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docs: Use 'Bank of Berlin' consistently in stopwords examples
Changed all references from 'Bank of America' to 'Bank of Berlin' for consistency throughout the stopwords documentation in the notebook. Updated 6 occurrences across: - Example data (company_name field) - Search query and comment - Print statement - Markdown explanation text This addresses the GitHub Copilot feedback about inconsistent entity names.
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docs/user_guide/11_advanced_queries.ipynb

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"\n",
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"**When to use `STOPWORDS 0`:**\n",
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"- When you need to search for common words like \"of\", \"at\", \"the\"\n",
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"- For entity names containing stopwords (e.g., \"Bank of America\", \"University of California\")\n",
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"- For entity names containing stopwords (e.g., \"Bank of Berlin\", \"University of California\")\n",
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"- When working with structured data where every word matters"
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]
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},
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"\n",
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"If we had used the default stopwords (not specifying `stopwords` in the schema), the word \"of\" would be filtered out during indexing. This means:\n",
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"\n",
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"- ❌ Searching for `\"Bank of America\"` might not find exact matches\n",
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"- ❌ Searching for `\"Bank of Berlin\"` might not find exact matches\n",
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"- ❌ The phrase would be indexed as `\"Bank America\"` (without \"of\")\n",
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"- ✅ With `STOPWORDS 0`, all words including \"of\" are indexed\n",
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"\n",

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