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a/day_3/opt_savings.ipynb +++ b/day_3/opt_savings.ipynb @@ -572,7 +572,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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\n", + "image/png": 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", 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" ] @@ -789,7 +789,7 @@ "notebook_metadata_filter": "-all" }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3.9.12 ('base')", "language": "python", "name": "python3" }, @@ -804,6 +804,11 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.12" + }, + "vscode": { + "interpreter": { + "hash": "2b307fd287ca2528dc3dfd3c73410a2d83373a146b4adac818231a7e26548242" + } } }, "nbformat": 4,