Première Version

parent 1edc681e
......@@ -66,7 +66,7 @@
"Type=[i.split()[0] for i in Type_init]\n",
"Id=[int(i.split()[1]) for i in Type_init[:-1]]+[4]\n",
"Num=[(sum(donnees.loc[:,type]>0)) for type in Type_init]\n",
"Label=[\"Module 1\",\"Module 1\",\"Module 1\",\"Module 1\",\"Module 1\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 3\",\"Module 3\",\"Module 4\",\"Module 4\",\"Module 4\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Module 1\",\"Module 2\",\"Module 3\",\"ExoEval\"]\n",
"Label=[\"Module 1\",\"Module 1\",\"Module 1\",\"Module 1\",\"Module 1\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 2\",\"Module 3\",\"Module 3\",\"Module 4\",\"Module 4\",\"Module 4\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Jupiter\",\"R\",\"OrgMode\",\"Module 1\",\"Module 2\",\"Module 3\",\"ExoEvalPair\"]\n",
"tableau=pd.DataFrame({'Type':Type,\"Id\":Id,\"Num\":Num,\"Label\":Label})\n",
"col=[\"Type\",\"Num\",\"Id\",\"Label\"]\n",
"tableau = tableau.loc[:, col]\n",
......
{
"cells": [
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from IPython.display import Markdown, display\n",
"\n",
"\n",
"donnees=pd.read_csv(\"results-survey669838(3).csv\")"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def histogramme(colonne):\n",
" tableau_colonne = donnees.loc[:,colonne].value_counts().sort_values(ascending=False)\n",
" tableau_colonne.plot(kind=\"bar\")\n",
" plt.title(colonne)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"Vidéo_de_cours=\"Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Vidéos de cours]\"\n",
"Interview=\"Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Interviews]\"\n",
"Quiz=\"Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Quiz]\"\n",
"Exercices_pratiques_evalues=\"Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Exercices pratiques évalués (Module 1, 2 et 3)]\"\n",
"Exercices_evalues_pairs=\"Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Exercice évalué par les pairs (Module 3)]\"\n",
"Ressources_complementaires=\"Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Ressources complémentaires]\"\n",
"liste_satisfactions=[Vidéo_de_cours,Interview,Quiz,Exercices_pratiques_evalues,Exercices_evalues_pairs,Ressources_complementaires]\n",
"\n",
"dico_satisfactions={}\n",
"for satisfaction in liste_satisfactions:\n",
" dico_satisfactions[(satisfaction.split(\" \"))[2].strip(\"[\").strip(\"]\")]=np.mean(donnees.loc[:,satisfaction])\n",
" \n",
"\n",
"pd.Series(dico_satisfactions).plot(kind=\"barh\",grid=True,xticks=np.arange(0,round(max(dico_satisfactions.values()),1),1))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"Vidéo_de_cours=\"Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Vidéos de cours]\"\n",
"Interview=\"Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Interviews]\"\n",
"Quiz=\"Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Quiz]\"\n",
"Exercices_pratiques_evalues=\"Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Exercices pratiques évalués (Module 1, 2 et 3)]\"\n",
"Exercices_evalues_pairs=\"Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Exercice évalué par les pairs (Module 3)]\"\n",
"Ressources_complementaires=\"Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Ressources complémentaires]\"\n",
"liste_satisfactions=[Vidéo_de_cours,Interview,Quiz,Exercices_pratiques_evalues,Exercices_evalues_pairs,Ressources_complementaires]\n",
"\n",
"dico_satisfactions_Rstudio={}\n",
"for satisfaction in liste_satisfactions:\n",
" dico_satisfactions_Rstudio[(satisfaction.split(\" \"))[2].strip(\"[\").strip(\"]\")]=np.mean(donnees.loc[donnees.loc[:,\"Quel(s) parcour(s) avez-vous suivi ? [RStudio]\"]==\"Oui\",satisfaction])\n",
" \n",
"dico_satisfactions_Jupyter={}\n",
"for satisfaction in liste_satisfactions:\n",
" dico_satisfactions_Jupyter[(satisfaction.split(\" \"))[2].strip(\"[\").strip(\"]\")]=np.mean(donnees.loc[donnees.loc[:,\"Quel(s) parcour(s) avez-vous suivi ? [Jupyter]\"]==\"Oui\",satisfaction])\n",
"\n",
"dico_satisfactions_OrgMode={}\n",
"for satisfaction in liste_satisfactions:\n",
" dico_satisfactions_OrgMode[(satisfaction.split(\" \"))[2].strip(\"[\").strip(\"]\")]=np.mean(donnees.loc[donnees.loc[:,\"Quel(s) parcour(s) avez-vous suivi ? [Org-mode]\"]==\"Oui\",satisfaction])\n",
"\n",
"pd.DataFrame({\"Orgmode\":dico_satisfactions_OrgMode,\"Jupyter\":dico_satisfactions_Jupyter,\"RStudio\":dico_satisfactions_Rstudio}).plot(kind=\"barh\")\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
