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diff --git a/asset-manifest.json b/asset-manifest.json
index aaa94e4f..7db14c5a 100644
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diff --git a/collaboration.html b/collaboration.html
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diff --git a/contribuer.html b/contribuer.html
index 9ba7f824..bc3d1ad2 100644
--- a/contribuer.html
+++ b/contribuer.html
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Scoperta del grimorio IgoR e della lingua delle Rune"},authors:[{fr:"Communaut\xe9 FuncampR",it:"Comunit\xe0 FunCampR",en:"FuncampR Community"}],types:[{fr:"Tutoriel R",it:"Tutorial R",en:"R Tutorial"}],tags:["discover"],category:"training courses with R",imageUrl:"data:image/png;base64,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",deploymentUrl:{fr:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapitre1\xbb&onyxia.friendlyName=\xabGrimoire-Chap1\xbb",en:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter1\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=Spellbook-Chap1\xbb",it:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter1\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=Spellbook-Chap1\xbb"}},{name:{fr:"Grimoire IgoR - Chapitre 2",en:"IgoR Spellbook - Chapter 2",it:"Grimorio IgoR - Capitolo 2"},abstract:{fr:"Partie p\xe9dagogique du FuncampR. Chapitre 2 : la poule pondeuse. Dans le village de Kokoro, icaRius aide la fermi\xe8re \xe0 recomposer le livre des pontes...",it:"Parte educativa di FuncampR. Capitolo 2: la gallina delle uova d'oro. Nel villaggio di Kokoro, IcaRius aiuta la contadina a ricomporre il libro delle uova...",en:"FuncampR educational part. Chapter 2: the laying hen. In the village of Kokoro, icaRius helps the farmer to recompose the egg-laying book..."},authors:[{fr:"Communaut\xe9 FuncampR",it:"Comunit\xe0 FunCampR",en:"FuncampR Community"}],types:[{fr:"Tutoriel R",it:"Tutorial R",en:"R Tutorial"}],tags:["learn"],category:"training courses with R",imageUrl:"data:image/png;base64,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",deploymentUrl:{fr:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapitre2\xbb&onyxia.friendlyName=\xabGrimoire-Chap2\xbb",en:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter2\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-Chap2\xbb",it:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter2\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-Chap2\xbb"}},{name:{fr:"Grimoire IgoR - Chapitre 3",en:"IgoR Spellbook - Chapter 3",it:"Grimorio IgoR - Capitolo 3"},abstract:{fr:"Partie p\xe9dagogique du FuncampR. Chapitre 3 : le village de GrissGrass. Le chef du village demande \xe0 icaRius de trouver quelle est l\u2019exploitation la plus productive en herbe de Mandragore.",en:"FuncampR educational part. Chapter 3: the village of GrissGrass. The village chief asks icaRius to find the most productive Mandrake farm.",it:"Parte educativa di FuncampR. Capitolo 3: il villaggio di GrissGrass. Il capo del villaggio chiede a IcaRius di scoprire quale sia l'azienda pi\xf9 produttiva nell'erba di Mandragora."},authors:[{fr:"Communaut\xe9 FuncampR",it:"Comunit\xe0 FunCampR",en:"FuncampR Community"}],types:[{fr:"Tutoriel R",it:"Tutorial R",en:"R Tutorial"}],tags:["learn"],category:"training courses with R",imageUrl:"data:image/png;base64,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",deploymentUrl:{fr:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapitre3\xbb&onyxia.friendlyName=\xabGrimoire-Chap3\xbb",en:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter3\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-Chap3\xbb",it:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter3\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-Chap3\xbb"}},{name:{fr:"Grimoire IgoR - Chapitre 4",en:"IgoR Spellbook - Chapter 4",it:"Grimorio IgoR - Capitolo 4"},abstract:{fr:"Partie p\xe9dagogique du FuncampR. Chapitre 4 : le secret de la culture de Mandragore. IcaRius doit retrouver la recette de la culture de la Mandragore.",en:"FuncampR educational part. Chapter 4: The Secret of Mandrake Culture. IcaRius must find the recipe for the culture of the Mandrake.",it:"Parte educativa di FuncampR. Capitolo 4: il segreto della coltivazione della Mandragora. IcaRius deve trovare la ricetta per la coltivazione della Mandragora."