#wbk 163

[ichiharasenrii]

fellas is it gay to dream about your classmate’s smile?

[raamitsu]

WBK CHAPTER 163 SPOILERS ❗️

panels uploaded by lmswiw_pl18 on twitter.

[such-a-downer]

THIS IS WBK 163

[raamitsu]

Next chapter will be released on Wednesday, 27th November @ 12 AM (JST) ⭐️

[raamitsu]

wind breaker chapter 163 is now officially available on k-manga 👀 !!

[raamitsu]

just in case you guys missed the early access of new windbre chapter each wednesday midnight/tuesday night, you may read it at:

here on comick.

simply go to and/or follow this tag.

fyi, comick is a non-paid app with pop-up ads free 🤗 the recent chapter was uploaded 17 hours ago so maybe you can expect a quick update from it ;)

[raamitsu]

new winbre chapter is going to be released officially in 2 hours 😋✌🏼(yes I do not forget although I was quite busy today)

but I must admit that I did not read the previous chapter yet. I could not find the time for a free reading session btw. think about it I still need to continue another rereading session with gokurakugai and jujutsu kaisen too 🤦🏻‍♀️

[raamitsu]

WE'RE GETTING THEM SOON WITH UME YASHASDGA'SJ'HDGA'JDA

so I joined a twitter group chat few weeks ago and we were literally discussing about this panel as soon as it came out today. they said we might be closer to his backstory judging by the way he acted with his gloomy expression - and I kinda agreed, so what do u guys think?

[stock-filter]

