COMPREHENSIVE STOCK ANALYSIS SCRIPT

Last Updated 
2026_10_31
Loading data...
Total stocks loaded: 10617
Total columns: 159

First few rows:
rn V1 V2
# 1 2
Symbol AAA AAAA
Name Alternative Access First Priority CLO Bond ETF Amplius Aggressive Asset Allocation ETF
Company Description NA NA
Days Vol Short 2 Periods Ago 0.1 0.0
Days Vol Short 1 Period Ago 0.3 0.0
Days Vol Short Current 0.1 0.0
Pr Wk High($) 24.94 30.55
Index % Chg 5 Days -0.5 -0.3
% New Lows in Group 5.2 5.2
# New Lows in Group 301 301
# New Highs in Group 141 141
Ind Mkt Val (bil) 16561.5 16561.5
Short Volume 1471 0
Ex-Dividend Date 09/29/2026 09/27/2026
Expected X Dividend Amount 0 0
A/D Rating - Pr Wk E C
IBD Big Cap 20 No No
IBD 85-85 Index No No
IBD New America No No
IBD 50 No No
Liab to Assets Lss Ind Median - -
LT Debt to Working Cap 0 0
EV to FCF 0 0
Yield % 4.6 1.4
Current Ratio 0 0
Price to CF 0 0
Dividend-Adjusted PEG 0 0
PEG 0 0
P/E Percent Rank - -
P/E vs S&P 500 P/E (%) 0 0
Forward P/E 0 0
Pre-tax Margins 0 0
50 Day ATR % 0.48 0.64
30 Day ATR % 0.54 0.69
Avg Sales % Chg 6Q NA NA
Avg Sales % Chg 5Q 0 0
Avg Sales % Chg 4Q 0 0
Sales Growth 5 Yr 0 0
Sales Growth 3 Yr 0 0
Sales Accel 3 Qtrs No No
EPS Lst Yr Gtr EPS 4 Yrs Ago No No
Avg EPS % Chg 6Q 0 0
Avg EPS % Chg 3Q 0 0
Avg EPS % Chg 4Q 0 0
Avg EPS % Chg 5Q 0 0
EPS % Growth 5 Yr Pct Rnk - -
EPS % Growth 5 Yr - -
EPS % Growth 3 Yr - -
EPS % Growth 1 Yr - -
Sustainable Growth % 0 0
EPS Accel 3 Qtrs No No
RS Line New Low No No
% Chg YTD -0.9 9.6
Current Price 24.76 29.97
Industry Name Finance-ETF / ETN Finance-ETF / ETN
State NA NA
% New Highs in Group 2.4 2.4
Ind Grp Rnk 6 Mo Ago 0 0
3-Yr EPS Growth Geq 5-Yr No No
Avg True Range 0.14 0.21
Debt % 0 0
Sales Accel 2 Qtrs No No
Number of Stocks 5782 5782
P/E 0 0
Shrt Int % Chg -83.6 0.0
Shrt Int % of Float 0 0
52-Wk Low 24.67 26.00
52-Wk High 25.18 31.06
Ind Grp Rnk 3 Mo Ago 0 0
Ind Grp Rnk Last Week 0 0
Trl 26 Wk % Perf vs S&P 500 -5 -3
EPS Trailing 4 Qtrs 0 0
EPS Trl 4Q Gtr EPS 4 Yrs Ago No No
Earnings Stability 0 0
Price % Chg -0.06 -1.61
% Off High -1.65 -3.51
RS Rating 46 76
RS 3-Month Rating 56 44
Comp Rating 0 0
Beta 0 0
50-Day Avg $ Vol (1000s) 418 153
Market Cap (mil) 0 0
21 Day ATR % 0.57 0.69
Shares (1000s) 2900.2 9280.0
Price vs 200-Day -0.8 1.8
Vol % Chg vs 50-Day -70.1 5.8
% Chg 1 Month 0.1 -1.6
% Chg 3 Months -0.9 0.3
Ind Group RS NA NA
% Chg 6 Months -0.6 2.4
SMR Rating NA NA
EPS Rating 0 0
Ind Group Rank 0 0
A/D Rating E C-
EPS Surprise 0 0
EPS Est Cur Yr % 0 0
EPS Est Next Yr % 0 0
Price vs 50-Day -0.6 -2.0
Price vs 10-Day -0.2 -1.1
Price vs 21-Day -0.4 -1.7
P/E Ratio Rank in Grp - -
Annual Sales (mil) 0 0
EPS % Chg 1 Yr Ago 0 0
Sales % Chg Lst Qtr 0 0
EPS % Chg Lst Yr 0 0
EPS Lst Rptd NA NA
Avg Sales % Chg 2Q 0 0
50-Day Avg Vol (1000s) 17 5
10 Day > 21 Day > 50 Day No No
Price $ Chg -0.01 -0.49
EPS Est Cur Qtr % 0 0
Volume (1000s) 5 6
IPO Date NA NA
ETF/Closed-End Fund Yes Yes
Number of Funds 1 0
Incorp Date NA NA
ADR No No
ETF Yes Yes
AT Margin Accel No No
Price to Sales - -
Daily Closing Range 38 0
RS Line Within 5% of New High No Yes
EPS % Chg Last Qtr 0 0
Up/Down Vol 1.2 0.8
EPS % Chg 1 Q Ago 0 0
Sales % Chg Lst Yr 0 0
Exchange NYSE Arca Cboe BZX US Equities Exchange
RS Line New High No No
RS 6-Month Rating 54 56
50-Day > 150-Day > 200-Day No Yes
Price to Book - -
P/E Lss 5-Yr Avg - -
Weekly Closing Range 16 0
Shares in Float (1000s) 0 0
EPS % Chg 2 Q Ago 0 0
EPS % Chg 3 Q Ago 0 0
Avg EPS % Chg 2Q 0 0
Avg Sales % Chg 3Q 0 0
EPS Trl 4Q Geq EPS Lst Fiscal Yr No No
EPS % Chg Lst Q Gtr 3-Yr Growth No No
Price vs 150-Day -0.7 -0.3
Funds % Increase 0 0
Sector ETF/ETN/CEF ETF/ETN/CEF
% Chg Cur Week -0.5 -0.3
City NA NA
New CEO 12 Months No No
Funds % 0 0
Enterprise Val (mil) 0 0
Current day's Volume greater than previous 5 days' Volume No No
Current day's Volume greater than previous 10 days' Volume No No
Current day's Volume greater than previous 20 days' Volume No No
% Chg 12 Months -1.2 10.0
Vol % Chg vs 10-Week 143.8 17.7
EPS Due Date NA NA
ROE 0 0
AT Margin 0 0
timestamp 2026-10-30 2026-10-30
symbol AAA AAAA