},authors:[{fr:"Communaut\xe9 FuncampR",it:"Comunit\xe0 FunCampR",en:"FuncampR Community"}],types:[{fr:"Tutoriel R",it:"Tutorial R",en:"R Tutorial"}],tags:["learn"],category:"training courses with 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IgoR - Chapitre 5",en:"IgoR Spellbook - Chapter 5",it:"Grimorio IgoR - Capitolo 5"},abstract:{fr:"Partie p\xe9dagogique du FuncampR. Chapitre 5 : le cuistot Batreb. Pour lib\xe9rer Essesp\xe9us dans le ch\xe2teau de Statis, icaRius doit d\u2019abord obtenir la confiance du cuistot Batreb.",en:"FuncampR educational part. Chapter 5: the cook Batreb. To free Essespeus in Statis Castle, icaRius must first gain the trust of cook Batreb.",it:"Parte educativa di FuncampR. Capitolo 5: lo chef Batreb. Per liberare Essesp\xe9us nel castello di Statis, IcaRius deve prima guadagnare la fiducia dello chef Batreb."},authors:[{fr:"Communaut\xe9 FuncampR",it:"Comunit\xe0 FunCampR",en:"FuncampR Community"}],types:[{fr:"Tutoriel R",it:"Tutorial R",en:"R Tutorial"}],tags:["learn"],category:"training courses with R",imageUrl:"data:image/png;base64,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",deploymentUrl:{fr:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapitre5\xbb&onyxia.friendlyName=\xabGrimoire-Chap5\xbb",en:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter5\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-Chap5\xbb",it:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter5\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-Chap5\xbb"}},{name:{fr:"Grimoire IgoR - Chapitre 6",en:"IgoR Spellbook - Chapter 6",it:"Grimorio IgoR - Capitolo 6"},abstract:{fr:"Partie p\xe9dagogique du FuncampR. Chapitre 6 : la fake news. Essesp\xe9us et icaRius vont cr\xe9er une Fake News pour tromper les arm\xe9es de SaSSoS.",en:"FuncampR educational part. Chapter 6: fake news. Essesp\xe9us and icaRius create a Fake News to deceive the armies of SaSSoS.",it:"Parte educativa di FuncampR. Capitolo 6: la fake news. Essesp\xe9us e IcaRius creeranno una fake news per ingannare le armate di SaSSoS."},authors:[{fr:"Communaut\xe9 FuncampR",it:"Comunit\xe0 FunCampR",en:"FuncampR Community"}],types:[{fr:"Tutoriel R",it:"Tutorial R",en:"R Tutorial"}],tags:["learn"],category:"training courses with R",imageUrl:"data:image/png;base64,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",deploymentUrl:{fr:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapitre6\xbb&onyxia.friendlyName=\xabGrimoire-Chap6\xbb",en:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter6\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-Chap6\xbb",it:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter6\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyN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IgoR - Chapitre 7",en:"IgoR Spellbook - Chapter 7",it:"Grimorio IgoR - Capitolo 7"},abstract:{fr:"Partie p\xe9dagogique du FuncampR. Chapitre 7 (optionnel): le labyrinthe. Le Mage Delagarde propose \xe0 icaRius un d\xe9fi pour obtenir les bonnes directions dans le labyrinthe.",en:"FuncampR educational part. Chapter 7 (optional): the labyrinth. Mage Delagarde offers icaRius a challenge to get the right directions in the labyrinth.",it:"Parte educativa di FuncampR. Capitolo 7 (opzionale): il labirinto. Il Mago Delagarde propone a IcaRius una sfida per ottenere le giuste direzioni nel labirinto"},authors:[{fr:"Communaut\xe9 FuncampR",it:"Comunit\xe0 FunCampR",en:"FuncampR Community"}],types:[{fr:"Tutoriel R",it:"Tutorial R",en:"R Tutorial"}],tags:["learn"],category:"training courses with R",imageUrl:"data:image/png;base64,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",deploymentUrl:{fr:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapitre7\xbb&onyxia.friendlyName=\xabGrimoire-Chap7\xbb",en:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter7\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-Chap7\xbb",it:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter7\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-Chap7\xbb"}},{name:{fr:"Grimoire IgoR - Chapitre 8",en:"IgoR Spellbook - Chapter 8",it:"Grimorio IgoR - Capitolo 8"},abstract:{fr:"Partie p\xe9dagogique du FuncampR. Chapitre 8: la plume d\u2019IgoR. Pour soulever la pierre qui bloque le passage, icaRius doit apprendre de nouveaux sortil\xe8ges.",en:"FuncampR educational part. Chapter 8: IgoR's Feather. To lift the stone blocking the passage, icaRius must learn new spells.",it:"Parte educativa di FuncampR. Capitolo 8: la piuma di IgoR. Per sollevare la pietra che blocca il passaggio, IcaRius deve imparare nuovi incantesimi."