Keyword Research

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# Keyword types
Short-tail: "shoes" (high volume, high competition)
Long-tail: "best running shoes for flat feet" (low volume, low competition)

# Tools
Google Keyword Planner, Ahrefs, SEMrush, Ubersuggest

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keywords = [
    {"keyword": "web development", "volume": 40000, "difficulty": 75, "cpc": 3.50},
    {"keyword": "learn coding", "volume": 22000, "difficulty": 45, "cpc": 2.80},
    {"keyword": "html tutorial", "volume": 35000, "difficulty": 30, "cpc": 1.20},
    {"keyword": "css guide", "volume": 18000, "difficulty": 25, "cpc": 0.90},
]

for kw in keywords:
    opportunity = kw["volume"] / max(kw["difficulty"], 1)
    kw["opportunity"] = round(opportunity, 1)

keywords.sort(key=lambda x: x["opportunity"], reverse=True)

print("Keyword Opportunities:")
for kw in keywords:
    print(f"  {kw[\"keyword\"]:20} Vol:{kw[\"volume\"]:>6} Diff:{kw[\"difficulty\"]:>3} Opp:{kw[\"opportunity\"]}")