Data structure:
Classes 'data.table' and 'data.frame':  10617 obs. of  20 variables:
 $ #                           : int  1 2 3 4 5 6 7 8 9 10 ...
 $ Symbol                      : chr  "AAA" "AAAA" "AAAB" "AAAC" ...
 $ Name                        : chr  "Alternative Access First Priority CLO Bond ETF" "Amplius Aggressive Asset Allocation ETF" "Corgi FTSE Aaa-A Intermediate Corporate Bond ETF" "Columbia AAA CLO ETF" ...
 $ Company Description         : logi  NA NA NA NA NA NA ...
 $ Days Vol Short 2 Periods Ago: num  0.1 0 0 0 1.8 0.1 0 0.1 0 2 ...
 $ Days Vol Short 1 Period Ago : num  0.3 0 0 0 1.1 0.5 0 0.2 0.4 0.3 ...
 $ Days Vol Short Current      : num  0.1 0 0 0 0 1.4 0 0.2 0.2 0.6 ...
 $ Pr Wk High($)               : num  24.9 30.6 25.1 20.1 48.9 ...
 $ Index % Chg 5 Days          : num  -0.5 -0.3 0.2 0.1 0 -0.4 -2.9 0.8 -0.6 8 ...
 $ % New Lows in Group         : num  5.2 5.2 0 1.8 0.7 5.2 5.2 5.2 2.7 5.2 ...
 $ # New Lows in Group         : int  301 301 0 103 41 301 301 301 157 301 ...
 $ # New Highs in Group        : int  141 141 0 184 41 141 141 141 61 141 ...
 $ Ind Mkt Val (bil)           : num  16562 16562 0 16375 16449 ...
 $ Short Volume                : int  1471 0 0 5 3 14133 0 589 301 32305 ...
 $ Ex-Dividend Date            : chr  "09/29/2026" "09/27/2026" "" "09/30/2026" ...
 $ Expected X Dividend Amount  : num  0 0 0 0 0 0 0 0 0 0 ...
 $ A/D Rating - Pr Wk          : chr  "E" "C" "" "C" ...
 $ IBD Big Cap 20              : chr  "No" "No" "No" "No" ...
 $ IBD 85-85 Index             : chr  "No" "No" "No" "No" ...
 $ IBD New America             : chr  "No" "No" "No" "No" ...
 - attr(*, ".internal.selfref")=<externalptr> 