},authors:[{fr:"Communaut\xe9 FuncampR",it:"Comunit\xe0 FunCampR",en:"FuncampR Community"}],types:[{fr:"Tutoriel R",it:"Tutorial R",en:"R Tutorial"}],tags:["learn"],category:"training courses with 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IgoR - Chapitre 9",en:"IgoR Spellbook - Chapter 9",it:"Grimorio IgoR - Capitolo 9"},abstract:{fr:"Partie p\xe9dagogique du FuncampR. Chapitre 9: le village de Sandia. Mam\u2019Grouxi narre les innombrables naissances qu\u2019elle a vu au fil des ans (des si\xe8cles?).",en:"FuncampR educational part. Chapter 9: the village of Sandia. Mam\u2019Grouxi recounts the countless births she has seen over the years.",it:"Parte educativa di FuncampR. Capitolo 9: il villaggio di Sandia. Mam'Grouxi racconta le innumerevoli nascite che ha visto nel corso degli anni (secoli?)."},authors:[{fr:"Communaut\xe9 FuncampR",it:"Comunit\xe0 FunCampR",en:"FuncampR Community"}],types:[{fr:"Tutoriel R",it:"Tutorial R",en:"R Tutorial"}],tags:["learn"],category:"training courses with 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IgoR - Chapitre 10",en:"IgoR Spellbook - Chapter 10",it:"Grimorio IgoR - Capitolo 10"},abstract:{fr:"Partie p\xe9dagogique du FuncampR. Chapitre 10: La porte de sortie - Save Me. Dans ses p\xe9r\xe9grinations, icaRius se trouve pris au pi\xe8ge dans une salle de l'impossible",en:"FuncampR educational part. Chapter 10: Exit Door - Save Me. In his wanderings, icaRius finds himself trapped in an Impossible Room.",it:"Parte educativa di FuncampR. Capitolo 10: La porta d'uscita - Salvami. Nelle sue avventure, IcaRius si trova intrappolato in una stanza dell'impossibile"},authors:[{fr:"Communaut\xe9 FuncampR",it:"Comunit\xe0 FunCampR",en:"FuncampR Community"}],types:[{fr:"Tutoriel R",it:"Tutorial R",en:"R Tutorial"}],tags:["learn"],category:"training courses with R",imageUrl:"data:image/png;base64,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",deploymentUrl:{fr:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapitre10\xbb&onyxia.friendlyName=\xabGrimoire-Chap10\xbb",en:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter10\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-Chap10\xbb",it:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter10\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-Chap10\xbb"}},{name:{fr:"Grimoire IgoR - Chapitre 11",en:"IgoR Spellbook - Chapter 11",it:"Grimorio IgoR - Capitolo 11"},abstract:{fr:"Partie p\xe9dagogique du FuncampR. Chapitre 11: Codez-le une fois. L'automate TeoC enseigne \xe0 icaRius la Voie du Reproductible",en:"FuncampR educational part. Chapter 11: Code It Once. The TeoC automaton teaches icaRius the Way of the Reproducible.",it:"Parte educativa di FuncampR. Capitolo 11: Codificalo una volta. L'automate TeoC insegna a IcaRius la Via del Riproducibile."},authors:[{fr:"Communaut\xe9 FuncampR",it:"Comunit\xe0 FunCampR",en:"FuncampR Community"}],types:[{fr:"Tutoriel R",it:"Tutorial R",en:"R Tutorial"}],tags:["learn"],category:"training courses with R",imageUrl:"data:image/png;base64,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",deploymentUrl:{fr:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapitre11\xbb&onyxia.friendlyName=\xabGrimoire-Chap11\xbb",en:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter11\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-Chap11\xbb",it:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter11\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-Chap11\xbb"}},{name:{fr:"Grimoire IgoR - Chapitre 12",en:"IgoR Spellbook - Chapter 12",it:"Grimorio IgoR - Capitolo 12"},abstract:{fr:"Partie p\xe9dagogique du FuncampR. Chapitre 12: De l\u2019oxyg\xe8ne documentaire. Rencontre d'un dr\xf4le d\u2019oiseau, FebeleR, f\xe9ru de litt\xe9rature statisienne et de grimoires...",en:"FuncampR educational part. Chapter 12: Breathe and document. Meeting with a strange bird, FebeleR, fond of Statisian literature and grimoires ...",it:"Parte educativa di FuncampR. Capitolo 12: Di ossigeno documentario. Incontro con un uccello strano, FebeleR, appassionato di letteratura statistica e grimori..."