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Top Scorers - Major Soccer Leagues
The top 5 single-season goal-scoring performances across major soccer leagues (2016/17 to 2024/25)
Top Scorers - Major Soccer Leagues
The top 5 single-season goal-scoring performances across major soccer leagues (2016/17 to 2024/25)
Cristiano Ronaldo scoring rate by age
Last night, Ronaldo scored the winning goal in Portugal's 2–1 victory over Germany in the UEFA Nations League semifinal — 25 years after the last Portuguese win against Germany. It wasn’t just poetic. It was statistically remarkable. Over the past decade, Ronaldo has scored in 54% of the matches he’s played. At age 40, that number rises to 65% — as this plot shows, he’s defying not just time, but every expectation.
Cristiano Ronaldo scoring rate by age
Last night, Ronaldo scored the winning goal in Portugal's 2–1 victory over Germany in the UEFA Nations League semifinal — 25 years after the last Portuguese win against Germany. It wasn’t just poetic. It was statistically remarkable. Over the past decade, Ronaldo has scored in 54% of the matches he’s played. At age 40, that number rises to 65% — as this plot shows, he’s defying not just time, but every expectation.
Cristiano Ronaldo scoring rate by age
Last night, Ronaldo scored the winning goal in Portugal's 2–1 victory over Germany in the UEFA Nations League semifinal — 25 years after the last Portuguese win against Germany. It wasn’t just poetic. It was statistically remarkable. Over the past decade, Ronaldo has scored in 54% of the matches he’s played. At age 40, that number rises to 65% — as this plot shows, he’s defying not just time, but every expectation.
Cristiano Ronaldo scoring rate by age
Last night, Ronaldo scored the winning goal in Portugal's 2–1 victory over Germany in the UEFA Nations League semifinal — 25 years after the last Portuguese win against Germany. It wasn’t just poetic. It was statistically remarkable. Over the past decade, Ronaldo has scored in 54% of the matches he’s played. At age 40, that number rises to 65% — as this plot shows, he’s defying not just time, but every expectation.
Cristiano Ronaldo scoring rate by age
Last night, Ronaldo scored the winning goal in Portugal's 2–1 victory over Germany in the UEFA Nations League semifinal — 25 years after the last Portuguese win against Germany. It wasn’t just poetic. It was statistically remarkable. Over the past decade, Ronaldo has scored in 54% of the matches he’s played. At age 40, that number rises to 65% — as this plot shows, he’s defying not just time, but every expectation.
AMM network activity trends
Tack AMM transaction trends and network growth over time
Data Exhaustion
The Data Wall By 2028, we'll exhaust all 300T tokens of quality human text. Dataset growth (2.5x/year) exceeds data production. Unsustainable Trend GPT-4 used 13T tokens (4.3% of total). Llama 4 uses 30T (10%). The math doesn't work. Synthetic Data Trap Training on AI-generated text causes "model collapse"—degraded performance and hallucinations.
The AI Scaling Crisis
📊 Diminishing Returns 360x parameter increase (1.5B→540B) yields only 36.9 point improvement (32%→69%) 💰 Exponential Costs Training costs grew 583,000x while performance gains slowed dramatically 🧠 The Reality Bigger models memorize more facts—they don't reason better
Cristiano Ronaldo scoring rate by age
Last night, Ronaldo scored the winning goal in Portugal's 2–1 victory over Germany in the UEFA Nations League semifinal — 25 years after the last Portuguese win against Germany. It wasn’t just poetic. It was statistically remarkable. Over the past decade, Ronaldo has scored in 54% of the matches he’s played. At age 40, that number rises to 65% — as this plot shows, he’s defying not just time, but every expectation.