"ID de la réponse","Date de soumission","Dernière page","Langue de départ","Tête de série","Date de lancement","Date de la dernière action","URL référente","Question cachée pour enregistrer l'ID anonymisé des apprenants. ","Le MOOC a-t-il satisfait vos attentes ?","Pour quelle raison ?","Avez-vous eu la possibilité de vous investir dans ce MOOC comme vous l’aviez prévu ?","Si non, quels ont été les éléments bloquants ? [Des éléments personnels]","Si non, quels ont été les éléments bloquants ? [Des éléments techniques]","Si non, quels ont été les éléments bloquants ? [ Des difficultés dans la gestion de mon temps]","Si non, quels ont été les éléments bloquants ? [ Une mauvaise évaluation de l’effort à fournir par semaine selon vous]","Si non, quels ont été les éléments bloquants ? [Autre]","L’effort à fournir était-il conforme à ce qui était annoncé ?","Quel est votre niveau de connaissance sur le sujet après avoir suivi ce MOOC ?","Combien d'heures par semaine avez-vous passé sur le MOOC ?","Compte tenu du temps investi, êtes-vous satisfait(e) de ce que vous avez appris ?","Pourquoi n'êtes-vous pas satisfait(e) de ce que vous avez pu apprendre en suivant ce MOOC ?","Avez-vous contribué aux activités collaboratives du MOOC (forum, wiki, vidéos en direct, évaluation par les pairs, projets de groupe...) ?","Allez-vous conseiller ce MOOC à des amis ou à des collègues ?","Allez-vous pouvoir mettre en pratique ce que vous avez appris ?","Avez-vous satisfait les conditions d'obtention d'une attestation de suivi avec succès gratuite pour ce MOOC ?","Avez-vous finalement passé un certificat payant sur ce MOOC ?","Que pensez-vous faire de votre certificat et/ou de votre attestation ?","Avez-vous l’intention de suivre un autre MOOC ?","Avez-vous l’intention de suivre un autre MOOC ? [Autre]","Pour quelle raison ?","Si vous suivez des MOOC sur d'autres plateformes, quelles sont-elles ? (question facultative) [edx.org]","Si vous suivez des MOOC sur d'autres plateformes, quelles sont-elles ? (question facultative) [ Coursera]","Si vous suivez des MOOC sur d'autres plateformes, quelles sont-elles ? (question facultative) [ FutureLearn]","Si vous suivez des MOOC sur d'autres plateformes, quelles sont-elles ? (question facultative) [ MiriadaX]","Si vous suivez des MOOC sur d'autres plateformes, quelles sont-elles ? (question facultative) [ OpenClassrooms]","Si vous suivez des MOOC sur d'autres plateformes, quelles sont-elles ? (question facultative) [Autre]","Avez-vous trouvé la plateforme agréable à utiliser ?","Pour quelle raison ?","Etes-vous satisfait(e) du catalogue de cours disponibles ?","Pourquoi ?","Quelles sont les thématiques qui vous intéressent le plus ? [Agronomie et agriculture]","Quelles sont les thématiques qui vous intéressent le plus ? [Arts, création et design]","Quelles sont les thématiques qui vous intéressent le plus ? [Chimie]","Quelles sont les thématiques qui vous intéressent le plus ? [Communication]","Quelles sont les thématiques qui vous intéressent le plus ? [Cultures et civilisations]","Quelles sont les thématiques qui vous intéressent le plus ? [Découverte de l'Univers]","Quelles sont les thématiques qui vous intéressent le plus ? [Développement durable]","Quelles sont les thématiques qui vous intéressent le plus ? [Droit et juridique]","Quelles sont les thématiques qui vous intéressent le plus ? [Économie et finance]","Quelles sont les thématiques qui vous intéressent le plus ? [Education et formation]","Quelles sont les thématiques qui vous intéressent le plus ? [Enjeux de société ]","Quelles sont les thématiques qui vous intéressent le plus ? [Entrepreneuriat]","Quelles sont les thématiques qui vous intéressent le plus ? [Environnement]","Quelles sont les thématiques qui vous intéressent le plus ? [Géographie]","Quelles sont les thématiques qui vous intéressent le plus ? [Histoire]","Quelles sont les thématiques qui vous intéressent le plus ? [Informatique]","Quelles sont les thématiques qui vous intéressent le plus ? [Innovation]","Quelles sont les thématiques qui vous intéressent le plus ? [Langues]","Quelles sont les thématiques qui vous intéressent le plus ? [Lettres]","Quelles sont les thématiques qui vous intéressent le plus ? [Management]","Quelles sont les thématiques qui vous intéressent le plus ? [Mathématiques et statistiques]","Quelles sont les thématiques qui vous intéressent le plus ? [Médias]","Quelles sont les thématiques qui vous intéressent le plus ? [Numérique, technologie]","Quelles sont les thématiques qui vous intéressent