Stock daily Filter Report for 2021/05/27 05-40-12

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 12 Communication Services 14 Consumer Cyclical 5 Consumer Defensive 16 Energy 12 Financial Services 31 Healthcare 27 Industrials 10 Real Estate 10 Technology 18 Utilities 6 unknown 2 **************************************** big_industry_downtrending_count tickers industry Basic Materials 2 Communication Services 5 Consumer Cyclical 6 Consumer Defensive 5 Energy 3 Financial Services 5 Healthcare 4 Industrials 3 Real Estate 1 Technology 4 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 178 KEP 3 4.91 big-cap Long NaN 3.0 1.875532e+06 3.0 Utilities Mean Return: 4.91 Mean Day/Week: 3.0 Accuracy:1.0 *******************Part 1.2 Big Cap Short Entry SPAN MACD********************* big_short_signal_entry_span_macd Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 1.3 Big Cap Long Entry SPAN********************* big_long_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 178 KEP 3 4.91 big-cap Long NaN 3.0 1.875532e+06 3.0 Utilities Mean Return: 4.91 Mean Day/Week: 3.0 Accuracy:1.0 *******************Part 1.4 Big Cap Short Entry SPAN********************* big_short_signal_entry_span Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 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 4 NVDA 2 0.33 big-cap Long NaN 2.0 4.959720e+09 36.0 Technology 0 FB 2 -0.04 big-cap Long NaN 2.0 3.147256e+09 54.0 Communication Services 34 TGT 5 2.38 big-cap Long NaN 5.0 7.148467e+08 48.0 Consumer Defensive 9 PEP 5 0.73 big-cap Long NaN 5.0 6.017922e+08 43.0 Consumer Defensive 131 IAC 1 0.00 big-cap Long NaN 1.0 5.207942e+08 7.0 Communication Services 24 BLK 3 0.50 big-cap Long NaN 3.0 4.991759e+08 43.0 Financial Services 166 CZR 2 -0.43 big-cap Long NaN 2.0 2.895647e+08 78.0 Consumer Cyclical 52 BX 3 0.99 big-cap Long NaN 3.0 2.752607e+08 78.0 Financial Services 143 WDC 4 3.35 big-cap Long NaN 4.0 2.722955e+08 9.0 Technology 108 MXIM 4 2.24 big-cap Long NaN 4.0 2.629884e+08 6.0 Technology 63 EA 1 0.00 big-cap Long NaN 1.0 2.317899e+08 15.0 Communication Services 66 IDXX 2 0.39 big-cap Long NaN 2.0 2.156901e+08 10.0 Healthcare 127 EPAM 2 -0.30 big-cap Long NaN 2.0 2.155474e+08 56.0 Technology 49 EW 3 0.59 big-cap Long NaN 3.0 2.151401e+08 34.0 Healthcare 78 IQV 3 -1.23 big-cap Long NaN 3.0 1.554549e+08 78.0 Healthcare 174 BXP 5 4.96 big-cap Long NaN 5.0 1.517353e+08 66.0 Real Estate 182 OSH 4 2.24 big-cap Long NaN 4.0 1.398124e+08 29.0 Healthcare 104 CPRT 4 0.70 big-cap Long NaN 4.0 1.171958e+08 35.0 Industrials 191 BAH 3 -0.05 big-cap Long NaN 3.0 1.159244e+08 22.0 Industrials 87 PAYX 4 -0.15 big-cap Long NaN 4.0 1.135604e+08 56.0 Industrials 188 BSY 5 7.18 big-cap Long NaN 5.0 1.120995e+08 40.0 Technology 202 CPT 2 0.37 big-cap Long NaN 2.0 1.116563e+08 78.0 Real Estate 149 HZNP 3 -1.58 big-cap Long NaN 3.0 1.104809e+08 9.0 Healthcare 80 CTAS 2 -0.37 big-cap Long NaN 2.0 1.039566e+08 43.0 Industrials 152 WAT 2 -0.44 big-cap Long NaN 2.0 8.826454e+07 44.0 Healthcare 138 CHKP 3 -0.66 big-cap Long NaN 3.0 7.616169e+07 19.0 Technology 67 TRI 1 0.00 big-cap Long NaN 1.0 6.565797e+07 66.0 Industrials 156 SUI 2 -0.46 big-cap Long NaN 2.0 6.496890e+07 53.0 Real Estate 192 ELS 3 0.24 big-cap Long NaN 3.0 5.511984e+07 53.0 Real Estate 12 SAP 2 0.40 big-cap Long NaN 2.0 4.594104e+07 35.0 Technology 185 WPC 2 -0.21 big-cap Long NaN 2.0 4.304300e+07 44.0 Real Estate 190 WTRG 3 0.28 big-cap Long NaN 3.0 2.324963e+07 33.0 Utilities 126 GIB 3 -0.08 big-cap Long NaN 3.0 9.678038e+06 56.0 Technology 106 NWG 3 -1.04 big-cap Long NaN 3.0 6.096881e+06 78.0 Financial Services 167 SHG 1 0.00 big-cap Long NaN 1.0 4.753427e+06 58.0 Financial Services 178 KEP 3 4.91 big-cap Long NaN 3.0 1.875532e+06 3.0 Utilities 45 WBK 1 0.00 big-cap Long NaN 1.0 1.376390e+06 78.0 Financial Services Mean Return: 0.804375 Mean Day/Week: 3.21875 Accuracy:0.5625 *******************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 111 EC 2 -1.34 big-cap Short NaN -2.0 8.826204e+06 -7.0 Energy Mean Return: -1.34 Mean Day/Week: 2.0 Accuracy:1.0 *******************Part 1.7 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 3 JPM 9 -1.31 big-cap Long NaN 14.0 1.589828e+09 78.0 Financial Services 33 CVS 21 15.01 big-cap Long NaN 53.0 1.256680e+09 45.0 Healthcare 5 PG 13 0.36 big-cap Long NaN 13.0 1.117588e+09 38.0 Consumer Defensive 19 C 11 4.40 big-cap Long NaN 12.0 1.076885e+09 78.0 Financial Services 28 INTU 7 5.98 big-cap Long NaN 7.0 8.843274e+08 12.0 Technology 2 WMT 7 0.19 big-cap Long NaN 47.0 8.307030e+08 10.0 Consumer Defensive 22 CHTR 23 6.34 big-cap Long NaN 29.0 6.114139e+08 30.0 Communication Services 13 COST 10 1.62 big-cap Long NaN 46.0 5.841931e+08 36.0 Consumer Defensive 18 MS 15 3.01 big-cap Long NaN 18.0 5.490770e+08 78.0 Financial Services 96 MPC 15 3.30 big-cap Long NaN 17.0 5.209401e+08 78.0 Energy 43 FDX 20 5.14 big-cap Long NaN 20.0 5.174124e+08 50.0 Industrials 107 CERN 13 2.20 big-cap Long NaN 48.0 5.063689e+08 20.0 Healthcare 56 COF 21 10.64 big-cap Long NaN 21.0 4.716197e+08 78.0 Financial Services 36 MDLZ 21 4.46 big-cap Long NaN 55.0 4.212377e+08 50.0 Consumer Defensive 73 DOW 16 2.29 big-cap Long NaN 16.0 4.208986e+08 78.0 Basic Materials 29 RTX 10 3.85 big-cap Long NaN 23.0 4.156857e+08 78.0 Industrials 53 NEM 18 12.95 big-cap Long NaN 55.0 4.076929e+08 39.0 Basic Materials 83 ALL 44 17.03 big-cap Long NaN 60.0 3.968262e+08 62.0 Financial Services 70 GOLD 18 10.43 big-cap Long NaN 53.0 3.607757e+08 30.0 Basic Materials 193 DVN 11 3.69 big-cap Long NaN 16.0 3.512899e+08 24.0 Energy 164 NUE 17 12.46 big-cap Long NaN 17.0 3.212763e+08 72.0 Basic Materials 39 EQIX 10 3.19 big-cap Long NaN 48.0 3.125209e+08 30.0 Real Estate 100 BNTX 14 10.85 big-cap Long NaN 39.0 2.924048e+08 41.0 Healthcare 37 ZTS 6 2.37 big-cap Long NaN 46.0 2.787942e+08 33.0 Healthcare 68 EXC 6 -0.78 big-cap Long NaN 6.0 2.604791e+08 45.0 Utilities 7 NVS 7 0.53 big-cap Long NaN 13.0 2.526245e+08 15.0 Healthcare 48 DD 16 3.38 big-cap Long NaN 17.0 2.450174e+08 31.0 Basic Materials 196 UHS 35 15.96 big-cap Long NaN 57.0 2.446328e+08 39.0 Healthcare 42 PBR 9 -1.27 big-cap Long NaN 43.0 2.439300e+08 13.0 Energy 16 AZN 24 8.02 big-cap Long NaN 54.0 2.296235e+08 30.0 Healthcare 129 IP 25 11.96 big-cap Long NaN 66.0 2.281016e+08 63.0 Consumer Cyclical 44 APD 10 -0.78 big-cap Long NaN 61.0 2.224573e+08 48.0 Basic Materials 40 CL 19 4.56 big-cap Long NaN 50.0 2.194378e+08 33.0 Consumer Defensive 181 NLOK 11 10.01 big-cap Long NaN 11.0 2.157210e+08 40.0 Technology 79 CNC 6 3.66 big-cap Long NaN 15.0 2.089314e+08 20.0 Healthcare 125 SYF 19 6.87 big-cap Long NaN 19.0 2.087901e+08 78.0 unknown 81 ALXN 29 7.39 big-cap Long NaN 30.0 2.061798e+08 30.0 Healthcare 88 KMI 20 6.12 big-cap Long NaN 20.0 1.941816e+08 78.0 Energy 145 ET 21 17.97 big-cap Long NaN 21.0 1.776682e+08 78.0 Energy 41 CME 10 0.45 big-cap Long NaN 10.0 1.662239e+08 78.0 Financial Services 105 WMB 18 5.05 big-cap Long NaN 18.0 1.644717e+08 78.0 Energy 147 INVH 10 4.34 big-cap Long NaN 52.0 1.603740e+08 55.0 Real Estate 187 NLY 7 -0.54 big-cap Long NaN 7.0 1.567186e+08 53.0 Real Estate 115 AVB 8 3.31 big-cap Long NaN 8.0 1.473573e+08 78.0 Real Estate 92 MSI 13 1.26 big-cap Long NaN 13.0 1.469923e+08 78.0 Technology 163 EXPD 16 9.10 big-cap Long NaN 16.0 1.382905e+08 62.0 Industrials 141 AKAM 15 3.93 big-cap Long NaN 47.0 1.359897e+08 16.0 Technology 69 KHC 15 2.47 big-cap Long NaN 15.0 1.328482e+08 78.0 Consumer Defensive 95 NOK 9 1.14 big-cap Long NaN 34.0 1.299678e+08 20.0 Technology 86 AIG 18 4.84 big-cap Long NaN 18.0 1.292457e+08 78.0 Financial Services 27 TD 21 6.49 big-cap Long NaN 21.0 1.249202e+08 78.0 Financial Services 90 HSY 19 6.44 big-cap Long NaN 19.0 1.200815e+08 55.0 Consumer Defensive 148 PKI 9 0.20 big-cap Long NaN 42.0 1.193934e+08 16.0 Healthcare 97 NTR 11 1.78 big-cap Long NaN 17.0 1.192286e+08 17.0 Basic Materials 175 IT 28 20.16 big-cap Long NaN 28.0 1.119766e+08 78.0 Technology 151 HES 18 9.27 big-cap Long NaN 18.0 1.111104e+08 78.0 Energy 46 BAM 8 1.94 big-cap Long NaN 8.0 1.100523e+08 78.0 Financial Services 124 DB 11 7.43 big-cap Long NaN 20.0 1.100339e+08 24.0 Financial Services 194 LKQ 24 11.96 big-cap Long NaN 24.0 1.080581e+08 78.0 Consumer Cyclical 157 LNG 19 8.74 big-cap Long NaN 19.0 1.072208e+08 78.0 Energy 179 LUMN 9 -1.91 big-cap Long NaN 13.0 1.063662e+08 15.0 Communication Services 195 HWM 6 1.28 big-cap Long NaN 6.0 1.042728e+08 78.0 Industrials 54 BMO 21 9.45 big-cap Long NaN 21.0 9.895665e+07 78.0 Financial Services 51 ITUB 13 3.89 big-cap Long NaN 51.0 9.848212e+07 25.0 Financial Services 136 NTRS 23 10.45 big-cap Long NaN 23.0 9.778384e+07 78.0 Financial Services 130 WPM 15 10.64 big-cap Long NaN 53.0 9.347089e+07 30.0 Basic Materials 189 CNP 9 1.03 big-cap Long NaN 9.0 9.310000e+07 53.0 Utilities 21 RY 20 6.57 big-cap Long NaN 20.0 9.240693e+07 78.0 Financial Services 144 TRU 10 2.01 big-cap Long NaN 53.0 8.452569e+07 39.0 Industrials 112 ANET 10 6.40 big-cap Long NaN 43.0 8.388257e+07 36.0 Technology 109 YUMC 8 3.92 big-cap Long NaN 21.0 7.174143e+07 10.0 Consumer Cyclical 158 BPY 6 1.19 big-cap Long NaN 6.0 7.075215e+07 78.0 Real Estate 14 UL 16 3.88 big-cap Long NaN 55.0 7.018906e+07 30.0 Consumer Defensive 114 FNV 34 10.52 big-cap Long NaN 54.0 6.858633e+07 40.0 Basic Materials 146 AEM 13 6.20 big-cap Long NaN 50.0 6.818803e+07 18.0 Basic Materials 10 NVO 13 5.26 big-cap Long NaN 32.0 6.508271e+07 28.0 Healthcare 30 DEO 11 4.35 big-cap Long NaN 37.0 6.172629e+07 61.0 Consumer Defensive 58 ABEV 15 5.44 big-cap Long NaN 15.0 5.755265e+07 31.0 Consumer Defensive 74 BCE 21 5.88 big-cap Long NaN 21.0 5.461521e+07 58.0 Communication Services 110 MPLX 17 5.01 big-cap Long NaN 20.0 5.449384e+07 78.0 Energy 75 CM 20 8.31 big-cap Long NaN 20.0 5.445552e+07 78.0 Financial Services 17 BUD 28 11.07 big-cap Long NaN 52.0 5.328945e+07 34.0 Consumer Defensive 173 ELAN 9 2.60 big-cap Long NaN 26.0 5.311702e+07 14.0 Healthcare 198 KL 14 7.80 big-cap Long NaN 50.0 5.029088e+07 30.0 Basic Materials 123 CCEP 30 10.06 big-cap Long NaN 30.0 4.643644e+07 78.0 Consumer Defensive 20 SNY 14 4.02 big-cap Long NaN 55.0 4.632012e+07 34.0 Healthcare 8 TM 8 3.34 big-cap Long NaN 8.0 3.790404e+07 11.0 Consumer Cyclical 26 HSBC 10 1.20 big-cap Long NaN 20.0 3.667201e+07 24.0 Financial Services 55 STLA 8 2.30 big-cap Long NaN 8.0 3.230255e+07 16.0 unknown 101 TU 13 3.20 big-cap Long NaN 20.0 2.790771e+07 16.0 Communication Services 61 AMX 14 2.48 big-cap Long NaN 14.0 2.132316e+07 35.0 Communication Services 169 IMO 20 17.04 big-cap Long NaN 20.0 2.055503e+07 78.0 Energy 102 GMAB 8 5.33 big-cap Long NaN 38.0 1.950185e+07 16.0 Healthcare 99 BSBR 10 5.70 big-cap Long NaN 29.0 1.579723e+07 16.0 Financial Services 65 NGG 19 7.15 big-cap Long NaN 53.0 1.534543e+07 39.0 Utilities 137 FTS 9 0.19 big-cap Long NaN 15.0 1.478522e+07 54.0 Utilities 82 CRH 15 2.00 big-cap Long NaN 15.0 1.476425e+07 44.0 Basic Materials 50 SAN 11 3.83 big-cap Long NaN 21.0 1.420920e+07 78.0 Financial Services 84 LYG 20 7.01 big-cap Long NaN 20.0 1.375810e+07 78.0 Financial Services 203 RDY 20 4.37 big-cap Long NaN 43.0 1.222749e+07 30.0 Healthcare 91 BBVA 14 4.62 big-cap Long NaN 20.0 1.002457e+07 23.0 Financial Services 116 RCI 18 3.65 big-cap Long NaN 34.0 7.927645e+06 39.0 Communication Services 85 WIT 7 5.03 big-cap Long NaN 28.0 7.645674e+06 30.0 Technology 113 TEF 9 2.84 big-cap Long NaN 18.0 5.951213e+06 22.0 Communication Services 184 NTCO 10 3.23 big-cap Long NaN 35.0 4.860923e+06 16.0 Consumer Defensive 23 PTR 10 2.02 big-cap Long NaN 16.0 3.293656e+06 21.0 Energy 59 AMOV 13 1.86 big-cap Long NaN 14.0 5.026190e+04 27.0 Communication Services 155 VAR 14 0.27 big-cap Long NaN 14.0 0.000000e+00 49.0 Healthcare Mean Return: 5.349907407407407 Mean Day/Week: 14.99074074074074 Accuracy:0.9444444444444444 *******************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 1 BABA 13 -3.30 big-cap Short NaN -13.0 1.968155e+09 -53.0 Consumer Cyclical 6 DIS 9 1.63 big-cap Short NaN -51.0 1.277060e+09 -24.0 Communication Services 25 ABNB 15 -12.60 big-cap Short NaN -64.0 1.099787e+09 -36.0 Communication Services 93 EDU 13 -26.18 big-cap Short NaN -13.0 8.473785e+08 -52.0 Consumer Defensive 57 TAL 15 -28.90 big-cap Short NaN -15.0 6.496727e+08 -55.0 Consumer Defensive 31 MELI 14 -6.16 big-cap Short NaN -14.0 5.482997e+08 -61.0 Consumer Cyclical 38 CNI 9 0.53 big-cap Short NaN -27.0 4.087625e+08 -12.0 Industrials 128 VIPS 12 -11.87 big-cap Short NaN -44.0 3.949125e+08 -40.0 Consumer Cyclical 161 QS 22 -30.27 big-cap Short NaN -45.0 3.876131e+08 -137.0 Consumer Cyclical 139 DISCA 8 -6.00 big-cap Short NaN -44.0 3.582931e+08 -38.0 Communication Services 134 OXY 6 0.97 big-cap Short NaN -12.0 3.483495e+08 -29.0 Energy 64 CTSH 8 0.85 big-cap Short NaN -15.0 2.567843e+08 -15.0 Technology 60 CP 9 2.08 big-cap Short NaN -9.0 2.274813e+08 -9.0 Industrials 133 KMX 6 -0.93 big-cap Short NaN -15.0 1.908378e+08 -12.0 Consumer Cyclical 172 OPEN 15 -9.96 big-cap Short NaN -15.0 1.901795e+08 -46.0 Real Estate 183 CHGG 18 -7.95 big-cap Short NaN -18.0 1.569464e+08 -60.0 Consumer Defensive 62 RKT 15 -8.01 big-cap Short NaN -47.0 1.532623e+08 -31.0 Financial Services 121 HOLX 20 -5.30 big-cap Short NaN -21.0 1.369411e+08 -27.0 Healthcare 140 DISCK 11 -4.48 big-cap Short NaN -43.0 1.284124e+08 -37.0 Communication Services 122 WISH 10 3.99 big-cap Short NaN -10.0 1.281977e+08 -111.0 Consumer Cyclical 154 CTXS 18 -7.07 big-cap Short NaN -28.0 1.069025e+08 -20.0 Technology 200 NRG 27 -13.06 big-cap Short NaN -50.0 9.651571e+07 -50.0 Utilities 89 PCAR 6 -0.51 big-cap Short NaN -6.0 6.762203e+07 -8.0 Industrials 176 SQM 6 -1.40 big-cap Short NaN -11.0 6.254775e+07 -8.0 Basic Materials 171 ATHM 6 -7.86 big-cap Short NaN -6.0 5.808326e+07 -57.0 Communication Services 165 APPN 19 -32.38 big-cap Short NaN -19.0 5.745083e+07 -60.0 Technology 199 DNB 6 -0.71 big-cap Short NaN -14.0 4.032326e+07 -16.0 Technology 94 RPRX 10 -0.31 big-cap Short NaN -14.0 3.989351e+07 -20.0 Healthcare 98 IBKR 10 -0.12 big-cap Short NaN -50.0 3.737295e+07 -21.0 Financial Services 180 ERIE 19 -9.05 big-cap Short NaN -19.0 1.712987e+07 -59.0 Financial Services 186 ENIA 19 -1.75 big-cap Short NaN -31.0 1.285523e+07 -26.0 Utilities 162 SUZ 7 -6.72 big-cap Short NaN -60.0 4.591655e+06 -25.0 Basic Materials 201 BCH 11 -11.07 big-cap Short NaN -25.0 3.075617e+06 -14.0 Financial Services Mean Return: -7.390000000000001 Mean Day/Week: 12.484848484848484 Accuracy:0.8181818181818182 ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 5 Communication Services 3 Consumer Cyclical 5 Consumer Defensive 2 Energy 6 Financial Services 4 Healthcare 6 Industrials 6 Real Estate 10 Technology 4 Utilities 3 unknown 3 **************************************** small_industry_downtrending_count tickers industry Communication Services 4 Consumer Cyclical 5 Consumer Defensive 2 Financial Services 5 Healthcare 11 Industrials 1 Technology 5 Utilities 1 *******************Part 