},authors:[{fr:"Communaut\xe9 FuncampR",it:"Comunit\xe0 FunCampR",en:"FuncampR Community"}],types:[{fr:"Tutoriel R",it:"Tutorial R",en:"R Tutorial"}],tags:["learn"],category:"training courses with 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IgoR - Chapitre 13",en:"IgoR Spellbook - Chapter 13",it:"Grimorio IgoR - Capitolo 13"},abstract:{fr:"Partie p\xe9dagogique du FuncampR. Chapitre 13: l'histoire sans fin. La gueRnouille Asa apprend \xe0 icaRius \xe0 \xe9crire lui-m\xeame la fin de l'histoire",en:"FuncampR educational part. Chapter 13: The NeveRending Story. Asa fRog teaches icaRius to write himself the end of the story",it:"Parte educativa di FuncampR. Capitolo 13: la storia senza fine. La rana Asa insegna a IcaRius a scrivere da solo la fine della storia."},authors:[{fr:"Communaut\xe9 FuncampR",it:"Comunit\xe0 FunCampR",en:"FuncampR Community"}],types:[{fr:"Tutoriel R",it:"Tutorial R",en:"R Tutorial"}],tags:["learn"],category:"training courses with R",imageUrl:"data:image/png;base64,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",deploymentUrl:{fr:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapitre13\xbb&onyxia.friendlyName=\xabGrimoire-Chap13\xbb",en:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter13\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-Chap13\xbb",it:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter13\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-Chap13\xbb"}},{name:{fr:"Grimoire - Neverending",en:"Spellbook - Neverending",it:"Grimorio - Neverending"},abstract:{fr:"Partie p\xe9dagogique du FuncampR. Le parchemin pour \xe9crire soi-m\xeame le chapitre 13 et la fin de l'histoire d'icaRius.",en:"FuncampR educational part. The scroll on which icaRius writes chapter 13 and the end of the story.",it:"Parte educativa di FuncampR. Il pergamino per scrivere da soli il capitolo 13 e la fine della storia di IcaRius."},authors:[{fr:"Communaut\xe9 FuncampR",it:"Comunit\xe0 FunCampR",en:"FuncampR Community"}],types:[{fr:"Tutoriel Rstudio",en:"Rstudio Tutorial",it:"Tutorial RStudio"}],tags:["discover","learn"],category:"training courses with 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La leader dei Silfi, Lireva, chiede a IcaRius di aiutarla a ricostruire il suo villaggio, distrutto dalle bombe silvane"},authors:[{fr:"Communaut\xe9 FuncampR",it:"Comunit\xe0 FunCampR",en:"FuncampR Community"}],types:[{fr:"Tutoriel R",it:"Tutorial R",en:"R Tutorial"}],tags:["learn"],category:"training courses with R",imageUrl:"data:image/png;base64,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",deploymentUrl:{fr:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapitre14\xbb&onyxia.friendlyName=\xabGrimoire-ChapBonus\xbb",en:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter14\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-ChapBonus\xbb",it:"https://datalab.sspcloud.fr/launcher/inseefrlab-helm-charts-trainings/grimoire?autoLaunch=true&grimoire.chapitre=\xabchapter14\xbb&grimoire.quete=\xabSpellbook_IGoR\xbb&onyxia.friendlyName=\xabSpellbook-ChapBonus\xbb"}}]},{name:"Parcours R",abstract:"Parcours de formation \xe0 R du p\xf4le minist\xe9riel MTES-MCTRCT",imageUrl:Kc,parts:[{name:"1. D\xe9couvrir R et RStudio",abstract:"D\xe9couvrir le fonctionnement de R, Aborder la dimension modulaire du logiciel, S\u2019approprier l\u2019interface graphique du logiciel, \xcatre en capacit\xe9 d\u2019importer dans R un fichier CSV et de r\xe9aliser des calculs statistiques simples (somme, moyenne, table des fr\xe9quences)",authors:["Thierry Zorn","Murielle Lethrosne","Vivien Roussez","Pascal Irz"],types:["Tutoriel R"],tags:["discover"],category:"training courses with