le plus ? [Orientation]","Quelles sont les thématiques qui vous intéressent le plus ? [Outils, méthodes et enjeux de la recherche]","Quelles sont les thématiques qui vous intéressent le plus ? [Philosophie]","Quelles sont les thématiques qui vous intéressent le plus ? [Physique]","Quelles sont les thématiques qui vous intéressent le plus ? [Programmation]","Quelles sont les thématiques qui vous intéressent le plus ? [Relations internationales]","Quelles sont les thématiques qui vous intéressent le plus ? [Réseaux et télécommunications]","Quelles sont les thématiques qui vous intéressent le plus ? [Santé]","Quelles sont les thématiques qui vous intéressent le plus ? [Sciences]","Quelles sont les thématiques qui vous intéressent le plus ? [Sciences cognitives]","Quelles sont les thématiques qui vous intéressent le plus ? [Sciences de la Terre et de l'Univers]","Quelles sont les thématiques qui vous intéressent le plus ? [Sciences de la vie]","Quelles sont les thématiques qui vous intéressent le plus ? [Sciences humaines et sociales]","Quelles sont les thématiques qui vous intéressent le plus ? [Sciences Politiques]","Quelles sont les thématiques qui vous intéressent le plus ? [Sciences pour l'ingénieur]","Quelles sont les thématiques qui vous intéressent le plus ? [Sport]","Quelles sont les thématiques qui vous intéressent le plus ? [TPE-PME]","Quelles sont les thématiques qui vous intéressent le plus ? [Vie de l'entreprise]","Quelles sont les thématiques qui vous intéressent le plus ? [Autre]","Auriez-vous souhaité bénéficier de services complémentaires, éventuellement payants ?","Lesquels ?","Ce MOOC a-t-il répondu à vos besoins spécifiques d'accès aux contenus (accessibilité numérique, par exemple : sous-titrage, versions adaptées du document...) ? []","Avez-vous trouvé des informations relatives à l’accessibilité au sein du MOOC ?","Avez-vous des suggestions ou un avis concernant l’accessibilité du MOOC ?","J'autorise FUN à publier mon témoignage :","Avez-vous d'autres commentaires, remarques ou suggestions d'amélioration à nous communiquer ?","Bienvenue dans le groupe ""Questions de l'équipe du MOOC"" ! Vous pouvez ajouter jusqu'à 5 questions à la suite de celle-ci. Ne supprimez pas cette question car elle vous permet de prévisualiser le questionnaire avant de l'activer ! Pour ajouter des questions, vous pouvez vous référer au guide suivant : https://www.reseau-fun.help/hc/fr/articles/360000333858 Pour toute demande relative aux questionnaires de début et fin de cours, veuillez contacter le D2RP en cliquant sur « Envoyer une demande » en haut à droite du centre d’aide www.reseau-fun.help. ","Quel(s) parcour(s) avez-vous suivi ? [Jupyter]","Quel(s) parcour(s) avez-vous suivi ? [RStudio]","Quel(s) parcour(s) avez-vous suivi ? [Org-mode]","Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Vidéos de cours]","Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Interviews]","Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Quiz]","Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Exercices pratiques évalués (Module 1, 2 et 3)]","Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Exercice évalué par les pairs (Module 3)]","Dans quelle mesure avez-vous apprécié les éléments suivants du cours ? (1= pas satisfait ; 4= très satisfait) [Ressources complémentaires]","Quels outils comptez-vous utiliser ? [Markdown]","Quels outils comptez-vous utiliser ? [Pandoc]","Quels outils comptez-vous utiliser ? [Gitlab]","Quels outils comptez-vous utiliser ? [DocFetcher]","Quels outils comptez-vous utiliser ? [ExifTool]","Quels outils comptez-vous utiliser ? [Jupyter]","Quels outils comptez-vous utiliser ? [RStudio]","Quels outils comptez-vous utiliser ? [Emacs]","Quels sont, selon vous, les points positifs de ce cours ?","Avez-vous quelques suggestions et/ou points d'amélioration ? N'hésitez pas à préciser ce que vous auriez aimé voir dans ce cours qui n'y est pas, ce qui aurait pu être approfondi, ce qui vous a manqué ... ","Avez-vous des retours à nous faire sur le forum ? N'hésitez pas à nous dire comment vous l'avez utilisé et ce que vous en avez pensé.","Temps total :","Durée pour le groupe : Codification","Durée pour la question: code","Durée pour le groupe : Objectifs apprentissages","Durée pour la question: F01FUN","Durée pour la question: F01FUNC01","Durée pour la question: F02FUN","Durée pour la question: F02FUNC01","Durée pour la question: F03FUN","Durée pour la question: F04FUN","Durée pour la question: F05FUN","Durée pour la