Stocks after filtering (excluding ETFs): 4900

======================================================================
TOP STOCKS ANALYSIS
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = 

--- Top 20 Stocks by Composite Score ---
Symbol Name Sector RS_Rating EPS_Rating Comp_Rating Composite_Score Market_Cap_(mil) Current_Price
ECO Okeanis Eco Tankers Corp. TRANSPORTATION 99 99 99 99.00000 3897.4 101.33
PAYS Paysign Inc. FINANCE 99 98 99 98.66667 809.7 13.93
FIGS FIGS Inc. CONSUMER 98 99 98 98.33333 3582.0 21.31
TENB Tenable Holdings Ltd. SOFTWARE 99 97 99 98.33333 5703.0 50.75
DHT DHT Holdings Inc. TRANSPORTATION 97 98 98 97.66667 4043.8 25.02
TRGP Targa Resources Corp. ENERGY 95 99 99 97.66667 66981.8 314.99
HALO Halozyme Therapeutics Inc. MEDICAL 99 94 99 97.33333 14888.7 130.91
HBB Hamilton Beach Brands Holding Co. Cl A CONSUMER 98 99 95 97.33333 437.0 32.47
INFU InfuSystem Holdings Inc. MEDICAL 96 97 99 97.33333 287.8 14.07
RDVT Red Violet Inc. BUSINS SVC 96 97 99 97.33333 1291.1 80.00
SN SharkNinja Inc. CONSUMER 98 94 99 97.00000 29459.1 208.00
TEAM Atlassian Corp. Cl A SOFTWARE 96 99 96 97.00000 51403.0 191.72
LPG Dorian LPG Ltd. TRANSPORTATION 96 98 96 96.66667 2339.4 54.43
GCT GigaCloud Technology Inc. BUSINS SVC 96 94 99 96.33333 2164.8 58.38
STGW Stagwell Inc. Cl A BUSINS SVC 97 94 98 96.33333 2432.5 10.47
MEOH Methanex Corp. CHEMICAL 95 95 98 96.00000 4858.0 71.57
P Everpure Inc. COMPUTER 97 96 95 96.00000 45718.8 126.98
CVLT Commvault Systems Inc. SOFTWARE 94 96 97 95.66667 7021.0 165.13
DCBO Docebo Inc. SOFTWARE 95 93 99 95.66667 740.9 29.67
EXEL Exelixis Inc. MEDICAL 96 92 99 95.66667 16403.1 69.39

--- Top 20 Growth Stocks ---
Symbol Name Sector RS_Rating %_Chg_YTD %_Chg_12_Months Market_Cap_(mil) Current_Price
TJGC TJGC Group Ltd. Cl A BUSINS SVC 99 1061.7 590.3 322.1 31.89
BUUU BUUU Group Ltd. BUSINS SVC 99 851.7 663.8 1100.7 6.11
MRNA Moderna Inc. MEDICAL 99 651.8 687.9 88933.8 221.72
TWST Twist Bioscience Corp. MEDICAL 99 381.7 390.2 11418.6 152.78
XHG XChange TEC.INC ADR REAL EST 99 377.6 324.0 204.6 4.07
CDNA CareDx Inc. MEDICAL 99 364.0 504.1 3700.0 87.41
RCEL Avita Medical Inc. MEDICAL 99 353.6 326.4 516.8 15.65
TXG 10x Genomics Inc. MEDICAL 99 329.9 463.6 10625.2 70.11
HLP Hongli Group Inc. Cl A METALS 99 290.4 163.6 313.2 4.06
PLSE Pulse Biosciences Inc. MEDICAL 99 280.5 209.2 4033.5 52.24
ABCL AbCellera Biologics Inc. MEDICAL 99 258.8 128.9 4238.5 12.27
KOD Kodiak Sciences Inc. MEDICAL 99 254.7 371.2 6310.1 99.18
EDRY EuroDry Ltd. TRANSPORTATION 99 245.3 251.1 128.4 44.31
SLN Silence Therapeutics PLC ADR MEDICAL 99 224.8 170.2 1230.7 19.75
ABSI Absci Corp. MEDICAL 99 218.9 172.1 2076.5 11.13
IOVA Iovance Biotherapeutics Inc. MEDICAL 99 210.6 334.9 4330.4 8.48
PURR Hyperliquid Strategies Inc. FINANCE 99 209.3 0.0 3420.0 11.01
ECO Okeanis Eco Tankers Corp. TRANSPORTATION 99 199.4 196.3 3897.4 101.33
AMN AMN Healthcare Services Inc. BUSINS SVC 99 198.9 142.7 1818.0 47.11
QMCO Quantum Corp. COMPUTER 99 183.3 94.4 818.5 18.27