R",imageUrl:Wc,deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/rstudio?autoLaunch=true&onyxia.friendlyName=%C2%ABParcoursR_M1%C2%BB&service.image.custom.enabled=true&service.image.custom.version=%C2%ABghcr.io%2Fmtes-mct%2Fparcours_r_socle_introduction-4.2.1%C2%BB&security.allowlist.enabled=false&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2FMTES-MCT%2Fparcours-r%2Fmaster%2Finit_scripts%2Fformation%2Finit_script_formation.sh%C2%BB",articleUrl:"https://mtes-mct.github.io/parcours_r_socle_introduction/"},{name:"2. Pr\xe9parer ses donn\xe9es avec R et le Tidyverse",abstract:"\xcatre en capacit\xe9 d\u2019explorer les donn\xe9es, de les comprendre, de les structurer, de les croiser et les enrichir avec des donn\xe9es externes pour les pr\xe9parer \xe0 des traitements statistiques. La pr\xe9paration des donn\xe9es est une \xe9tape fondamentale pour faciliter la r\xe9alisation des analyses statistiques",authors:["Ma\xebl Theuli\xe8re","Bruno Terseur"],types:["Tutoriel R"],tags:["learn"],category:"training courses with R",imageUrl:Hc,deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/rstudio?autoLaunch=true&onyxia.friendlyName=%C2%ABParcoursR_M2%C2%BB&service.image.custom.enabled=true&service.image.custom.version=%C2%ABghcr.io%2Fmtes-mct%2Fparcours_r_socle_preparation_des_donnees-4.2.1%C2%BB&security.allowlist.enabled=false&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2FMTES-MCT%2Fparcours-r%2Fmaster%2Finit_scripts%2Fformation%2Finit_script_formation.sh%C2%BB",articleUrl:"https://mtes-mct.github.io/parcours_r_socle_preparation_des_donnees/"},{name:"3. 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Toutes les librairies de manipulation de donn\xe9es, de mod\xe9lisation\net de visualisation reposent, de mani\xe8re plus ou moins directe, sur `numpy`.\nIl est donc indispensable de revoir quelques notions sur ce package avant\nd'aller plus loin.\n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:90,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABmanipulation%2001_numpy%C2%BB&security.allowlist.enabled=false"},{name:"Introduction \xe0 Pandas",abstract:"`Pandas` est l'\xe9l\xe9ment central de l'\xe9cosyst\xe8me `Python` pour la _data science_. 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Ce chapitre consolide ces principes en pr\xe9sentant deux types de traitements classiques de la boite \xe0 outil des _data scientists_ : statistiques par groupe et associations de donn\xe9es.",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:90,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?version=1.13.33&autoLaunch=true&onyxia.friendlyName=\xabpython-datascience\xbb&init.personalInit=\xabhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh\xbb&init.personalInitArgs=\xabmanipulation%2002_pandas_suite\xbb"},{name:"Introduction aux donn\xe9es spatiales avec Geopandas",abstract:"Les donn\xe9es g\xe9olocalis\xe9es se sont multipli\xe9es depuis quelques ann\xe9es, qu\u2019il s\u2019agisse de donn\xe9es open-data ou de traces num\xe9riques g\xe9olocalis\xe9es de type big-data. Pour les donn\xe9es spatiales, le package GeoPandas \xe9tend les fonctionalit\xe9s de l\u2019\xe9cosyst\xe8me Pandas afin de permettre de manipuler des donn\xe9es g\xe9ographiques complexes de mani\xe8re simple.",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:180,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABmanipulation%2003_geopandas_intro%C2%BB&security.allowlist.enabled=false"},{name:"Webscraping avec python",abstract:'`Python` permet de facilement r\xe9cup\xe9rer une page web pour en extraire des\ndonn\xe9es \xe0 restructurer. Le webscraping, que les Canadiens nomment\n_"moissonnage du web"_, est une mani\xe8re de plus en plus utilis\xe9e de\nr\xe9cup\xe9rer une grande masse d\'information en temps r\xe9el. \n',authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:90,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABmanipulation%2004a_webscraping_TP%C2%BB&security.allowlist.enabled=false"},{name:"Ma\xeetriser les expressions r\xe9guli\xe8res",abstract:"Les expressions r\xe9guli\xe8res fournissent un cadre tr\xe8s pratique pour manipuler\nde mani\xe8re flexible des donn\xe9es textuelles. Elles sont tr\xe8s utiles\nnotamment pour les t\xe2ches de traitement naturel du langage (__NLP__)\nou le nettoyage de donn\xe9es textuelles.