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Add Group by Departements instead of Regions
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antoinetavant committed Sep 6, 2024
1 parent 60b3266 commit 768124b
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7 changes: 5 additions & 2 deletions notebooks/datascience/predicting_the_predictions.ipynb
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Expand Up @@ -3400,16 +3400,19 @@
"We have seen that we can predict the production of the different energy sources using the weather data.\n",
"\n",
"We have also seen that we can use the data for the 94 departments of France, instead of the 13 regions, to improve slightly the prediction.\n",
"There is the Daily R2 and MAPE for the different models:\n",
"There is the Daily R2 and MAPE for the different models: as we can see, the improvement is not that significant.\n",
"\n",
"## R²\n",
"\n",
"On daily average, the R² is around 0.95 for the different models.\n",
"| | Sun r² | Wind r² |\n",
"|---|---|---|\n",
"| Regions | 0.94 | 0.94 |\n",
"| Departments | 0.95 | 0.95 |\n",
"\n",
"\n",
"## MAPE\n",
"On daily average, the MAPE is around 0.13 for the different models.\n",
"\n",
"| | Sun MAPE | Wind MAPE |\n",
"|---|---|---|\n",
"| Regions | 0.12 | 0.16 |\n",
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