--- Top 20 Value Stocks ---
Symbol Name Sector EPS_Rating P/E_Ratio_Rank_in_Grp ROE Market_Cap_(mil) Current_Price
FIGS FIGS Inc. CONSUMER 99 2 8.4 3582.0 21.31
PLTR Palantir Technologies Inc. SOFTWARE 99 4 26.2 472008.7 184.11
SII Sprott Inc. FINANCE 99 6 19.5 2743.1 101.07
LITE Lumentum Holdings Inc. TELECOM 99 9 -240.0 83293.7 840.70
PWR Quanta Services Inc. BUILDING 99 9 12.7 95495.1 620.73
TRGP Targa Resources Corp. ENERGY 99 10 65.1 66981.8 314.99
WPM Wheaton Precious Metals Corp. MINING 99 10 18.5 55967.8 116.58
ECBK ECB Bancorp Inc. BANKS 99 11 4.6 186.4 21.36
DHC Diversified Healthcare Trust REAL EST 99 15 -15.8 1929.8 7.78
AAMI Acadian Asset Management Inc. FINANCE 99 17 198.5 3241.0 88.92
ATEYY Advantest Corp. ADR CHIPS 99 18 59.4 163663.6 215.90
CLS Celestica Inc. ELECTRNCS 99 18 40.5 35739.9 265.53
WT WisdomTree Inc. FINANCE 99 19 26.6 3265.1 20.71
FIX Comfort Systems USA Inc. BUILDING 99 22 49.2 46399.4 1232.66
TFPM Triple Flag Precious Metals Corp. MINING 99 22 12.7 6007.3 28.13
SITM SiTime Corp. CHIPS 99 25 -4.6 14677.1 447.06
ASM Avino Silver & Gold Mines Ltd. MINING 99 27 14.8 785.0 4.34
TEAM Atlassian Corp. Cl A SOFTWARE 99 27 -4.5 51403.0 191.72
AGX Argan Inc. BUILDING 99 30 33.8 5006.5 344.11
PAYS Paysign Inc. FINANCE 98 5 19.1 809.7 13.93

--- Top 20 Momentum Stocks (3-Month Performance) ---
Symbol Name Sector %_Chg_1_Month %_Chg_3_Months %_Chg_6_Months RS_Rating Market_Cap_(mil)
TJGC TJGC Group Ltd. Cl A BUSINS SVC 190.2 575.6 1007.4 99 322.1
MAGH Magnitude International Ltd. BUILDING 382.9 550.0 0.0 0 236.6
USDE StablecoinX Inc. FINANCE -47.6 414.0 -8.9 57 268.6
SVRN SVRN Inc. FINANCE -41.0 383.1 257.2 94 58.4
XHG XChange TEC.INC ADR REAL EST 113.1 315.3 289.5 99 204.6
PSIG PS International Group Ltd. TRANSPORTATION 6.3 312.6 -21.1 80 75.5
MRNA Moderna Inc. MEDICAL 15.1 282.8 382.6 99 88933.8
HCHL Happy City Holdings Ltd. Cl A RETAIL 36.6 270.1 7.3 71 117.9
RCEL Avita Medical Inc. MEDICAL 33.4 248.6 262.3 99 516.8
HLP Hongli Group Inc. Cl A METALS 61.1 232.8 427.3 99 313.2
REPL Replimune Group Inc. MEDICAL 33.0 225.5 585.2 99 1648.6
GIBO GIBO Holdings Ltd. INTERNET 195.0 222.7 165.7 99 180.1
ULBI Ultralife Corp. CONSUMER 141.8 202.7 126.4 99 260.3
BUUU BUUU Group Ltd. BUSINS SVC 53.7 182.2 281.9 99 1100.7
AIFA All In FutureTech Alliance Inc. SOFTWARE 1.4 178.4 21.1 0 29.9
RFAI RF Acquisition Corp. II FINANCE -20.1 171.2 174.7 0 121.9
SWVL Swvl Holdings Corp. SOFTWARE -7.4 171.2 90.4 96 82.1
YDES YD Bio Ltd. MEDICAL -19.9 170.0 16.5 61 415.8
OABI OmniAb Inc. MEDICAL 3.0 156.8 267.6 99 760.4
CD Chaince Digital Holdings Inc. FINANCE 11.9 137.5 23.5 81 829.4