question: F06FUN","Durée pour la question: F06FUNC01","Durée pour la question: F07FUN","Durée pour la question: F08FUN","Durée pour la question: F09FUN","Durée pour la question: F10FUN","Durée pour la question: F11FUN","Durée pour la question: F1011FUNC01","Durée pour le groupe : Vos attentes","Durée pour la question: F12FUN","Durée pour la question: F12FUNC01","Durée pour la question: F13FUN","Durée pour la question: F14FUN","Durée pour la question: F14FUNC01","Durée pour la question: F15FUN","Durée pour la question: F16FUN","Durée pour la question: F17FUN","Durée pour la question: F18FUN","Durée pour la question: F18FUNC01","Durée pour le groupe : Accessibilité","Durée pour la question: F19FUN","Durée pour la question: F20FUN","Durée pour la question: F21FUN","Durée pour la question: F21FUNC01","Durée pour le groupe : Commentaires additionnels","Durée pour la question: F22FUN","Durée pour le groupe : Questions de l'équipe du MOOC","Durée pour la question: F00EM","Durée pour la question: DILLparcours","Durée pour la question: DILLsatisfaction","Durée pour la question: DILLoutils","Durée pour la question: DILLpositifs","Durée pour la question: DILLproposition","Durée pour la question: DILLforum"
"17","2020-03-23 00:45:29","6","en","1608630492","2020-03-23 00:40:39","2020-03-23 00:45:29","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","217ba8a7fafa77ac394998c6998cc603","Oui, plutôt","","Oui, plutôt","N/A","N/A","N/A","N/A","","Oui, complètement","Avancé","1h à 2h","Oui, plutôt","","Non, pas du tout","Oui, probablement","Oui, tout à fait","Oui, tout à fait","Non, le MOOC n'en proposait pas","","Peut-être","","","Non","Oui","Non","Non","Non","","Oui, tout à fait","","Oui, plutôt","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Oui","Non","Non","Non","","Non","","Non concerné","Non","","","","","Oui","Non","Non","3","2","3","3","2","4","Oui","Non","Oui","Non","Non","Oui","Non","Non","","","","284.63","","","156.84","","","","","","","","","","","","","","","","50.88","","","","","","","","","","","19.12","","","","","8.77","","49.02","","","","","","",""
"24","2020-03-23 17:50:18","6","en","70578783","2020-03-23 17:48:39","2020-03-23 17:50:18","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","315f358433aa0886134e9d72427a8d82","Non, pas du tout","","Oui, tout à fait","N/A","N/A","N/A","N/A","","Oui, complètement","Débutant","2h à 3 h","Oui, complètement","","Oui, tout à fait","Oui, certainement","Oui, probablement","Oui, tout à fait","Oui","","Peut-être","","","Oui","Oui","Non","Non","Non","","Oui, tout à fait","","Oui, tout à fait","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","","Eventuellement","","Oui, tout à fait","Oui","","","","","Oui","Non","Non","3","3","3","3","3","3","Oui","Non","Oui","Non","Non","Oui","Non","Non","","","","81.69","","","31.85","","","","","","","","","","","","","","","","22.73","","","","","","","","","","","7.48","","","","","3","","16.63","","","","","","",""
"28","2020-03-24 09:45:36","6","fr","2033350482","2020-03-24 09:37:24","2020-03-24 09:45:36","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","57b9d1400938c1a73c89812eb7af6bdc","Oui, complètement","","Oui, tout à fait","N/A","N/A","N/A","N/A","","Oui, plutôt","Avancé","Plus de 5h","Oui, complètement","","Non, pas du tout","Oui, certainement","Oui, tout à fait","Oui, tout à fait","Non, l'attestation gratuite me convenait","","Peut-être","","","Non","Non","Non","Non","Oui","","Oui, plutôt","","Oui, plutôt","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Oui","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","","Non","","Oui, tout à fait","Oui","Eventuellement de l'audiodescription ?
","Oui","Merci infiniment pour ce mooc c'était super et comble un gros manque de formation pratique à la recherche dans le système français.
Je vais profiter du confinement pour repenser mes outils de thèse de ce pas, et je n'ai qu'un regret c'es de ne pas avoir connu ce mooc plus tôt ce qui m'aurait fait gagner bien du temps !","","Oui","Non","Non","4","3","3","2","","4","Oui","Non","Oui","Non","Non","Oui","Non","Non","Très peu de pré-requis, l'essentiel est bien mis en valeur dans les vidéos comme ""sommaire de luxe"", et le choix est laissé grâce aux docs complémentaires d'approfondir les outils qui nous paraissent utiles.","Il y a deux ou trois questions de quiz où ce sont des carrés au lieu des ronds (ou inversement).
Des fois, le nombre de réponses attendues est précisé et d'autre fois pas, ce qui peut induire en erreur.
