{"id":1377,"date":"2026-05-18T11:26:58","date_gmt":"2026-05-18T09:26:58","guid":{"rendered":"https:\/\/thomas.rongy.fr\/?p=1377"},"modified":"2026-05-18T11:29:43","modified_gmt":"2026-05-18T09:29:43","slug":"sae105","status":"publish","type":"post","link":"https:\/\/thomas.rongy.fr\/en\/sae105\/","title":{"rendered":"SAE1.05 &#8211; Traitement de donn\u00e9es"},"content":{"rendered":"<div class=\"wp-block-stackable-columns alignfull stk-block-columns stk-block stk-590096d stk-block-background stk--has-background-overlay\" data-block-id=\"590096d\"><style>.stk-590096d {background-color:var(--theme-palette-color-1, #007f5f) !important;background-image:url(https:\/\/thomas.rongy.fr\/wp-content\/uploads\/2022\/07\/waves-background.svg) !important;background-attachment:fixed !important;background-position:bottom center !important;background-repeat:no-repeat !important;background-size:custom !important;padding-bottom:0px !important;margin-bottom:0px !important;top:-67px !important;overflow:visible !important;}.stk-590096d:before{background-color:var(--theme-palette-color-1, #007f5f) !important;opacity:0.8 !important;}.stk-590096d .stk-container{overflow:visible !important;}.stk-590096d-column{--stk-column-gap:20px !important;row-gap:50px !important;}@media screen and (max-width:999px){.stk-590096d {margin-bottom:0px !important;top:-100px !important;}}@media screen and (max-width:689px){.stk-590096d {background-size:1px !important;top:-90px !important;}}<\/style><div class=\"stk-row stk-inner-blocks stk-block-content stk-content-align stk-590096d-column alignfull\">\n<div class=\"wp-block-stackable-column stk-block-column stk-column stk-block stk-a592ea9\" data-v=\"4\" data-block-id=\"a592ea9\"><style>.stk-a592ea9-container{margin-top:0px !important;margin-right:0px !important;margin-bottom:0px !important;margin-left:0px !important;}.stk-a592ea9-inner-blocks{justify-content:center !important;}.stk-a592ea9 {padding-bottom:30px !important;}@media screen and (max-width:689px){.stk-a592ea9 {padding-bottom:0px !important;}}<\/style><div class=\"stk-column-wrapper stk-block-column__content stk-container stk-a592ea9-container stk--no-background stk--no-padding\"><div class=\"stk--column-flex stk-block-content stk-inner-blocks stk-a592ea9-inner-blocks\">\n<div class=\"wp-block-stackable-heading stk-block-heading stk-block-heading--v2 stk-block stk-95f172e\" id=\"sae-1-05-traitement-de-donnees\" data-block-id=\"95f172e\"><style>.stk-95f172e {padding-top:30px !important;padding-right:30px !important;padding-bottom:30px !important;padding-left:30px !important;margin-bottom:0px !important;}.stk-95f172e .stk-block-heading__text{font-size:40px !important;color:var(--theme-palette-color-8, #ffffff) !important;line-height:0.9em !important;text-transform:uppercase !important;}@media screen and (max-width:999px){.stk-95f172e .stk-block-heading__text{font-size:38px !important;}}@media screen and (max-width:689px){.stk-95f172e {margin-bottom:0px !important;}.stk-95f172e .stk-block-heading__text{font-size:33px !important;}}<\/style><h1 class=\"stk-block-heading__text has-text-color has-text-align-center has-text-align-center-mobile\">SAE 1.05 \u2013 Traitement de donn\u00e9es<\/h1><\/div>\n\n\n\n<div class=\"wp-block-stackable-image stk-block-image has-text-align-center has-text-align-center-mobile stk-block stk-5559cb5\" data-block-id=\"5559cb5\"><style>.stk-5559cb5 {margin-bottom:0px !important;}.stk-5559cb5 .stk-img-wrapper{width:200px !important;}@media screen and (max-width:999px){.stk-5559cb5 .stk-img-wrapper{width:50% !important;}}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-31\" src=\"https:\/\/thomas.rongy.fr\/wp-content\/uploads\/2022\/07\/decorative-line-1.svg\" width=\"200\" height=\"300\"\/><\/span><\/figure><\/div>\n\n\n\n<div class=\"wp-block-stackable-divider stk-block-divider stk-block stk-6f41f30\" data-block-id=\"6f41f30\"><style>.stk-6f41f30 hr.stk-block-divider__hr{background:#00000000 !important;}@media screen and (max-width:689px){.stk-6f41f30 hr.stk-block-divider__hr{height:20px !important;}}<\/style><hr class=\"stk-block-divider__hr\"\/><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-white-background-color