--- Top 15 Large Cap Leaders ---
Symbol Name Sector RS_Rating Comp_Rating Market_Cap_(mil) %_Chg_YTD ROE
RCRUY Recruit Holdings Co. Ltd. ADR BUSINS SVC 99 82 165905.7 115.5 31.0
MPC Marathon Petroleum Corp. ENERGY 99 95 121459.5 173.5 23.1
MRNA Moderna Inc. MEDICAL 99 78 88933.8 651.8 -28.9
GMAB Genmab A/S ADR MEDICAL 99 97 33815.5 85.3 17.7
RBRK Rubrik Inc. Cl A SOFTWARE 99 94 27702.1 62.3 0.0
HALO Halozyme Therapeutics Inc. MEDICAL 99 99 14888.7 94.5 153.6
TWST Twist Bioscience Corp. MEDICAL 99 65 11418.6 381.7 -16.4
TXG 10x Genomics Inc. MEDICAL 99 63 10625.2 329.9 -5.8
CRWD CrowdStrike Holdings Inc. Cl A SOFTWARE 98 94 267400.6 113.7 -4.2
VLO Valero Energy Corp. ENERGY 98 94 107250.6 145.5 9.7
PSX Phillips 66 ENERGY 98 95 106727.7 119.2 15.6
SN SharkNinja Inc. CONSUMER 98 99 29459.1 85.9 30.4
DINO HF Sinclair Corp. ENERGY 98 93 19174.7 149.6 6.2
APA APA Corp. ENERGY 98 99 18046.6 115.9 25.2
CRL Charles River Laboratories International Inc. MEDICAL 98 86 17954.6 80.2 -4.4

======================================================================
SECTOR & INDUSTRY INSIGHTS
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = 

--- Sector Performance Summary ---
Sector Num_Stocks Avg_RS_Rating Avg_YTD_Return Avg_3Mo_Return Median_Market_Cap Top_Performers
BANKS 365 63.8 17.2 -3.0 1170 24
TRANSPORTATION 112 63.4 33.0 2.8 2399 27
SOFTWARE 219 63.0 15.7 12.8 3086 46
INSURANCE 117 62.3 3.9 -0.3 5686 12
COMPUTER 36 61.7 58.6 2.5 2679 10
ENERGY 255 61.0 25.3 2.5 2922 60
BUSINS SVC 204 60.2 28.4 9.2 1835 44
METALS 47 59.9 21.5 3.5 2748 6
MISC 54 59.1 6.2 -2.6 11922 2
ALCOHL/TOB/THC 30 55.8 0.2 0.0 4821 1
CHEMICAL 61 54.9 13.5 -3.2 2675 4
UTILITY 86 54.4 3.3 -3.2 11439 1
MEDICAL 669 53.4 1843.1 0.8 1250 120
RETAIL 221 52.8 5.0 0.1 3018 24
FOOD/BEV 75 52.7 3.2 -5.5 5598 2
LEISURE 122 50.7 3.2 -9.4 3206 15
CONSUMER 137 50.6 4.8 -0.4 1585 15
CHIPS 92 50.4 42.4 -12.9 9673 11
MACHINE 131 49.9 10.7 -3.8 5747 5
MEDIA 38 49.1 -1.8 -9.0 2108 0
ELECTRNCS 70 48.4 19.2 -11.6 4334 3
TELECOM 101 46.4 8.7 -8.4 5207 6
AGRICULTURE 24 45.9 2.4 -4.8 2150 0
REAL EST 212 44.4 -1.2 -8.4 2398 9
BUILDING 118 43.5 -0.8 -3.0 6285 0
AEROSPACE/DEFENSE 81 40.0 1.3 -12.9 4979 0
INTERNET 47 39.7 -8.9 -5.0 1876 4
MINING 111 34.8 -12.6 -8.3 2112 1
AUTO 79 33.9 -17.0 -16.9 3942 0
ETF/ETN/CEF 363 25.2 -5.3 -5.9 314 11
FINANCE 623 24.4 -1.9 -0.6 349 19

