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Drop games with non-human players from model input #2

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Drop games with non-human players from model input #2

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4 changes: 3 additions & 1 deletion 02 - Feature engineering.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -794,7 +794,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, let's exclude unrated games, because people play differently when it \"doesn't count.\" We'll also throw out untimed (\"Correspondence\") games, because we've mentioned that we're especially interested in the effect of time pressure on live win probability, and there is no real time pressure (or clock) when players have unlimited time."
"Finally, let's exclude unrated games, because people play differently when it \"doesn't count.\" We'll also throw out untimed (\"Correspondence\") games, because we've mentioned that we're especially interested in the effect of time pressure on live win probability, and there is no real time pressure (or clock) when players have unlimited time. Last but not least, we'll also remove all games involving non-human players."
]
},
{
Expand All @@ -806,6 +806,8 @@
"model_input_table = model_input_table.filter(\n",
" (model_input_table.is_rated)\n",
" & (model_input_table.lichess_time_control_type != \"Correspondence\")\n",
" & (model_input_table.white_title.fill_null(\"\") != \"BOT\")\n",
" & (model_input_table.black_title.fill_null(\"\") != \"BOT\")\n",
")"
]
},
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