has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"padding-top:5.1rem;padding-right:var(--wp--preset--spacing--80);padding-bottom:5.1rem;padding-left:var(--wp--preset--spacing--80)\">\n<div class=\"wp-block-columns are-vertically-aligned-top is-layout-flex wp-container-core-columns-is-layout-057bf1b1 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:30%\">\n<h1 class=\"wp-block-heading has-black-color has-text-color has-link-color wp-elements-a3188f9c419aa1888e729179dbfbcde6\" style=\"margin-bottom:20px;font-size:clamp(24.034px, 1.502rem + ((1vw - 3.2px) * 1.247), 40px);font-style:normal;font-weight:800;line-height:1.2\">Objectifs de la&nbsp;SAE<\/h1>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color has-medium-font-size wp-elements-4c4be7e7934573ea2232597eac8f332b\" style=\"margin-bottom:30px\">La SAE a pour objectif principal de permettre la d\u00e9couverte et la mise en \u0153uvre d\u2019un premier r\u00e9seau informatique fonctionnel.<\/p>\n\n\n\n<div class=\"wp-block-stackable-image aligncenter stk-block-image has-text-align-center stk-block stk-bb49d57\" data-block-id=\"bb49d57\"><style>.stk-bb49d57 {border-top-left-radius:0px !important;border-top-right-radius:0px !important;border-bottom-right-radius:0px !important;border-bottom-left-radius:0px !important;overflow:hidden !important;max-width:1500px !important;min-width:auto !important;padding-top:0px !important;padding-right:0px !important;padding-bottom:0px !important;padding-left:0px !important;margin-top:0px !important;margin-bottom:-200px !important;}.stk-bb49d57 .stk-img-wrapper{width:21% !important;--stk-gradient-overlay:0.3 !important;}.stk-bb49d57 .stk-img-wrapper img{border-radius:0px !important;object-position:48% 53% !important;}@media screen and (max-width:999px){.stk-bb49d57 {margin-bottom:0px !important;}.stk-bb49d57 .stk-img-wrapper{width:20% !important;}}@media screen and (max-width:689px){.stk-bb49d57 .stk-img-wrapper{width:40% !important;}}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1379\" src=\"https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Python-logo.png?resize=1290%2C1414&#038;ssl=1\" width=\"1290\" height=\"1414\" srcset=\"https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Python-logo.png?w=1869&amp;ssl=1 1869w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Python-logo.png?resize=274%2C300&amp;ssl=1 274w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Python-logo.png?resize=935%2C1024&amp;ssl=1 935w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Python-logo.png?resize=768%2C842&amp;ssl=1 768w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Python-logo.png?resize=1402%2C1536&amp;ssl=1 1402w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Python-logo.png?resize=11%2C12&amp;ssl=1 11w\" sizes=\"auto, (max-width: 1290px) 100vw, 1290px\" \/><\/span><\/figure><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-columns has-palette-color-1-background-color has-background is-layout-flex wp-container-core-columns-is-layout-a816d1b2 wp-block-columns-is-layout-flex\" style=\"border-radius:20px;margin-bottom:30px;padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:25%\">\n<h2 class=\"wp-block-heading has-text-align-center has-white-color has-text-color has-link-color wp-elements-a16d61921bb31c6a71a3226e2537e75b\" style=\"margin-bottom:10px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.313), 18px);\">Plus pr\u00e9cis\u00e9ment, cette SAE vise \u00e0 :<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-ca52a2b2 wp-block-group-is-layout-flex\" style=\"margin-bottom:10px\">\n<figure class=\"wp-block-image size-full is-resized wp-duotone-ffffff-ffffff-1\"><img decoding=\"async\" src=\"https:\/\/thomas.rongy.fr\/wp-content\/themes\/blocksy\/inc\/components\/patterns\/assets\/pattern-check-mark.svg\" alt=\"\" class=\"wp-image-7800\" style=\"object-fit:contain;width:22px;height:22px\"\/><\/figure>\n\n\n\n<p class=\"has-white-color has-text-color has-link-color wp-elements-5679112addec1241a777454eaac0fcb9\" style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);font-style:normal;font-weight:500\"><em><em>Extraire et filtrer des donn\u00e9es structur\u00e9es depuis un fichie<\/em><\/em>r .csv<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-ca52a2b2 wp-block-group-is-layout-flex\" style=\"margin-bottom:10px\">\n<figure class=\"wp-block-image size-full is-resized wp-duotone-ffffff-ffffff-2\"><img decoding=\"async\" src=\"https:\/\/thomas.rongy.fr\/wp-content\/themes\/blocksy\/inc\/components\/patterns\/assets\/pattern-check-mark.svg\" alt=\"\" class=\"wp-image-7800\" style=\"object-fit:contain;width:22px;height:22px\"\/><\/figure>\n\n\n\n<p class=\"has-white-color has-text-color has-link-color wp-elements-92f845f332c1c96bb33e3ced8fd4673a\" style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);font-style:normal;font-weight:500\"><em><em>D\u00e9velopper un programme Python modulaire respectant un cahier des charges fonctionnel et technique.<\/em><\/em><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-baabe226 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full is-resized wp-duotone-ffffff-ffffff-3\"><img decoding=\"async\" src=\"https:\/\/thomas.rongy.fr\/wp-content\/themes\/blocksy\/inc\/components\/patterns\/assets\/pattern-check-mark.svg\" alt=\"\" class=\"wp-image-7800\" style=\"object-fit:contain;width:22px;height:22px\"\/><\/figure>\n\n\n\n<p class=\"has-white-color has-text-color has-link-color wp-elements-31c7555a425eb567e41a2c116642f1be\" style=\"font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.156), 16px);font-style:normal;font-weight:500\">Produire des sorties exploitables : tableau Markdown et visualisation graphique .png<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns has-border-color is-layout-flex wp-container-core-columns-is-layout-1b6f8c42 wp-block-columns-is-layout-flex\" style=\"border-color:#0000001f;border-style:solid;border-width:2px;border-radius:20px;padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color has-link-color wp-elements-9088a460138e8106367d075c1c3f4111\" style=\"margin-bottom:10px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.313), 18px);\">Seances de projet<\/h2>\n\n\n\n<p class=\"has-text-align-center has-black-color has-text-color has-link-color wp-elements-bfede6f692d56503834e35ffc33fff21\" style=\"margin-top:0px;margin-bottom:0px;font-size:clamp(16.834px, 1.052rem + ((1vw - 3.2px) * 0.716), 26px);font-style:normal;font-weight:900;line-height:1\">9<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color has-link-color wp-elements-d89a1981896b272dc1c8ac2e79e51f89\" style=\"margin-bottom:10px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.313), 18px);\">Outil professionnel utilis\u00e9<\/h2>\n\n\n\n<p class=\"has-text-align-center has-black-color has-text-color has-link-color has-medium-font-size wp-elements-e2bc07017d6e48210fd0488fda19d38b\" style=\"margin-top:0px;margin-bottom:0px;font-style:normal;font-weight:900;line-height:1\">PyCharm \/ GitLab<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-palette-color-8-background-color has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--50);padding-right:0;padding-bottom:var(--wp--preset--spacing--50);padding-left:0\">\n<div class=\"wp-block-columns are-vertically-aligned-center has-palette-color-4-color has-text-color has-link-color wp-elements-f691e4b2467e84d875958335ff9f4775 is-layout-flex wp-container-core-columns-is-layout-b28f4eec wp-block-columns-is-layout-flex\" style=\"border-bottom-color:#ffffff1a;border-bottom-style:solid;border-bottom-width:1px;margin-bottom:10rem;padding-bottom:0\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-bottom:0;flex-basis:55%\">\n<p class=\"has-palette-color-4-color has-text-color has-link-color has-medium-font-size wp-elements-bec153b4f50d4d509a05a9e2b8362801\" style=\"margin-bottom:15px;font-style:normal;font-weight:500\">Premi\u00e8re partie :<\/p>\n\n\n\n<h1 class=\"wp-block-heading has-palette-color-4-color has-text-color has-link-color has-large-font-size wp-elements-7ea0b348b2de9d855e83031ce3f966ab\" id=\"the-perfect-theme-for-stunning-websites\" style=\"margin-top:0;margin-bottom:20px;font-style:normal;font-weight:800;line-height:1.2\">Routage IP<\/h1>\n\n\n\n<p class=\"has-palette-color-4-color has-text-color has-link-color has-medium-font-size wp-elements-163cfff92de68893be309432ee5d09be\" style=\"margin-bottom:50px\">Cette premi\u00e8re phase \u00e9tait consacr\u00e9e \u00e0 la lecture et au filtrage des donn\u00e9es ADE (Emplois du temps) contenues dans le fichier <code>all.csv<\/code>. Il s&rsquo;agissait de :<\/p>\n\n\n\n<div class=\"wp-block-group has-palette-color-4-color has-text-color has-link-color wp-elements-11cb768ec8ec310c1b9ab8eb63722483 is-layout-grid wp-container-core-group-is-layout-bac3b3f9 wp-block-group-is-layout-grid\">\n<div class=\"wp-block-group has-black-color has-text-color has-link-color wp-elements-277d8d88a6025fa6237d525385b6500a is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color has-link-color wp-elements-fef8482927ad2b914ae9d6d20205519b\" id=\"300\" style=\"margin-bottom:0;font-style:normal;font-weight:900\">1<\/h2>\n\n\n\n<p class=\"has-text-align-center has-palette-color-4-color has-text-color has-link-color has-medium-font-size wp-elements-4370b6b15549b02ea7cb36a19e2c24a4\"><em>Lire les \u00e9v\u00e9nements du calendrier et identifier les groupes de TD ainsi que les modules.<\/em><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-center has-palette-color-4-color has-text-color has-link-color wp-elements-98d4ad50835d520673cba07bb553cf41\" id=\"300\" style=\"margin-bottom:0;font-style:normal;font-weight:900\">II<\/h2>\n\n\n\n<p class=\"has-text-align-center has-palette-color-4-color has-text-color has-link-color has-medium-font-size wp-elements-02f99e0248e212dedf163c1208f6b6f5\"><em><em>S\u00e9lectionner les interventions d&rsquo;un enseignant permanent pour un semestre donn\u00e9.<\/em><\/em><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-center has-palette-color-4-color has-text-color has-link-color wp-elements-3a4815ae13310bb07cba9244d1ad82da\" id=\"300\" style=\"margin-bottom:0;font-style:normal;font-weight:900\">III<\/h2>\n\n\n\n<p class=\"has-text-align-center has-palette-color-4-color has-text-color has-link-color has-medium-font-size wp-elements-fd5b595a4cacd35ba4607548e65c76df\"><em><em>Calculer les dur\u00e9es cumul\u00e9es par module et par modalit\u00e9 (CM, TD, TP).<\/em><\/em><\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-stackable-image aligncenter stk-block-image has-text-align-center stk-block stk-68d04d2\" data-block-id=\"68d04d2\"><style>.stk-68d04d2 .stk-img-figcaption{text-align:center !important;font-size:11px !important;color:#0f0e17 !important;}.stk-68d04d2 {border-top-left-radius:0px !important;border-top-right-radius:0px !important;border-bottom-right-radius:0px !important;border-bottom-left-radius:0px !important;overflow:hidden !important;max-width:1500px !important;min-width:auto !important;padding-top:0px !important;padding-right:0px !important;padding-bottom:0px !important;padding-left:0px !important;margin-top:0px !important;margin-bottom:-200px !important;}.stk-68d04d2 .stk-img-wrapper{width:100% !important;height:402px !important;--stk-gradient-overlay:0.3 !important;}.stk-68d04d2 .stk-img-wrapper img{border-radius:0px !important;}@media screen and (max-width:999px){.stk-68d04d2 {margin-bottom:0px !important;}.stk-68d04d2 .stk-img-figcaption{font-size:11px !important;}}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch stk--has-lightbox\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1380\" src=\"https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Capture-decran-2026-05-18-a-11.08.49.png?resize=1290%2C799&#038;ssl=1\" width=\"1290\" height=\"799\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Capture-decran-2026-05-18-a-11.08.49.png?w=1476&amp;ssl=1 1476w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Capture-decran-2026-05-18-a-11.08.49.png?resize=300%2C186&amp;ssl=1 300w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Capture-decran-2026-05-18-a-11.08.49.png?resize=1024%2C634&amp;ssl=1 1024w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Capture-decran-2026-05-18-a-11.08.49.png?resize=768%2C476&amp;ssl=1 768w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Capture-decran-2026-05-18-a-11.08.49.png?resize=18%2C12&amp;ssl=1 18w\" sizes=\"auto, (max-width: 1290px) 100vw, 1290px\" \/><\/span><figcaption class=\"has-text-color stk-img-figcaption\">Exemple de fonction<\/figcaption><\/figure><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-center