\n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:60,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABmanipulation%2004b_regex_TP%C2%BB&security.allowlist.enabled=false"},{name:"Requ\xeater via des API avec Python",abstract:"Les __API__ (_Application Programming Interface_) sont un mode d'acc\xe8s aux\ndonn\xe9es en expansion. Gr\xe2ce aux API, l'automatisation de scripts\nest facilit\xe9e puisqu'il n'est plus n\xe9cessaire de stocker un fichier,\net g\xe9rer ses diff\xe9rentes versions, mais uniquement de requ\xeater une base\net laisser au producteur de donn\xe9es le soin de g\xe9rer les mises \xe0 jour de\nla base. \n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:90,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABmanipulation%2004c_API_TP%C2%BB&security.allowlist.enabled=false"},{name:"Exercices suppl\xe9mentaires de webscraping",abstract:"Un exercice suppl\xe9mentaire de _webscraping_,\no\xf9 l'on construit de mani\xe8re automatique sa liste de courses \xe0 partir des donn\xe9es\nde [`Marmiton`](https://www.marmiton.org/).\n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:90,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABmanipulation%2006a_exo_supp_webscraping%C2%BB&security.allowlist.enabled=false"}]},{name:"Visualisation de donn\xe9es",abstract:"Graphiques, cartes, et visualisations interactives",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",parts:[{name:"De beaux graphiques avec python: mise en pratique",abstract:"Une partie essentielle du travail du \n_data-scientist_ est d'\xeatre en mesure\nde synth\xe9tiser une information dans des\nrepr\xe9sentations graphiques percutantes. Ce\nchapitre permet de d\xe9couvrir\nles fonctionalit\xe9s graphiques de `matplotlib`,\n`seaborn` et `plotly` pour repr\xe9senter des statistiques\nsur les d\xe9comptes de v\xe9lo \xe0 Paris.\n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:90,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABvisualisation%20matplotlib%C2%BB&security.allowlist.enabled=false"},{name:"De belles cartes avec python: mise en pratique",abstract:"La cartographie est un excellent moyen de diffuser\nune connaissance, y compris \xe0 des publics peu\nfamiliers de la statistique. Ce chapitre permet\nde d\xe9couvrir la mani\xe8re dont on peut\nutiliser `Python` pour construire des \ncartes standards (avec `geopandas`) ou \nr\xe9actives (`folium`). Cela se fera\n\xe0 travers un exercice permettant\nde visualiser la fr\xe9quentation par les\nv\xe9los des routes parisiennes.\n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:90,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABvisualisation%20maps%C2%BB&security.allowlist.enabled=false"}]},{name:"Mod\xe9lisation",abstract:"Preprocessing, apprentissage supervis\xe9 et non supervis\xe9, \xe9valuation de mod\xe8les",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",parts:[{name:"Pr\xe9paration des donn\xe9es pour construire un mod\xe8le",abstract:"Afin d'avoir des donn\xe9es coh\xe9rentes avec les hypoth\xe8ses de mod\xe9lisation,\nil est absolument fondamental de prendre le temps de\npr\xe9parer les donn\xe9es \xe0 fournir \xe0 un mod\xe8le. La qualit\xe9 de la pr\xe9diction\nd\xe9pend fortement de ce travail pr\xe9alable qu'on appelle _preprocessing_.\nBeaucoup de m\xe9thodes sont disponibles dans `scikit`, ce qui rend ce travail\nmoins fastidieux et plus fiable. \n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:90,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABmodelisation%200_preprocessing%C2%BB&security.allowlist.enabled=false"},{name:"Evaluer la qualit\xe9 d'un mod\xe8le",abstract:"Faire preuve de m\xe9thode pour \xe9valuer la qualit\xe9 d'un mod\xe8le \npermet de proposer des pr\xe9dictions plus robustes, ayant\nde meilleures performances sur un nouveau jeu de donn\xe9es\n(pr\xe9dictions _out-of-sample_). D\xe9composer\nl'\xe9chantillon initial en sous-\xe9chantillons d'entra\xeenement\net de tests, faire de la validation crois\xe9e, utiliser\nles bonnes mesures de performances \npeut se faire, gr\xe2ce \xe0 scikit, de mani\xe8re relativement standardis\xe9e.