--- Top 15 Industries by Average RS Rating ---
Industry_Name Sector Num_Stocks Avg_RS_Rating Avg_YTD_Return
Oil&Gas-Drilling ENERGY 9 87.6 64.9
Business Equip & Supplies BUSINS SVC 6 84.8 45.9
Medical - Research MEDICAL 27 82.1 29.0
Computer Sftwr-Security SOFTWARE 22 79.5 40.8
Transportation-Ship TRANSPORTATION 34 79.4 66.1
Medical-Hospitals MEDICAL 9 79.1 32.6
Oil&Gas-Explorers/Producers ENERGY 61 78.8 42.5
Oil&Gas-Integrated ENERGY 20 76.6 46.2
Computer Sftwr-Database SOFTWARE 14 76.2 9.1
Oil&Gas-Refining/Mktg ENERGY 23 76.2 76.6
Transportation-Rail TRANSPORTATION 6 75.2 21.9
Medical-Managed Care MEDICAL 12 75.0 34.3
Transport - Oil/Gas Shipping TRANSPORTATION 12 74.2 64.6
Building - Tools BUILDING 5 73.2 27.9
Medical - Home & Nursing Care MEDICAL 9 72.8 29.3

======================================================================
KEY STATISTICAL INSIGHTS
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = 

--- RS Rating Distribution ---
Min Q1 Median Mean Q3 Max Elite_Stocks_90_Plus
0 21 49 47.85 74 99 482

--- YTD Performance Statistics ---
Best_Performer Worst_Performer Median_Return Mean_Return Positive_Returns Negative_Returns Winners_Pct
1222627 -100 258.6 258.6 2514 2065 51.3

--- Correlation Analysis ---
               RS_Rating EPS_Rating Comp_Rating %_Chg_6_Months %_Chg_3_Months
RS_Rating          1.000      0.481       0.822          0.572          0.479
EPS_Rating         0.481      1.000       0.800          0.136          0.048
Comp_Rating        0.822      0.800       1.000          0.409          0.313
%_Chg_6_Months     0.572      0.136       0.409          1.000          0.670
%_Chg_3_Months     0.479      0.048       0.313          0.670          1.000
Beta              -0.024      0.025      -0.002         -0.090         -0.060
ROE               -0.015      0.010       0.000          0.002         -0.010
                 Beta    ROE
RS_Rating      -0.024 -0.015
EPS_Rating      0.025  0.010
Comp_Rating    -0.002  0.000
%_Chg_6_Months -0.090  0.002
%_Chg_3_Months -0.060 -0.010
Beta            1.000  0.001
ROE             0.001  1.000

--- Strongest Correlations with RS Rating ---
     RS_Rating    Comp_Rating %_Chg_6_Months     EPS_Rating %_Chg_3_Months 
         1.000          0.822          0.572          0.481          0.479 
           ROE           Beta 
        -0.015         -0.024 

--- Market Cap Distribution ---
Cap_Category Count Avg_RS_Rating Avg_YTD_Return Median_ROE
Large Cap (>$10B) 1151 60.1 12.9 13.0
Micro Cap (<$300M) 1119 27.5 1088.1 0.0
Mid Cap ($2B-$10B) 1164 57.0 15.4 8.6
Small Cap ($300M-$2B) 1466 46.5 11.4 2.9

======================================================================
ADVANCED INSIGHTS
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = 

