858 BNL 9 -0.43 penny-cap Long NaN 28.0 1.372352e+07 19.0 Real Estate 992 GTN 7 -1.69 penny-cap Long NaN 17.0 1.350789e+07 78.0 Communication Services 925 SGRY 12 4.81 penny-cap Long NaN 12.0 1.347477e+07 78.0 Healthcare 785 CWK 7 0.78 penny-cap Long NaN 7.0 1.297076e+07 47.0 Real Estate 795 SXT 7 3.25 penny-cap Long NaN 20.0 1.296271e+07 47.0 Basic Materials 1121 EVRI 10 0.32 penny-cap Long NaN 11.0 1.280024e+07 15.0 Consumer Cyclical 936 CMP 13 2.00 penny-cap Long NaN 18.0 1.216987e+07 28.0 Basic Materials 889 ENBL 10 11.18 penny-cap Long NaN 10.0 1.189529e+07 69.0 Energy 933 FIX 7 1.46 penny-cap Long NaN 7.0 1.154361e+07 78.0 Industrials 780 FELE 7 1.16 penny-cap Long NaN 7.0 1.123452e+07 78.0 Industrials 695 SSD 11 -1.11 penny-cap Long NaN 11.0 1.043600e+07 69.0 Industrials 890 FLOW 7 3.15 penny-cap Long NaN 12.0 9.920925e+06 78.0 Industrials 1027 CEQP 10 -1.00 penny-cap Long NaN 15.0 9.805722e+06 78.0 Energy 1048 HNI 9 4.40 penny-cap Long NaN 9.0 8.895351e+06 51.0 Industrials 961 MWA 7 1.49 penny-cap Long NaN 12.0 8.502448e+06 78.0 Industrials 988 UTG 9 1.85 penny-cap Long NaN 40.0 8.265625e+06 32.0 Financial Services 859 EXG 28 4.25 penny-cap Long NaN 28.0 8.204348e+06 78.0 Financial Services 937 FSS 15 2.59 penny-cap Long NaN 15.0 7.999049e+06 78.0 Industrials 894 GEF 9 3.19 penny-cap Long NaN 9.0 7.855141e+06 51.0 Consumer Cyclical 938 FWRD 6 -2.16 penny-cap Long NaN 6.0 7.667325e+06 78.0 Industrials 1060 PFS 6 0.86 penny-cap Long NaN 6.0 7.446976e+06 78.0 Financial Services 1138 INGN 21 12.22 penny-cap Long NaN 22.0 7.416636e+06 31.0 Healthcare 851 SCL 10 4.94 penny-cap Long NaN 13.0 7.180276e+06 47.0 Basic Materials 686 NEA 6 0.53 penny-cap Long NaN 31.0 7.072954e+06 26.0 Financial Services 1114 VLRS 11 5.45 penny-cap Long NaN 11.0 7.040863e+06 78.0 Industrials 942 MLI 22 4.08 penny-cap Long NaN 22.0 6.729329e+06 78.0 Industrials 1016 SASR 6 -0.66 penny-cap Long NaN 6.0 6.550423e+06 78.0 Financial Services 822 JJSF 9 0.54 penny-cap Long NaN 14.0 6.526872e+06 18.0 Consumer Defensive 1019 BDJ 47 12.49 penny-cap Long NaN 51.0 6.417103e+06 78.0 Financial Services 748 BCPC 6 -2.40 penny-cap Long NaN 7.0 6.239770e+06 56.0 Basic Materials 787 NAD 6 0.58 penny-cap Long NaN 29.0 6.194074e+06 25.0 Financial Services 1094 CASH 9 -0.27 penny-cap Long NaN 9.0 5.634912e+06 78.0 Financial Services 1042 EVV 9 1.48 penny-cap Long NaN 9.0 5.465802e+06 25.0 Financial Services 1109 WIRE 12 11.44 penny-cap Long NaN 12.0 5.281389e+06 78.0 Industrials 741 CIGI 9 4.42 penny-cap Long NaN 9.0 5.129878e+06 78.0 Real Estate 747 NVG 6 1.10 penny-cap Long NaN 32.0 5.031423e+06 26.0 Financial Services 883 SPXC 13 1.54 penny-cap Long NaN 13.0 4.989025e+06 46.0 Industrials 1098 STC 24 6.62 penny-cap Long NaN 27.0 4.828420e+06 45.0 