Regarder les questions où la réussite est la plus faible devrait pouvoir vous aider à traquer ces cas!","","492.16","","","43.72","","","","","","","","","","","","","","","","45.97","","","","","","","","","","","118.6","","","","","105.55","","178.32","","","","","","",""
"68","2020-03-27 15:37:34","6","fr","15819038","2020-03-27 15:23:46","2020-03-27 15:37:34","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","3fc2553edccc8ce04ff4284658a43487","Oui, plutôt","","Oui, plutôt","N/A","N/A","N/A","N/A","","Oui, plutôt","Avancé","Plus de 5h","Oui, plutôt","","Non, pas vraiment","Oui, probablement","Oui, tout à fait","Ce n'était pas mon but initial mais l'ai eue et j'en suis satisfait(e)","Non, l'attestation gratuite me convenait","","Peut-être","","","Non","Non","Non","Non","Non","","Oui, plutôt","","Oui, plutôt","","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","","Non","","Oui, tout à fait","Oui","","","","","Oui","Non","Non","4","2","3","3","2","4","Non","Non","Oui","Non","Non","Oui","Non","Non","","Pour le TD du module 3: j'aurais aimé la possibilité de ne pas review (via un lien par exemple) un de mes pair car je n'arrivais pas a estimer si celui-ci avait réalisé le travail ou non.
Je m'explique, l'étudiant n'a fourni aucune information sauf un lien vers un fichier sur son espace personnel (à convertir en espace gitlab). Ce fichier était vide et j'ai donc regardé le dernier fichier modifié qui était un fichier orgmode (que je ne maitrise pas du tout). J'ai donc passé un peu de temps pour tenter de reproduire son travail pour finalement conclure que la personne n'a pas réalisé l'exercice demandé. C'est très frustrant.
Le deuxième pair était plus aisé à corriger car le lien vers le pdf fonctionnait (mais pas celui du notebook). J'ai cependant passé un peu de temps pour tester son script car la copie depuis un fichier pdf ne conserve pas le format python.
Le processus de reviewing prend du temps (et encore plus dans un cadre réel), peut être trop dans le cadre d'un MOOC.","","822.73","","","75.47","","","","","","","","","","","","","","","","71.86","","","","","","","","","","","37.46","","","","","15.15","","622.79","","","","","","",""
"76","2020-03-27 19:12:51","6","en","814956595","2020-03-27 19:09:28","2020-03-27 19:12:51","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","b0d8849cabfd978d26bf972a065187ab","Oui, complètement","","Oui, tout à fait","N/A","N/A","N/A","N/A","","Oui, plutôt","Avancé","Plus de 5h","Oui, plutôt","","Non, pas du tout","Oui, probablement","Oui, tout à fait","Oui, tout à fait","Non, l'attestation gratuite me convenait","","Peut-être","","","Non","Non","Non","Non","Non","","Oui, plutôt","","Oui, plutôt","","Non","Non","Non","Non","Oui","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","","Non","","Oui, tout à fait","Oui","","","","","Oui","Non","Non","4","4","4","4","","3","Oui","Non","Oui","Non","Non","Oui","Non","Non","","","","198.45","","","90.45","","","","","","","","","","","","","","","","42.81","","","","","","","","","","","22.89","","","","","5.81","","36.49","","","","","","",""
"79","2020-03-27 23:30:41","6","fr","1169283907","2020-03-27 23:24:27","2020-03-27 23:30:41","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","754f45c6a8f0b015f5e6ca7cf5ef80b6","Oui, complètement","","Oui, tout à fait","N/A","N/A","N/A","N/A","","Oui, complètement","Avancé","1h à 2h","Oui, complètement","","Non, pas du tout","Oui, probablement","Oui, tout à fait","Ce n'était pas mon but initial mais l'ai eue et j'en suis satisfait(e)","Non, le MOOC n'en proposait pas","","Autre","gestionnaire de version","","Oui","Non","Non","Non","Non","","Oui, tout à fait","","Oui, plutôt","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Oui","Non","Non","Non","Oui","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","","Non","","Oui, tout à fait","Oui","","","","","Oui","Non","Non","4","3","4","4","2","2","Oui","Oui","Oui","Non","Non","Oui","Non","Oui","Bonne qualité des vidéos, exercices abordables","quelques quizz ne sont pas exactement en rapport avec les vidéos, les exercices de la fin sont plus complexes (trop ?)","Continuez, il y a encore plein de choses à expliquer et faire découvrir.","374.69","","","99.78","","","","","","","","","","","","","","","","83.92","","","","","","","","","","","15.88","","","","","11.18","","163.93","","","","","","",""
"84","2020-03-29 14:19:46","6","fr","831676245","2020-03-29 14:03:10","2020-03-29 14:19:46","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","f7761dbf5e688ce6ed562c39d3e11475","Oui, complètement","","Oui, plutôt","N/A","N/A","N/A","N/A","","Oui, plutôt","Intermédiaire","2h à 3 h","Oui, plutôt","","Non, pas vraiment","Oui, certainement","Oui, probablement","Oui, tout à fait","Non, l'attestation gratuite me convenait","","Autre","tous mes moods concernant la recherche reproductible et les statistiques m'intéressent grandement.","","Non","Non","Non","Non","Non","","Oui, plutôt","","Oui, plutôt","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Oui","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","","Non","","","","","","J'ai trouvé le Mooc vraiment très bien, tant dans les contenus que dans la construction avec alternance de cours, quizz et exercices. J'ai été heureuse qu'il concerne des aspects pratiques et réponde à certaines de mes questions. Je vais me mettre de ce pas à l'utilisation de certaines plateformes (très heureuse notamment de découvrir les bases de Git). Je n'ai pas encore réalisé le travail d'évaluation par pairs par manque de temps, mais je le ferai peut être ultérieurement. Je n'ai pas vraiment réussi à investir le journal. j'ai été étonnée que l'on ne parle pas dans ce Mooc de tous les aspects ""pré-enregistrement"" (plateforme OSF notamment). Peut-être qu'il serait intéressant d'ajouter cela?