2.1 Small Cap Long Entry SPAN MACD********************* small_long_signal_entry_span_macd Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.2 Small Cap Short Entry SPAN MACD********************* small_short_signal_entry_span_macd Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.3 Small Cap Long Entry SPAN********************* small_long_signal_entry_span Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.4 Small Cap Short Entry SPAN********************* small_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 209 MNSO 2 -1.05 small-cap Short NaN -13.0 1.457329e+07 -2.0 Consumer Cyclical Mean Return: -1.05 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 255 KRC 2 0.21 small-cap Long NaN 2.0 9.547654e+07 66.0 Real Estate 234 PAAS 4 -0.85 small-cap Long NaN 4.0 7.776439e+07 8.0 Basic Materials 228 SYNH 3 -1.39 small-cap Long NaN 3.0 5.643388e+07 35.0 Healthcare 235 ARW 5 0.83 small-cap Long NaN 5.0 5.305638e+07 58.0 Technology 283 FR 2 -0.08 small-cap Long NaN 2.0 5.105200e+07 77.0 Real Estate 212 CONE 5 0.83 small-cap Long NaN 5.0 4.985947e+07 33.0 Real Estate 267 LSI 1 0.00 small-cap Long NaN 1.0 4.768991e+07 78.0 Real Estate 237 MANH 1 0.00 small-cap Long NaN 1.0 3.882795e+07 22.0 Technology 286 LESL 2 1.62 small-cap Long NaN 2.0 2.803305e+07 25.0 Consumer Cyclical 263 AIRC 3 2.17 small-cap Long NaN 3.0 2.640655e+07 15.0 Real Estate 227 ALV 3 -0.59 small-cap Long NaN 3.0 2.276312e+07 41.0 Consumer Cyclical 210 WTRU 3 -0.09 small-cap Long NaN 3.0 4.870365e+06 15.0 unknown 245 ICL 3 0.16 small-cap Long NaN 3.0 1.690433e+06 78.0 Basic Materials 247 JSM 2 1.50 small-cap Long NaN 2.0 5.242902e+05 37.0 unknown Mean Return: 0.36000000000000004 Mean Day/Week: 3.25 Accuracy:0.5833333333333334 *******************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 219 CIB 4 -0.61 small-cap Short NaN -4.0 3.875569e+06 -69.0 Financial Services Mean Return: -0.61 Mean Day/Week: 4.0 Accuracy:1.0 *******************Part 2.7 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 221 AGNC 9 2.18 small-cap Long NaN 50.0 1.180230e+08 78.0 Real Estate 272 MTZ 22 12.35 small-cap Long NaN 22.0 1.144813e+08 78.0 Industrials 215 GFI 14 15.64 small-cap Long NaN 14.0 1.079988e+08 39.0 Basic Materials 274 PRGO 12 5.40 small-cap Long NaN 30.0 9.307513e+07 15.0 Healthcare 214 KGC 10 8.00 small-cap Long NaN 53.0 8.465364e+07 37.0 Basic Materials 254 VRT 8 5.48 small-cap Long NaN 8.0 8.322673e+07 39.0 Industrials 258 DXC 24 15.20 small-cap Long NaN 41.0 8.092934e+07 44.0 Technology 231 JLL 17 6.98 small-cap Long NaN 17.0 7.706664e+07 78.0 Real Estate 206 IRM 14 5.01 small-cap Long NaN 14.0 7.337191e+07 78.0 Real Estate 240 CLR 12 5.07 small-cap Long NaN 16.0 6.529079e+07 23.0 Energy 269 PAA 13 6.46 small-cap Long NaN 20.0 5.353912e+07 24.0 Energy 278 CCJ 14 -1.71 small-cap Long NaN 16.0 5.138638e+07 78.0 Energy 218 JAZZ 14 2.21 small-cap Long NaN 15.0 4.976280e+07 16.0 Healthcare 281 PSXP 15 16.70 small-cap Long NaN 65.0 4.833064e+07 60.0 Energy 256 CACC 8 2.03 small-cap Long NaN 23.0 3.941812e+07 23.0 Financial Services 238 ADT 6 6.25 small-cap Long NaN 6.0 3.840656e+07 33.0 Industrials 217 PHYS 13 3.59 small-cap Long NaN 38.0 3.810014e+07 18.0 unknown 280 VNT 11 4.95 small-cap Long NaN 31.0 3.571190e+07 15.0 Technology 241 RGLD 15 4.45 small-cap Long NaN 42.0 3.005086e+07 40.0 Basic Materials 244 SC 37 31.33 small-cap Long NaN 37.0 2.977982e+07 78.0 Financial Services 279 CHH 10 3.16 small-cap Long NaN 14.0 2.522072e+07 45.0 Consumer Cyclical 270 SRCL 21 12.31 small-cap Long NaN 40.0 2.474026e+07 33.0 Industrials 225 CHE 10 2.61 small-cap Long NaN 47.0 2.196192e+07 22.0 Healthcare 257 TFII 22 16.46 small-cap Long NaN 22.0 1.863083e+07 78.0 Industrials 232 MBT 7 -1.73 small-cap Long NaN 29.0 1.778054e+07 15.0 Communication Services 277 JHG 26 12.94 small-cap Long NaN 54.0 1.508491e+07 38.0 Financial Services 282 MPLN 7 5.37 small-cap Long NaN 35.0 1.472142e+07 10.0 Healthcare 287 KT 12 9.65 small-cap Long NaN 12.0 1.256180e+07 73.0 Communication Services 243 BSMX 8 1.92 small-cap Long NaN 8.0 7.733675e+06 43.0 Financial Services 211 KOF 9 -0.88 small-cap Long NaN 10.0 5.463993e+06 37.0 Consumer Defensive 293 SBS 10 1.21 small-cap Long NaN 51.0 5.146424e+06 33.0 Utilities 213 EBR 10 8.67 small-cap Long NaN 66.0 3.278790e+06 40.0 Utilities 222 PSO 14 0.90 small-cap Long NaN 14.0 2.835006e+06 78.0 Communication Services Mean Return: 6.974545454545455 Mean Day/Week: 13.757575757575758 Accuracy:0.9090909090909091 *******************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 248 MSTR 29 -32.90 small-cap Short NaN -65.0 3.225757e+08 -46.0 Technology 288 VNET 21 -27.43 small-cap Short NaN -71.0 1.366922e+08 -59.0 Technology 230 RNR 6 -3.74 small-cap Short NaN -18.0 1.039007e+08 -13.0 Financial Services 233 YY 21 -13.39 small-cap Short NaN -58.0 9.928285e+07 -43.0 Communication Services 224 NYT 36 -13.33 small-cap Short NaN -59.0 7.341543e+07 -55.0 Communication Services 260 PFGC 7 3.11 small-cap Short NaN -32.0 7.097285e+07 -13.0 Consumer Defensive 226 IONS 15 -4.68 small-cap Short NaN -15.0 7.061937e+07 -60.0 Healthcare 251 TGTX 18 -22.33 small-cap Short NaN -45.0 6.964092e+07 -53.0 Healthcare 207 BFAM 19 -5.20 small-cap Short NaN -33.0 6.903298e+07 -28.0 Consumer Cyclical 259 IOVA 12 -22.38 small-cap Short NaN -12.0 6.554680e+07 -67.0 Healthcare 216 ARMK 6 0.35 small-cap Short NaN -46.0 6.406673e+07 -19.0 Consumer Cyclical 249 ONEM 13 -7.85 small-cap Short NaN -13.0 5.670866e+07 -59.0 Healthcare 271 HUYA 20 -20.78 small-cap Short NaN -62.0 4.839821e+07 -46.0 Communication Services 291 ARRY 12 -28.81 small-cap Short NaN -12.0 4.787576e+07 -70.0 Technology 223 GNTX 6 1.32 small-cap Short NaN -48.0 4.433295e+07 -13.0 Consumer Cyclical 236 MLCO 14 -4.51 small-cap Short NaN -45.0 3.676375e+07 -20.0 Consumer Cyclical 250 TTEK 12 -3.97 small-cap Short NaN -28.0 3.428055e+07 -23.0 Industrials 275 HAE 28 -27.49 small-cap Short NaN -28.0 2.900665e+07 -59.0 Healthcare 252 KOD 15 -15.99 small-cap Short NaN -15.0 2.017629e+07 -70.0 Healthcare 204 BSAC 8 2.00 small-cap Short NaN -44.0 1.440846e+07 -14.0 Financial Services 284 CERT 10 4.59 small-cap Short NaN -10.0 8.816532e+06 -19.0 Healthcare 294 ENIC 20 -13.63 small-cap Short NaN -22.0 2.095271e+06 -70.0 Utilities Mean Return: -11.683636363636365 Mean Day/Week: 15.818181818181818 Accuracy:0.7727272727272727 ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 28 Communication Services 6 Consumer Cyclical 22 Consumer Defensive 11 Energy 19 Financial Services 35 Healthcare 22 Industrials 17 Real Estate 16 Technology 17 Utilities 2 unknown 3 **************************************** penny_industry_downtrending_count tickers industry Basic Materials 3 Communication Services 2 Consumer Cyclical 12 Consumer Defensive 9 Energy 6 Financial Services 29 Healthcare 52 Industrials 12 Real Estate 8 Technology 27 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 345 CELH 1 0.00 penny-cap Long NaN 4.0 5.251760e+07 5.0 Consumer Defensive 384 BRFS 2 -0.82 penny-cap Long NaN 5.0 2.997851e+07 5.0 Consumer Defensive 636 ALGS 2 0.62 penny-cap Long NaN 4.0 3.921433e+06 5.0 Healthcare Mean Return: -0.09999999999999998 Mean Day/Week: 2.5 Accuracy:0.5 *******************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 490 NGM 3 -4.85 penny-cap Short NaN -3.0 14467888.0 -4.0 Healthcare Mean Return: -4.85 Mean Day/Week: 3.0 Accuracy:1.0 *******************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 345 CELH 1 0.00 penny-cap Long NaN 4.0 5.251760e+07 5.0 Consumer Defensive 384 BRFS 2 -0.82 penny-cap Long NaN 5.0 2.997851e+07 5.0 Consumer Defensive 636 ALGS 2 0.62 penny-cap Long NaN 4.0 3.921433e+06 5.0 Healthcare 595 GHG 2 5.47 penny-cap Long NaN 17.0 2.356604e+06 4.0 Consumer Cyclical Mean Return: 1.7566666666666666 Mean Day/Week: 2.3333333333333335 Accuracy:0.6666666666666666 *******************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 490 NGM 3 -4.85 penny-cap Short NaN -3.0 14467888.00 -4.0 Healthcare 484 BANF 2 1.62 penny-cap Short NaN -7.0 8610550.75 -3.0 Financial Services Mean Return: -1.6149999999999998 Mean Day/Week: 2.5 Accuracy:0.5 *******************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 391 CVLT 3 1.11 penny-cap Long NaN 3.0 7.961761e+07 78.0 Technology 340 SWAV 5 1.76 penny-cap Long NaN 5.0 7.327810e+07 41.0 Healthcare 336 PGNY 5 7.55 penny-cap Long NaN 5.0 5.752270e+07 34.0 Healthcare 423 HGV 3 -0.37 penny-cap Long NaN 3.0 5.481672e+07 78.0 Consumer Cyclical 316 SLG 5 2.61 penny-cap Long NaN 5.0 5.339780e+07 67.0 Real Estate 473 IDCC 1 0.00 penny-cap Long NaN 1.0 5.299885e+07 36.0 Communication Services 345 CELH 1 0.00 penny-cap Long NaN 4.0 5.251760e+07 5.0 Consumer Defensive 580 CORE 5 -3.41 penny-cap Long NaN 5.0 4.543829e+07 67.0 Consumer Defensive 302 DEI 4 0.69 penny-cap Long NaN 5.0 4.231913e+07 66.0 Real Estate 550 DEN 5 4.73 penny-cap Long NaN 5.0 4.186467e+07 78.0 Energy 346 HIW 1 0.00 penny-cap Long NaN 1.0 3.794645e+07 78.0 Real Estate 575 MSEX 1 0.00 penny-cap Long NaN 1.0 3.440108e+07 44.0 Utilities 319 NOMD 3 -0.92 penny-cap Long NaN 3.0 3.296234e+07 52.0 Consumer Defensive 300 STAA 1 0.00 penny-cap Long NaN 1.0 3.006736e+07 40.0 Healthcare 384 BRFS 2 -0.82 penny-cap Long NaN 5.0 2.997851e+07 5.0 Consumer Defensive 360 HPP 2 1.29 penny-cap Long NaN 2.0 2.930397e+07 66.0 Real Estate 356 VIAV 1 0.00 penny-cap Long NaN 4.0 2.919653e+07 10.0 Technology 460 NAVI 1 0.00 penny-cap Long NaN 1.0 2.704276e+07 78.0 Financial Services 489 BDN 3 -0.76 penny-cap Long NaN 3.0 2.630132e+07 67.0 Real Estate 516 DRNA 3 5.41 penny-cap Long NaN 3.0 2.585323e+07 9.0 Healthcare 373 AQUA 4 2.86 penny-cap Long NaN 4.0 2.555805e+07 34.0 Industrials 357 SEM 1 0.00 penny-cap Long NaN 1.0 2.433445e+07 63.0 Healthcare 504 ABR 1 0.00 penny-cap Long NaN 1.0 2.219331e+07 78.0 Real Estate 392 EBC 4 -0.60 penny-cap Long NaN 4.0 2.104474e+07 78.0 Financial Services 480 PGRE 2 1.30 penny-cap Long NaN 2.0 1.854376e+07 66.0 Real Estate 456 FSK 3 -0.68 penny-cap Long NaN 3.0 1.621445e+07 78.0 Financial Services 612 ESTA 3 -0.42 penny-cap Long NaN 3.0 1.357363e+07 78.0 Healthcare 471 NVMI 1 0.00 penny-cap Long NaN 1.0 9.916573e+06 7.0 Technology 619 BUSE 1 0.00 penny-cap Long NaN 1.0 9.876123e+06 10.0 Financial Services 510 RVNC 1 0.00 penny-cap Long NaN 1.0 8.730369e+06 26.0 Healthcare 632 EXTR 5 -3.01 penny-cap Long NaN 5.0 7.992185e+06 36.0 Technology 478 SHEN 4 -0.84 penny-cap Long NaN 4.0 7.587151e+06 18.0 Communication Services 376 NAD 5 0.52 penny-cap Long NaN 5.0 7.327165e+06 36.0 Financial Services 561 MEI 3 0.17 penny-cap Long NaN 3.0 7.195648e+06 44.0 Technology 622 TVTY 4 1.99 penny-cap Long NaN 4.0 7.168635e+06 27.0 Healthcare 335 NEA 2 0.00 penny-cap Long NaN 2.0 7.151316e+06 37.0 Financial Services 532 GAB 1 0.00 penny-cap Long NaN 1.0 5.314456e+06 63.0 Financial Services 359 NVG 1 0.00 penny-cap Long NaN 1.0 4.576919e+06 37.0 Financial Services 587 HYT 2 0.08 penny-cap Long NaN 2.0 3.964548e+06 10.0 Financial Services 636 ALGS 2 0.62 penny-cap Long NaN 4.0 3.921433e+06 5.0 Healthcare 499 ETY 5 0.81 penny-cap Long NaN 5.0 3.086628e+06 55.0 Financial Services 476 GDV 3 -0.49 penny-cap Long NaN 3.0 2.768754e+06 78.0 Financial Services 566 FPF 2 0.12 penny-cap Long NaN 2.0 2.757138e+06 44.0 Financial Services 643 ETW 4 1.82 penny-cap Long NaN 4.0 1.970740e+06 56.0 Financial Services 650 AWF 2 0.00 penny-cap Long NaN 2.0 1.959894e+06 41.0 Financial Services 590 ETG 1 0.00 penny-cap Long NaN 1.0 1.549706e+06 78.0 Financial Services Mean Return: 0.7458064516129033 Mean Day/Week: 3.935483870967742 Accuracy:0.5806451612903226 *******************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 400 BXS 2 1.28 penny-cap Short NaN -2.0 1.903980e+07 -27.0 Financial Services 490 NGM 3 -4.85 penny-cap Short NaN -3.0 1.446789e+07 -4.0 Healthcare 433 MEOH 2 1.98 penny-cap Short NaN -5.0 1.082259e+07 -13.0 Basic Materials 634 ZGNX 3 -0.61 penny-cap Short NaN -3.0 1.074486e+07 -38.0 Healthcare 597 CHRS 4 -2.50 penny-cap Short NaN -4.0 9.186963e+06 -71.0 Healthcare 526 NWBI 2 1.46 penny-cap Short NaN -3.0 8.218556e+06 -27.0 Financial Services 578 AROC 2 0.89 penny-cap Short NaN -5.0 6.489138e+06 -37.0 Energy 630 STRO 5 1.59 penny-cap Short NaN -5.0 6.245269e+06 -46.0 Healthcare 513 CFFN 2 0.71 penny-cap Short NaN -2.0 6.158736e+06 -32.0 Financial Services 649 TMP 1 0.00 penny-cap Short NaN -1.0 4.034048e+06 -7.0 Financial Services 635 RES 5 -2.87 penny-cap Short NaN -5.0 3.170778e+06 -29.0 Energy 652 CONX 4 -0.31 penny-cap Short NaN -4.0 1.323422e+06 -108.0 Financial Services 627 APSG 5 -0.31 penny-cap Short NaN -5.0 4.698648e+05 -61.0 Financial Services 560 MSC 2 1.83 penny-cap Short NaN -2.0 5.363600e+02 -137.0 Consumer Cyclical Mean Return: -0.1315384615384615 Mean Day/Week: 3.230769230769231 Accuracy:0.46153846153846156 *******************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 317 AMC 6 47.94 penny-cap Long NaN 9.0 3.960815e+09 12.0 Communication Services 431 EAF 10 2.11 penny-cap Long NaN 21.0 1.479002e+08 78.0 Industrials 518 UFS 23 33.83 penny-cap Long NaN 23.0 8.409740e+07 78.0 Basic Materials 348 HL 13 22.44 penny-cap Long NaN 15.0 7.926089e+07 15.0 Basic Materials 304 AUY 15 3.00 penny-cap Long NaN 53.0 7.758134e+07 30.0 Basic Materials 416 SWN 13 13.00 penny-cap Long NaN 16.0 7.674325e+07 22.0 Energy 308 EQT 14 3.41 penny-cap Long NaN 20.0 7.202059e+07 23.0 Energy 438 RRC 11 14.87 penny-cap Long NaN 18.0 6.820519e+07 18.0 Energy 353 SGMS 22 22.42 penny-cap Long NaN 30.0 6.747901e+07 26.0 Consumer Cyclical 326 CC 18 14.42 penny-cap Long NaN 43.0 6.254259e+07 43.0 Basic Materials 421 BNL 20 7.77 penny-cap Long NaN 39.0 5.922613e+07 30.0 Real Estate 414 ELY 12 9.90 penny-cap Long NaN 26.0 5.826180e+07 15.0 Consumer Cyclical 497 MUR 11 7.08 penny-cap Long NaN 15.0 5.807748e+07 23.0 Energy 388 COMM 14 5.74 penny-cap Long NaN 14.0 5.207473e+07 78.0 Technology 486 AR 14 16.98 penny-cap Long NaN 14.0 4.896970e+07 78.0 Energy 296 DAVA 7 13.99 penny-cap Long NaN 23.0 4.891961e+07 26.0 Technology 297 BPOP 17 6.70 penny-cap Long NaN 17.0 4.677929e+07 78.0 Financial Services 608 FOE 12 -0.81 penny-cap Long NaN 12.0 4.423451e+07 76.0 Basic Materials 370 HRB 13 4.20 penny-cap Long NaN 13.0 4.420521e+07 78.0 Consumer Cyclical 367 IGT 12 18.39 penny-cap Long NaN 21.0 4.371464e+07 12.0 Consumer Cyclical 492 MTDR 17 12.43 penny-cap Long NaN 17.0 4.229321e+07 78.0 Energy 338 IMAB 8 9.02 penny-cap Long NaN 30.0 4.133626e+07 25.0 Healthcare 411 MED 13 12.06 penny-cap Long NaN 16.0 3.972487e+07 15.0 Consumer Cyclical 312 WEN 9 0.68 penny-cap Long NaN 55.0 3.956501e+07 37.0 Consumer Cyclical 487 DDS 9 6.64 penny-cap Long NaN 9.0 3.939622e+07 24.0 Consumer Cyclical 647 PLCE 8 8.02 penny-cap Long NaN 8.0 3.907643e+07 9.0 Consumer Cyclical 333 SWCH 9 4.35 penny-cap Long NaN 40.0 3.823597e+07 31.0 Technology 410 RRR 21 12.62 penny-cap Long NaN 21.0 3.740772e+07 78.0 Consumer Cyclical 350 AM 13 3.80 penny-cap Long NaN 16.0 3.640981e+07 26.0 Energy 