文件
memely-alpha-stock-ranking/scores_gemini25flash.json
hao 90d58a000b Add multi-model scoring: GPT-4.1-mini, GPT-4.1-nano, Gemini-2.5-flash
- MemelyAlphaStockRanking_multi_model.xlsx: 13-sheet Excel with per-model scores
  - Multi-Model Comparison (cross-model ranking)
  - Model Legend (color coding guide)
  - Scores - GPT-4.1-mini (blue highlights)
  - Scores - GPT-4.1-nano (green highlights)
  - Scores - Gemini-2.5-flash (purple highlights)
  - Rank sheets for each model
- scores_gpt41nano.json: GPT-4.1-nano raw scores
- scores_gemini25flash.json: Gemini-2.5-flash raw scores
- score_multi_model.py: Multi-model scoring script
- build_multi_model_excel.py: Excel generation script
2026-03-14 08:01:52 -04:00

1090 行
47 KiB
JSON

{
"EQRLF": {
"symbol": "EQRLF",
"overall_score": 85,
"momentum_score": 95,
"theme_score": 50,
"risk_score": 80,
"social_buzz_score": 40,
"brief_analysis": "EQRLF shows exceptional YTD momentum, indicating strong recent performance. The lack of a defined theme and KOL backing, however, introduces higher risk and limits its thematic appeal and social buzz."
},
"GDRZF": {
"symbol": "GDRZF",
"overall_score": 70,
"momentum_score": 80,
"theme_score": 60,
"risk_score": 85,
"social_buzz_score": 75,
"brief_analysis": "GDRZF has strong YTD performance and notable social media backing, contributing to its momentum and buzz. However, the 'Venezuela' theme carries inherent geopolitical risks, leading to a higher risk score despite its momentum."
},
"AXTI": {
"symbol": "AXTI",
"overall_score": 88,
"momentum_score": 90,
"theme_score": 85,
"risk_score": 70,
"social_buzz_score": 80,
"brief_analysis": "AXTI benefits from strong YTD performance and a highly relevant Photonics theme, aligning with future tech trends. It also has good social media backing, contributing to its overall attractiveness and momentum."
},
"AAOI": {
"symbol": "AAOI",
"overall_score": 82,
"momentum_score": 85,
"theme_score": 85,
"risk_score": 75,
"social_buzz_score": 70,
"brief_analysis": "AAOI exhibits strong YTD performance and is well-positioned within the high-growth Photonics sector. While recent performance is slightly down, its strong theme and social backing make it an attractive, albeit moderately risky, investment."
},
"FSLY": {
"symbol": "FSLY",
"overall_score": 78,
"momentum_score": 80,
"theme_score": 65,
"risk_score": 70,
"social_buzz_score": 75,
"brief_analysis": "FSLY demonstrates solid YTD momentum and good social media engagement. The absence of a specific hot theme limits its thematic score, but its consistent performance and KOL backing are positive indicators."
},
"ALM": {
"symbol": "ALM",
"overall_score": 65,
"momentum_score": 70,
"theme_score": 45,
"risk_score": 65,
"social_buzz_score": 60,
"brief_analysis": "ALM has decent YTD performance but lacks a clear, compelling theme, which dampens its overall appeal. Its social buzz is moderate, and the absence of a strong narrative contributes to a lower overall score."
},
"AMPX": {
"symbol": "AMPX",
"overall_score": 80,
"momentum_score": 75,
"theme_score": 90,
"risk_score": 80,
"social_buzz_score": 70,
"brief_analysis": "AMPX is highly attractive due to its strong thematic play in Solid State Batteries, aligning with future energy trends, and its presence in Semis, Optics & Edge AI. While YTD momentum is good, the innovative nature of its theme introduces higher risk."
},
"UCTT": {
"symbol": "UCTT",
"overall_score": 68,
"momentum_score": 70,
"theme_score": 50,
"risk_score": 60,
"social_buzz_score": 65,
"brief_analysis": "UCTT shows good YTD performance and moderate social buzz. However, the lack of a defined hot theme limits its thematic score, making it a more general play without a specific high-growth narrative."
},
"ICHR": {
"symbol": "ICHR",
"overall_score": 62,
"momentum_score": 65,
"theme_score": 40,
"risk_score": 60,
"social_buzz_score": 65,
"brief_analysis": "ICHR has fair YTD performance and some social media presence. Its overall score is tempered by the absence of a clear, compelling theme, which reduces its potential for significant thematic-driven growth."
},
"PSRHF": {
"symbol": "PSRHF",
"overall_score": 85,
"momentum_score": 85,
"theme_score": 90,
"risk_score": 80,
"social_buzz_score": 75,
"brief_analysis": "PSRHF is a strong thematic play with 'Helium 3', a potentially revolutionary resource, driving high interest. Its excellent YTD momentum and good social buzz make it attractive, though the speculative nature of its theme implies higher risk."
},
"ATOM": {
"symbol": "ATOM",
"overall_score": 60,
"momentum_score": 60,
"theme_score": 45,
"risk_score": 65,
"social_buzz_score": 70,
"brief_analysis": "ATOM has moderate YTD performance and decent social media backing. The absence of a specific hot theme and recent negative performance on a specific date contribute to a lower overall score and higher perceived risk."
},
"INTT": {
"symbol": "INTT",
"overall_score": 68,
"momentum_score": 65,
"theme_score": 50,
"risk_score": 60,
"social_buzz_score": 70,
"brief_analysis": "INTT shows moderate YTD performance and good social media engagement. Its lack of a defined, high-growth theme limits its thematic appeal, but consistent performance and KOL backing provide some stability."
},
"RCAT": {
"symbol": "RCAT",
"overall_score": 85,
"momentum_score": 75,
"theme_score": 90,
"risk_score": 70,
"social_buzz_score": 80,
"brief_analysis": "RCAT is a highly relevant play in the Defense sector with a strong 'Drone' theme, aligning with current geopolitical trends. Its solid YTD performance and strong social buzz make it an attractive, albeit moderately risky, investment."
},
"AEHR": {
"symbol": "AEHR",
"overall_score": 65,
"momentum_score": 60,
"theme_score": 50,
"risk_score": 60,
"social_buzz_score": 65,
"brief_analysis": "AEHR has moderate YTD performance and some social media attention. The absence of a clear, compelling theme and recent negative performance limit its overall attractiveness and momentum."
},
"UAMY": {
"symbol": "UAMY",
"overall_score": 80,
"momentum_score": 70,
"theme_score": 85,
"risk_score": 75,
"social_buzz_score": 80,
"brief_analysis": "UAMY is a strong thematic play in 'Rare Earth' within the Defense sector, crucial for modern technology and national security. Its good YTD performance and strong social media backing make it appealing, though the sector can be volatile."
},
"LASR": {
"symbol": "LASR",
"overall_score": 78,
"momentum_score": 85,
"theme_score": 80,
"risk_score": 65,
"social_buzz_score": 75,
"brief_analysis": "LASR shows strong YTD momentum and benefits from the highly relevant Defense theme. The presence of KOL backing contributes to its social buzz, while its performance suggests moderate risk."
},
"UMAC": {
"symbol": "UMAC",
"overall_score": 82,
"momentum_score": 90,
"theme_score": 85,
"risk_score": 70,
"social_buzz_score": 80,
"brief_analysis": "UMAC exhibits excellent recent and YTD performance, aligning with the strong Drone theme within Defense. Its significant KOL backing boosts its social buzz, indicating high investor interest and potential volatility."
},
"OSS": {
"symbol": "OSS",
"overall_score": 75,
"momentum_score": 80,
"theme_score": 75,
"risk_score": 60,
"social_buzz_score": 70,
"brief_analysis": "OSS has solid YTD performance and is well-positioned within the Defense theme. Its social buzz is decent due to KOL mentions, and its consistent performance suggests a moderate risk profile."
},
"RIME": {
"symbol": "RIME",
"overall_score": 60,
"momentum_score": 65,
"theme_score": 40,
"risk_score": 75,
"social_buzz_score": 85,
"brief_analysis": "RIME's YTD performance is good, but a lack of clear theme and recent flat performance are concerns. High social buzz from KOLs suggests speculative interest, contributing to a higher risk score."
},
"IPGP": {
"symbol": "IPGP",
"overall_score": 58,
"momentum_score": 60,
"theme_score": 45,
"risk_score": 70,
"social_buzz_score": 70,
"brief_analysis": "IPGP shows decent YTD performance but recent negative momentum and an undefined theme limit its attractiveness. KOL backing provides some social buzz, but the overall risk is elevated due to recent volatility."
},
"SOLS": {
"symbol": "SOLS",
"overall_score": 55,
"momentum_score": 60,
"theme_score": 40,
"risk_score": 68,
"social_buzz_score": 70,
"brief_analysis": "SOLS has fair YTD performance but negative recent momentum and an unstated theme. KOL backing generates some social buzz, but the lack of clear direction and recent dips contribute to moderate risk."
},
"IRDM": {
"symbol": "IRDM",
"overall_score": 70,
"momentum_score": 70,
"theme_score": 80,
"risk_score": 60,
"social_buzz_score": 75,
"brief_analysis": "IRDM benefits from a strong Defense theme (DSCS) and consistent YTD performance. KOL backing provides good social buzz, and its stable performance suggests a moderate risk level."
},
"CRCL": {
"symbol": "CRCL",
"overall_score": 85,
"momentum_score": 88,
"theme_score": 90,
"risk_score": 70,
"social_buzz_score": 85,
"brief_analysis": "CRCL demonstrates strong momentum, especially with its significant specific date performance, and is highly relevant to the hot Fintech & Crypto Stablecoin theme. High social buzz from KOLs indicates strong investor interest, though the crypto space carries inherent risk."
},
"SKM": {
"symbol": "SKM",
"overall_score": 62,
"momentum_score": 65,
"theme_score": 80,
"risk_score": 75,
"social_buzz_score": 70,
"brief_analysis": "SKM has a strong Anthropic theme but recent negative momentum. While YTD performance is positive, the recent dip and inherent volatility of emerging tech contribute to a higher risk score despite KOL backing."
},
"ASTI": {
"symbol": "ASTI",
"overall_score": 50,
"momentum_score": 45,
"theme_score": 70,
"risk_score": 80,
"social_buzz_score": 65,
"brief_analysis": "ASTI has a relevant Aerospace theme but shows significant negative recent momentum and only modest YTD gains. The high volatility and recent price drops contribute to a high risk score, despite some KOL attention."
},
"KLIC": {
"symbol": "KLIC",
"overall_score": 58,
"momentum_score": 60,
"theme_score": 40,
"risk_score": 65,
"social_buzz_score": 60,
"brief_analysis": "KLIC has decent YTD performance but recent negative momentum and no clear theme. Social buzz is moderate, and the lack of a strong narrative combined with recent dips suggests a moderate risk profile."
},
"HIMX": {
"symbol": "HIMX",
"overall_score": 65,
"momentum_score": 75,
"theme_score": 40,
"risk_score": 70,
"social_buzz_score": 50,
"brief_analysis": "HIMX shows very strong recent momentum but weaker YTD performance and no stated theme. The absence of KOL backing limits social buzz, and its recent surge could indicate higher volatility and risk."
},
"Q": {
"symbol": "Q",
"overall_score": 55,
"momentum_score": 60,
"theme_score": 40,
"risk_score": 65,
"social_buzz_score": 40,
"brief_analysis": "Q has moderate YTD performance but negative recent momentum and no clear theme. The absence of KOL backing results in low social buzz, and its performance suggests moderate risk."
},
"NBIS": {
"symbol": "NBIS",
"overall_score": 80,
"momentum_score": 85,
"theme_score": 90,
"risk_score": 60,
"social_buzz_score": 90,
"brief_analysis": "NBIS exhibits strong recent momentum and a highly relevant AI Hyperscaler theme. Significant KOL backing from a top contributor drives high social buzz, making it an attractive play with moderate risk."
},
"NVTS": {
"symbol": "NVTS",
"overall_score": 68,
"momentum_score": 75,
"theme_score": 40,
"risk_score": 70,
"social_buzz_score": 40,
"brief_analysis": "NVTS shows strong recent momentum and impressive specific date performance, but its YTD is solely based on recent gains and lacks a stated theme. The absence of KOL backing results in low social buzz, and its sharp recent rise suggests higher risk."
},
"PPTA": {
"symbol": "PPTA",
"overall_score": 65,
"momentum_score": 70,
"theme_score": 40,
"risk_score": 75,
"social_buzz_score": 80,
"brief_analysis": "PPTA shows good YTD momentum despite recent dips, indicating underlying strength. The lack of a defined theme and sector, however, increases its risk profile, though strong KOL backing provides a significant social buzz boost."
},
"PL": {
"symbol": "PL",
"overall_score": 78,
"momentum_score": 75,
"theme_score": 85,
"risk_score": 60,
"social_buzz_score": 70,
"brief_analysis": "PL benefits from a strong Aerospace theme, aligning with current market trends, and solid YTD performance. While recent performance is down, the thematic relevance and KOL backing make it attractive, with moderate risk."
},
"STM": {
"symbol": "STM",
"overall_score": 68,
"momentum_score": 65,
"theme_score": 80,
"risk_score": 65,
"social_buzz_score": 50,
"brief_analysis": "STM has a strong Aerospace theme and decent YTD performance, but recent price action is negative. The absence of a top contributor for social buzz slightly dampens its overall appeal, placing it at a moderate risk level."
},
"VOXR": {
"symbol": "VOXR",
"overall_score": 60,
"momentum_score": 60,
"theme_score": 55,
"risk_score": 70,
"social_buzz_score": 60,
"brief_analysis": "VOXR's Precious Metal theme is less 'hot' than others, and recent performance is negative despite positive YTD. The presence of a KOL provides some social buzz, but the overall risk is elevated due to sector volatility and lack of a top contributor."
},
"UUUU": {
"symbol": "UUUU",
"overall_score": 62,
"momentum_score": 50,
"theme_score": 80,
"risk_score": 75,
"social_buzz_score": 85,
"brief_analysis": "UUUU benefits from a strong Nuclear theme and significant KOL backing, but its momentum has been weak recently, especially on the specific date. This combination of strong theme and high social buzz, offset by recent underperformance, suggests higher risk."
},
"AREC": {
"symbol": "AREC",
"overall_score": 65,
"momentum_score": 55,
"theme_score": 70,
"risk_score": 70,
"social_buzz_score": 80,
"brief_analysis": "AREC's Rare Earth theme is relevant, and it has strong KOL backing, but its momentum is moderate. The recent negative performance and inherent volatility in the rare earth sector contribute to a higher risk score."
},
"CPSH": {
"symbol": "CPSH",
"overall_score": 60,
"momentum_score": 55,
"theme_score": 50,
"risk_score": 80,
"social_buzz_score": 85,
"brief_analysis": "CPSH shows strong social buzz with KOL backing, but its 'Material' theme is less compelling than others, and recent performance is significantly negative. The high volatility, especially on the specific date, indicates a high-risk profile despite decent YTD gains."
},
"LFMD": {
"symbol": "LFMD",
"overall_score": 85,
"momentum_score": 95,
"theme_score": 90,
"risk_score": 70,
"social_buzz_score": 65,
"brief_analysis": "LFMD exhibits exceptional recent momentum and a highly relevant GLP-1 theme, making it very attractive. While the social buzz is moderate, the strong performance and thematic alignment outweigh the inherent biotech risk."
},
"CRML": {
"symbol": "CRML",
"overall_score": 70,
"momentum_score": 60,
"theme_score": 75,
"risk_score": 65,
"social_buzz_score": 75,
"brief_analysis": "CRML benefits from a Defense & Strategic Resources theme with a specific 'Greenland' focus, and good social buzz. Its momentum is moderate, and while the theme is strong, the specific niche might limit broader appeal, leading to moderate risk."
},
"NEE": {
"symbol": "NEE",
"overall_score": 72,
"momentum_score": 65,
"theme_score": 90,
"risk_score": 55,
"social_buzz_score": 30,
"brief_analysis": "NEE's AI Energy theme is highly relevant and forward-looking, giving it a strong theme score. Despite moderate momentum and low social buzz, its strong thematic play and relatively lower risk make it an attractive long-term prospect."
},
"KTOS": {
"symbol": "KTOS",
"overall_score": 75,
"momentum_score": 50,
"theme_score": 90,
"risk_score": 60,
"social_buzz_score": 80,
"brief_analysis": "KTOS has a very strong Defense theme and significant social buzz from KOLs, making it highly attractive thematically. While recent momentum is negative, the strong sector relevance and social backing provide a solid foundation with moderate risk."
},
"COHU": {
"symbol": "COHU",
"overall_score": 55,
"momentum_score": 50,
"theme_score": 40,
"risk_score": 70,
"social_buzz_score": 30,
"brief_analysis": "COHU lacks a defined theme and sector, and its momentum is weak, especially on the specific date. The absence of KOL backing results in low social buzz, contributing to a higher risk profile and lower overall attractiveness."
},
"AIRO": {
"symbol": "AIRO",
"overall_score": 68,
"momentum_score": 45,
"theme_score": 85,
"risk_score": 70,
"social_buzz_score": 85,
"brief_analysis": "AIRO benefits from a strong Drone theme within Defense and excellent social buzz. However, its momentum is currently weak, indicating higher volatility and risk despite the strong thematic relevance and KOL support."
},
"ASTS": {
"symbol": "ASTS",
"overall_score": 65,
"momentum_score": 40,
"theme_score": 85,
"risk_score": 75,
"social_buzz_score": 80,
"brief_analysis": "ASTS has a compelling Aerospace theme and strong social buzz, but its momentum is currently very low. The high-growth, high-risk nature of space technology, combined with recent underperformance, elevates its risk score."
},
"RDW": {
"symbol": "RDW",
"overall_score": 68,
"momentum_score": 50,
"theme_score": 85,
"risk_score": 70,
"social_buzz_score": 85,
"brief_analysis": "RDW possesses a strong Aerospace theme and excellent social buzz, with a notable positive specific date performance. Despite moderate YTD momentum, the thematic relevance and KOL backing make it attractive, though with inherent aerospace sector risk."
},
"MP": {
"symbol": "MP",
"overall_score": 45,
"momentum_score": 50,
"theme_score": 30,
"risk_score": 60,
"social_buzz_score": 20,
"brief_analysis": "MP shows moderate YTD performance but lacks a clear thematic play and social buzz. The absence of specific sector/theme information and KOL backing contributes to a lower overall attractiveness and social buzz score."
},
"VPG": {
"symbol": "VPG",
"overall_score": 65,
"momentum_score": 55,
"theme_score": 75,
"risk_score": 65,
"social_buzz_score": 70,
"brief_analysis": "VPG benefits from the strong Robotics theme and notable KOL backing, boosting its theme and social buzz scores. Its YTD performance is decent, but recent volatility and a significant drop on a specific date indicate higher risk."
},
"MRCY": {
"symbol": "MRCY",
"overall_score": 60,
"momentum_score": 45,
"theme_score": 80,
"risk_score": 70,
"social_buzz_score": 75,
"brief_analysis": "MRCY is strong in the Defense theme with good KOL backing, leading to high theme and social buzz scores. However, its recent negative performance and significant drop on a specific date suggest higher risk and lower momentum."
},
"LEXX": {
"symbol": "LEXX",
"overall_score": 55,
"momentum_score": 65,
"theme_score": 35,
"risk_score": 60,
"social_buzz_score": 65,
"brief_analysis": "LEXX has decent YTD momentum and some social buzz from KOLs. The lack of a defined theme, however, limits its overall attractiveness despite positive recent performance."
},
"ACMR": {
"symbol": "ACMR",
"overall_score": 68,
"momentum_score": 40,
"theme_score": 90,
"risk_score": 80,
"social_buzz_score": 80,
"brief_analysis": "ACMR is highly attractive due to its strong AI Chip theme and significant KOL backing. Despite a recent sharp decline on a specific date, indicating high risk and lower momentum, its thematic relevance and social buzz remain strong."
},
"LTRX": {
"symbol": "LTRX",
"overall_score": 40,
"momentum_score": 50,
"theme_score": 30,
"risk_score": 55,
"social_buzz_score": 20,
"brief_analysis": "LTRX shows modest positive momentum but suffers from a lack of a defined theme and social media presence. The absence of KOL backing and specific thematic information limits its overall appeal."
},
"OPRA": {
"symbol": "OPRA",
"overall_score": 70,
"momentum_score": 60,
"theme_score": 85,
"risk_score": 65,
"social_buzz_score": 85,
"brief_analysis": "OPRA benefits from a strong AI Distribution theme and significant KOL backing, driving high theme and social buzz scores. Its positive performance on a specific date indicates potential, though recent YTD is modest."
},
"FLY": {
"symbol": "FLY",
"overall_score": 75,
"momentum_score": 80,
"theme_score": 80,
"risk_score": 70,
"social_buzz_score": 75,
"brief_analysis": "FLY exhibits strong recent momentum and is well-aligned with the Aerospace theme, supported by KOLs. Despite a negative YTD, its strong recent performance and thematic relevance make it attractive, though with inherent volatility."
},
"POET": {
"symbol": "POET",
"overall_score": 72,
"momentum_score": 65,
"theme_score": 85,
"risk_score": 75,
"social_buzz_score": 80,
"brief_analysis": "POET has a compelling Photonics theme and strong KOL backing, leading to high theme and social buzz scores. Its significant positive performance on a specific date suggests high potential, but also implies higher risk due to volatility."
},
"TE": {
"symbol": "TE",
"overall_score": 70,
"momentum_score": 70,
"theme_score": 70,
"risk_score": 70,
"social_buzz_score": 80,
"brief_analysis": "TE shows strong recent momentum and has a relevant Solar theme with good KOL backing. Despite a negative YTD, its recent positive performance and social buzz contribute to a solid overall score, albeit with moderate risk."
},
"VOYG": {
"symbol": "VOYG",
"overall_score": 65,
"momentum_score": 55,
"theme_score": 80,
"risk_score": 65,
"social_buzz_score": 80,
"brief_analysis": "VOYG aligns well with the Aerospace theme and has strong social buzz due to KOL backing. While its YTD performance is negative, recent positive movement and thematic relevance make it an interesting play with moderate risk."
},
"JOYY": {
"symbol": "JOYY",
"overall_score": 68,
"momentum_score": 60,
"theme_score": 85,
"risk_score": 60,
"social_buzz_score": 70,
"brief_analysis": "JOYY benefits from a strong AI Distribution theme and KOL backing, contributing to high theme and social buzz scores. Despite a negative YTD, its recent positive momentum and thematic relevance make it attractive."
},
"SYNA": {
"symbol": "SYNA",
"overall_score": 65,
"momentum_score": 45,
"theme_score": 85,
"risk_score": 70,
"social_buzz_score": 60,
"brief_analysis": "SYNA has a very strong AI IoT theme, making it highly relevant to current market trends. While momentum is weak and risk is moderate, its thematic strength and some KOL backing provide a good foundation."
},
"CEPT": {
"symbol": "CEPT",
"overall_score": 70,
"momentum_score": 40,
"theme_score": 90,
"risk_score": 80,
"social_buzz_score": 85,
"brief_analysis": "CEPT is highly attractive due to its strong RWA theme within Fintech & Crypto, and significant KOL backing. Despite negative momentum, its thematic relevance and social buzz position it as a high-risk, high-reward play."
},
"ONDS": {
"symbol": "ONDS",
"overall_score": 68,
"momentum_score": 65,
"theme_score": 75,
"risk_score": 70,
"social_buzz_score": 80,
"brief_analysis": "ONDS shows good recent momentum and a relevant Drone theme, supported by strong KOL backing. Despite a negative YTD, its thematic appeal and social buzz make it an interesting, albeit moderately risky, investment."
},
"SATS": {
"symbol": "SATS",
"overall_score": 45,
"momentum_score": 30,
"theme_score": 70,
"risk_score": 70,
"social_buzz_score": 60,
"brief_analysis": "SATS shows weak momentum with negative YTD performance, but its Aerospace theme is relevant. The presence of KOLs provides some social buzz, though its micro-cap nature implies higher risk."
},
"LPTH": {
"symbol": "LPTH",
"overall_score": 35,
"momentum_score": 20,
"theme_score": 65,
"risk_score": 80,
"social_buzz_score": 70,
"brief_analysis": "LPTH exhibits poor momentum with significant YTD declines. Photonics is a strong thematic play, and a dedicated KOL boosts its social buzz, but its performance suggests high risk."
},
"TMC": {
"symbol": "TMC",
"overall_score": 40,
"momentum_score": 25,
"theme_score": 75,
"risk_score": 85,
"social_buzz_score": 75,
"brief_analysis": "TMC has negative momentum, but the Rare Earth theme is highly relevant for future technologies. Strong KOL backing drives social buzz, but its micro-cap status and volatility contribute to high risk."
},
"SHMD": {
"symbol": "SHMD",
"overall_score": 40,
"momentum_score": 20,
"theme_score": 80,
"risk_score": 80,
"social_buzz_score": 70,
"brief_analysis": "SHMD's momentum is very weak with substantial YTD losses. However, its AI PCB theme is extremely strong and relevant. KOL backing provides social buzz, but its performance indicates high risk."
},
"RKLB": {
"symbol": "RKLB",
"overall_score": 45,
"momentum_score": 30,
"theme_score": 70,
"risk_score": 70,
"social_buzz_score": 65,
"brief_analysis": "RKLB displays negative momentum, but the Aerospace theme remains strong. It benefits from KOL attention, suggesting moderate social buzz, but its performance indicates a moderate to high risk profile."
},
"CRSP": {
"symbol": "CRSP",
"overall_score": 30,
"momentum_score": 15,
"theme_score": 70,
"risk_score": 90,
"brief_analysis": "CRSP shows very poor momentum with significant recent declines. Gene Editing is a strong thematic play, but the lack of KOLs results in low social buzz, and its volatility suggests very high risk."
},
"DPRO": {
"symbol": "DPRO",
"overall_score": 45,
"momentum_score": 35,
"theme_score": 75,
"risk_score": 75,
"social_buzz_score": 70,
"brief_analysis": "DPRO has slightly positive recent momentum but negative YTD performance. The Drone theme within Defense is highly relevant, and strong KOL backing boosts social buzz, but it carries significant risk."
},
"ZETA": {
"symbol": "ZETA",
"overall_score": 50,
"momentum_score": 40,
"theme_score": 85,
"risk_score": 70,
"social_buzz_score": 75,
"brief_analysis": "ZETA has mixed momentum but a very strong AI Agent theme, which is highly relevant. Strong KOL backing provides significant social buzz, making it an interesting, albeit risky, thematic play."
},
"VELO": {
"symbol": "VELO",
"overall_score": 60,
"momentum_score": 70,
"theme_score": 70,
"risk_score": 80,
"social_buzz_score": 80,
"brief_analysis": "VELO shows strong recent momentum despite negative YTD, with a highly relevant Aerospace theme. Excellent KOL backing drives high social buzz, but its volatility and past performance indicate high risk."
},
"TMQ": {
"symbol": "TMQ",
"overall_score": 25,
"momentum_score": 20,
"theme_score": 30,
"risk_score": 70,
"social_buzz_score": 10,
"brief_analysis": "TMQ exhibits weak momentum and lacks a specified strong theme or KOL backing. This results in low social buzz and a higher risk profile due to lack of clear drivers."
},
"IDR": {
"symbol": "IDR",
"overall_score": 25,
"momentum_score": 20,
"theme_score": 30,
"risk_score": 70,
"social_buzz_score": 10,
"brief_analysis": "IDR has poor momentum and no clear thematic play or KOL support. This combination leads to low social buzz and a higher risk assessment due to lack of identifiable catalysts."
},
"OSCR": {
"symbol": "OSCR",
"overall_score": 40,
"momentum_score": 30,
"theme_score": 50,
"risk_score": 65,
"social_buzz_score": 65,
"brief_analysis": "OSCR shows weak momentum, and while Healthcare is a broad theme, it's not as 'hot' as others. KOL backing provides some social buzz, but its performance suggests moderate risk."
},
"GLXY": {
"symbol": "GLXY",
"overall_score": 60,
"momentum_score": 60,
"theme_score": 85,
"risk_score": 70,
"social_buzz_score": 80,
"brief_analysis": "GLXY has positive recent momentum and a very strong AI Hyperscaler theme, highly relevant to current trends. Strong KOL backing generates significant social buzz, making it an attractive, albeit risky, play."
},
"BKKT": {
"symbol": "BKKT",
"overall_score": 55,
"momentum_score": 50,
"theme_score": 80,
"risk_score": 75,
"social_buzz_score": 75,
"brief_analysis": "BKKT shows recent positive momentum despite negative YTD, with a strong RWA theme in the crypto space. Notable KOL backing contributes to high social buzz, but crypto assets inherently carry higher risk."
},
"ALMU": {
"symbol": "ALMU",
"overall_score": 35,
"momentum_score": 25,
"theme_score": 65,
"risk_score": 80,
"social_buzz_score": 70,
"brief_analysis": "ALMU exhibits weak momentum with significant YTD declines. Photonics is a strong thematic play, and a dedicated KOL boosts its social buzz, but its performance suggests high risk."
},
"AVAV": {
"symbol": "AVAV",
"overall_score": 45,
"momentum_score": 30,
"theme_score": 70,
"risk_score": 75,
"social_buzz_score": 60,
"brief_analysis": "AVAV's drone theme is strong, but its negative YTD performance indicates poor momentum. The presence of a KOL provides some social buzz, but the overall high volatility suggests significant risk."
},
"ETOR": {
"symbol": "ETOR",
"overall_score": 50,
"momentum_score": 35,
"theme_score": 80,
"risk_score": 80,
"social_buzz_score": 70,
"brief_analysis": "ETOR benefits from a strong crypto theme and KOL backing, contributing to decent social buzz. However, its negative YTD performance and inherent crypto volatility lead to a high risk score and moderate momentum."
},
"COUR": {
"symbol": "COUR",
"overall_score": 55,
"momentum_score": 40,
"theme_score": 85,
"risk_score": 70,
"social_buzz_score": 80,
"brief_analysis": "COUR's AI Education theme is highly relevant, and strong KOL backing drives significant social buzz. While YTD performance is negative, the theme and social attention offer potential, though it remains a higher-risk play."
},
"G": {
"symbol": "G",
"overall_score": 25,
"momentum_score": 20,
"theme_score": 10,
"risk_score": 65,
"social_buzz_score": 10,
"brief_analysis": "G lacks a defined theme and KOL backing, resulting in low theme and social buzz scores. Its negative YTD performance indicates weak momentum, making it an unattractive investment with moderate risk."
},
"INOD": {
"symbol": "INOD",
"overall_score": 40,
"momentum_score": 30,
"theme_score": 80,
"risk_score": 75,
"social_buzz_score": 50,
"brief_analysis": "INOD's AI Data theme is strong and relevant, but its momentum is poor with significant YTD losses. The presence of a KOL offers some social buzz, but the overall high risk needs careful consideration."
},
"FIGR": {
"symbol": "FIGR",
"overall_score": 60,
"momentum_score": 65,
"theme_score": 85,
"risk_score": 85,
"social_buzz_score": 75,
"brief_analysis": "FIGR shows strong recent momentum and a highly relevant RWA theme within Fintech & Crypto. Despite negative YTD, strong KOL backing and recent positive performance boost its scores, though it carries very high risk."
},
"CHYM": {
"symbol": "CHYM",
"overall_score": 35,
"momentum_score": 25,
"theme_score": 60,
"risk_score": 70,
"social_buzz_score": 65,
"brief_analysis": "CHYM's Neobanking theme is moderately relevant, and it has decent KOL backing for social buzz. However, its consistently negative performance across all periods indicates very weak momentum and higher risk."
},
"RXRX": {
"symbol": "RXRX",
"overall_score": 50,
"momentum_score": 35,
"theme_score": 90,
"risk_score": 80,
"social_buzz_score": 55,
"brief_analysis": "RXRX benefits from a highly attractive AI Medicine theme, but its momentum is weak with significant YTD losses. The biotech sector inherently carries high risk, balanced by some KOL attention."
},
"NB": {
"symbol": "NB",
"overall_score": 45,
"momentum_score": 30,
"theme_score": 70,
"risk_score": 70,
"social_buzz_score": 70,
"brief_analysis": "NB's Rare Earth theme is relevant, and it has strong KOL backing, boosting its social buzz. However, its negative YTD performance indicates poor momentum, and the sector can be volatile, leading to moderate risk."
},
"DNA": {
"symbol": "DNA",
"overall_score": 20,
"momentum_score": 20,
"theme_score": 10,
"risk_score": 70,
"social_buzz_score": 10,
"brief_analysis": "DNA lacks a clear theme and KOL backing, resulting in very low scores for theme and social buzz. Its consistently negative performance across all periods indicates very weak momentum and high risk."
},
"OKLO": {
"symbol": "OKLO",
"overall_score": 40,
"momentum_score": 25,
"theme_score": 80,
"risk_score": 80,
"social_buzz_score": 70,
"brief_analysis": "OKLO's SMR Nuclear theme is highly relevant and futuristic, with good KOL backing for social buzz. However, its significant negative YTD performance points to weak momentum and high inherent risk in this emerging sector."
},
"SYM": {
"symbol": "SYM",
"overall_score": 40,
"momentum_score": 25,
"theme_score": 75,
"risk_score": 75,
"social_buzz_score": 65,
"brief_analysis": "SYM's Robotics theme is strong and forward-looking, with decent KOL backing. Despite this, its momentum is poor with substantial YTD losses, indicating high risk and a need for improved performance."
},
"DARE": {
"symbol": "DARE",
"overall_score": 30,
"momentum_score": 20,
"theme_score": 50,
"risk_score": 80,
"social_buzz_score": 70,
"brief_analysis": "DARE's Healthcare theme is broad, and it has strong KOL backing, boosting social buzz. However, its consistently negative and significant performance across all periods indicates very weak momentum and high risk."
},
"EVLV": {
"symbol": "EVLV",
"overall_score": 45,
"momentum_score": 30,
"theme_score": 80,
"risk_score": 75,
"social_buzz_score": 60,
"brief_analysis": "EVLV's AI Detector theme is highly relevant, and it has a notable KOL for social buzz. Despite a recent positive day, its YTD performance is poor, indicating weak momentum and high risk in this specialized AI niche."
},
"PATH": {
"symbol": "PATH",
"overall_score": 45,
"momentum_score": 30,
"theme_score": 85,
"risk_score": 75,
"social_buzz_score": 70,
"brief_analysis": "PATH's AI Agent theme is very strong and timely, with good KOL backing for social buzz. While it shows some recent positive movement, its significant YTD decline suggests poor momentum and high risk."
},
"GEMI": {
"symbol": "GEMI",
"overall_score": 45,
"momentum_score": 20,
"theme_score": 70,
"risk_score": 80,
"social_buzz_score": 65,
"brief_analysis": "GEMI shows poor momentum with significant YTD losses, indicating high risk. However, its crypto theme remains relevant, and notable KOL backing provides some social buzz, partially offsetting performance concerns."
},
"SMR": {
"symbol": "SMR",
"overall_score": 50,
"momentum_score": 25,
"theme_score": 80,
"risk_score": 75,
"social_buzz_score": 60,
"brief_analysis": "SMR's momentum is weak with substantial YTD declines, pointing to elevated risk. The SMR Nuclear theme is highly relevant for 2025-2026, and KOL backing contributes to its social presence."
},
"CERT": {
"symbol": "CERT",
"overall_score": 48,
"momentum_score": 25,
"theme_score": 85,
"risk_score": 70,
"social_buzz_score": 50,
"brief_analysis": "CERT exhibits negative momentum and high risk, typical for early-stage biotech. Its AI Medicine theme is very strong, but the lack of a top contributor limits its social buzz."
},
"NVO": {
"symbol": "NVO",
"overall_score": 55,
"momentum_score": 20,
"theme_score": 90,
"risk_score": 65,
"social_buzz_score": 70,
"brief_analysis": "NVO's momentum is poor, but the GLP-1 theme is exceptionally strong and highly relevant. Despite recent performance, strong KOL backing from a single source boosts its social buzz and thematic appeal."
},
"IONQ": {
"symbol": "IONQ",
"overall_score": 55,
"momentum_score": 20,
"theme_score": 95,
"risk_score": 85,
"social_buzz_score": 75,
"brief_analysis": "IONQ has weak momentum and high risk, common for emerging tech. Its Quantum Computing theme is a top trend, and strong KOL backing from two sources significantly enhances its social buzz."
},
"PPSI": {
"symbol": "PPSI",
"overall_score": 45,
"momentum_score": 20,
"theme_score": 80,
"risk_score": 75,
"social_buzz_score": 45,
"brief_analysis": "PPSI shows poor momentum and high risk, reflecting its early-stage AI Energy focus. The theme is strong, but limited social buzz due to only one KOL mention impacts its overall attractiveness."
},
"HIMS": {
"symbol": "HIMS",
"overall_score": 60,
"momentum_score": 60,
"theme_score": 60,
"risk_score": 60,
"social_buzz_score": 70,
"brief_analysis": "HIMS demonstrates strong recent momentum despite negative YTD performance, indicating potential turnaround. Its healthcare theme is stable, and consistent KOL backing provides good social buzz."
},
"RGTI": {
"symbol": "RGTI",
"overall_score": 50,
"momentum_score": 15,
"theme_score": 90,
"risk_score": 90,
"social_buzz_score": 70,
"brief_analysis": "RGTI exhibits very weak momentum and extremely high risk, typical for micro-cap quantum computing. The Quantum Computing theme is highly relevant, and KOL backing provides some social visibility."
},
"RBRK": {
"symbol": "RBRK",
"overall_score": 48,
"momentum_score": 20,
"theme_score": 75,
"risk_score": 70,
"social_buzz_score": 45,
"brief_analysis": "RBRK has poor momentum and high risk. The Cybersecurity theme is consistently relevant, but the absence of a top contributor limits its social buzz, affecting overall appeal."
},
"WRD": {
"symbol": "WRD",
"overall_score": 55,
"momentum_score": 50,
"theme_score": 80,
"risk_score": 70,
"social_buzz_score": 70,
"brief_analysis": "WRD shows decent recent momentum despite negative YTD performance, indicating some investor interest. The Robotaxi theme is forward-looking and strong, with good KOL backing boosting social buzz."
},
"ZENA": {
"symbol": "ZENA",
"overall_score": 35,
"momentum_score": 15,
"theme_score": 65,
"risk_score": 80,
"social_buzz_score": 20,
"brief_analysis": "ZENA has very poor momentum and high risk, with significant YTD losses. The Drone theme is relevant but lacks the 'hot' factor, and the absence of any KOL backing results in very low social buzz."
},
"LMND": {
"symbol": "LMND",
"overall_score": 50,
"momentum_score": 30,
"theme_score": 85,
"risk_score": 65,
"social_buzz_score": 65,
"brief_analysis": "LMND shows slightly positive recent momentum but negative YTD, indicating volatility. Its AI Insurance theme is strong and disruptive, and dual KOL backing provides good social buzz."
},
"HROW": {
"symbol": "HROW",
"overall_score": 40,
"momentum_score": 15,
"theme_score": 60,
"risk_score": 75,
"social_buzz_score": 60,
"brief_analysis": "HROW exhibits very weak momentum and high risk, with substantial YTD and specific date losses. The general Healthcare theme is less specific, but consistent KOL backing provides some social visibility."
},
"INFQ": {
"symbol": "INFQ",
"overall_score": 45,
"momentum_score": 10,
"theme_score": 90,
"risk_score": 95,
"social_buzz_score": 65,
"brief_analysis": "INFQ has extremely poor momentum and very high risk, typical for a nascent quantum computing company. The Quantum Computing theme is highly attractive, and KOL backing provides some social buzz despite performance."
},
"AMBA": {
"symbol": "AMBA",
"overall_score": 45,
"momentum_score": 20,
"theme_score": 70,
"risk_score": 70,
"social_buzz_score": 70,
"brief_analysis": "AMBA shows poor momentum and high risk. While its Semis/Optics/Edge AI theme is strong, the Drone application is less prominent. Strong and consistent KOL backing boosts its social buzz."
},
"QUBT": {
"symbol": "QUBT",
"overall_score": 45,
"momentum_score": 20,
"theme_score": 85,
"risk_score": 80,
"social_buzz_score": 60,
"brief_analysis": "QUBT's strong Quantum Computing theme is highly relevant for 2025-2026, boosting its theme score despite poor YTD performance. The presence of a KOL provides some social buzz, but high volatility and negative momentum contribute to a high risk and low overall score."
},
"MBLY": {
"symbol": "MBLY",
"overall_score": 40,
"momentum_score": 25,
"theme_score": 70,
"risk_score": 75,
"social_buzz_score": 70,
"brief_analysis": "MBLY benefits from the strong Robotics theme and notable KOL backing, which helps its social buzz. However, significant negative YTD performance indicates weak momentum, leading to a higher risk profile and a moderate overall score."
},
"SLP": {
"symbol": "SLP",
"overall_score": 50,
"momentum_score": 30,
"theme_score": 90,
"risk_score": 70,
"social_buzz_score": 60,
"brief_analysis": "SLP's AI Medicine theme is exceptionally strong and relevant, driving a high theme score. While YTD performance is negative, recent 7-day performance is flat, and KOL backing provides some social buzz, but overall momentum remains weak."
},
"SDGR": {
"symbol": "SDGR",
"overall_score": 55,
"momentum_score": 35,
"theme_score": 90,
"risk_score": 65,
"social_buzz_score": 65,
"brief_analysis": "SDGR's AI Medicine theme is highly attractive, and its recent performance shows some positive signs despite a negative YTD. KOL backing contributes to social buzz, and while still risky, it appears slightly less volatile than peers."
},
"PGNY": {
"symbol": "PGNY",
"overall_score": 35,
"momentum_score": 20,
"theme_score": 50,
"risk_score": 70,
"social_buzz_score": 55,
"brief_analysis": "PGNY's general Healthcare theme is less specific than AI Medicine, resulting in a lower theme score. Poor YTD performance and negative recent trends indicate weak momentum, and while there's KOL backing, the overall risk is high for the potential reward."
},
"CAI": {
"symbol": "CAI",
"overall_score": 48,
"momentum_score": 25,
"theme_score": 90,
"risk_score": 75,
"social_buzz_score": 75,
"brief_analysis": "CAI benefits from a very strong AI Medicine theme and strong KOL backing from a top contributor, boosting its social buzz. However, significant negative YTD performance and recent declines indicate poor momentum and high risk."
},
"QBTS": {
"symbol": "QBTS",
"overall_score": 38,
"momentum_score": 15,
"theme_score": 85,
"risk_score": 85,
"social_buzz_score": 30,
"brief_analysis": "QBTS's Quantum Computing theme is highly relevant, but its momentum is very weak with significant YTD and recent declines. The lack of KOL backing results in low social buzz, contributing to a high risk and low overall score."
},
"ENVX": {
"symbol": "ENVX",
"overall_score": 35,
"momentum_score": 15,
"theme_score": 60,
"risk_score": 80,
"social_buzz_score": 70,
"brief_analysis": "ENVX's Battery theme is relevant, and it has strong KOL backing, but its momentum is very poor with significant YTD and recent losses. This combination of weak performance and high volatility leads to a high risk and low overall attractiveness."
},
"SES": {
"symbol": "SES",
"overall_score": 25,
"momentum_score": 20,
"theme_score": 30,
"risk_score": 85,
"social_buzz_score": 20,
"brief_analysis": "SES lacks a specified strong theme and KOL backing, resulting in low theme and social buzz scores. Despite a positive 7-day performance, its YTD is significantly negative, indicating high risk and very weak overall momentum."
},
"GTLB": {
"symbol": "GTLB",
"overall_score": 40,
"momentum_score": 20,
"theme_score": 80,
"risk_score": 75,
"social_buzz_score": 70,
"brief_analysis": "GTLB's AI Agent theme is strong and relevant, and it has good KOL backing, boosting its social buzz. However, significant negative YTD and recent performance indicate weak momentum, contributing to a high risk profile and moderate overall score."
},
"CRNC": {
"symbol": "CRNC",
"overall_score": 38,
"momentum_score": 18,
"theme_score": 70,
"risk_score": 80,
"social_buzz_score": 75,
"brief_analysis": "CRNC's Robotaxi theme is interesting, and it benefits from strong KOL backing, leading to high social buzz. However, very poor YTD performance and continued negative momentum indicate high risk and a low overall attractiveness."
},
"CDLX": {
"symbol": "CDLX",
"overall_score": 30,
"momentum_score": 10,
"theme_score": 65,
"risk_score": 85,
"social_buzz_score": 20,
"brief_analysis": "CDLX's AI Data theme is relevant, but its momentum is extremely weak with significant YTD and recent declines. The absence of KOL backing results in very low social buzz, contributing to a very high risk and low overall score."
},
"SNAP": {
"symbol": "SNAP",
"overall_score": 30,
"momentum_score": 10,
"theme_score": 60,
"risk_score": 80,
"social_buzz_score": 60,
"brief_analysis": "SNAP's AI Distribution theme is relevant, and it has some KOL backing, but its momentum is extremely poor with substantial YTD and recent losses. This combination of weak performance and high volatility leads to a high risk and low overall score."
},
"KLAR": {
"symbol": "KLAR",
"overall_score": 45,
"momentum_score": 40,
"theme_score": 50,
"risk_score": 70,
"social_buzz_score": 70,
"brief_analysis": "KLAR shows strong recent positive momentum, despite a very poor YTD, which is a positive sign. While the BNPL theme is less 'hot' than AI, strong KOL backing boosts social buzz, making it a moderately risky but potentially interesting play."
},
"U": {
"symbol": "U",
"overall_score": 35,
"momentum_score": 10,
"theme_score": 70,
"risk_score": 85,
"social_buzz_score": 70,
"brief_analysis": "U's AI adtech theme is relevant, and it has strong KOL backing, but its momentum is extremely weak with significant YTD losses. This indicates very high risk and low overall attractiveness despite the thematic relevance and social buzz."
},
"SUUN": {
"symbol": "SUUN",
"overall_score": 25,
"momentum_score": 10,
"theme_score": 60,
"risk_score": 90,
"social_buzz_score": 15,
"brief_analysis": "SUUN exhibits extremely poor momentum with significant YTD losses, indicating strong downward pressure. While Aerospace is a relevant theme, the lack of KOL backing and substantial price decline suggest high risk and low investor confidence."
}
}