Financial Services 963 JPS 23 1.57 penny-cap Long NaN 31.0 4.449392e+06 32.0 Financial Services 1145 SBSI 6 1.97 penny-cap Long NaN 6.0 4.069236e+06 78.0 Financial Services 1113 NMZ 7 1.87 penny-cap Long NaN 26.0 3.717825e+06 26.0 Financial Services 979 BSM 9 0.94 penny-cap Long NaN 19.0 3.680115e+06 23.0 Energy 1077 CODI 8 0.57 penny-cap Long NaN 8.0 3.265239e+06 78.0 Industrials 891 NZF 14 2.22 penny-cap Long NaN 27.0 3.164322e+06 25.0 Financial Services 1049 RTLR 8 -1.01 penny-cap Long NaN 8.0 2.734752e+06 21.0 Energy 1161 BRKL 6 -0.75 penny-cap Long NaN 6.0 2.475198e+06 78.0 Financial Services 1066 FFG 7 0.07 penny-cap Long NaN 7.0 1.955146e+06 7.0 Financial Services 1141 BIF 51 12.98 penny-cap Long NaN 63.0 1.432359e+06 78.0 Financial Services 817 BBU 9 4.32 penny-cap Long NaN 11.0 1.297634e+06 12.0 Industrials 907 NAC 7 0.99 penny-cap Long NaN 30.0 1.251422e+06 26.0 Financial Services 975 BTT 8 -0.27 penny-cap Long NaN 27.0 1.239091e+06 26.0 Financial Services 959 BUR 17 17.74 penny-cap Long NaN 29.0 1.014940e+06 28.0 Financial Services 1116 NRK 7 0.58 penny-cap Long NaN 29.0 6.561898e+05 25.0 Financial Services 924 IBA 17 3.22 penny-cap Long NaN 28.0 4.512340e+05 21.0 Consumer Defensive 849 CIXX 24 12.02 penny-cap Long NaN 24.0 4.298624e+05 70.0 Financial Services 980 SIM 8 32.90 penny-cap Long NaN 21.0 1.701151e+05 21.0 Basic Materials 760 SLMBP 7 1.37 penny-cap Long NaN 10.0 4.867222e+04 78.0 Financial Services Mean Return: 5.734846153846154 Mean Day/Week: 11.938461538461539 Accuracy:0.8769230769230769 *******************Part 3.8 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 839 TLRY 7 -6.23 penny-cap Short NaN -54.0 4.270185e+08 -34.0 Healthcare 688 MGNI 6 -22.64 penny-cap Short NaN -52.0 1.851330e+08 -34.0 Communication Services 691 FSR 14 -24.27 penny-cap Short NaN -38.0 1.568091e+08 -31.0 Consumer Cyclical 791 NNOX 26 -69.52 penny-cap Short NaN -60.0 1.467335e+08 -56.0 Healthcare 1074 SNDL 9 -18.31 penny-cap Short NaN -52.0 1.417370e+08 -33.0 Healthcare 730 EGHT 7 -23.31 penny-cap Short NaN -7.0 1.251521e+08 -9.0 Technology 875 NNDM 8 -15.87 penny-cap Short NaN -8.0 1.164892e+08 -49.0 Technology 940 BLNK 9 -19.78 penny-cap Short NaN -19.0 1.017697e+08 -50.0 Consumer Cyclical 733 AMBA 8 -9.51 penny-cap Short NaN -53.0 1.009846e+08 -35.0 Technology 821 BNGO 8 -21.09 penny-cap Short NaN -55.0 1.001636e+08 -32.0 Healthcare 641 SHAK 8 -17.56 penny-cap Short NaN -53.0 9.218001e+07 -24.0 Consumer Cyclical 772 FLGT 9 -12.23 penny-cap Short NaN -55.0 8.097715e+07 -34.0 Healthcare 998 GEVO 6 -14.02 penny-cap Short NaN -56.0 7.882422e+07 -27.0 Basic Materials 736 BBBY 22 -15.16 penny-cap Short NaN -34.0 7.393484e+07 -45.0 Consumer Cyclical 909 AVNS 8 -4.60 penny-cap Short NaN -8.0 7.142525e+07 -38.0 Healthcare 753 VCYT 10 -23.25 penny-cap Short NaN -18.0 7.053856e+07 -40.0 Healthcare 664 NOVA 6 -9.04 penny-cap Short NaN -6.0 6.774645e+07 -50.0 Technology 739 DNMR 11 -45.00 penny-cap Short NaN -56.0 6.401203e+07 -34.0 Basic Materials 699 CCXI 6 -55.85 penny-cap Short NaN -6.0 6.305634e+07 -48.0 Healthcare 778 CSIQ 8 -7.56 penny-cap Short NaN -8.0 6.295540e+07 -49.0 Technology 764 IRBT 9 -14.54 penny-cap Short NaN -54.0 6.247191e+07 -43.0 Technology 761 INO 35 -33.02 penny-cap Short NaN -53.0 6.232492e+07 -50.0 Healthcare 687 KRNT 9 -8.00 penny-cap Short NaN -17.0 6.058338e+07 -22.0 Industrials 618 ALLO 8 -9.46 penny-cap Short NaN -9.0 5.680366e+07 -10.0 Healthcare 866 SSYS 7 -4.87 penny-cap Short NaN -7.0 5.577375e+07 -48.0 Technology 650 HASI 6 -2.64 penny-cap Short NaN -6.0 5.527241e+07 -58.0 Real Estate 923 CLNE 9 -27.43 penny-cap Short NaN -54.0 4.963448e+07 -27.0 Energy 1140 DMTK 9 -22.30 penny-cap Short NaN -48.0 4.795418e+07 -32.0 Healthcare 986 ACMR 9 -17.32 penny-cap Short NaN -52.0 4.302403e+07 -34.0 Technology 674 LPSN 6 0.97 penny-cap Short NaN -6.0 3.992232e+07 -49.0 Technology 892 LAC 7 -3.83 penny-cap Short NaN -7.0 3.878636e+07 -49.0 Basic Materials 715 AHCO 20 -15.45 penny-cap Short NaN -21.0 3.849746e+07 -21.0 Healthcare 672 DOYU 9 -13.42 penny-cap Short NaN -49.0 3.845842e+07 -35.0 Communication Services 853 MAXR 6 7.29 penny-cap Short NaN -6.0 3.718292e+07 -40.0 Technology 969 RPAY 6 -2.24 penny-cap Short NaN -10.0 3.648136e+07 -11.0 Technology 819 PHR 6 -7.91 penny-cap Short NaN -6.0 3.576105e+07 -41.0 Healthcare 658 EH 9 -22.17 penny-cap Short NaN -58.0 3.484250e+07 -48.0 Industrials 696 YALA 10 -11.97 penny-cap Short NaN -55.0 3.416605e+07 -35.0 Technology 770 CORT 6 -8.01 penny-cap Short NaN -6.0 3.415704e+07 -50.0 Healthcare 742 GOEV 6 -0.92 penny-cap Short NaN -6.0 3.396776e+07 -65.0 Consumer Cyclical 704 RSI 9 -9.89 penny-cap Short NaN -35.0 2.813806e+07 -37.0 Consumer Cyclical 737 ITRI 6 1.56 penny-cap Short NaN -6.0 2.677724e+07 -45.0 Technology 625 WK 7 0.38 penny-cap Short NaN -7.0 2.650493e+07 -38.0 Technology 1005 FSM 11 6.94 penny-cap Short NaN -11.0 2.619334e+07 -52.0 Basic Materials 781 MOMO 6 -1.00 penny-cap Short NaN -6.0 2.582335e+07 -36.0 Communication Services 702 AJRD 11 -0.68 penny-cap Short NaN -12.0 2.576801e+07 -48.0 Industrials 844 BMI 9 -1.37 penny-cap Short NaN -50.0 2.550410e+07 -38.0 Industrials 681 MTSI 9 -7.38 penny-cap Short NaN -9.0 2.425206e+07 -11.0 Technology 703 OPK 10 -19.03 penny-cap Short NaN -56.0 2.424718e+07 -44.0 Healthcare 1151 GTHX 15 -7.65 penny-cap Short NaN -17.0 2.422751e+07 -40.0 Healthcare 745 CRON 9 -11.19 penny-cap Short NaN -55.0 2.207834e+07 -36.0 Healthcare 1090 GNOG 6 -16.44 penny-cap Short NaN -6.0 2.067750e+07 -105.0 Consumer Cyclical 906 SITM 6 1.11 penny-cap Short NaN -6.0 1.970566e+07 -53.0 Technology 826 LGND 10 -11.03 penny-cap Short NaN -58.0 1.963654e+07 -35.0 Healthcare 768 TSEM 8 -2.52 penny-cap Short NaN -17.0 1.885614e+07 -35.0 Technology 903 QTRX 6 -4.32 penny-cap Short NaN -6.0 1.874240e+07 -46.0 Healthcare 799 BZUN 9 -9.16 penny-cap Short NaN -50.0 1.857499e+07 -35.0 Consumer Cyclical 840 CSOD 13 -4.79 penny-cap Short NaN -46.0 1.838622e+07 -34.0 Technology 1032 PAYA 17 -14.80 penny-cap Short NaN -38.0 1.824126e+07 -58.0 Technology 626 SMTC 7 -7.24 penny-cap Short NaN -7.0 1.804324e+07 -11.0 Technology 816 RVMD 10 -5.88 penny-cap Short NaN -34.0 1.776559e+07 -25.0 Healthcare 958 ENDP 25 -25.52 penny-cap Short NaN -51.0 1.746326e+07 -32.0 Healthcare 779 FORM 8 -8.75 penny-cap Short NaN -9.0 1.734156e+07 -9.0 Technology 749 SEER 6 -25.38 penny-cap Short NaN -6.0 1.708697e+07 -108.0 Healthcare 1072 MAXN 34 -50.31 penny-cap Short NaN -58.0 1.681616e+07 -39.0 Technology 636 ALRM 6 -1.85 penny-cap Short NaN -6.0 1.651217e+07 -10.0 Technology 1073 CEVA 8 -16.81 penny-cap Short NaN -52.0 1.567894e+07 -35.0 Technology 1139 GSAH 6 -2.14 penny-cap Short NaN -52.0 1.536152e+07 -43.0 Financial Services 1062 STKL 11 -9.75 penny-cap Short NaN -55.0 1.459845e+07 -17.0 Consumer Defensive 642 FTDR 6 1.32 penny-cap Short NaN -14.0 1.412140e+07 -14.0 Consumer Cyclical 718 PTCT 39 -34.82 penny-cap Short NaN -79.0 1.404575e+07 -64.0 Healthcare 798 AMRN 26 -30.92 penny-cap Short NaN -56.0 1.381822e+07 -38.0 Healthcare 1111 ADVM 9 -5.37 penny-cap Short NaN -9.0 1.351592e+07 -50.0 Healthcare 1083 VERI 7 -14.19 penny-cap Short NaN -7.0 1.343440e+07 -47.0 Technology 899 RMBS 8 -1.16 penny-cap Short NaN -18.0 1.338088e+07 -17.0 Technology 1150 WPRT 6 -15.67 penny-cap Short NaN -54.0 1.262522e+07 -35.0 Consumer Cyclical 1064 SOL 6 -11.87 penny-cap Short NaN -6.0 1.226306e+07 -50.0 Technology 1081 EVER 8 -3.73 penny-cap Short NaN -49.0 1.225932e+07 -42.0 Communication Services 968 PBI 8 0.96 penny-cap Short NaN -8.0 1.187956e+07 -9.0 Industrials 684 WDFC 22 -8.57 penny-cap Short NaN -55.0 1.154781e+07 -23.0 Basic Materials 922 YEXT 7 -4.43 penny-cap Short NaN -7.0 1.141234e+07 -48.0 Technology 901 STRA 9 0.12 penny-cap Short NaN -19.0 1.065148e+07 -17.0 Consumer Defensive 659 NEU 16 -9.10 penny-cap Short NaN -36.0 1.012737e+07 -58.0 Basic Materials 1162 VIVO 6 -3.20 penny-cap Short NaN -22.0 9.511590e+06 -23.0 Healthcare 1018 SLP 6 -1.10 penny-cap Short NaN -6.0 9.339447e+06 -40.0 Healthcare 1157 SRG 6 -9.73 penny-cap Short NaN -36.0 9.032646e+06 -23.0 Real Estate 962 PRO 7 -10.46 penny-cap Short NaN -7.0 8.648622e+06 -10.0 Technology 1029 CNST 36 -27.63 penny-cap Short NaN -54.0 8.367874e+06 -54.0 Healthcare 1126 EOSE 28 -42.17 penny-cap Short NaN -75.0 