--- Stocks with EPS Acceleration (3 Quarters) ---
Symbol Name Sector RS_Rating EPS_Rating EPS_%_Chg_Last_Qtr Market_Cap_(mil)
AOUT American Outdoor Brands Inc. LEISURE 99 32 112 231.6
CDNA CareDx Inc. MEDICAL 99 83 2233 3700.0
ECO Okeanis Eco Tankers Corp. TRANSPORTATION 99 99 612 3897.4
HALO Halozyme Therapeutics Inc. MEDICAL 99 94 48 14888.7
IOVA Iovance Biotherapeutics Inc. MEDICAL 99 59 67 4330.4
PAYS Paysign Inc. FINANCE 99 98 450 809.7
QMCO Quantum Corp. COMPUTER 99 48 111 818.5
RBRK Rubrik Inc. Cl A SOFTWARE 99 75 767 27702.1
RCEL Avita Medical Inc. MEDICAL 99 47 34 516.8
RCRUY Recruit Holdings Co. Ltd. ADR BUSINS SVC 99 1 58 165905.7
REPL Replimune Group Inc. MEDICAL 99 45 40 1648.6
SLN Silence Therapeutics PLC ADR MEDICAL 99 46 53 1230.7
TENB Tenable Holdings Ltd. SOFTWARE 99 97 50 5703.0
ULBI Ultralife Corp. CONSUMER 99 36 200 260.3
APA APA Corp. ENERGY 98 77 117 18046.6
CVI CVR Energy Inc. ENERGY 98 32 248 5712.1
GDYN Grid Dynamics Holdings Inc. BUSINS SVC 98 85 100 769.9
GKOS Glaukos Corp. MEDICAL 98 66 394 14354.1
HBB Hamilton Beach Brands Holding Co. Cl A CONSUMER 98 99 583 437.0
HZO MarineMax Inc. RETAIL 98 29 65 1161.5

--- Top 15 Institutional Favorites (High Fund %) ---
Symbol Name Sector Funds_% Number_of_Funds RS_Rating Market_Cap_(mil)
ACHC Acadia Healthcare Co. Inc. MEDICAL 99 486 85 2742.7
AFYA Afya Ltd. CONSUMER 99 53 20 930.1
AMKR Amkor Technology Inc. CHIPS 99 700 30 10212.3
AURA Aura Biosciences Inc. MEDICAL 99 187 42 652.8
BALY Bally's Corp. LEISURE 99 87 43 681.3
BKV BKV Corp. ENERGY 99 259 29 2291.6
CECO Ceco Environmental Corp. MACHINE 99 503 35 3203.8
COCH Envoy Medical Inc. MEDICAL 99 11 55 50.3
DNTH Dianthus Therapeutics Inc. MEDICAL 99 508 55 4625.8
FA First Advantage Corp. BUSINS SVC 99 384 92 3601.7
GOW GOWell Energy Technology ELECTRNCS 99 25 0 13.7
LCCC Lakeshore Acquisition III Corp. FINANCE 99 19 0 40.4
LPAA Launch One Acquisition Corp. Cl A FINANCE 99 21 0 81.8
MMI Marcus & Millichap Inc. REAL EST 99 323 46 1057.4
MNR Mach Natural Resources LP ENERGY 99 23 28 1773.0

--- Top 15 Stocks by Return on Equity (ROE) ---
Symbol Name Sector ROE EPS_Rating RS_Rating Market_Cap_(mil)
NTNX Nutanix Inc. Cl A SOFTWARE 37460.2 92 87 19284.9
ABBV AbbVie Inc. MEDICAL 15221.8 80 91 513860.1
PBT Permian Basin Royalty Trust ENERGY 8747.0 59 92 1512.9
CL Colgate-Palmolive Co. CONSUMER 1603.0 61 78 74264.6
SBR Sabine Royalty Trust UBI ENERGY 944.3 37 54 1039.2
DKL Delek Logistics Partners L.P. ENERGY 847.5 32 68 3280.6
MAX MediaAlpha Inc. BUSINS SVC 783.8 76 87 836.4
HRB H&R Block Inc. FINANCE 710.0 62 86 6085.5
AVAH Aveanna Healthcare Holdings Inc. MEDICAL 634.7 57 96 2894.5
RYCEY Rolls-Royce Holdings PLC ADR AEROSPACE/DEFENSE 609.9 93 45 141552.9
CHH Choice Hotels International Inc. LEISURE 541.6 57 62 5084.6
NRT North European Oil Royalty Trust ENERGY 470.1 37 31 76.8
VRSK Verisk Analytics Inc. BUSINS SVC 444.0 67 54 24822.1
MSGE Madison Square Garden Entertainment Corp. LEISURE 407.5 38 86 3845.3
STX Seagate Technology Holdings PLC COMPUTER 371.5 78 62 159282.0