\nCette d\xe9marche scientifique est essentielle pour assurer la confiance\ndans la qualit\xe9 d'un mod\xe8le, ce qu'a illustr\xe9 r\xe9cemment\nun [cycle de s\xe9minaire de Princeton](https://reproducible.cs.princeton.edu/)\n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:60,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABmodelisation%201_modelevaluation%C2%BB&security.allowlist.enabled=false"},{name:"Classification: premier mod\xe8le avec les SVM",abstract:"La classification permet d'attribuer une classe d'appartenance (_label_\ndans la terminologie du _machine learning_)\ndiscr\xe8te \xe0 des donn\xe9es \xe0 partir de certaines variables explicatives\n(_features_ dans la m\xeame terminologie).\nLes algorithmes de classification sont nombreux. L'un des plus intuitifs et\nles plus fr\xe9quemment rencontr\xe9s est le `SVM` (*support vector machine*).\nCe chapitre illustre les enjeux de la classification \xe0 partir de\nce mod\xe8le sur les donn\xe9es de vote aux \xe9lections pr\xe9sidentielles US de 2020.\n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:120,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABmodelisation%202_SVM%C2%BB&security.allowlist.enabled=false"},{name:"R\xe9gression: une introduction",abstract:"La r\xe9gression lin\xe9aire est la premi\xe8re mod\xe9lisation statistique\nqu'on d\xe9couvre dans un cursus quantitatif. Il s'agit en effet d'une\nm\xe9thode tr\xe8s intuitive et tr\xe8s riche. Le _Machine Learning_ permet de\nl'appr\xe9hender d'une autre mani\xe8re que l'\xe9conom\xe9trie. Avec `scikit` et\n`statsmodels`, on dispose de tous les outils pour satisfaire \xe0 la fois\ndata scientists et \xe9conomistes. \n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:90,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABmodelisation%203_regression%C2%BB&security.allowlist.enabled=false"},{name:"S\xe9lection de variables : une introduction",abstract:"L'acc\xe8s \xe0 des bases de donn\xe9es de plus en plus riches permet\ndes mod\xe9lisations de plus en plus raffin\xe9es. Cependant,\nles mod\xe8les parcimonieux sont g\xe9n\xe9ralement pr\xe9f\xe9rables\naux mod\xe8les extr\xeamement riches pour obtenir de bonnes\nperformances sur un nouveau jeu de donn\xe9es (pr\xe9dictions\n_out-of-sample_). Les m\xe9thodes de s\xe9lection de variables,\nnotamment le [`LASSO`](https://fr.wikipedia.org/wiki/Lasso_(statistiques)),\npermettent de s\xe9lectionner le signal le plus\npertinent dilu\xe9 au milieu du bruit lorsqu'on a beaucoup d'information \xe0\ntraiter. \n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:90,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABmodelisation%204_featureselection%C2%BB&security.allowlist.enabled=false"},{name:"Clustering",abstract:"Le _clustering_ consiste \xe0 r\xe9partir des observations dans des groupes,\ng\xe9n\xe9ralement non observ\xe9s,\nen fonction de caract\xe9ristiques observables. Il s'agit d'une\napplication classique, en _machine learning_\nde m\xe9thodes non supervis\xe9es puisqu'on ne dispose g\xe9n\xe9ralement pas de l'information \nsur le groupe auquel apprartient r\xe9ellement une observation. Les applications\nau monde r\xe9el sont nombreuses, notamment dans le domaine de la\nsegmentation tarifaire.\n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:90,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABmodelisation%205_clustering%C2%BB&security.allowlist.enabled=false"},{name:"Premier pas vers l'industrialisation avec les pipelines scikit",abstract:"Les _pipelines_ `scikit` permettent d'int\xe9grer de mani\xe8re tr\xe8s flexible\nun ensemble d'op\xe9rations de pre-processing et d'entra\xeenement de mod\xe8les\ndans une cha\xeene d'op\xe9rations. Il s'agit d'une approche particuli\xe8rement\nappropri\xe9e pour r\xe9duire la difficult\xe9 \xe0 changer d'algorithme ou pour\nfaciliter la r\xe9-application d'un code \xe0 de nouvelles donn\xe9es\n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:120,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABmodelisation%206_pipeline%C2%BB&security.allowlist.enabled=false"}]},{name:"Traitement du langage naturel",abstract:"Analyse et mod\xe9lisation des donn\xe9es