408 HMY 9 7.37 penny-cap Long NaN 58.0 3.627546e+07 39.0 Basic Materials 320 NCR 10 4.00 penny-cap Long NaN 38.0 3.457496e+07 44.0 Technology 540 HOME 16 17.93 penny-cap Long NaN 23.0 3.446530e+07 78.0 Consumer Cyclical 377 UNVR 24 16.55 penny-cap Long NaN 43.0 3.401109e+07 58.0 Basic Materials 554 CNR 7 6.66 penny-cap Long NaN 7.0 3.355771e+07 78.0 Industrials 428 SUM 14 9.56 penny-cap Long NaN 14.0 3.345828e+07 78.0 Basic Materials 403 MIME 12 8.27 penny-cap Long NaN 32.0 3.237330e+07 14.0 Technology 418 MDRX 9 3.33 penny-cap Long NaN 30.0 3.213590e+07 12.0 Healthcare 315 JOBS 15 1.99 penny-cap Long NaN 37.0 3.143864e+07 17.0 Industrials 498 EPC 15 3.49 penny-cap Long NaN 15.0 2.842610e+07 53.0 Consumer Defensive 511 GTN 10 5.69 penny-cap Long NaN 29.0 2.837468e+07 78.0 Communication Services 389 CHX 11 6.06 penny-cap Long NaN 16.0 2.817266e+07 26.0 Energy 459 MLHR 13 4.06 penny-cap Long NaN 13.0 2.716718e+07 78.0 Consumer Cyclical 531 PAGP 14 11.85 penny-cap Long NaN 21.0 2.697232e+07 24.0 Energy 440 CIM 7 2.19 penny-cap Long NaN 7.0 2.561944e+07 78.0 Real Estate 466 BCRX 8 -5.38 penny-cap Long NaN 15.0 2.553733e+07 15.0 Healthcare 323 VVV 30 19.38 penny-cap Long NaN 30.0 2.530053e+07 78.0 Energy 364 LEGN 8 20.92 penny-cap Long NaN 24.0 2.489675e+07 27.0 Healthcare 347 SSRM 9 6.42 penny-cap Long NaN 52.0 2.420006e+07 21.0 Basic Materials 341 WCC 22 16.48 penny-cap Long NaN 22.0 2.399378e+07 78.0 Industrials 514 RLGY 13 11.33 penny-cap Long NaN 20.0 2.387877e+07 20.0 Real Estate 491 CRC 7 3.90 penny-cap Long NaN 14.0 2.338435e+07 8.0 Energy 434 COKE 9 17.27 penny-cap Long NaN 9.0 2.308723e+07 58.0 Consumer Defensive 609 FRO 6 2.68 penny-cap Long NaN 19.0 2.226128e+07 31.0 Energy 381 AGI 9 5.20 penny-cap Long NaN 56.0 2.133009e+07 36.0 Basic Materials 502 VSTO 11 12.50 penny-cap Long NaN 17.0 2.102659e+07 18.0 Consumer Cyclical 425 CBT 18 11.38 penny-cap Long NaN 24.0 2.015416e+07 78.0 Basic Materials 443 FCFS 24 11.38 penny-cap Long NaN 32.0 1.983999e+07 59.0 Financial Services 417 EXLS 16 4.59 penny-cap Long NaN 16.0 1.980935e+07 60.0 Technology 589 XPEL 13 19.42 penny-cap Long NaN 13.0 1.913987e+07 39.0 Consumer Cyclical 396 NUS 13 2.11 penny-cap Long NaN 31.0 1.801182e+07 15.0 Consumer Defensive 552 AAWW 10 2.68 penny-cap Long NaN 40.0 1.767119e+07 70.0 Industrials 439 MD 14 -0.85 penny-cap Long NaN 14.0 1.743494e+07 39.0 Healthcare 467 SGRY 23 13.56 penny-cap Long NaN 23.0 1.719726e+07 78.0 Healthcare 495 CSTM 17 6.29 penny-cap Long NaN 23.0 1.689542e+07 58.0 Basic Materials 448 PLXS 9 -0.05 penny-cap Long NaN 9.0 1.685172e+07 78.0 Technology 623 RGR 12 7.19 penny-cap Long NaN 13.0 1.677740e+07 15.0 Industrials 583 NGD 6 10.14 penny-cap Long NaN 37.0 1.665083e+07 18.0 Basic Materials 386 GOLF 15 2.48 penny-cap Long NaN 15.0 1.655237e+07 15.0 Consumer Cyclical 435 PRMW 9 -0.42 penny-cap Long NaN 9.0 1.634971e+07 39.0 Consumer Defensive 374 CWK 18 6.61 penny-cap Long NaN 18.0 1.576308e+07 58.0 Real Estate 596 CASH 20 2.87 penny-cap Long NaN 20.0 1.537135e+07 78.0 Financial Services 522 IRWD 14 8.97 penny-cap Long NaN 26.0 1.530199e+07 33.0 Healthcare 310 HLI 11 4.75 penny-cap Long NaN 11.0 1.505411e+07 11.0 Financial Services 528 GOL 14 8.41 penny-cap Long NaN 38.0 1.500414e+07 25.0 Industrials 493 PRFT 20 11.31 penny-cap Long NaN 20.0 1.438722e+07 78.0 Technology 525 IAG 8 0.86 penny-cap Long NaN 14.0 1.431092e+07 15.0 Basic Materials 603 WIRE 23 12.33 penny-cap Long NaN 23.0 1.348513e+07 78.0 Industrials 520 VRTS 7 0.13 penny-cap Long NaN 7.0 1.333813e+07 78.0 Financial Services 472 PBH 13 5.97 penny-cap Long NaN 13.0 1.320225e+07 18.0 Healthcare 331 CEF 11 4.10 penny-cap Long NaN 34.0 1.270510e+07 18.0 unknown 470 PVG 8 -2.80 penny-cap Long NaN 8.0 1.200988e+07 18.0 Basic Materials 382 SXT 10 2.20 penny-cap Long NaN 31.0 1.122326e+07 58.0 Basic Materials 581 PACK 7 2.42 penny-cap Long NaN 7.0 1.115244e+07 8.0 Consumer Cyclical 450 MTX 15 2.86 penny-cap Long NaN 15.0 1.113034e+07 78.0 Basic Materials 507 MGRC 8 -0.72 penny-cap Long NaN 8.0 1.087852e+07 10.0 Industrials 397 JJSF 20 5.18 penny-cap Long NaN 26.0 1.086358e+07 29.0 Consumer Defensive 430 EVTC 17 7.45 penny-cap Long NaN 39.0 1.058326e+07 39.0 Technology 585 FFG 17 0.38 penny-cap Long NaN 17.0 1.006335e+07 17.0 Financial Services 594 SAND 12 4.86 penny-cap Long NaN 57.0 9.492691e+06 39.0 Basic Materials 565 HNI 10 3.05 penny-cap Long NaN 20.0 9.327275e+06 62.0 Industrials 351 TIGO 11 2.12 penny-cap Long NaN 18.0 8.421658e+06 20.0 Communication Services 521 PIPR 10 3.76 penny-cap Long NaN 10.0 8.371944e+06 78.0 Financial Services 409 USM 12 0.94 penny-cap Long NaN 12.0 7.851892e+06 58.0 Communication Services 512 MNR 7 1.68 penny-cap Long NaN 16.0 7.607621e+06 16.0 Real Estate 648 CTS 9 9.89 penny-cap Long NaN 23.0 7.367623e+06 16.0 Technology 446 ENBL 21 17.72 penny-cap Long NaN 21.0 7.266823e+06 74.0 Energy 375 CNS 13 4.02 penny-cap Long NaN 39.0 7.001705e+06 24.0 Financial Services 441 ANAT 15 21.91 penny-cap Long NaN 15.0 6.204502e+06 60.0 Financial Services 385 NG 10 8.84 penny-cap Long NaN 15.0 6.028489e+06 35.0 Basic Materials 599 NMRK 14 -0.58 penny-cap Long NaN 14.0 6.003257e+06 78.0 Real Estate 483 OR 18 12.07 penny-cap Long NaN 53.0 5.512118e+06 36.0 Basic Materials 607 BPMP 16 5.77 penny-cap Long NaN 23.0 4.830205e+06 60.0 Energy 638 AUDC 10 4.45 penny-cap Long NaN 35.0 4.443844e+06 16.0 Technology 422 EXG 7 2.53 penny-cap Long NaN 7.0 4.333055e+06 58.0 Financial Services 534 DKL 9 7.98 penny-cap Long NaN 33.0 3.251971e+06 11.0 Energy 616 ARKO 6 -1.67 penny-cap Long NaN 6.0 2.852834e+06 60.0 Consumer Cyclical 640 CLNC 10 2.91 penny-cap Long NaN 15.0 2.453232e+06 10.0 Real Estate 628 SNEX 8 -3.05 penny-cap Long NaN 11.0 2.362350e+06 62.0 Financial Services 574 BTZ 6 1.00 penny-cap Long NaN 39.0 1.827923e+06 20.0 Financial Services 556 VCTR 7 -0.23 penny-cap Long NaN 7.0 1.283604e+06 58.0 Financial Services 413 CIXX 10 6.17 penny-cap Long NaN 36.0 1.085325e+06 78.0 Financial Services 545 KEN 7 5.77 penny-cap Long NaN 38.0 4.057614e+05 29.0 Utilities 404 TDI 8 0.27 penny-cap Long NaN 8.0 1.978884e+05 38.0 unknown 464 IBA 8 2.33 penny-cap Long NaN 39.0 6.526300e+04 32.0 Consumer Defensive 503 SIM 10 13.37 penny-cap Long NaN 32.0 2.655500e+04 32.0 Basic Materials Mean Return: 7.545739130434782 Mean Day/Week: 12.57391304347826 Accuracy:0.9043478260869565 *******************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 591 RIOT 13 -2.53 penny-cap Short NaN -46.0 4.557701e+08 -30.0 Technology 309 SHAK 19 -16.04 penny-cap Short NaN -64.0 3.561316e+08 -35.0 Consumer Cyclical 324 TRIP 7 0.69 penny-cap Short NaN -45.0 1.033927e+08 -21.0 Consumer Cyclical 295 ALLO 19 -19.48 penny-cap Short NaN -20.0 8.613151e+07 -21.0 Healthcare 325 NOVA 17 -6.64 penny-cap Short NaN -17.0 8.300263e+07 -61.0 Technology 523 HRTX 9 -1.16 penny-cap Short NaN -10.0 5.794871e+07 -10.0 Healthcare 303 SAGE 15 -2.98 penny-cap Short NaN -15.0 5.263399e+07 -17.0 Healthcare 458 REAL 13 -10.98 penny-cap Short NaN -13.0 4.336842e+07 -19.0 Consumer Cyclical 455 EAR 15 -22.03 penny-cap Short NaN -15.0 4.246437e+07 -49.0 Healthcare 305 NARI 13 -1.89 penny-cap Short NaN -17.0 3.891129e+07 -17.0 Healthcare 339 YALA 6 -4.68 penny-cap Short NaN -66.0 3.789143e+07 -46.0 Technology 463 CLNE 20 -32.82 penny-cap Short NaN -65.0 3.737966e+07 -38.0 Energy 379 NNOX 6 1.86 penny-cap Short NaN -71.0 3.734264e+07 -67.0 Healthcare 352 GOOS 10 5.10 penny-cap Short NaN -52.0 3.326781e+07 -19.0 Consumer Cyclical 349 INSM 16 -19.21 penny-cap Short NaN -16.0 3.188221e+07 -52.0 Healthcare 365 VCYT 21 -21.17 penny-cap Short NaN -28.0 2.719562e+07 -51.0 Healthcare 602 ICPT 15 -0.64 penny-cap Short NaN -15.0 2.567699e+07 -67.0 Healthcare 362 CNNE 12 -0.54 penny-cap Short NaN -20.0 2.509913e+07 -17.0 Consumer Cyclical 468 KURA 16 -9.17 penny-cap Short NaN -16.0 2.485082e+07 -137.0 Healthcare 369 IRBT 20 -15.07 penny-cap Short NaN -66.0 2.467508e+07 -54.0 Technology 313 CCMP 8 0.62 penny-cap Short NaN -22.0 2.395221e+07 -15.0 Technology 436 RCUS 8 -12.99 penny-cap Short NaN -16.0 2.302290e+07 -45.0 Healthcare 380 NSTG 12 -6.43 penny-cap Short NaN -15.0 2.132153e+07 -17.0 Healthcare 390 NHI 11 1.44 penny-cap Short NaN -33.0 2.109690e+07 -17.0 Real Estate 405 GDOT 12 -4.53 penny-cap Short NaN -12.0 2.051295e+07 -137.0 Financial Services 519 EB 6 3.31 penny-cap Short NaN -44.0 2.043173e+07 -12.0 Technology 549 PAR 10 15.66 penny-cap Short NaN -14.0 2.001304e+07 -16.0 Technology 298 GSHD 12 -5.81 penny-cap Short NaN -12.0 1.992321e+07 -49.0 Financial Services 343 LOPE 13 -3.58 penny-cap Short NaN -40.0 1.966481e+07 -15.0 Consumer Defensive 354 EGHT 18 -29.08 penny-cap Short NaN -18.0 1.925373e+07 -20.0 Technology 344 GKOS 13 -2.22 penny-cap Short NaN -14.0 1.898320e+07 -15.0 Healthcare 488 MTOR 12 -4.28 penny-cap Short NaN -47.0 1.843994e+07 -40.0 Consumer Cyclical 601 MODN 12 -1.14 penny-cap Short NaN -16.0 1.820023e+07 -20.0 Technology 307 ALRM 16 -3.01 penny-cap Short NaN -16.0 1.682785e+07 -21.0 Technology 342 CCXI 17 -64.59 penny-cap Short NaN -17.0 1.626011e+07 -59.0 Healthcare 462 YEXT 18 -7.77 penny-cap Short NaN -18.0 1.587150e+07 -59.0 Technology 332 DOYU 20 -20.19 penny-cap Short NaN -60.0 1.573189e+07 -46.0 Communication Services 449 STRA 20 -5.48 penny-cap Short NaN -31.0 1.541409e+07 -28.0 Consumer Defensive 368 SLQT 11 -5.24 penny-cap Short NaN -27.0 1.534851e+07 -13.0 Financial Services 399 LGND 21 -23.35 penny-cap Short NaN -69.0 1.494895e+07 -46.0 Healthcare 371 FORM 19 -11.27 penny-cap Short NaN -20.0 1.464456e+07 -20.0 Technology 559 PRIM 6 -0.79 penny-cap Short NaN -48.0 1.430544e+07 -25.0 Industrials 536 SLP 17 -8.65 penny-cap Short NaN -17.0 1.422131e+07 -51.0 Healthcare 426 DCPH 16 -8.96 penny-cap Short NaN -16.0 1.393059e+07 -18.0 Healthcare 633 MORF 16 -1.58 penny-cap Short NaN -43.0 1.380275e+07 -32.0 Healthcare 378 TRN 7 0.28 penny-cap Short NaN -7.0 1.365315e+07 -49.0 Industrials 571 OCUL 12 -8.95 penny-cap Short NaN -12.0 1.336935e+07 -19.0 Healthcare 508 SVC 12 1.33 penny-cap Short NaN -46.0 1.308407e+07 -19.0 Real Estate 451 PUBM 15 -9.56 penny-cap Short NaN -57.0 1.248208e+07 -30.0 Technology 321 NEU 7 -2.03 penny-cap Short NaN -26.0 1.247799e+07 -69.0 Basic Materials 588 JRVR 15 0.19 penny-cap Short NaN -23.0 1.159766e+07 -27.0 Financial Services 543 ATSG 15 -2.90 penny-cap Short NaN -33.0 1.150370e+07 -26.0 Industrials 530 HMN 8 -0.25 penny-cap Short NaN -34.0 1.129016e+07 -25.0 Financial Services 432 ESE 11 -4.58 penny-cap Short NaN -20.0 1.124105e+07 -13.0 Technology 453 AVNS 18 -7.77 penny-cap Short NaN -18.0 1.104411e+07 -49.0 Healthcare 482 ARCE 9 3.78 penny-cap Short NaN -9.0 1.018937e+07 -76.0 Consumer Defensive 584 PLT 8 3.49 penny-cap Short NaN -59.0 9.951388e+06 -10.0 Technology 562 IMGN 16 -20.77 penny-cap Short NaN -59.0 9.717089e+06 -42.0 Healthcare 592 CEVA 19 -18.34 penny-cap Short NaN -63.0 9.508710e+06 -46.0 Technology 393 ALXO 11 1.15 penny-cap Short NaN -11.0 9.392902e+06 -75.0 Healthcare 539 LTC 14 -3.25 penny-cap Short NaN -46.0 9.377161e+06 -18.0 Real Estate 361 SEER 17 -25.63 penny-cap Short NaN -17.0 9.332680e+06 -119.0 Healthcare 358 SPSC 12 -0.84 penny-cap Short NaN -17.0 9.131259e+06 -22.0 Technology 481 PRAX 10 -0.37 penny-cap Short NaN -10.0 9.107645e+06 -64.0 Healthcare 501 TBIO 6 5.56 penny-cap Short NaN -11.0 9.009884e+06 -49.0 Healthcare 641 AKRO 15 0.44 penny-cap Short NaN -15.0 8.988657e+06 -19.0 Healthcare 586 CVGW 11 -1.65 penny-cap Short NaN -22.0 8.976979e+06 -19.0 Consumer Defensive 355 NKTR 12 -6.44 penny-cap Short NaN -57.0 8.824411e+06 -43.0 Healthcare 420 XNCR 15 -0.84 penny-cap Short NaN -15.0 8.671020e+06 -49.0 Healthcare 506 ACMR 20 -12.93 penny-cap Short NaN -20.0 8.636045e+06 -45.0 Technology 394 ROCK 12 -1.46 penny-cap Short NaN -16.0 8.632724e+06 -16.0 Industrials 582 ASTE 7 -5.82 penny-cap Short NaN -32.0 8.129985e+06 -8.0 Industrials 621 TPGY 14 -22.42 penny-cap Short NaN -14.0 7.371915e+06 -60.0 Financial Services 614 LOTZ 12 -19.05 penny-cap Short NaN -12.0 7.277246e+06 -101.0 Consumer Cyclical 546 HTLD 6 -2.29 penny-cap Short NaN -26.0 6.677073e+06 -12.0 Industrials 651 VITL 15 -1.63 penny-cap Short NaN -15.0 6.383549e+06 -48.0 Consumer Defensive 579 ALX 11 1.17 penny-cap Short NaN -42.0 6.320208e+06 -25.0 Real Estate 598 OMER 8 -16.32 penny-cap Short NaN -64.0 6.123055e+06 -42.0 Healthcare 642 KRA 6 -1.48 penny-cap Short NaN -19.0 5.920076e+06 -20.0 Basic Materials 604 ADVM 20 -6.23 penny-cap Short NaN -20.0 5.918510e+06 -61.0 Healthcare 593 TRIL 9 -10.25 penny-cap Short NaN -9.0 5.692582e+06 -137.0 Healthcare 558 UPLD 15 0.98 penny-cap Short NaN -16.0 5.574007e+06 -17.0 Technology 569 KNSA 17 -17.01 penny-cap Short NaN -50.0 5.493307e+06 -47.0 Healthcare 542 ARQT 8 2.62 penny-cap Short NaN -10.0 5.179622e+06 -12.0 Healthcare 548 LKFN 12 -1.89 penny-cap Short NaN -47.0 5.132215e+06 -22.0 Financial Services 646 PASG 9 -6.52 penny-cap Short NaN -9.0 5.058865e+06 -137.0 Healthcare 461 ADCT 12 -0.93 penny-cap Short NaN -12.0 4.974785e+06 -137.0 Healthcare 572 MRSN 13 -2.91 penny-cap Short NaN -13.0 4.556388e+06 -137.0 Healthcare 541 HY 8 -2.09 penny-cap Short NaN -66.0 4.405050e+06 -35.0 Industrials 568 VCRA 19 -6.53 penny-cap Short NaN -19.0 4.272682e+06 -53.0 Technology 620 QNST 17 -8.03 penny-cap Short NaN -17.0 4.027171e+06 -48.0 Communication Services 563 CSGS 7 -0.28 penny-cap Short NaN -41.0 3.799042e+06 -22.0 Technology 564 MASS 13 -16.04 penny-cap Short NaN -13.0 3.795223e+06 -109.0 Healthcare 576 WMK 6 -4.34 penny-cap Short NaN -6.0 3.621178e+06 -27.0 Consumer Defensive 644 DHC 17 -14.56 penny-cap Short NaN -44.0 3.582728e+06 -27.0 Real Estate 551 BCAB 13 -13.20 penny-cap Short NaN -42.0 3.402726e+06 -35.0 Healthcare 475 STTK 11 -9.45 penny-cap Short NaN -11.0 3.017789e+06 -67.0 Healthcare 611 LXRX 21 -15.69 penny-cap Short NaN -71.0 2.576820e+06 -46.0 Healthcare 535 PNTG 21 -25.45 penny-cap Short NaN -91.0 2.149279e+06 -67.0 Healthcare 615 RMAX 27 -1.90 penny-cap Short NaN -49.0 1.959720e+06 -32.0 Real Estate 505 SPNS 16 -4.91 penny-cap Short NaN -17.0 1.820140e+06 -17.0 Technology 618 FDMT 15 -24.79 penny-cap Short NaN -15.0 1.690335e+06 -49.0 Healthcare 398 TARO 6 -0.68 penny-cap Short NaN -20.0 1.534402e+06 -13.0 Healthcare 555 KNTE 6 -1.80 penny-cap Short NaN -46.0 1.387148e+06 -120.0 Healthcare 617 PRPB 7 -0.20 penny-cap Short NaN -7.0 1.381199e+06 -60.0 Financial Services 645 BSA 6 0.38 penny-cap Short NaN -12.0 4.126475e+05 -12.0 unknown 653 IH 9 -1.06 penny-cap Short NaN -9.0 3.633379e+05 -137.0 Consumer Defensive 494 ITCB 8 -10.71 penny-cap Short NaN -22.0 1.762547e+05 -14.0 Financial Services 544 HLG 46 -25.42 penny-cap Short NaN -46.0 1.324171e+05 -137.0 Consumer Defensive 454 GB 15 -10.76 penny-cap Short NaN -33.0 1.004530e+05 -71.0 Technology Mean Return: -7.355636363636362 Mean Day/Week: 13.281818181818181 Accuracy:0.8272727272727273 ************************************** ************************************** ************************************** Error: []