--- Breakout Candidates (Within 5% of New High) ---
Symbol Name Sector RS_Rating %_Off_High %_Chg_3_Months Market_Cap_(mil)
ANDG Andersen Group Inc. BUSINS SVC 99 -0.77 42.3 7329.6
ANF Abercrombie & Fitch Co. RETAIL 99 -1.59 64.0 7034.3
AOUT American Outdoor Brands Inc. LEISURE 99 -1.95 43.2 231.6
CDNA CareDx Inc. MEDICAL 99 -3.81 129.4 3700.0
ECO Okeanis Eco Tankers Corp. TRANSPORTATION 99 -1.20 69.3 3897.4
GIBO GIBO Holdings Ltd. INTERNET 99 -1.36 222.7 180.1
GMAB Genmab A/S ADR MEDICAL 99 -4.85 99.2 33815.5
HALO Halozyme Therapeutics Inc. MEDICAL 99 -2.31 57.2 14888.7
HNGE Hinge Health Inc. Cl A MEDICAL 99 -2.75 52.2 9433.2
KOD Kodiak Sciences Inc. MEDICAL 99 -4.63 133.4 6310.1
LOGC ContextLogic Holdings Inc. RETAIL 99 -0.96 60.9 704.1
RCRUY Recruit Holdings Co. Ltd. ADR BUSINS SVC 99 -1.94 50.0 165905.7
REPL Replimune Group Inc. MEDICAL 99 -3.63 225.5 1648.6
SLN Silence Therapeutics PLC ADR MEDICAL 99 -0.58 70.0 1230.7
TENB Tenable Holdings Ltd. SOFTWARE 99 -4.64 55.9 5703.0
ULBI Ultralife Corp. CONSUMER 99 -0.32 202.7 260.3
VRA Vera Bradley Inc. CONSUMER 99 -2.22 89.1 190.5
AMPL Amplitude Inc. Cl A SOFTWARE 98 -4.26 98.4 2136.1
APA APA Corp. ENERGY 98 -0.26 45.4 18046.6
ATRC AtriCure Inc. MEDICAL 98 -2.78 52.6 3178.1

--- Sector Distribution of Elite Stocks (RS >= 90) ---
Sector Elite_Count Avg_RS Avg_YTD
MEDICAL 120 95.1 10275.3
ENERGY 60 94.3 88.7
SOFTWARE 46 95.1 92.7
BUSINS SVC 44 94.8 110.2
TRANSPORTATION 27 94.8 104.4
BANKS 24 92.3 49.6
RETAIL 24 95.2 71.4
FINANCE 19 94.1 82.2
CONSUMER 15 96.1 89.4
LEISURE 15 93.4 81.4
INSURANCE 12 93.2 30.4
CHIPS 11 91.6 111.4
ETF/ETN/CEF 11 96.3 32.4
COMPUTER 10 93.7 114.3
REAL EST 9 93.1 102.4
METALS 6 94.0 108.1
TELECOM 6 93.0 67.4
MACHINE 5 95.6 97.0
CHEMICAL 4 92.0 58.9
INTERNET 4 95.5 84.1
ELECTRNCS 3 93.7 86.9
FOOD/BEV 2 93.5 78.7
MISC 2 94.0 96.6
ALCOHL/TOB/THC 1 90.0 18.3
MINING 1 92.0 60.2
UTILITY 1 91.0 87.5

======================================================================
GENERATING VISUALIZATIONS...
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = 
png 
  2 

======================================================================
EXPORTING RESULTS...
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = 

======================================================================
ANALYSIS COMPLETE!
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = 

Key Findings Summary:
- Total stocks analyzed: 4900
- Elite stocks (RS >= 90): 482 (9.8%)
- Average RS Rating: 47.8
- Median YTD Return: 1.1
- Number of sectors: 31


Output files generated:
CSV Files:
  - top_stocks_composite.csv
  - top_growth_stocks.csv
  - top_value_stocks.csv
  - top_momentum_stocks.csv
  - large_cap_leaders.csv
  - sector_analysis.csv
  - industry_analysis.csv

Visualization Files:
  - rs_rating_distribution.png
  - sector_performance.png
  - rs_vs_ytd_scatter.png
  - top_sectors_rs.png
  - market_cap_distribution.png
  - correlation_heatmap.png
  - performance_timeframes.png
  - top20_ytd_performers.png

======================================================================
Analysis completed successfully!
= = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = = =