Silver stock

Screening Filters

1. monthly_average_dollar_volume

   • Purpose: Impose a minimum trading liquidity requirement.
   • Rationale: When looking for “stocks related to silver,” it’s important that the names are actually tradable—i.e., not tiny, illiquid penny stocks where spreads are huge and prices are easily manipulated. A monthly average dollar volume filter (even if not shown with a specific number here) is typically used to:
     • Exclude very illiquid micro-caps.
     • Focus on stocks with enough daily trading activity for reasonable entry/exit.

2. themes = ['Gold Mining and Precious Metals', 'Mining']

   • Purpose: Target companies whose primary business is in precious metals and mining, which is where silver-exposed stocks sit.
   • Rationale:
     • Many silver miners are categorized under broader “Gold & Precious Metals” or “Mining” themes, not just “silver,” because they often produce multiple metals (e.g., gold + silver, or silver as a byproduct).
     • By using these themes, the screener captures:
       • Primary silver producers (e.g., silver-focused miners).
       • Diversified precious metals miners that derive a meaningful portion of revenue from silver.
     • This is exactly the group of companies whose revenues and valuations are most sensitive to silver prices.

3. region = ['US', 'Canada', 'United Kingdom', 'Europe', 'Australia']

   • Purpose: Focus on major, developed-market listings where precious metals miners are heavily represented.
   • Rationale:
     • The bulk of publicly traded silver and precious metals miners are listed in:
       • Canada and the US (TSX/NYSE/Nasdaq-listed miners).
       • UK/Europe and Australia, which also host many global mining companies.
     • These regions:
       • Have better disclosure and regulatory standards.
       • Are the most accessible to many retail investors.
     • This aligns with your interest in investable, listed “silver-related” stocks rather than obscure local listings.

4. list_exchange = ['XNYS', 'XNAS', 'XASE']

   • Purpose: Restrict to major US exchanges: NYSE (XNYS), Nasdaq (XNAS), and NYSE American (XASE).
   • Rationale:
     • Many of the best-known silver and precious metals miners cross-list or primarily list on these US exchanges.
     • Filtering to these:
       • Improves liquidity and data quality.
       • Ensures the results are stocks that most investors can access easily via standard brokerage accounts.
     • Even though the region filter is broader, this exchange filter centers the results on US-listed names, which tend to be most practical for many users.

5. is_trending = 'False'

   • Purpose: Avoid limiting results only to currently “trending” or hype-driven names.
   • Rationale:
     • A pure “silver-related stocks” request is thematic, not momentum-based.
     • If we required “trending = True,” you might only see a handful of currently hyped miners and miss:
       • Solid, established silver producers.
       • Smaller but fundamentally relevant companies that just aren’t in the news today.
     • Setting is_trending = False (or not requiring it to be true) keeps the universe broad and structurally tied to silver, not just what’s currently popular.

Why Results Match Your Request (“stocks related to silver”)

• The themes filter zeroes in on precious metals and mining, which is where silver exposure lives (especially silver miners and diversified precious metals producers).
• The region and exchange filters ensure you see legit, regulated, widely accessible listings, not obscure or illiquid names.
• The liquidity (monthly_average_dollar_volume) filter removes extremely illiquid stocks, so the remaining names are actually tradable.
• The non-trending requirement ensures you get a comprehensive set of silver-related stocks, not just whatever happens to be in the news today.

Together, these filters are designed to surface publicly traded, reasonably liquid mining and precious metals companies whose business performance is linked to silver prices, which aligns with your request for “stocks related to silver.”