[stock-filter]

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

*******************Part 1.0 Big Cap Industry Overiew********************* big_industry_uptrending_count tickers industry Basic Materials 14 Communication Services 13 Consumer Cyclical 9 Consumer Defensive 12 Energy 18 Financial Services 41 Healthcare 24 Industrials 20 Real Estate 19 Technology 16 Utilities 4 unknown 3 **************************************** big_industry_downtrending_count tickers industry Basic Materials 2 Communication Services 3 Consumer Cyclical 5 Consumer Defensive 6 Financial Services 2 Healthcare 6 Industrials 1 Real Estate 1 Technology 6 Utilities 5 *******************Part 1.1 Big Cap Long Entry SPAN MACD********************* big_long_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 204 CVE 1 0.0 big-cap Long NaN 1.0 1.420378e+08 3.0 Energy 177 LSXMB 2 0.0 big-cap Long NaN 2.0 2.585000e+02 2.0 Communication Services Mean Return: 0.0 Mean Day/Week: 3.0 Accuracy:0.0 *******************Part 1.2 Big Cap Short Entry SPAN MACD********************* big_short_signal_entry_span_macd Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 1.3 Big Cap Long Entry SPAN********************* big_long_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 204 CVE 1 0.0 big-cap Long NaN 1.0 1.420378e+08 3.0 Energy 177 LSXMB 2 0.0 big-cap Long NaN 2.0 2.585000e+02 2.0 Communication Services Mean Return: 0.0 Mean Day/Week: 3.0 Accuracy:0.0 *******************Part 1.4 Big Cap Short Entry SPAN********************* big_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 133 DLTR 3 -1.19 big-cap Short NaN -26.0 4.215960e+08 -3.0 Consumer Defensive 176 DRI 1 0.00 big-cap Short NaN -50.0 2.366329e+08 -1.0 Consumer Cyclical 139 EIX 3 0.36 big-cap Short NaN -25.0 1.188432e+08 -5.0 Utilities Mean Return: -0.415 Mean Day/Week: 3.5 Accuracy:0.5 *******************Part 1.5 Big Cap Long Entry MACD********************* big_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 3 NVDA 5 3.99 big-cap Long NaN 5.0 7.512903e+09 39.0 Technology 0 FB 5 0.43 big-cap Long NaN 5.0 3.686258e+09 57.0 Communication Services 7 CRM 2 -0.80 big-cap Long NaN 5.0 1.888631e+09 8.0 Technology 27 GS 3 3.31 big-cap Long NaN 3.0 1.366972e+09 77.0 Financial Services 41 MRNA 3 2.86 big-cap Long NaN 3.0 1.106311e+09 34.0 Healthcare 4 ASML 1 0.00 big-cap Long NaN 1.0 8.625657e+08 59.0 Technology 6 KO 2 -0.02 big-cap Long NaN 2.0 6.368374e+08 47.0 Consumer Defensive 26 AXP 1 0.00 big-cap Long NaN 1.0 6.153632e+08 77.0 Financial Services 31 BP 1 0.00 big-cap Long NaN 1.0 5.139377e+08 75.0 Energy 101 SPG 2 4.44 big-cap Long NaN 2.0 4.989552e+08 77.0 Real Estate 12 HON 1 0.00 big-cap Long NaN 1.0 4.831367e+08 58.0 Industrials 24 SCHW 2 1.07 big-cap Long NaN 2.0 4.439916e+08 77.0 Financial Services 21 AMT 1 0.00 big-cap Long NaN 1.0 4.373888e+08 50.0 Real Estate 36 TFC 3 -1.03 big-cap Long NaN 3.0 3.732212e+08 77.0 Financial Services 68 EA 4 -0.25 big-cap Long NaN 4.0 3.349304e+08 18.0 Communication Services 89 CARR 2 2.00 big-cap Long NaN 2.0 2.903941e+08 57.0 Industrials 30 PLD 1 0.00 big-cap Long NaN 1.0 2.813384e+08 56.0 Real Estate 187 MGM 3 -0.89 big-cap Long NaN 3.0 2.793725e+08 12.0 Consumer Cyclical 33 CCI 1 0.00 big-cap Long NaN 1.0 2.654107e+08 56.0 Real Estate 49 HCA 2 0.50 big-cap Long NaN 2.0 2.624655e+08 77.0 Healthcare 184 CZR 5 2.33 big-cap Long NaN 5.0 2.586778e+08 77.0 Consumer Cyclical 98 TDG 3 1.61 big-cap Long NaN 5.0 2.526127e+08 8.0 Industrials 81 A 2 -0.67 big-cap Long NaN 2.0 2.385340e+08 41.0 Healthcare 55 EMR 1 0.00 big-cap Long NaN 1.0 2.337947e+08 77.0 Industrials 43 APD 1 0.00 big-cap Long NaN 1.0 2.226661e+08 51.0 Basic Materials 157 ALB 3 1.73 big-cap Long NaN 3.0 2.195788e+08 28.0 Basic Materials 186 ALLY 1 0.00 big-cap Long NaN 1.0 2.113313e+08 77.0 Financial Services 73 TEL 1 0.00 big-cap Long NaN 1.0 1.906713e+08 13.0 Technology 97 PRU 1 0.00 big-cap Long NaN 1.0 1.892429e+08 77.0 Financial Services 124 DFS 1 0.00 big-cap Long NaN 1.0 1.846865e+08 77.0 Financial Services 86 TT 2 0.61 big-cap Long NaN 2.0 1.824063e+08 77.0 Industrials 113 ADM 1 0.00 big-cap Long NaN 1.0 1.796599e+08 77.0 Consumer Defensive 172 CFG 3 0.52 big-cap Long NaN 3.0 1.764727e+08 77.0 Financial Services 146 EPAM 5 -0.13 big-cap Long NaN 5.0 1.727700e+08 59.0 Technology 134 EQR 3 3.28 big-cap Long NaN 3.0 1.715268e+08 77.0 Real Estate 99 SBAC 2 1.39 big-cap Long NaN 2.0 1.693310e+08 50.0 Real Estate 109 LYB 1 0.00 big-cap Long NaN 1.0 1.653716e+08 77.0 Basic Materials 131 FTNT 2 -1.62 big-cap Long NaN 2.0 1.538765e+08 77.0 Technology 95 AFL 3 0.69 big-cap Long NaN 3.0 1.513327e+08 77.0 Financial Services 71 IDXX 5 -0.82 big-cap Long NaN 5.0 1.447765e+08 13.0 Healthcare 74 ROP 1 0.00 big-cap Long NaN 1.0 1.441392e+08 42.0 Industrials 204 CVE 1 0.00 big-cap Long NaN 1.0 1.420378e+08 3.0 Energy 166 NVCR 1 0.00 big-cap Long NaN 1.0 1.363843e+08 35.0 Healthcare 137 MGA 1 0.00 big-cap Long NaN 1.0 1.333994e+08 77.0 Consumer Cyclical 116 CNQ 3 5.32 big-cap Long NaN 3.0 1.217490e+08 77.0 Energy 125 FRC 3 -0.04 big-cap Long NaN 3.0 1.196287e+08 77.0 Financial Services 182 DRE 1 0.00 big-cap Long NaN 1.0 1.143005e+08 57.0 Real Estate 164 WAT 5 -0.81 big-cap Long NaN 5.0 1.052200e+08 47.0 Healthcare 221 MTN 3 0.96 big-cap Long NaN 3.0 9.160839e+07 77.0 Consumer Cyclical 38 BNS 3 -0.03 big-cap Long NaN 3.0 9.095257e+07 77.0 Financial Services 208 WPC 1 0.00 big-cap Long NaN 1.0 8.906672e+07 47.0 Real Estate 215 UDR 1 0.00 big-cap Long NaN 1.0 8.755556e+07 77.0 Real Estate 158 XYL 2 0.98 big-cap Long NaN 2.0 7.944298e+07 46.0 Industrials 170 SUI 1 0.00 big-cap Long NaN 1.0 7.902592e+07 56.0 Real Estate 224 TXT 1 0.00 big-cap Long NaN 1.0 7.862626e+07 77.0 Industrials 82 ING 3 1.50 big-cap Long NaN 3.0 6.922703e+07 75.0 Financial Services 181 HEI 1 0.00 big-cap Long NaN 1.0 4.802353e+07 38.0 Industrials 72 TRI 4 1.16 big-cap Long NaN 4.0 2.513139e+07 69.0 Industrials 173 SKM 1 0.00 big-cap Long NaN 1.0 2.094508e+07 46.0 Communication Services 185 SHG 4 4.38 big-cap Long NaN 4.0 6.659755e+06 61.0 Financial Services 102 CHT 1 0.00 big-cap Long NaN 1.0 3.559606e+06 35.0 Communication Services 44 WBK 3 0.44 big-cap Long NaN 3.0 1.679237e+06 77.0 Financial Services 167 BPYPP 3 -0.05 big-cap Long NaN 3.0 1.625489e+06 13.0 Real Estate 177 LSXMB 2 0.00 big-cap Long NaN 2.0 2.585000e+02 2.0 Communication Services Mean Return: 1.0362162162162163 Mean Day/Week: 3.810810810810811 Accuracy:0.6216216216216216 *******************Part 1.6 Big Cap Short Entry MACD********************* big_short_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 228 PLAN 2 -0.78 big-cap Short NaN -2.0 7.875244e+07 -67.0 Technology Mean Return: -0.78 Mean Day/Week: 2.0 Accuracy:1.0 *******************Part 1.7 Big Cap Long Maintainance********************* big_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 2 JPM 12 1.28 big-cap Long NaN 17.0 1.502700e+09 77.0 Financial Services 16 C 14 7.27 big-cap Long NaN 16.0 1.191203e+09 77.0 Financial Services 217 DVN 14 17.97 big-cap Long NaN 19.0 1.124383e+09 27.0 Energy 1 WMT 10 -0.17 big-cap Long NaN 50.0 9.597036e+08 13.0 Consumer Defensive 15 MS 18 6.07 big-cap Long NaN 21.0 8.389768e+08 77.0 Financial Services 9 PEP 13 0.88 big-cap Long NaN 57.0 7.602364e+08 46.0 Consumer Defensive 28 TGT 8 2.46 big-cap Long NaN 8.0 7.263770e+08 51.0 Consumer Defensive 60 COF 24 14.64 big-cap Long NaN 24.0 6.953311e+08 77.0 Financial Services 35 PBR 12 9.73 big-cap Long NaN 46.0 5.295810e+08 16.0 Energy 87 ALXN 32 7.26 big-cap Long NaN 33.0 4.605325e+08 33.0 Healthcare 57 NEM 21 13.99 big-cap Long NaN 58.0 4.399415e+08 42.0 Basic Materials 111 MPC 18 6.07 big-cap Long NaN 20.0 3.971226e+08 77.0 Energy 22 INTU 10 5.08 big-cap Long NaN 10.0 3.956459e+08 15.0 Technology 40 FDX 23 5.19 big-cap Long NaN 23.0 3.857496e+08 53.0 Industrials 13 AZN 27 7.51 big-cap Long NaN 58.0 3.788165e+08 33.0 Healthcare 23 RTX 13 6.71 big-cap Long NaN 26.0 3.703361e+08 77.0 Industrials 19 BLK 6 0.52 big-cap Long NaN 6.0 3.568383e+08 46.0 Financial Services 29 MDLZ 24 3.99 big-cap Long NaN 59.0 3.494617e+08 53.0 Consumer Defensive 115 BNTX 17 12.78 big-cap Long NaN 42.0 3.417725e+08 44.0 Healthcare 112 NTR 14 5.91 big-cap Long NaN 20.0 3.337691e+08 20.0 Basic Materials 85 CNC 9 3.38 big-cap Long NaN 18.0 3.117654e+08 23.0 Healthcare 34 EQIX 13 3.74 big-cap Long NaN 53.0 3.027770e+08 33.0 Real Estate 145 SYF 22 11.59 big-cap Long NaN 22.0 2.867066e+08 77.0 unknown 93 AIG 21 9.03 big-cap Long NaN 21.0 2.826502e+08 77.0 Financial Services 129 YUMC 11 8.18 big-cap Long NaN 24.0 2.574199e+08 13.0 Consumer Cyclical 96 KMI 23 7.00 big-cap Long NaN 23.0 2.510208e+08 77.0 Energy 32 ZTS 9 1.74 big-cap Long NaN 50.0 2.269783e+08 36.0 Healthcare 56 BX 6 1.32 big-cap Long NaN 6.0 2.249193e+08 77.0 Financial Services 121 WMB 21 8.37 big-cap Long NaN 21.0 2.133596e+08 77.0 Energy 163 HES 21 13.79 big-cap Long NaN 21.0 2.121432e+08 77.0 Energy 54 ITUB 16 10.12 big-cap Long NaN 55.0 2.004939e+08 28.0 Financial Services 90 ALL 47 18.83 big-cap Long NaN 63.0 1.935503e+08 65.0 Financial Services 196 IT 31 20.53 big-cap Long NaN 31.0 1.928181e+08 77.0 Technology 52 EW 6 -0.30 big-cap Long NaN 6.0 1.904240e+08 37.0 Healthcare 51 DD 19 5.99 big-cap Long NaN 20.0 1.843294e+08 33.0 Basic Materials 180 EXPD 19 8.88 big-cap Long NaN 19.0 1.695227e+08 61.0 Industrials 17 RY 23 8.13 big-cap Long NaN 23.0 1.673399e+08 77.0 Financial Services 58 BMO 24 11.99 big-cap Long NaN 24.0 1.590186e+08 77.0 Financial Services 110 NOK 12 5.92 big-cap Long NaN 37.0 1.534868e+08 23.0 Technology 210 NLY 10 1.95 big-cap Long NaN 10.0 1.484977e+08 56.0 Real Estate 135 AVB 12 6.29 big-cap Long NaN 12.0 1.442886e+08 77.0 Real Estate 62 ABEV 18 16.32 big-cap Long NaN 18.0 1.423565e+08 34.0 Consumer Defensive 46 BAM 11 3.17 big-cap Long NaN 11.0 1.380307e+08 65.0 Financial Services 193 BXP 8 8.33 big-cap Long NaN 8.0 1.349706e+08 69.0 Real Estate 161 INVH 13 5.40 big-cap Long NaN 55.0 1.339405e+08 58.0 Real Estate 128 CERN 16 0.77 big-cap Long NaN 52.0 1.333787e+08 23.0 Healthcare 65 CP 9 4.66 big-cap Long NaN 19.0 1.316026e+08 46.0 Industrials 103 HSY 23 5.54 big-cap Long NaN 23.0 1.298211e+08 58.0 Consumer Defensive 148 IP 27 12.73 big-cap Long NaN 68.0 1.296787e+08 65.0 Consumer Cyclical 192 ELAN 12 2.02 big-cap Long NaN 29.0 1.233418e+08 17.0 Healthcare 25 DEO 14 4.85 big-cap Long NaN 40.0 1.219505e+08 64.0 Consumer Defensive 219 HWM 9 5.94 big-cap Long NaN 9.0 1.201027e+08 77.0 Industrials 203 OSH 7 -4.33 big-cap Long NaN 7.0 1.197477e+08 32.0 Healthcare 83 LBRDK 8 -0.16 big-cap Long NaN 32.0 1.196737e+08 33.0 Communication Services 211 CNP 12 1.04 big-cap Long NaN 12.0 1.180620e+08 56.0 Utilities 14 BUD 31 11.87 big-cap Long NaN 56.0 1.168513e+08 37.0 Consumer Defensive 80 CM 24 14.40 big-cap Long NaN 24.0 1.156596e+08 77.0 Financial Services 105 MSI 16 2.48 big-cap Long NaN 16.0 1.124309e+08 77.0 Technology 171 LNG 22 9.71 big-cap Long NaN 22.0 1.107303e+08 77.0 Energy 226 CPT 6 2.48 big-cap Long NaN 6.0 1.105326e+08 77.0 Real Estate 220 UHS 38 16.20 big-cap Long NaN 60.0 1.102228e+08 42.0 Healthcare 202 NLOK 14 10.95 big-cap Long NaN 14.0 1.059703e+08 43.0 Technology 8 TM 11 8.36 big-cap Long NaN 11.0 1.018659e+08 14.0 Consumer Cyclical 120 CPRT 7 -0.93 big-cap Long NaN 7.0 1.011212e+08 38.0 Industrials 138 WST 8 2.25 big-cap Long NaN 49.0 1.010741e+08 39.0 Healthcare 132 ANET 13 5.34 big-cap Long NaN 46.0 1.004938e+08 39.0 Technology 174 BPY 9 1.95 big-cap Long NaN 9.0 9.673924e+07 77.0 Real Estate 20 HSBC 13 1.63 big-cap Long NaN 23.0 