Merci aux formateurs pour leur excellent travail.","","Non","Oui","Non","4","2","3","4","","4","Oui","Non","Oui","Non","Non","Non","Oui","Non","- très utile, très pratique. Abord des points non abordés lors des études et pourtant indispensables au métier de chercheur.","- approfondir la différence entre GitLab et GitHub ; formation à GitHub aussi? (mais peut etre très proche de Gitlab?)
- parler des procédures de pré-enregistrement et de la plateforme OSF par exemple","","991.92","","","406.13","","","","","","","","","","","","","","","","103.76","","","","","","","","","","","30.68","","","","","278.59","","172.76","","","","","","",""
"103","2020-03-31 17:02:11","6","en","947628490","2020-03-31 16:59:15","2020-03-31 17:02:11","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","2386bd0a28a48d17116638ec221d560d","Oui, plutôt","","Oui, plutôt","N/A","N/A","N/A","N/A","","Oui, complètement","Avancé","2h à 3 h","Oui, complètement","","Non, pas du tout","Oui, probablement","Oui, probablement","Ce n'était pas mon but initial mais l'ai eue et j'en suis satisfait(e)","Non, l'attestation gratuite me convenait","","Peut-être","","","Non","Non","Non","Non","Oui","","Oui, tout à fait","","Oui, tout à fait","","Non","Non","Non","Oui","Non","Non","Non","Non","Oui","Oui","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","","Non","","Oui, tout à fait","Oui","","","","","Oui","Non","Non","3","3","3","4","4","4","Oui","Non","Oui","Non","Non","Oui","Non","Non","","","","171.66","","","56.74","","","","","","","","","","","","","","","","64.86","","","","","","","","","","","13.93","","","","","5.95","","30.18","","","","","","",""
"108","2020-04-01 13:49:30","6","fr","93915182","2020-04-01 13:46:23","2020-04-01 13:49:30","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/1?activate_block_id=block-v1%3Ainria%2B41016%2Bself-paced%2Btype%40vertical%2Bblock%402048947c5dc44a0697d765ab7698e9f3","c1be096ce5a0b3b0084e344aef021f79","Oui, plutôt","","Oui, plutôt","N/A","N/A","N/A","N/A","","Oui, plutôt","Intermédiaire","2h à 3 h","Oui, complètement","","Non, pas du tout","Oui, probablement","Oui, probablement","Oui, tout à fait","Non, l'attestation gratuite me convenait","","Peut-être","","","Oui","Non","Non","Non","Non","","Oui, tout à fait","","Oui, plutôt","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Oui","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","","Non","","Oui, tout à fait","Oui","","","","","Non","Oui","Non","4","3","4","4","3","2","Oui","Non","Non","Non","Non","Non","Oui","Non","","","","179.39","","","49.91","","","","","","","","","","","","","","","","77.53","","","","","","","","","","","11.75","","","","","5.93","","34.27","","","","","","",""
"116","2020-04-02 10:54:25","6","fr","1395599532","2020-04-02 10:50:24","2020-04-02 10:54:25","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","561f29363a95279df3290b2b9e82d6e0","Oui, plutôt","","Oui, tout à fait","N/A","N/A","N/A","N/A","","Oui, plutôt","Intermédiaire","Plus de 5h","Oui, plutôt","","Oui, en partie","Oui, certainement","Oui, tout à fait","Oui, tout à fait","Non, le MOOC n'en proposait pas","","Peut-être","","","Non","Non","Non","Non","Non","","Oui, tout à fait","","Oui, plutôt","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Oui","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","","Non","","Oui, tout à fait","","","","","","Oui","Non","Non","4","4","3","2","3","4","Oui","Oui","Oui","Non","Non","Oui","Oui","Non","","","","240.69","","","93.52","","","","","","","","","","","","","","","","77.05","","","","","","","","","","","19.32","","","","","3.42","","47.38","","","","","","",""