textuelles",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",parts:[{name:"Quelques \xe9l\xe9ments pour comprendre les enjeux",abstract:"Les corpus textuels \xe9tant des objets de tr\xe8s grande dimension\no\xf9 le ratio signal/bruit est faible, il est n\xe9cessaire de mettre\nen oeuvre une s\xe9rie d'\xe9tapes de nettoyage de texte. Ce chapitre va\nexplorer quelques m\xe9thodes classiques de nettoyage en s'appuyant\nsur le _Comte de Monte Cristo_ d'Alexandre Dumas. \n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:90,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABNLP%2001_intro%C2%BB&security.allowlist.enabled=false"},{name:"Nettoyer un texte: approche bag-of-words (exercices)",abstract:"Ce chapitre continue de pr\xe9senter l'approche de __nettoyage de donn\xe9es__ \ndu `NLP` en s'appuyant sur le corpus de trois auteurs\nanglo-saxons : Mary Shelley, Edgar Allan Poe, H.P. Lovecraft.\nDans cette s\xe9rie d'exercice nous mettons en oeuvre de mani\xe8re\nplus approfondie les diff\xe9rentes m\xe9thodes pr\xe9sent\xe9es\npr\xe9cedemment.\n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABNLP%2002_exoclean%C2%BB&security.allowlist.enabled=false"},{name:"Latent Dirichlet Allocation (LDA)",abstract:'Le mod\xe8le [Latent Dirichlet Allocation (LDA)](https://fr.wikipedia.org/wiki/Allocation_de_Dirichlet_latente)\nest un mod\xe8le probabiliste g\xe9n\xe9ratif qui permet\nde d\xe9crire des collections de documents de texte ou d\u2019autres types de donn\xe9es discr\xe8tes.\nLa `LDA` fait\npartie d\u2019une cat\xe9gorie de mod\xe8les appel\xe9s _"topic models"_, qui cherchent \xe0 d\xe9couvrir des structures\nth\xe9matiques cach\xe9es dans des vastes archives de documents.\n',authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:90,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABNLP%2003_lda%C2%BB&security.allowlist.enabled=false"},{name:"M\xe9thodes de vectorisation : comptages et word embeddings",abstract:"Pour pouvoir utiliser des donn\xe9es textuelles dans des algorithmes\nde _machine learning_, il faut les vectoriser, c'est \xe0 dire transformer\nle texte en donn\xe9es num\xe9riques. Dans ce TP, nous allons comparer\ndiff\xe9rentes m\xe9thodes de vectorisation, \xe0 travers une t\xe2che de pr\xe9diction :\n_peut-on pr\xe9dire un auteur litt\xe9raire \xe0 partir d'extraits de ses textes ?_\nParmi ces m\xe9thodes, on va notamment explorer le mod\xe8le `Word2Vec`, qui\npermet d'exploiter les structures latentes d'un texte en construisant\ndes _word embeddings_ (plongements de mots).\n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:90,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABNLP%2004_word2vec%C2%BB&security.allowlist.enabled=false"},{name:"Exercices suppl\xe9mentaires",abstract:"Des exercices suppl\xe9mentaires pour pratiquer les concepts du NLP\n",authors:["Lino Galiana"],types:["Notebook Python"],tags:["consolidate","learn"],timeRequired:90,category:"training courses with python",imageUrl:"https://raw.githubusercontent.com/InseeFrLab/www.sspcloud.fr/main/src/assets/img/python.jpg",deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-python?autoLaunch=true&onyxia.friendlyName=%C2%ABpython-datascience%C2%BB&init.personalInit=%C2%ABhttps%3A%2F%2Fraw.githubusercontent.com%2Flinogaliana%2Fpython-datascientist%2Fmaster%2Fsspcloud%2Finit-jupyter.sh%C2%BB&init.personalInitArgs=%C2%ABNLP%2005_exo_supp%C2%BB&security.allowlist.enabled=false"}]}]},{name:"Initiation \xe0 Spark",abstract:"Parcours de formation au calcul distribu\xe9 avec Spark pour du traitement de donn\xe9es \xe0 grande \xe9chelle.",imageUrl:ed,parts:[{name:"1. Introduction \xe0 Spark",abstract:"Bases d'architecture et premiers exemples",authors:["Inseefrlab"],types:["Notebook Python"],tags:["discover","learn"],category:"training courses in data science",imageUrl:ed,timeRequired:60,deploymentUrl:"https://datalab.sspcloud.fr/launcher/ide/jupyter-pyspark?autoLaunch=true&init.personalInit=\xabhttps://raw.githubusercontent.com/InseeFrLab/spark-formation/main/init-notebook.sh&vault.secret=\xabdiffusion/spark-lab/1-introduction\xbb&vault.directory=\xabtm8enk\xbb&onyxia.friendlyName=\xab1_Intro_spark\xbb"},{name:"2. 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