9.356060e+07 27.0 Financial Services 59 STLA 11 8.33 big-cap Long NaN 11.0 9.290397e+07 19.0 unknown 155 AKAM 18 3.31 big-cap Long NaN 51.0 9.009759e+07 19.0 Technology 94 PAYX 7 0.25 big-cap Long NaN 7.0 8.881454e+07 59.0 Industrials 152 NTRS 26 10.90 big-cap Long NaN 26.0 8.010325e+07 77.0 Financial Services 149 WPM 18 11.06 big-cap Long NaN 56.0 7.298107e+07 33.0 Basic Materials 47 IBN 6 0.98 big-cap Long NaN 24.0 7.107945e+07 11.0 Financial Services 10 NVO 16 3.83 big-cap Long NaN 35.0 6.817380e+07 31.0 Healthcare 218 LKQ 27 13.10 big-cap Long NaN 27.0 6.775155e+07 77.0 Consumer Cyclical 160 AEM 16 4.71 big-cap Long NaN 53.0 6.149363e+07 21.0 Basic Materials 79 BCE 42 9.43 big-cap Long NaN 63.0 6.029096e+07 61.0 Communication Services 214 ELS 7 1.02 big-cap Long NaN 7.0 5.700097e+07 56.0 Real Estate 222 KL 17 5.68 big-cap Long NaN 53.0 5.628603e+07 33.0 Basic Materials 213 BAH 6 -0.91 big-cap Long NaN 6.0 5.266118e+07 25.0 Industrials 66 AMX 17 3.27 big-cap Long NaN 17.0 4.699868e+07 38.0 Communication Services 142 CCEP 33 10.87 big-cap Long NaN 33.0 4.521160e+07 77.0 Consumer Defensive 144 DB 14 9.30 big-cap Long NaN 23.0 4.071044e+07 27.0 Financial Services 212 WTRG 6 -0.16 big-cap Long NaN 6.0 3.819999e+07 36.0 Utilities 151 SNN 8 -1.41 big-cap Long NaN 40.0 3.610857e+07 25.0 Healthcare 70 NGG 22 6.64 big-cap Long NaN 56.0 3.581955e+07 42.0 Utilities 188 IMO 23 22.49 big-cap Long NaN 23.0 2.600214e+07 77.0 Energy 206 NTCO 13 10.96 big-cap Long NaN 38.0 2.189132e+07 19.0 Consumer Defensive 117 TU 16 4.44 big-cap Long NaN 24.0 2.087716e+07 19.0 Communication Services 88 CRH 18 4.46 big-cap Long NaN 18.0 1.763435e+07 47.0 Basic Materials 53 SAN 14 7.96 big-cap Long NaN 24.0 1.609129e+07 77.0 Financial Services 91 LYG 23 10.02 big-cap Long NaN 23.0 1.345301e+07 77.0 Financial Services 104 BBVA 17 7.71 big-cap Long NaN 23.0 1.285784e+07 26.0 Financial Services 118 GMAB 11 5.24 big-cap Long NaN 41.0 1.225339e+07 19.0 Healthcare 114 BSBR 13 13.85 big-cap Long NaN 32.0 1.177432e+07 19.0 Financial Services 127 NWG 7 3.32 big-cap Long NaN 7.0 1.127361e+07 77.0 Financial Services 84 LBRDA 8 -0.38 big-cap Long NaN 33.0 1.091655e+07 33.0 Communication Services 92 WIT 10 7.32 big-cap Long NaN 31.0 9.627996e+06 33.0 Technology 200 KEP 6 5.12 big-cap Long NaN 6.0 1.479341e+06 6.0 Utilities 63 AMOV 16 3.41 big-cap Long NaN 17.0 1.042424e+05 30.0 Communication Services 76 BBDO 8 6.08 big-cap Long NaN 18.0 9.277246e+04 24.0 Financial Services 169 VAR 15 0.27 big-cap Long NaN 15.0 0.000000e+00 45.0 Healthcare Mean Return: 6.4762135922330115 Mean Day/Week: 15.912621359223301 Accuracy:0.912621359223301 *******************Part 1.8 Big Cap Short Maintainance********************* big_short_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 61 TAL 18 -26.28 big-cap Short NaN -18.0 4.035493e+08 -58.0 Consumer Defensive 107 EDU 16 -20.25 big-cap Short NaN -16.0 3.790386e+08 -55.0 Consumer Defensive 69 CTSH 11 1.12 big-cap Short NaN -18.0 3.274593e+08 -18.0 Technology 178 QS 25 -31.93 big-cap Short NaN -47.0 3.103303e+08 -136.0 Consumer Cyclical 153 DISCA 11 -5.40 big-cap Short NaN -47.0 2.462116e+08 -41.0 Communication Services 140 HOLX 23 -7.53 big-cap Short NaN -24.0 2.004510e+08 -30.0 Healthcare 168 CTXS 21 -7.89 big-cap Short NaN -31.0 1.468063e+08 -23.0 Technology 191 OPEN 18 -12.94 big-cap Short NaN -18.0 1.424603e+08 -49.0 Real Estate 154 DISCK 14 -2.66 big-cap Short NaN -46.0 1.408115e+08 -40.0 Communication Services 141 WISH 13 -0.99 big-cap Short NaN -13.0 1.348803e+08 -114.0 Consumer Cyclical 225 NRG 30 -14.79 big-cap Short NaN -53.0 1.219369e+08 -53.0 Utilities 136 PCG 7 -1.08 big-cap Short NaN -29.0 1.164680e+08 -19.0 Utilities 190 ATHM 9 -8.40 big-cap Short NaN -9.0 1.046901e+08 -60.0 Communication Services 205 CHGG 21 -7.95 big-cap Short NaN -21.0 1.016603e+08 -63.0 Consumer Defensive 150 KMX 9 0.74 big-cap Short NaN -18.0 8.548310e+07 -15.0 Consumer Cyclical 197 SQM 9 4.91 big-cap Short NaN -14.0 4.755675e+07 -11.0 Basic Materials 108 RPRX 13 0.77 big-cap Short NaN -17.0 3.044894e+07 -23.0 Healthcare 223 DNB 9 -2.85 big-cap Short NaN -17.0 2.235666e+07 -19.0 Technology 201 ERIE 22 -6.26 big-cap Short NaN -22.0 1.493779e+07 -62.0 Financial Services 179 SUZ 10 -7.95 big-cap Short NaN -63.0 1.108872e+07 -28.0 Basic Materials 209 ENIA 22 -2.28 big-cap Short NaN -33.0 8.546334e+06 -29.0 Utilities Mean Return: -7.613809523809522 Mean Day/Week: 15.761904761904763 Accuracy:0.8095238095238095 ************************************** ************************************** ************************************** *******************Part 2.0 Small Cap Industry Overiew********************* small_industry_uptrending_count tickers industry Basic Materials 7 Communication Services 3 Consumer Cyclical 7 Consumer Defensive 2 Energy 7 Financial Services 6 Healthcare 7 Industrials 7 Real Estate 12 Technology 8 Utilities 2 unknown 3 **************************************** small_industry_downtrending_count tickers industry Communication Services 1 Consumer Cyclical 5 Consumer Defensive 1 Energy 1 Financial Services 1 Healthcare 7 Industrials 4 Technology 8 Utilities 1 unknown 1 *******************Part 2.1 Small Cap Long Entry SPAN MACD********************* small_long_signal_entry_span_macd Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.2 Small Cap Short Entry SPAN MACD********************* small_short_signal_entry_span_macd Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.3 Small Cap Long Entry SPAN********************* small_long_signal_entry_span Empty DataFrame Columns: [Symbol, Day, Return, Market Cap, Long/Short, score, MACD Signal Count, Market Value, Span Signal Count, industry] Index: [] Mean Return: nan Mean Day/Week: nan Accuracy:nan *******************Part 2.4 Small Cap Short Entry SPAN********************* small_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 312 QLYS 1 0.0 small-cap Short NaN -21.0 3.472456e+07 -5.0 Technology 325 SWI 1 0.0 small-cap Short NaN -22.0 1.470360e+07 -5.0 Technology Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************Part 2.5 Small Cap Long Entry MACD********************* small_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 305 MRO 1 0.00 small-cap Long NaN 3.0 6.959275e+08 7.0 Energy 298 DKS 3 -1.38 small-cap Long NaN 3.0 1.755462e+08 77.0 Consumer Cyclical 242 CF 1 0.00 small-cap Long NaN 1.0 1.342855e+08 77.0 Basic Materials 251 OC 1 0.00 small-cap Long NaN 1.0 1.335814e+08 61.0 Industrials 232 IPG 1 0.00 small-cap Long NaN 1.0 1.264560e+08 77.0 Communication Services 230 TECK 1 0.00 small-cap Long NaN 1.0 1.065777e+08 34.0 Basic Materials 238 LEA 1 0.00 small-cap Long NaN 1.0 8.883376e+07 77.0 Consumer Cyclical 254 AFG 2 1.19 small-cap Long NaN 2.0 8.176620e+07 77.0 Financial Services 290 OMF 1 0.00 small-cap Long NaN 2.0 7.970141e+07 47.0 Financial Services 297 OGE 3 -0.93 small-cap Long NaN 3.0 6.797687e+07 47.0 Utilities 273 CUBE 1 0.00 small-cap Long NaN 1.0 5.888802e+07 77.0 Real Estate 303 BRKS 1 0.00 small-cap Long NaN 1.0 5.854220e+07 44.0 Technology 246 PNR 3 1.53 small-cap Long NaN 3.0 5.768687e+07 77.0 Industrials 266 MANH 4 0.81 small-cap Long NaN 4.0 3.894402e+07 25.0 Technology 268 CHNG 2 0.60 small-cap Long NaN 2.0 3.751333e+07 12.0 Healthcare 291 JBL 2 0.00 small-cap Long NaN 2.0 3.613805e+07 61.0 Technology 317 FR 1 0.00 small-cap Long NaN 1.0 3.346772e+07 77.0 Real Estate 319 LESL 5 0.24 small-cap Long NaN 5.0 2.508516e+07 28.0 Consumer Cyclical 310 EGP 1 0.00 small-cap Long NaN 1.0 2.459074e+07 58.0 Real Estate 236 MGP 1 0.00 small-cap Long NaN 1.0 2.101101e+07 77.0 Real Estate 276 JSM 5 2.99 small-cap Long NaN 5.0 1.223037e+06 40.0 unknown Mean Return: 0.5611111111111112 Mean Day/Week: 4.555555555555555 Accuracy:0.6666666666666666 *******************Part 2.6 Small Cap Short Entry MACD********************* small_short_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 265 COG 3 0.49 small-cap Short NaN -3.0 1.619471e+08 -38.0 Energy 244 AZPN 1 0.00 small-cap Short NaN -1.0 6.324971e+07 -23.0 Technology 302 HELE 1 0.00 small-cap Short NaN -5.0 5.785664e+07 -6.0 Consumer Defensive 234 RARE 1 0.00 small-cap Short NaN -1.0 3.718198e+07 -70.0 Healthcare 316 BPMC 1 0.00 small-cap Short NaN -1.0 2.897272e+07 -22.0 Healthcare Mean Return: 0.49 Mean Day/Week: 7.0 Accuracy:0.0 *******************Part 2.7 Small Cap Long Maintaiance********************* small_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 308 CCJ 17 5.86 small-cap Long NaN 19.0 2.040566e+08 77.0 Energy 253 AGNC 12 3.10 small-cap Long NaN 54.0 1.434007e+08 60.0 Real Estate 257 VER 6 2.73 small-cap Long NaN 42.0 1.273829e+08 69.0 Real Estate 269 CLR 15 16.10 small-cap Long NaN 19.0 1.036814e+08 26.0 Energy 235 IRM 17 6.97 small-cap Long NaN 17.0 9.377731e+07 77.0 Real Estate 247 KGC 13 8.39 small-cap Long NaN 56.0 8.517423e+07 40.0 Basic Materials 296 LSI 13 5.76 small-cap Long NaN 41.0 7.828866e+07 77.0 Real Estate 248 GFI 17 14.16 small-cap Long NaN 17.0 7.410476e+07 42.0 Basic Materials 263 ARW 8 0.82 small-cap Long NaN 8.0 6.647986e+07 61.0 Technology 304 PRGO 15 5.26 small-cap Long NaN 33.0 6.543502e+07 18.0 Healthcare 255 ALV 6 3.83 small-cap Long NaN 6.0 6.520216e+07 44.0 Consumer Cyclical 231 MMP 8 2.46 small-cap Long NaN 39.0 6.406924e+07 41.0 Energy 286 DXC 27 18.45 small-cap Long NaN 44.0 6.290479e+07 47.0 Technology 313 VNT 14 4.75 small-cap Long NaN 34.0 5.641303e+07 18.0 Technology 282 VRT 11 7.51 small-cap Long NaN 11.0 5.306841e+07 42.0 Industrials 300 PAA 16 10.84 small-cap Long NaN 23.0 4.992712e+07 27.0 Energy 323 QRTEA 8 5.51 small-cap Long NaN 17.0 4.881214e+07 17.0 Consumer Cyclical 243 CONE 8 1.54 small-cap Long NaN 8.0 4.748210e+07 36.0 Real Estate 284 TFII 25 17.16 small-cap Long NaN 25.0 4.147292e+07 77.0 Industrials 270 RGLD 18 3.75 small-cap Long NaN 45.0 3.926371e+07 43.0 Basic Materials 301 SRCL 24 11.81 small-cap Long NaN 42.0 3.535164e+07 36.0 Industrials 311 CHH 13 3.95 small-cap Long NaN 17.0 3.490737e+07 48.0 Consumer Cyclical 256 SYNH 6 -1.29 small-cap Long NaN 6.0 3.361830e+07 38.0 Healthcare 307 JHG 29 16.77 small-cap Long NaN 57.0 2.905795e+07 41.0 Financial Services 250 PHYS 16 3.99 small-cap Long NaN 41.0 2.877875e+07 21.0 unknown 260 MBT 10 -0.63 small-cap Long NaN 32.0 2.806474e+07 18.0 Communication Services 314 PSXP 18 16.11 small-cap Long NaN 68.0 2.242196e+07 63.0 Energy 272 SC 40 34.67 small-cap Long NaN 40.0 2.239814e+07 77.0 Financial Services 293 AIRC 6 2.98 small-cap Long NaN 6.0 2.197163e+07 18.0 Real Estate 283 CACC 11 4.42 small-cap Long NaN 26.0 1.768528e+07 26.0 Financial Services 315 MPLN 10 8.43 small-cap Long NaN 37.0 1.715339e+07 13.0 Healthcare 267 ADT 9 8.29 small-cap Long NaN 9.0 1.705355e+07 36.0 Industrials 245 EBR 13 14.60 small-cap Long NaN 69.0 1.232512e+07 43.0 Utilities 320 KT 15 13.48 small-cap Long NaN 15.0 9.593124e+06 76.0 Communication Services 274 ICL 6 3.25 small-cap Long NaN 6.0 2.030893e+06 77.0 Basic Materials 271 BSMX 11 0.73 small-cap Long NaN 11.0 1.106510e+06 46.0 Financial Services 239 WTRU 6 -0.54 small-cap Long NaN 6.0 5.473710e+05 18.0 unknown Mean Return: 7.72891891891892 Mean Day/Week: 13.972972972972974 Accuracy:0.918918918918919 *******************Part 2.8 Small Cap Short Maintaiance********************* small_short_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 261 YY 24 -24.47 small-cap Short NaN -61.0 2.738686e+08 -46.0 Communication Services 277 MSTR 32 -33.79 small-cap Short NaN -68.0 2.043031e+08 -49.0 Technology 258 RNR 9 -4.41 small-cap Short NaN -21.0 1.083301e+08 -16.0 Financial Services 249 ARMK 9 0.46 small-cap Short NaN -49.0 7.205963e+07 -22.0 Consumer Cyclical 321 VNET 24 -25.65 small-cap Short NaN -73.0 5.303740e+07 -62.0 Technology 264 MLCO 17 -4.91 small-cap Short NaN -48.0 5.032350e+07 -23.0 Consumer Cyclical 279 TGTX 21 -21.94 small-cap Short NaN -48.0 4.127536e+07 -56.0 Healthcare 287 IOVA 15 -25.11 small-cap Short NaN -15.0 3.623767e+07 -70.0 Healthcare 326 ARRY 16 -25.71 small-cap Short NaN -16.0 3.463465e+07 -73.0 Technology 280 KOD 18 -23.46 small-cap Short NaN -18.0 2.556350e+07 -73.0 Healthcare 278 TTEK 15 -2.90 small-cap Short NaN -31.0 2.287810e+07 -26.0 Industrials 327 ENIC 23 -6.40 small-cap Short NaN -25.0 3.096533e+06 -73.0 Utilities Mean Return: -16.52416666666667 Mean Day/Week: 18.583333333333332 Accuracy:0.9166666666666666 ************************************** ************************************** ************************************** *******************Part 3.0 Penny Cap Industry Overiew********************* penny_industry_uptrending_count tickers industry Basic Materials 30 Communication Services 5 Consumer Cyclical 24 Consumer Defensive 11 Energy 31 Financial Services 50 Healthcare 24 Industrials 32 Real Estate 29 Technology 18 Utilities 1 unknown 3 **************************************** penny_industry_downtrending_count tickers industry Basic Materials 1 Communication Services 1 Consumer Cyclical 7 Consumer Defensive 9 Energy 3 Financial Services 14 Healthcare 39 Industrials 6 Real Estate 2 Technology 11 unknown 2 *******************Part 3.1 Penny Cap Long Entry SPAN MACD********************* penny_long_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 491 MGY 1 0.0 penny-cap Long NaN 2.0 4.372775e+07 4.0 Energy Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************Part 3.2 Penny Cap Short Entry SPAN MACD********************* penny_short_signal_entry_span_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 450 KRTX 1 0.0 penny-cap Short NaN -1.0 1.279716e+07 -5.0 Healthcare Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************Part 3.3 Penny Cap Long Entry SPAN********************* penny_long_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 491 MGY 1 0.0 penny-cap Long NaN 2.0 4.372775e+07 4.0 Energy Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************Part 3.4 Penny Cap Short Entry SPAN********************* penny_short_signal_entry_span Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 514 BIG 1 0.0 penny-cap Short NaN -45.0 6.610982e+07 -2.0 Consumer Defensive 450 KRTX 1 0.0 penny-cap Short NaN -1.0 1.279716e+07 -5.0 Healthcare Mean Return: nan Mean Day/Week: inf Accuracy:nan *******************Part 3.5 Penny Cap Long Entry MACD********************* penny_long_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 681 SM 3 13.02 penny-cap Long NaN 3.0 1.241812e+08 77.0 Energy 523 ASO 2 1.97 penny-cap Long NaN 2.0 7.837299e+07 77.0 Consumer Cyclical 338 CUZ 2 3.61 penny-cap Long NaN 2.0 7.224886e+07 65.0 Real Estate 530 WBT 1 0.00 penny-cap Long NaN 1.0 6.875214e+07 77.0 Industrials 370 OLN 3 3.48 penny-cap Long NaN 3.0 6.550160e+07 77.0 Basic Materials 335 STAA 4 5.83 penny-cap Long NaN 4.0 6.461469e+07 43.0 Healthcare 349 SRC 1 0.00 penny-cap Long NaN 1.0 6.097005e+07 77.0 Real Estate 339 UNM 2 1.74 penny-cap Long NaN 2.0 5.738327e+07 77.0 Financial Services 563 AAT 2 3.50 penny-cap Long NaN 3.0 5.021184e+07 70.0 Real Estate 634 ERJ 3 2.84 penny-cap Long NaN 3.0 4.730724e+07 77.0 Industrials 527 PGRE 5 6.04 penny-cap Long NaN 5.0 4.449928e+07 69.0 Real Estate 412 ADNT 1 0.00 penny-cap Long NaN 1.0 4.418736e+07 61.0 Consumer Cyclical 491 MGY 1 0.00 penny-cap Long NaN 2.0 4.372775e+07 4.0 Energy 363 RYN 1 0.00 penny-cap Long NaN 1.0 4.214624e+07 42.0 Real Estate 552 ABR 4 3.92 penny-cap Long NaN 4.0 4.197320e+07 77.0 Real Estate 519 IDCC 4 4.81 penny-cap Long NaN 4.0 3.713517e+07 39.0 Communication Services 433 APLE 1 0.00 penny-cap Long NaN 1.0 3.575580e+07 77.0 Real Estate 531 HRI 1 0.00 penny-cap Long NaN 1.0 3.380271e+07 77.0 Industrials 477 TROX 1 0.00 penny-cap Long NaN 1.0 3.292889e+07 47.0 Basic Materials 506 NAVI 4 4.15 penny-cap Long NaN 4.0 3.162736e+07 77.0 Financial Services 358 NAV 1 0.00 penny-cap Long NaN 1.0 2.895353e+07 42.0 Industrials 387 SEM 4 0.05 penny-cap Long NaN 4.0 2.729278e+07 66.0 Healthcare 600 GES 2 1.57 penny-cap Long NaN 2.0 2.712248e+07 42.0 Consumer Cyclical 569 BOOT 3 1.13 penny-cap Long NaN 3.0 2.604432e+07 77.0 Consumer Cyclical 427 LXP 1 0.00 penny-cap Long NaN 1.0 2.504641e+07 61.0 Real Estate 464 NSA 1 0.00 penny-cap Long NaN 1.0 2.499572e+07 77.0 Real Estate 360 LAZ 1 0.00 penny-cap Long NaN 1.0 2.390321e+07 42.0 Financial Services 381 NVT 1 0.00 penny-cap Long NaN 1.0 2.287988e+07 77.0 Industrials 402 AIMC 1 0.00 penny-cap Long NaN 1.0 1.978594e+07 41.0 Industrials 435 ESRT 1 0.00 penny-cap Long NaN 1.0 1.870379e+07 77.0 Real Estate 518 TDS 1 0.00 penny-cap Long NaN 1.0 1.790458e+07 61.0 Communication Services 389 BCPC 1 0.00 penny-cap Long NaN 1.0 1.625588e+07 70.0 Basic Materials 359 CLH 1 0.00 penny-cap Long NaN 1.0 1.586335e+07 77.0 Industrials 482 BRC 3 2.36 penny-cap Long NaN 3.0 1.319541e+07 8.0 Industrials 628 IRT 1 0.00 penny-cap Long NaN 1.0 1.280084e+07 77.0 Real Estate 475 GBDC 2 0.88 penny-cap Long NaN 2.0 1.275032e+07 13.0 Financial Services 521 RPAI 1 0.00 penny-cap Long NaN 1.0 1.256147e+07 13.0 Real Estate 529 PDM 1 0.00 penny-cap Long NaN 1.0 1.255927e+07 13.0 Real Estate 520 FWRD 2 1.03 penny-cap Long NaN 2.0 1.238651e+07 77.0 Industrials 397 AB 2 0.22 penny-cap Long NaN 2.0 1.170442e+07 77.0 Financial Services 599 GNL 2 1.38 penny-cap Long NaN 2.0 1.129047e+07 13.0 Real Estate 367 GTES 1 0.00 penny-cap Long NaN 1.0 9.976125e+06 77.0 Industrials 431 FSKR 1 0.00 penny-cap Long NaN 1.0 9.445911e+06 77.0 Financial Services 554 RVNC 4 -1.11 penny-cap Long NaN 4.0 9.139849e+06 29.0 Healthcare 586 NPO 1 0.00 penny-cap Long NaN 1.0 7.556775e+06 77.0 Industrials 582 PRAA 2 1.21 penny-cap Long NaN 4.0 7.508931e+06 46.0 Financial Services 366 NEA 5 0.66 penny-cap Long NaN 5.0 7.288953e+06 40.0 Financial Services 550 CRVL 3 0.90 penny-cap Long NaN 3.0 7.013627e+06 40.0 Financial Services 669 CNDT 3 -0.72 penny-cap Long NaN 3.0 6.040012e+06 77.0 Technology 565 RQI 1 0.00 penny-cap Long NaN 1.0 5.565839e+06 77.0 Financial Services 388 NVG 4 0.46 penny-cap Long NaN 4.0 5.475140e+06 40.0 Financial Services 679 NXRT 3 2.80 penny-cap Long NaN 3.0 4.850939e+06 60.0 Real Estate 620 HYT 5 0.83 penny-cap Long NaN 5.0 4.571809e+06 13.0 Financial Services 581 BDJ 2 0.58 penny-cap Long NaN 2.0 4.551726e+06 77.0 Financial Services 588 ROAD 2 1.77 penny-cap Long NaN 3.0 4.428283e+06 32.0 Industrials 649 BUSE 4 3.88 penny-cap Long NaN 4.0 4.399885e+06 13.0 Financial Services 664 TGP 1 0.00 penny-cap Long NaN 1.0 3.907570e+06 77.0 Energy 547 BTT 1 0.00 penny-cap Long NaN 1.0 3.801852e+06 39.0 Financial Services 558 DSL 1 0.00 penny-cap Long NaN 1.0 3.593277e+06 77.0 Financial Services 487 NZF 2 0.47 penny-cap Long NaN 2.0 3.471187e+06 39.0 Financial Services 606 FPF 5 0.49 penny-cap Long NaN 5.0 3.415400e+06 47.0 Financial Services 560 RVT 1 0.00 penny-cap Long NaN 1.0 2.853655e+06 77.0 Financial Services 666 CHY 1 0.00 penny-cap Long NaN 1.0 2.490499e+06 40.0 Financial Services 498 AFYA 2 0.64 penny-cap Long NaN 2.0 2.158779e+06 17.0 Consumer Defensive 663 RNP 2 0.92 penny-cap Long NaN 2.0 2.110759e+06 77.0 Financial Services 622 ETG 4 1.02 penny-cap Long NaN 4.0 1.998464e+06 77.0 Financial Services 449 FISK 1 0.00 penny-cap Long NaN 1.0 2.037230e+05 6.0 Real Estate 439 ESBA 1 0.00 penny-cap Long NaN 1.0 1.577630e+05 77.0 Real Estate 399 VLYPP 1 0.00 penny-cap Long NaN 2.0 9.691800e+04 41.0 Financial Services 441 OGCP 1 0.00 penny-cap Long NaN 1.0 6.361259e+04 70.0 Real Estate Mean Return: 2.1758333333333333 Mean Day/Week: 4.0 Accuracy:0.9444444444444444 *******************Part 3.6 Penny Cap Short Entry MACD********************* penny_short_signal_entry_macd Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 660 GEO 3 6.57 penny-cap Short NaN -3.0 3.005321e+07 -49.0 Real Estate 483 THS 3 -0.10 penny-cap Short NaN -5.0 1.946795e+07 -20.0 Consumer Defensive 450 KRTX 1 0.00 penny-cap Short NaN -1.0 1.279716e+07 -5.0 Healthcare 623 NXGN 3 2.02 penny-cap Short NaN -3.0 1.187074e+07 -69.0 Healthcare 654 ITOS 1 0.00 penny-cap Short NaN -1.0 8.028736e+06 -49.0 Healthcare 596 ZEAL 1 0.00 penny-cap Short NaN -1.0 2.571269e+05 -20.0 Healthcare 601 MSC 5 -3.42 penny-cap Short NaN -5.0 4.493451e+04 -136.0 Consumer Cyclical Mean Return: 1.2675 Mean Day/Week: 4.25 Accuracy:0.5 *******************Part 3.7 Penny Cap Long Maintainance********************* penny_long_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 351 AMC 9 104.68 penny-cap Long NaN 12.0 1.515517e+10 15.0 Communication Services 473 RRC 14 22.64 penny-cap Long NaN 21.0 1.420203e+08 21.0 Energy 535 AR 17 22.98 penny-cap Long NaN 17.0 1.384792e+08 77.0 Energy 453 SWN 16 22.74 penny-cap Long NaN 19.0 1.201199e+08 25.0 Energy 545 MUR 14 18.36 penny-cap Long NaN 18.0 9.674669e+07 26.0 Energy 509 MAC 6 10.86 penny-cap Long NaN 27.0 9.598173e+07 18.0 Real Estate 451 ELY 15 10.20 penny-cap Long NaN 29.0 8.698031e+07 18.0 Consumer Cyclical 589 DEN 8 14.34 penny-cap Long NaN 8.0 8.506715e+07 77.0 Energy 350 SLG 7 8.03 penny-cap Long NaN 7.0 8.038719e+07 70.0 Real Estate 378 HL 16 26.37 penny-cap Long NaN 18.0 7.996036e+07 18.0 Basic Materials 368 PGNY 8 13.01 penny-cap Long NaN 8.0 6.666981e+07 37.0 Healthcare 400 IGT 15 22.52 penny-cap Long NaN 24.0 6.308977e+07 15.0 Consumer Cyclical 337 DEI 7 4.66 penny-cap Long NaN 8.0 6.220791e+07 69.0 Real Estate 540 MTDR 20 19.14 penny-cap Long NaN 20.0 5.987590e+07 77.0 Energy 466 PSLV 7 1.41 penny-cap Long NaN 31.0 5.976610e+07 18.0 unknown 371 IMAB 11 24.70 penny-cap Long NaN 33.0 5.851488e+07 28.0 Healthcare 562 UFS 26 35.33 penny-cap Long NaN 26.0 5.839541e+07 77.0 Basic Materials 675 PLCE 11 6.45 penny-cap Long NaN 11.0 5.560354e+07 12.0 Consumer Cyclical 382 SGMS 25 29.82 penny-cap Long NaN 33.0 5.532295e+07 29.0 Consumer Cyclical 505 MLHR 16 11.61 penny-cap Long NaN 16.0 5.146272e+07 70.0 Consumer Cyclical 459 BNL 23 11.72 penny-cap Long NaN 43.0 5.145532e+07 33.0 Real Estate 510 BCRX 11 11.05 penny-cap Long NaN 18.0 4.782791e+07 18.0 Healthcare 380 AM 16 8.85 penny-cap Long NaN 19.0 4.534342e+07 29.0 Energy 333 BPOP 20 8.19 penny-cap Long NaN 20.0 4.508128e+07 77.0 Financial Services 548 VSTO 14 24.03 penny-cap Long NaN 20.0 4.482061e+07 21.0 Consumer Cyclical 536 DDS 12 10.10 penny-cap Long NaN 12.0 4.442165e+07 27.0 Consumer Cyclical 420 CHX 14 11.03 penny-cap Long NaN 19.0 4.420142e+07 29.0 Energy 355 CC 21 20.18 penny-cap Long NaN 46.0 4.297023e+07 46.0 Basic Materials 364 SWCH 12 2.39 penny-cap Long NaN 43.0 4.284731e+07 34.0 Technology 419 COMM 17 11.87 penny-cap Long NaN 17.0 3.885304e+07 77.0 Technology 446 RRR 24 18.72 penny-cap Long NaN 24.0 3.785373e+07 77.0 Consumer Cyclical 645 EVRI 8 8.68 penny-cap Long NaN 25.0 3.668141e+07 29.0 Consumer Cyclical 455 MDRX 12 4.66 penny-cap Long NaN 33.0 3.507928e+07 15.0 Healthcare 372 SWAV 9 11.56 penny-cap Long NaN 9.0 3.433950e+07 44.0 Healthcare 576 CCS 8 7.23 penny-cap Long NaN 23.0 3.356118e+07 77.0 Consumer Cyclical 465 SUM 17 13.30 penny-cap Long NaN 17.0 3.286613e+07 77.0 Basic Materials 539 CRC 10 4.69 penny-cap Long NaN 17.0 3.239106e+07 11.0 Energy 595 CNR 10 14.60 penny-cap Long NaN 10.0 3.018762e+07 77.0 Industrials 478 CIM 10 4.96 penny-cap Long NaN 10.0 2.971161e+07 77.0 Real Estate 447 