7.802513e+06 -54.0 Industrials 1092 LASR 9 -9.21 penny-cap Short NaN -49.0 7.637280e+06 -35.0 Technology 913 GTH 6 -10.13 penny-cap Short NaN -54.0 7.610076e+06 -35.0 Healthcare 713 AAON 18 -6.12 penny-cap Short NaN -56.0 7.334476e+06 -35.0 Industrials 970 AZRE 8 -14.30 penny-cap Short NaN -8.0 7.324320e+06 -60.0 Utilities 1051 VCRA 8 -5.30 penny-cap Short NaN -8.0 7.181190e+06 -42.0 Technology 927 KURA 6 -1.45 penny-cap Short NaN -6.0 7.078216e+06 -77.0 Healthcare 810 VNE 10 -1.79 penny-cap Short NaN -10.0 6.960497e+06 -26.0 Consumer Cyclical 1088 FARO 8 -7.11 penny-cap Short NaN -37.0 6.749549e+06 -9.0 Technology 1052 KNSA 6 -2.86 penny-cap Short NaN -38.0 6.613119e+06 -36.0 Healthcare 1015 PNTG 10 -16.97 penny-cap Short NaN -80.0 6.517026e+06 -56.0 Healthcare 1107 NKTX 6 -10.89 penny-cap Short NaN -6.0 6.266386e+06 -55.0 Healthcare 1153 DHC 6 -11.47 penny-cap Short NaN -34.0 5.828337e+06 -16.0 Real Estate 711 VVNT 16 -11.65 penny-cap Short NaN -16.0 5.793675e+06 -71.0 Industrials 1125 NVEE 10 -6.32 penny-cap Short NaN -48.0 5.658075e+06 -24.0 Industrials 1026 SBTX 11 -25.94 penny-cap Short NaN -34.0 5.565086e+06 -31.0 Healthcare 629 VERX 6 -10.03 penny-cap Short NaN -6.0 5.540631e+06 -49.0 Technology 1038 KNTE 17 -15.20 penny-cap Short NaN -35.0 5.127714e+06 -109.0 Healthcare 945 SRRK 6 0.75 penny-cap Short NaN -34.0 4.636980e+06 -34.0 Healthcare 954 PQG 10 7.49 penny-cap Short NaN -36.0 4.304932e+06 -11.0 Basic Materials 1144 RBBN 11 -14.54 penny-cap Short NaN -52.0 4.035499e+06 -35.0 Communication Services 1096 PCVX 6 0.83 penny-cap Short NaN -6.0 3.774675e+06 -137.0 Healthcare 1103 GRVY 7 0.89 penny-cap Short NaN -7.0 3.652756e+06 -67.0 Communication Services 1022 HY 8 -8.86 penny-cap Short NaN -55.0 2.836912e+06 -24.0 Industrials 1142 PHAT 6 -5.12 penny-cap Short NaN -6.0 2.817948e+06 -31.0 Healthcare 886 CANG 27 -43.80 penny-cap Short NaN -57.0 2.778616e+06 -42.0 Communication Services 999 OLMA 12 -34.29 penny-cap Short NaN -12.0 2.717981e+06 -38.0 Healthcare 1124 RMAX 16 -1.07 penny-cap Short NaN -38.0 2.355081e+06 -21.0 Real Estate 1120 LXRX 10 -13.35 penny-cap Short NaN -60.0 2.175183e+06 -35.0 Healthcare 1129 MESO 11 -8.87 penny-cap Short NaN -11.0 1.910426e+06 -137.0 Healthcare 1122 ATRI 10 -3.39 penny-cap Short NaN -10.0 1.563478e+06 -14.0 Healthcare 1123 SCWX 10 -1.10 penny-cap Short NaN -53.0 8.517590e+05 -39.0 Technology 1025 HLG 35 -18.03 penny-cap Short NaN -35.0 1.550061e+05 -74.0 Consumer Defensive 1044 MSC 7 5.44 penny-cap Short NaN -41.0 3.482900e+04 -76.0 Consumer Cyclical Mean Return: -11.905000000000001 Mean Day/Week: 10.69672131147541 Accuracy:0.8852459016393442 ************************************** ************************************** ************************************** Error: []