"119","2020-04-02 12:18:33","6","fr","911881138","2020-04-02 12:15:00","2020-04-02 12:18:33","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","d1af2f3d870f239fa7c72309ea99362a","Oui, complètement","","Oui, tout à fait","N/A","N/A","N/A","N/A","","Oui, complètement","Avancé","2h à 3 h","Oui, complètement","","Non, pas vraiment","Oui, certainement","Oui, tout à fait","Ce n'était pas mon but initial mais l'ai eue et j'en suis satisfait(e)","Non, l'attestation gratuite me convenait","","Peut-être","","","Non","Non","Non","Non","Oui","","Oui, plutôt","","Oui, tout à fait","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Oui","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","","Non","","Oui, tout à fait","Oui","","","","","Non","Oui","Non","4","3","4","4","4","3","Oui","Oui","Oui","Non","Non","Non","Oui","Oui","","","","211.66","","","70.49","","","","","","","","","","","","","","","","63.46","","","","","","","","","","","21.7","","","","","3.68","","52.33","","","","","","",""
"126","2020-04-03 10:22:21","6","fr","1149057960","2020-04-03 10:18:18","2020-04-03 10:22:21","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","8c3ac72a29d8d0dc1be9d4e0d7a9044e","Oui, plutôt","","Oui, plutôt","N/A","N/A","N/A","N/A","","Oui, complètement","Débutant","Moins d'1h","Oui, complètement","","Non, pas du tout","Oui, probablement","Non, pas vraiment","Oui, tout à fait","Non, l'attestation gratuite me convenait","","Peut-être","","","Non","Non","Oui","Non","Non","","Oui, tout à fait","","Oui, plutôt","","Non","Non","Oui","Oui","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","","Non","","Oui, tout à fait","Oui","","","","","Oui","Non","Non","4","3","4","3","3","3","Non","Non","Non","Non","Non","Non","Non","Non","","","","237.72","","","67.73","","","","","","","","","","","","","","","","97.92","","","","","","","","","","","19.4","","","","","6.36","","46.31","","","","","","",""
"130","2020-04-03 12:44:09","6","en","1262715192","2020-04-03 12:42:16","2020-04-03 12:44:09","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","ec9afc2f389140fd3f1bffb60bd86a40","Oui, plutôt","","Oui, plutôt","N/A","N/A","N/A","N/A","","Oui, plutôt","Débutant","4h à 5h","Oui, plutôt","","Non, pas vraiment","Oui, probablement","Non, pas vraiment","Oui, tout à fait","Non, l'attestation gratuite me convenait","","Autre","","","Non","Non","Non","Non","Non","","Oui, plutôt","","Oui, plutôt","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Oui","Oui","Non","Oui","Non","Non","Non","Non","Non","Non","","Non","","Non concerné","Non","","","","","Oui","Non","Non","1","1","1","1","","","Non","Non","Non","Non","Non","Non","Non","Non","","","","110.13","","","25.74","","","","","","","","","","","","","","","","41.73","","","","","","","","","","","17.38","","","","","3.08","","22.2","","","","","","",""
"132","2020-04-03 14:01:23","6","fr","519902585","2020-04-03 13:48:13","2020-04-03 14:01:23","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","db689cfbd0b4e3bd8e301c603975e6c8","Oui, plutôt","","Oui, tout à fait","N/A","N/A","N/A","N/A","","Oui, complètement","Intermédiaire","2h à 3 h","Oui, complètement","","Oui, en partie","Oui, certainement","Oui, tout à fait","Oui, tout à fait","Non, l'attestation gratuite me convenait","","Peut-être","","","Non","Non","Non","Non","Non","","Oui, tout à fait","","Oui, plutôt","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Oui","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","","Non","","Oui, tout à fait","Oui","","","","","Non","Non","Oui","4","4","3","3","","2","Oui","Oui","Oui","Non","Oui","Oui","Non","Oui","Bonne présentation des outils","De manière générale une plus grande comparaison des outils me parait utile.
J'utilise Jupyter, Rmd, et org-mode, je trouve que les trois outils sont complémentaires et que il est utile de présenter aussi des cas ou l'un des outils est plus efficace que l'autre.
