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previsões de estoque para os itens 13 e 18, utilizando um modelo de Machine Learning implementado na AWS. As previsões incluem os quantis P10, P50 e P90 para diferentes datas, representando diferentes níveis de confiança nos valores previstos de estoque. + +## Dados Analisados + +Foram analisados dados de estoque para os seguintes itens: + +- **Item 13** + - Previsões para P10, P50 e P90: + - P10: Quantil de 10% + - P50: Mediana (Quantil de 50%) + - P90: Quantil de 90% + +- **Item 18** + - Previsões para P10, P50 e P90: + - P10: Quantil de 10% + - P50: Mediana (Quantil de 50%) + - P90: Quantil de 90% + +## Resultados + +### Item 13 + +| Data | P10 | P50 | P90 | +|------------|---------|---------|---------| +| 2024-02-09 | 33.474 | 35.906 | 65.124 | +| 2024-02-10 | 14.866 | 51.763 | 95.053 | +| 2024-02-11 | 39.670 | 72.969 | 73.020 | +| 2024-02-12 | 30.880 | 40.573 | 69.773 | +| 2024-02-13 | 35.117 | 41.270 | 68.813 | + +### Item 18 + +| Data | P10 | P50 | P90 | +|------------|---------|---------|---------| +| 2024-02-09 | 27.380 | 65.654 | 87.804 | +| 2024-02-10 | 27.115 | 31.290 | 55.228 | +| 2024-02-11 | 19.965 | 71.361 | 91.179 | +| 2024-02-12 | 35.682 | 70.226 | 78.499 | +| 2024-02-13 | 40.984 | 67.216 | 92.997 | + +## Considerações Finais + +Essas previsões ajudam a entender as possíveis variações no estoque e podem ser utilizadas para melhorar o planejamento e a gestão de recursos. diff --git a/results/single_prediction_results_13.csv b/results/single_prediction_results_13.csv new file mode 100644 index 0000000..942a89a --- /dev/null +++ b/results/single_prediction_results_13.csv @@ -0,0 +1,10 @@ +date,P10,P50,P90 +2024-02-09,33.474,35.906,65.124 +2024-02-10,14.866,51.763,95.053 +2024-02-11,39.67,72.969,73.02 +2024-02-12,30.88,40.573,69.773 +2024-02-13,35.117,41.27,68.813 +2024-02-14,20.638,52.184,87.475 +2024-02-15,39.986,63.108,74.689 +2024-02-16,18.837,49.444,73.995 +2024-02-17,20.681,36.598,73.724 \ No newline at end of file diff --git a/results/single_prediction_results_13.png b/results/single_prediction_results_13.png new file mode 100644 index 0000000..8cd2566 Binary files /dev/null and b/results/single_prediction_results_13.png differ diff --git a/results/single_prediction_results_18.csv b/results/single_prediction_results_18.csv new file mode 100644 index 0000000..de3bf46 --- /dev/null +++ b/results/single_prediction_results_18.csv @@ -0,0 +1,10 @@ +date,P10,P50,P90 +2024-02-09,27.38,65.654,87.804 +2024-02-10,27.115,31.29,55.228 +2024-02-11,19.965,71.361,91.179 +2024-02-12,35.682,70.226,78.499 +2024-02-13,40.984,67.216,92.997 +2024-02-14,33.113,43.735,71.971 +2024-02-15,17.528,42.535,94.501 +2024-02-16,22.5,54.641,88.65 +2024-02-17,27.094,55.431,78.294 \ No newline at end of file diff --git a/results/single_prediction_results_18.png b/results/single_prediction_results_18.png new file mode 100644 index 0000000..b9ceeea Binary files /dev/null and b/results/single_prediction_results_18.png differ