has-palette-color-4-color has-text-color has-link-color wp-elements-f667976ee87ffccb5fa5a29485ff7e09 is-layout-flex wp-container-core-columns-is-layout-0353f05a wp-block-columns-is-layout-flex\" style=\"border-bottom-color:#ffffff1a;border-bottom-style:solid;border-bottom-width:1px;margin-bottom:0rem;padding-bottom:0\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"padding-bottom:0;flex-basis:55%\">\n<p class=\"has-palette-color-4-color has-text-color has-link-color has-medium-font-size wp-elements-fb339da295bcb9595337f09d090dcf70\" style=\"margin-bottom:15px;font-style:normal;font-weight:500\">Deuxieme partie :<\/p>\n\n\n\n<h1 class=\"wp-block-heading has-palette-color-4-color has-text-color has-link-color has-large-font-size wp-elements-6c6800390821a5ce066b3803039d4920\" id=\"the-perfect-theme-for-stunning-websites\" style=\"margin-top:0;margin-bottom:20px;font-style:normal;font-weight:800;line-height:1.2\">VLANs<\/h1>\n\n\n\n<p class=\"has-palette-color-4-color has-text-color has-link-color has-medium-font-size wp-elements-6ade63a566d2b34c126bf673dfe0ebe4\" style=\"margin-bottom:50px\">La seconde partie portait sur la g\u00e9n\u00e9ration des sorties du programme. <br>Nous avons travaill\u00e9 sur :<\/p>\n\n\n\n<div class=\"wp-block-group has-palette-color-4-color has-text-color has-link-color wp-elements-eb74f2570c83bc2108491e39e8b5b6c9 is-layout-grid wp-container-core-group-is-layout-4b5f7f4b wp-block-group-is-layout-grid\" style=\"padding-top:0;padding-bottom:0\">\n<div class=\"wp-block-group has-black-color has-text-color has-link-color wp-elements-6309e0e071b84424ff5bb89e6ea2afcc is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color has-link-color wp-elements-fef8482927ad2b914ae9d6d20205519b\" id=\"300\" style=\"margin-bottom:0;font-style:normal;font-weight:900\">1<\/h2>\n\n\n\n<p class=\"has-text-align-center has-palette-color-4-color has-text-color has-link-color has-medium-font-size wp-elements-5c0894b9f157b91369038aaad739e752\"><em><em><em>La construction d&rsquo;un tableau de synth\u00e8se format\u00e9 en <strong>Markdown<\/strong> (<code>rapport.md<\/code>), r\u00e9capitulant les heures de chaque module.<\/em><\/em><\/em><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-center has-palette-color-4-color has-text-color has-link-color wp-elements-98d4ad50835d520673cba07bb553cf41\" id=\"300\" style=\"margin-bottom:0;font-style:normal;font-weight:900\">II<\/h2>\n\n\n\n<p class=\"has-text-align-center has-palette-color-4-color has-text-color has-link-color has-medium-font-size wp-elements-0d39b93bafebc2f2aea640dbc41a1271\"><em><em>La cr\u00e9ation d&rsquo;une <strong>visualisation graphique<\/strong> avec le module <code>graph_objects<\/code> de Plotly, export\u00e9e en <code>.png<\/code><\/em><\/em>.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading has-text-align-center has-palette-color-4-color has-text-color has-link-color wp-elements-3a4815ae13310bb07cba9244d1ad82da\" id=\"300\" style=\"margin-bottom:0;font-style:normal;font-weight:900\">III<\/h2>\n\n\n\n<p class=\"has-text-align-center has-palette-color-4-color has-text-color has-link-color has-medium-font-size wp-elements-d3222d08c3be6d9126da99c0a4b18909\"><em><em><em>L&rsquo;automatisation de l&rsquo;ensemble du traitement via un <strong>script Bash<\/strong>.<\/em><\/em><\/em><\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-stackable-image aligncenter stk-block-image has-text-align-center stk-block stk-fae127e\" data-block-id=\"fae127e\"><style>.stk-fae127e .stk-img-figcaption{text-align:center !important;font-size:11px !important;}.stk-fae127e {border-top-left-radius:0px !important;border-top-right-radius:0px !important;border-bottom-right-radius:0px !important;border-bottom-left-radius:0px !important;overflow:hidden !important;box-shadow:0px 10px 60px #0000001a !important;border-style:solid !important;border-color:#000000 !important;border-top-width:0px !important;border-right-width:0px !important;border-bottom-width:0px !important;border-left-width:0px !important;max-width:1500px !important;min-width:auto !important;padding-top:0px !important;padding-right:0px !important;padding-bottom:0px !important;padding-left:0px !important;margin-top:0px !important;margin-bottom:-200px !important;}.stk-fae127e .stk-img-wrapper{width:100% !important;height:402px !important;filter:drop-shadow(none) !important;--stk-gradient-overlay:0.3 !important;}.stk-fae127e .stk-img-wrapper img{border-radius:0px !important;object-position:11% 51% !important;}@media screen and (max-width:999px){.stk-fae127e {margin-bottom:0px !important;}.stk-fae127e .stk-img-figcaption{font-size:11px !important;}}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch stk--shadow-none stk--has-lightbox\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1382\" src=\"https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Capture-decran-du-2026-05-18-11-15-18.png?resize=691%2C490&#038;ssl=1\" width=\"691\" height=\"490\" srcset=\"https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Capture-decran-du-2026-05-18-11-15-18.png?w=691&amp;ssl=1 691w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Capture-decran-du-2026-05-18-11-15-18.png?resize=300%2C213&amp;ssl=1 300w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/Capture-decran-du-2026-05-18-11-15-18.png?resize=18%2C12&amp;ssl=1 18w\" sizes=\"auto, (max-width: 691px) 100vw, 691px\" \/><\/span><figcaption class=\"stk-img-figcaption\">Exemple d&rsquo;image<\/figcaption><\/figure><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-stackable-divider stk-block-divider stk-block stk-fc16f9a\" data-block-id=\"fc16f9a\"><style>.stk-fc16f9a hr.stk-block-divider__hr{background:#00000000 !important;}<\/style><hr class=\"stk-block-divider__hr\"\/><\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-white-background-color has-background is-layout-flow wp-block-group-is-layout-flow\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--70);padding-right:var(--wp--preset--spacing--80);padding-bottom:var(--wp--preset--spacing--70);padding-left:var(--wp--preset--spacing--80)\">\n<h3 class=\"wp-block-heading has-text-align-center has-black-color has-text-color has-link-color has-large-font-size wp-elements-710368eb357ca5824fce88240e2172fb\" style=\"margin-top:0;font-style:normal;font-weight:800;line-height:1.2\">Auto-r\u00e9flexion sur le&nbsp;travail men\u00e9<\/h3>\n\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-2709eace wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"border-style:none;border-width:0px;border-radius:20px;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">\n<div class=\"wp-block-stackable-image aligncenter stk-block-image has-text-align-center stk-block stk-be6fac8\" data-block-id=\"be6fac8\"><style>.stk-be6fac8 {border-top-left-radius:500px !important;border-top-right-radius:500px !important;border-bottom-right-radius:500px !important;border-bottom-left-radius:500px !important;overflow:hidden !important;max-width:1500px !important;min-width:auto !important;padding-top:0px !important;padding-right:0px !important;padding-bottom:0px !important;padding-left:0px !important;margin-top:0px !important;}.stk-be6fac8 .stk-img-wrapper{width:40% !important;--stk-gradient-overlay:0.3 !important;}.stk-be6fac8 .stk-img-wrapper img{border-radius:0px !important;}@media screen and (max-width:999px){.stk-be6fac8 {margin-bottom:0px !important;}.stk-be6fac8 .stk-img-wrapper{width:10% !important;}}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1196\" src=\"https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_computer_1.png?resize=512%2C512&#038;ssl=1\" width=\"512\" height=\"512\" srcset=\"https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_computer_1.png?w=512&amp;ssl=1 512w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_computer_1.png?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_computer_1.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_computer_1.png?resize=12%2C12&amp;ssl=1 12w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/span><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color has-link-color has-medium-font-size wp-elements-370610003f0d9173303d70b913d9b935\" style=\"margin-top:0px\">D\u00e9couverte concr\u00e8te<\/h2>\n\n\n\n<p class=\"has-text-align-center has-text-color has-link-color wp-elements-830a5c7646bb92a7c68741daaa9c20c4\" style=\"color:#000000a8;margin-bottom:30px\">Ce projet m&rsquo;a plac\u00e9 dans une situation concr\u00e8te de traitement de donn\u00e9es r\u00e9elles, similaire \u00e0 ce que l&rsquo;on peut rencontrer dans un service informatique ou administratif.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"border-style:none;border-width:0px;border-radius:20px;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">\n<div class=\"wp-block-stackable-image aligncenter stk-block-image has-text-align-center stk-block stk-bd7babf\" data-block-id=\"bd7babf\"><style>.stk-bd7babf {border-top-left-radius:500px !important;border-top-right-radius:500px !important;border-bottom-right-radius:500px !important;border-bottom-left-radius:500px !important;overflow:hidden !important;max-width:1500px !important;min-width:auto !important;padding-top:0px !important;padding-right:0px !important;padding-bottom:0px !important;padding-left:0px !important;margin-top:0px !important;}.stk-bd7babf .stk-img-wrapper{width:40% !important;--stk-gradient-overlay:0.3 !important;}.stk-bd7babf .stk-img-wrapper img{border-radius:0px !important;}@media screen and (max-width:999px){.stk-bd7babf {margin-bottom:0px !important;}.stk-bd7babf .stk-img-wrapper{width:10% !important;}}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1198\" src=\"https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_skills.png?resize=512%2C512&#038;ssl=1\" width=\"512\" height=\"512\" srcset=\"https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_skills.png?w=512&amp;ssl=1 512w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_skills.png?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_skills.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_skills.png?resize=12%2C12&amp;ssl=1 12w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/span><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color has-link-color has-medium-font-size wp-elements-629998104e794966d062dc51cdf33308\" style=\"margin-top:0px\">Rigueur et compr\u00e9hension<\/h2>\n\n\n\n<p class=\"has-text-align-center has-text-color has-link-color wp-elements-5ac8ef3c2b20dda0874649aa62446d9d\" style=\"color:#000000a8;margin-bottom:30px\">Le respect du cahier des charges technique (nommage des fonctions, gestion des erreurs, documentation, arborescence du projet ) m&rsquo;a appris \u00e0 travailler avec m\u00e9thode et \u00e0 produire un code lisible.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"border-style:none;border-width:0px;border-radius:20px;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">\n<div class=\"wp-block-stackable-image aligncenter stk-block-image has-text-align-center stk-block stk-f11842f\" data-block-id=\"f11842f\"><style>.stk-f11842f {border-top-left-radius:500px !important;border-top-right-radius:500px !important;border-bottom-right-radius:500px !important;border-bottom-left-radius:500px !important;overflow:hidden !important;max-width:1500px !important;min-width:auto !important;padding-top:0px !important;padding-right:0px !important;padding-bottom:0px !important;padding-left:0px !important;margin-top:0px !important;}.stk-f11842f .stk-img-wrapper{width:40% !important;--stk-gradient-overlay:0.3 !important;}.stk-f11842f .stk-img-wrapper img{border-radius:0px !important;}@media screen and (max-width:999px){.stk-f11842f {margin-bottom:0px !important;}.stk-f11842f .stk-img-wrapper{width:10% !important;}}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1288\" src=\"https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_test.png?resize=512%2C512&#038;ssl=1\" width=\"512\" height=\"512\" srcset=\"https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_test.png?w=512&amp;ssl=1 512w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_test.png?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_test.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_test.png?resize=12%2C12&amp;ssl=1 12w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/span><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color has-link-color has-medium-font-size wp-elements-b1717f09758607d0dbb644b8d54e7654\" style=\"margin-top:0px\">Travail sous contrainte<\/h2>\n\n\n\n<p class=\"has-text-align-center has-text-color has-link-color wp-elements-d0d4e17b57a4eb423b04510dbe3a07f0\" style=\"color:#000000a8;margin-bottom:30px\">Les s\u00e9ances en autonomie avec obligation de push Git \u00e0 chaque s\u00e9ance m&rsquo;ont responsabilis\u00e9 dans la gestion de mon avancement et dans le respect des \u00e9ch\u00e9ances.<br><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"border-style:none;border-width:0px;border-radius:20px;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">\n<div class=\"wp-block-stackable-image aligncenter stk-block-image has-text-align-center stk-block stk-1008bd6\" data-block-id=\"1008bd6\"><style>.stk-1008bd6 {border-top-left-radius:500px !important;border-top-right-radius:500px !important;border-bottom-right-radius:500px !important;border-bottom-left-radius:500px !important;overflow:hidden !important;max-width:1500px !important;min-width:auto !important;padding-top:0px !important;padding-right:0px !important;padding-bottom:0px !important;padding-left:0px !important;margin-top:0px !important;}.stk-1008bd6 .stk-img-wrapper{width:40% !important;--stk-gradient-overlay:0.3 !important;}.stk-1008bd6 .stk-img-wrapper img{border-radius:0px !important;}@media screen and (max-width:999px){.stk-1008bd6 {margin-bottom:0px !important;}.stk-1008bd6 .stk-img-wrapper{width:10% !important;}}<\/style><figure><span class=\"stk-img-wrapper stk-image--shape-stretch\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"stk-img wp-image-1199\" src=\"https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_web2.png?resize=512%2C512&#038;ssl=1\" width=\"512\" height=\"512\" srcset=\"https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_web2.png?w=512&amp;ssl=1 512w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_web2.png?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_web2.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/thomas.rongy.fr\/wp-content\/uploads\/2026\/05\/icone_web2.png?resize=12%2C12&amp;ssl=1 12w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/span><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-black-color has-text-color has-link-color has-medium-font-size wp-elements-ff68cd266ce88dab819c8a0ee9ed9914\" style=\"margin-top:0px\">Bases solides<\/h2>\n\n\n\n<p class=\"has-text-align-center has-text-color has-link-color wp-elements-157a500f07085e38510c271490d88856\" style=\"color:#000000a8;margin-bottom:30px\">Dans l&rsquo;ensemble, cette SAE a renforc\u00e9 mes comp\u00e9tences en Python, en scripting Bash et en mise en forme de donn\u00e9es.<\/p>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>SAE 1.05 \u2013 Traitement de donn\u00e9es Objectifs de la&nbsp;SAE La SAE a pour objectif principal de permettre la d\u00e9couverte et la mise en \u0153uvre d\u2019un premier r\u00e9seau informatique fonctionnel. Plus pr\u00e9cis\u00e9ment, cette SAE vise \u00e0 : Extraire et filtrer des donn\u00e9es structur\u00e9es depuis un fichier .csv D\u00e9velopper un programme Python modulaire respectant un cahier des [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[12],"tags":[],"class_list":["post-1377","post","type-post","status-publish","format-standard","hentry","category-sae"],"blocksy_meta":[],"aioseo_notices":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"brizy_media":[],"_links":{"self":[{"href":"https:\/\/thomas.rongy.fr\/en\/wp-json\/wp\/v2\/posts\/1377","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/thomas.rongy.fr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/thomas.rongy.fr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/thomas.rongy.fr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/thomas.rongy.fr\/en\/wp-json\/wp\/v2\/comments?post=1377"}],"version-history":[{"count":5,"href":"https:\/\/thomas.rongy.fr\/en\/wp-json\/wp\/v2\/posts\/1377\/revisions"}],"predecessor-version":[{"id":1387,"href":"https:\/\/thomas.rongy.fr\/en\/wp-json\/wp\/v2\/posts\/1377\/revisions\/1387"}],"wp:attachment":[{"href":"https:\/\/thomas.rongy.fr\/en\/wp-json\/wp\/v2\/media?parent=1377"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thomas.rongy.fr\/en\/wp-json\/wp\/v2\/categories?post=1377"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thomas.rongy.fr\/en\/wp-json\/wp\/v2\/tags?post=1377"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}