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added MTR graphs
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notebooks/00e_Data Analysis_Fine_Tuned_RPP_MNT_2048.ipynb
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notebooks/00f_Data Analysis_Fine_Tuned_RPP_Generic_Prompt.ipynb
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 21,
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 22,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
1512 |
+
"text/plain": [
|
1513 |
+
"<Figure size 1000x600 with 1 Axes>"
|
1514 |
+
]
|
1515 |
+
},
|
1516 |
+
"metadata": {},
|
1517 |
+
"output_type": "display_data"
|
1518 |
+
}
|
1519 |
+
],
|
1520 |
+
"source": [
|
1521 |
+
"plot_metrics_vs_rpp(\n",
|
1522 |
+
" metrics_df,\n",
|
1523 |
+
" models,\n",
|
1524 |
+
" markers,\n",
|
1525 |
+
" [\"total_repetitions\"],\n",
|
1526 |
+
" [\"Mean Total Repetitions\"],\n",
|
1527 |
+
")"
|
1528 |
+
]
|
1529 |
+
},
|
1530 |
{
|
1531 |
"cell_type": "code",
|
1532 |
"execution_count": 21,
|