MED 16 11.70 penny-cap Long NaN 19.0 2.948576e+07 18.0 Consumer Cyclical 559 DRNA 6 2.32 penny-cap Long NaN 6.0 2.924182e+07 12.0 Healthcare 421 CVLT 6 1.71 penny-cap Long NaN 6.0 2.861197e+07 77.0 Technology 354 VVV 33 22.20 penny-cap Long NaN 33.0 2.861176e+07 77.0 Energy 377 SSRM 12 8.22 penny-cap Long NaN 55.0 2.842880e+07 24.0 Basic Materials 434 MIME 15 6.47 penny-cap Long NaN 35.0 2.650055e+07 17.0 Technology 503 FSK 6 3.16 penny-cap Long NaN 6.0 2.585726e+07 77.0 Financial Services 462 AZUL 6 10.38 penny-cap Long NaN 28.0 2.492134e+07 17.0 Industrials 593 AAWW 13 2.74 penny-cap Long NaN 43.0 2.465128e+07 73.0 Industrials 409 UNVR 27 19.51 penny-cap Long NaN 46.0 2.439061e+07 61.0 Basic Materials 404 HRB 16 3.56 penny-cap Long NaN 16.0 2.434766e+07 77.0 Consumer Cyclical 471 PRMW 12 -0.37 penny-cap Long NaN 12.0 2.321910e+07 42.0 Consumer Defensive 394 LEGN 11 24.19 penny-cap Long NaN 27.0 2.313328e+07 30.0 Healthcare 629 CASH 23 8.15 penny-cap Long NaN 23.0 2.221979e+07 77.0 Financial Services 353 NOMD 6 1.90 penny-cap Long NaN 6.0 2.194247e+07 55.0 Consumer Defensive 405 AQUA 7 4.69 penny-cap Long NaN 7.0 2.184323e+07 37.0 Industrials 361 ESI 7 4.96 penny-cap Long NaN 27.0 2.172246e+07 77.0 Basic Materials 428 JJSF 23 7.73 penny-cap Long NaN 29.0 2.126551e+07 32.0 Consumer Defensive 537 BDN 6 3.08 penny-cap Long NaN 6.0 2.105652e+07 70.0 Real Estate 476 MD 17 1.22 penny-cap Long NaN 17.0 2.073039e+07 42.0 Healthcare 461 HGV 6 1.04 penny-cap Long NaN 6.0 2.072190e+07 77.0 Consumer Cyclical 541 PRFT 36 13.46 penny-cap Long NaN 36.0 1.971579e+07 77.0 Technology 511 SGRY 26 19.93 penny-cap Long NaN 26.0 1.941979e+07 77.0 Healthcare 470 COKE 12 23.92 penny-cap Long NaN 12.0 1.894218e+07 61.0 Consumer Defensive 425 NUS 16 3.81 penny-cap Long NaN 36.0 1.805466e+07 18.0 Consumer Defensive 567 VRTS 10 3.89 penny-cap Long NaN 10.0 1.759328e+07 77.0 Financial Services 575 PAGP 17 16.25 penny-cap Long NaN 24.0 1.738977e+07 27.0 Energy 406 CWK 21 8.56 penny-cap Long NaN 21.0 1.678400e+07 61.0 Real Estate 572 IAG 11 3.35 penny-cap Long NaN 17.0 1.665200e+07 18.0 Basic Materials 613 CORE 8 -0.02 penny-cap Long NaN 8.0 1.662955e+07 70.0 Consumer Defensive 652 RGR 15 10.73 penny-cap Long NaN 16.0 1.582861e+07 18.0 Industrials 456 ITCI 7 -1.93 penny-cap Long NaN 24.0 1.576538e+07 16.0 Healthcare 481 FCFS 27 14.23 penny-cap Long NaN 35.0 1.557293e+07 62.0 Financial Services 463 CBT 21 15.35 penny-cap Long NaN 27.0 1.543853e+07 77.0 Basic Materials 410 AGI 12 5.42 penny-cap Long NaN 58.0 1.540411e+07 39.0 Basic Materials 416 GOLF 18 4.10 penny-cap Long NaN 18.0 1.521222e+07 18.0 Consumer Cyclical 522 GGAL 6 11.56 penny-cap Long NaN 24.0 1.470434e+07 12.0 Financial Services 621 XPEL 17 28.27 penny-cap Long NaN 36.0 1.435162e+07 42.0 Consumer Cyclical 573 GOL 17 6.77 penny-cap Long NaN 41.0 1.293583e+07 28.0 Industrials 555 GTN 13 7.67 penny-cap Long NaN 32.0 1.281668e+07 77.0 Communication Services 411 SXT 13 3.46 penny-cap Long NaN 35.0 1.281250e+07 61.0 Basic Materials 580 GNW 8 1.54 penny-cap Long NaN 82.0 1.261292e+07 32.0 Financial Services 614 NGD 9 11.58 penny-cap Long NaN 40.0 1.227424e+07 21.0 Basic Materials 467 EVTC 20 7.34 penny-cap Long NaN 42.0 1.183239e+07 42.0 Technology 561 HSKA 7 -3.90 penny-cap Long NaN 24.0 1.181882e+07 12.0 Healthcare 454 EXLS 19 6.12 penny-cap Long NaN 19.0 1.170869e+07 63.0 Technology 513 MAG 7 9.57 penny-cap Long NaN 37.0 1.170370e+07 12.0 Basic Materials 626 SAND 15 7.02 penny-cap Long NaN 60.0 1.170080e+07 42.0 Basic Materials 543 CSTM 20 10.02 penny-cap Long NaN 26.0 1.155855e+07 61.0 Basic Materials 661 EXTR 8 -1.96 penny-cap Long NaN 8.0 1.098233e+07 39.0 Technology 332 DAVA 10 13.33 penny-cap Long NaN 26.0 1.091338e+07 29.0 Technology 489 PLXS 12 0.44 penny-cap Long NaN 12.0 1.066872e+07 77.0 Technology 618 FFG 17 0.38 penny-cap Long NaN 17.0 1.006323e+07 17.0 Financial Services 494 MTX 18 6.57 penny-cap Long NaN 18.0 9.678145e+06 77.0 Basic Materials 568 PIPR 13 6.96 penny-cap Long NaN 13.0 9.629284e+06 77.0 Financial Services 516 PBH 16 6.56 penny-cap Long NaN 16.0 9.521601e+06 21.0 Healthcare 605 HNI 13 6.23 penny-cap Long NaN 23.0 9.354072e+06 65.0 Industrials 633 INVA 7 3.03 penny-cap Long NaN 14.0 9.272616e+06 16.0 Healthcare 644 ESTA 6 3.03 penny-cap Long NaN 6.0 8.568101e+06 77.0 Healthcare 362 CEF 14 4.45 penny-cap Long NaN 37.0 8.382434e+06 21.0 unknown 643 RAVN 7 5.05 penny-cap Long NaN 11.0 8.065082e+06 29.0 Industrials 676 CTS 12 12.91 penny-cap Long NaN 26.0 7.672957e+06 19.0 Technology 415 NG 13 9.63 penny-cap Long NaN 18.0 7.580533e+06 38.0 Basic Materials 609 SVM 7 6.70 penny-cap Long NaN 40.0 7.275312e+06 12.0 Basic Materials 636 WIRE 26 14.24 penny-cap Long NaN 26.0 6.859223e+06 77.0 Industrials 650 TVTY 7 4.00 penny-cap Long NaN 8.0 6.802005e+06 30.0 Healthcare 515 PVG 11 -3.06 penny-cap Long NaN 11.0 6.534662e+06 21.0 Basic Materials 602 MEI 6 3.14 penny-cap Long NaN 6.0 6.507187e+06 47.0 Technology 632 NMRK 17 1.86 penny-cap Long NaN 17.0 6.506262e+06 77.0 Real Estate 553 MGRC 11 2.15 penny-cap Long NaN 11.0 6.385102e+06 13.0 Industrials 408 NAD 8 1.35 penny-cap Long NaN 8.0 6.201947e+06 39.0 Financial Services 594 SA 8 4.24 penny-cap Long NaN 39.0 6.111773e+06 18.0 Basic Materials 460 EXG 10 3.23 penny-cap Long NaN 10.0 5.988829e+06 61.0 Financial Services 479 ANAT 18 22.97 penny-cap Long NaN 18.0 5.405007e+06 63.0 Financial Services 445 USM 15 2.42 penny-cap Long NaN 15.0 5.299994e+06 61.0 Communication Services 533 OR 21 13.62 penny-cap Long NaN 56.0 5.294841e+06 39.0 Basic Materials 334 TFSL 6 1.44 penny-cap Long NaN 13.0 5.277193e+06 19.0 Financial Services 407 CNS 16 6.03 penny-cap Long NaN 42.0 4.931868e+06 27.0 Financial Services 486 ENBL 24 20.09 penny-cap Long NaN 24.0 4.415448e+06 77.0 Energy 670 CLNC 13 5.92 penny-cap Long NaN 18.0 4.390301e+06 13.0 Real Estate 577 DKL 12 3.94 penny-cap Long NaN 36.0 4.348647e+06 14.0 Energy 524 GDV 6 0.04 penny-cap Long NaN 6.0 4.215538e+06 77.0 Financial Services 641 BPMP 19 6.70 penny-cap Long NaN 27.0 4.013309e+06 63.0 Energy 496 NAC 8 2.39 penny-cap Long NaN 45.0 3.488420e+06 39.0 Financial Services 611 BTZ 9 0.81 penny-cap Long NaN 43.0 2.414134e+06 23.0 Financial Services 672 ETW 7 1.58 penny-cap Long NaN 7.0 2.157780e+06 59.0 Financial Services 571 AMK 7 3.25 penny-cap Long NaN 22.0 1.745693e+06 13.0 Financial Services 597 VCTR 10 1.58 penny-cap Long NaN 10.0 1.627560e+06 61.0 Financial Services 557 DCBO 8 -1.25 penny-cap Long NaN 42.0 1.290557e+06 27.0 Technology 448 CIXX 13 8.01 penny-cap Long NaN 39.0 5.303065e+05 77.0 Financial Services 584 KEN 10 2.55 penny-cap Long NaN 41.0 4.650147e+05 32.0 Utilities 551 SIM 13 14.33 penny-cap Long NaN 35.0 5.481409e+04 35.0 Basic Materials 436 TDI 11 0.96 penny-cap Long NaN 11.0 2.106216e+04 41.0 unknown Mean Return: 9.591893939393941 Mean Day/Week: 13.340909090909092 Accuracy:0.946969696969697 *******************Part 3.8 Penny Cap Short Maintainance********************* penny_short_signal_maintainance Symbol Day Return Market Cap Long/Short score MACD Signal Count Market Value Span Signal Count industry 347 HFC 7 0.07 penny-cap Short NaN -52.0 9.959969e+07 -20.0 Energy 495 PUBM 18 -24.34 penny-cap Short NaN -60.0 8.668564e+07 -33.0 Technology 544 CALM 7 -3.26 penny-cap Short NaN -45.0 5.361959e+07 -30.0 Consumer Defensive 383 EGHT 21 -31.22 penny-cap Short NaN -21.0 3.849854e+07 -23.0 Technology 525 INT 6 -0.86 penny-cap Short NaN -48.0 3.395103e+07 -9.0 Energy 603 IMGN 19 -19.45 penny-cap Short NaN -62.0 2.761028e+07 -45.0 Healthcare 379 INSM 19 -16.30 penny-cap Short NaN -19.0 2.644416e+07 -55.0 Healthcare 340 SAGE 18 -2.27 penny-cap Short NaN -18.0 2.557173e+07 -20.0 Healthcare 331 ALLO 22 -18.71 penny-cap Short NaN -23.0 2.464828e+07 -24.0 Healthcare 390 SEER 20 -33.96 penny-cap Short NaN -20.0 2.358195e+07 -122.0 Healthcare 564 EB 9 1.81 penny-cap Short NaN -47.0 2.245128e+07 -15.0 Technology 662 ZGNX 6 -4.01 penny-cap Short NaN -6.0 2.114378e+07 -41.0 Healthcare 391 CNNE 15 -1.56 penny-cap Short NaN -24.0 2.082026e+07 -20.0 Consumer Cyclical 492 STRA 23 -4.87 penny-cap Short NaN -34.0 1.913707e+07 -31.0 Consumer Defensive 570 HRTX 12 -3.43 penny-cap Short NaN -13.0 1.840502e+07 -13.0 Healthcare 472 RCUS 11 -12.61 penny-cap Short NaN -19.0 1.734470e+07 -48.0 Healthcare 375 LOPE 16 -3.01 penny-cap Short NaN -43.0 1.718811e+07 -18.0 Consumer Defensive 401 SLQT 14 -6.52 penny-cap Short NaN -30.0 1.701662e+07 -16.0 Financial Services 502 EAR 18 -19.63 penny-cap Short NaN -18.0 1.666535e+07 -52.0 Healthcare 437 GDOT 15 -4.67 penny-cap Short NaN -15.0 1.565647e+07 -136.0 Financial Services 430 LGND 24 -24.43 penny-cap Short NaN -72.0 1.544575e+07 -49.0 Healthcare 630 CHRS 7 0.00 penny-cap Short NaN -7.0 1.443632e+07 -74.0 Healthcare 374 CCXI 20 -60.44 penny-cap Short NaN -20.0 1.412447e+07 -62.0 Healthcare 658 STRO 8 -1.43 penny-cap Short NaN -8.0 1.239803e+07 -49.0 Healthcare 615 PLT 9 8.27 penny-cap Short NaN -60.0 1.178734e+07 -11.0 Technology 458 XNCR 18 -1.27 penny-cap Short NaN -18.0 1.165160e+07 -52.0 Healthcare 384 NKTR 15 -6.22 penny-cap Short NaN -60.0 1.148349e+07 -46.0 Healthcare 512 KURA 19 -12.69 penny-cap Short NaN -19.0 1.104457e+07 -136.0 Healthcare 619 CVGW 14 -1.35 penny-cap Short NaN -25.0 1.048922e+07 -22.0 Consumer Defensive 423 RVMD 6 -1.90 penny-cap Short NaN -48.0 1.001291e+07 -39.0 Healthcare 497 AVNS 21 -7.74 penny-cap Short NaN -21.0 9.516589e+06 -52.0 Healthcare 468 ESE 14 -4.00 penny-cap Short NaN -23.0 9.359118e+06 -16.0 Technology 538 NGM 6 -10.27 penny-cap Short NaN -6.0 8.682275e+06 -7.0 Healthcare 604 CSGS 10 -1.91 penny-cap Short NaN -44.0 8.634482e+06 -25.0 Technology 631 OMER 11 -13.90 penny-cap Short NaN -67.0 7.816082e+06 -45.0 Healthcare 612 WMK 9 -3.15 penny-cap Short NaN -9.0 7.578972e+06 -30.0 Consumer Defensive 624 TRIL 8 -4.32 penny-cap Short NaN -8.0 7.480567e+06 -136.0 Healthcare 422 ALXO 14 3.56 penny-cap Short NaN -14.0 7.404917e+06 -136.0 Healthcare 579 SLP 20 -8.28 penny-cap Short NaN -20.0 7.158954e+06 -54.0 Healthcare 585 HTLD 9 -2.50 penny-cap Short NaN -29.0 5.804424e+06 -15.0 Industrials 608 KNSA 20 -16.79 penny-cap Short NaN -53.0 5.604810e+06 -50.0 Healthcare 671 AKRO 18 0.38 penny-cap Short NaN -18.0 5.331063e+06 -22.0 Healthcare 667 RES 8 3.46 penny-cap Short NaN -8.0 4.946858e+06 -32.0 Energy 452 BRP 8 -2.09 penny-cap Short NaN -19.0 4.770498e+06 -20.0 Financial Services 532 PRAX 13 6.63 penny-cap Short NaN -13.0 4.434453e+06 -67.0 Healthcare 674 PASG 12 -14.56 penny-cap Short NaN -12.0 4.264119e+06 -136.0 Healthcare 646 RMAX 30 -1.92 penny-cap Short NaN -52.0 3.351727e+06 -35.0 Real Estate 648 FDMT 18 -19.96 penny-cap Short NaN -18.0 2.722844e+06 -52.0 Healthcare 591 BCAB 16 -7.77 penny-cap Short NaN -45.0 1.868381e+06 -38.0 Healthcare 683 IH 12 -3.11 penny-cap Short NaN -12.0 1.350961e+06 -136.0 Consumer Defensive 429 TARO 9 0.24 penny-cap Short NaN -23.0 1.282031e+06 -16.0 Healthcare 647 PRPB 10 0.10 penny-cap Short NaN -10.0 1.170153e+06 -63.0 Financial Services 682 CONX 7 -0.10 penny-cap Short NaN -7.0 1.117084e+06 -111.0 Financial Services 583 HLG 49 -31.57 penny-cap Short NaN -49.0 3.206722e+05 -136.0 Consumer Defensive 542 ITCB 11 -0.28 penny-cap Short NaN -25.0 1.460363e+05 -17.0 Financial Services 501 GB 18 -9.69 penny-cap Short NaN -36.0 1.221888e+05 -74.0 Technology Mean Return: -8.210714285714285 Mean Day/Week: 14.589285714285714 Accuracy:0.8214285714285714 ************************************** ************************************** ************************************** Error: []