Je ne vois pas aussi l'intérêt d'introduire markdown, si une utilisation de org permet d'introduire facilement les tags (sans mettre de chunk de code, pour ne pas empieter sur emacs org-mode)","","745.19","","","99.77","","","","","","","","","","","","","","","","80.69","","","","","","","","","","","23","","","","","5.37","","536.36","","","","","","",""
"137","2020-04-03 16:37:54","6","fr","1479471003","2020-04-03 16:01:54","2020-04-03 16:37:54","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","74770e64a71b0b5f820b020426051f03","Oui, complètement","","Oui, tout à fait","N/A","N/A","N/A","N/A","","Oui, complètement","Intermédiaire","Plus de 5h","Oui, complètement","","Non, pas du tout","Oui, certainement","Oui, tout à fait","Oui, tout à fait","Non, l'attestation gratuite me convenait","","Autre","éthique de la recherche","","Non","Oui","Non","Non","Non","","Oui, tout à fait","","Oui, tout à fait","","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Oui","Non","Non","Non","Oui","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","","Non","","Oui, tout à fait","Oui","","","","","Oui","Non","Non","4","4","4","4","1","1","Oui","Non","Oui","Non","Non","Oui","Oui","Non","Comprendre l'intérêt de se poser la question de la reproductibilité. Avoir des idées de solutions pour être outillé. Mettre en pratique et pouvoir vérifier que l'on a bien compris.","","","635.78","","","167.54","","","","","","","","","","","","","","","","188.46","","","","","","","","","","","28.33","","","","","24.23","","227.22","","","","","","",""
"142","2020-04-03 18:06:11","6","fr","1456591281","2020-04-03 18:01:29","2020-04-03 18:06:11","https://www.fun-mooc.fr/","ea207563bd2097b8bc663c0fd8f8e38a","Oui, complètement","","Oui, tout à fait","N/A","N/A","N/A","N/A","","Oui, complètement","Débutant","Plus de 5h","Oui, complètement","","Non, pas du tout","Oui, probablement","Oui, probablement","Oui, tout à fait","Non, l'attestation gratuite me convenait","","Autre","spectroscopie","","Oui","Non","Non","Non","Non","","Oui, plutôt","","Oui, plutôt","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Oui","Non","Non","Non","","Non","","Oui, tout à fait","Non","","","","","Oui","Non","Non","4","3","3","3","","4","Oui","Oui","Oui","Oui","Non","Oui","Non","Non","Beaucoup de détails mais cours très accessible ","","","281.75","","","65.53","","","","","","","","","","","","","","","","90.01","","","","","","","","","","","37.2","","","","","6.18","","82.83","","","","","","",""
"153","2020-04-04 16:15:27","6","fr","2050520555","2020-04-04 16:11:48","2020-04-04 16:15:27","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","2bee89fcead0b44bf5febf8e2fed610d","Non, pas du tout","Trop d'informations ce qui noie complètement le fil conducteur de ce MOOC.
Les modules 2 et 4 sont les seuls avoir un intérêt","Oui, plutôt","N/A","N/A","N/A","N/A","","Oui, plutôt","Intermédiaire","2h à 3 h","Non, pas vraiment","","Oui, en partie","Non, pas du tout","Oui, probablement","Oui, tout à fait","Non, l'attestation gratuite me convenait","","Autre","","","Non","Non","Non","Non","Non","","Oui, tout à fait","","Oui, tout à fait","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","","Non","","Oui, tout à fait","Oui","","","","","Oui","Non","Non","2","1","2","4","1","1","Non","Non","Oui","Non","Non","Oui","Non","Non","","","","219.07","","","148.88","","","","","","","","","","","","","","","","26.44","","","","","","","","","","","6.85","","","","","4.32","","32.58","","","","","","",""
"155","2020-04-04 16:28:04","6","fr","1009208363","2020-04-04 16:11:54","2020-04-04 16:28:04","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","5da49e44873587b02454888c63deb52f","Non, pas vraiment","Je m'attendais à apprendre plus comment utiliser les outils de Notebook, ce qui dans mon cas m'est le plus utile en pratique. Je trouve que l'introduction est trop longue (module 1) et que le module 4 est trop exhaustif vis à vis des formats de fichiers et des méthodes d'archivages.","Oui, plutôt","N/A","N/A","N/A","N/A","","Oui, plutôt","Débutant","1h à 2h","Non, pas vraiment","","Non, pas du tout","Non, pas du tout","Non, pas vraiment","Oui, tout à fait","Non, le MOOC n'en proposait pas","","Autre","","","Non","Non","Non","Non","Non","","Oui, tout à fait","","Oui, tout à fait","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Oui","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","","Non","","Oui, tout à fait","Oui","","","J'aurais aimé avoir plus d'exercices et de vidéos sur l'utilisation des Notebooks. La possibilité de suivre plusieurs parcours avec plusieurs langages est très appréciable.
Selon moi l'introduction (module 1) est trop longue.
De nombreuses ressources sont disponibles pour ceux qui voudraient aller plus loin mais le nombre important de liens peut être déstabilisant. Malgré tout ils permettent d'aller plus loin sur les sujets de son choix.
Les modules qui évoquent les formats de fichiers et des méthodes d'archivages sont selon moi trop exhaustifs, une synthèse pourrait aider à mieux retenir ce qui est essentiel. ","","Oui","Non","Non","2","","2","2","","","Non","Non","Non","Non","Non","Oui","Non","Non","La possibilité de suivre plusieurs parcours avec plusieurs langages est très appréciable.
De nombreuses ressources sont disponibles pour ceux qui voudraient aller plus loin sur les sujets de son choix.","J'aurais aimé avoir plus d'exercices et de vidéos sur l'utilisation des Notebooks.
Selon moi l'introduction (module 1) est trop longue.
De nombreuses ressources sont disponibles pour ceux qui voudraient aller plus loin mais le nombre important de liens peut être déstabilisant. Malgré tout ils permettent d'aller plus loin sur les sujets de son choix.
Les modules qui évoquent les formats de fichiers et des méthodes d'archivages sont selon moi trop exhaustifs, une synthèse pourrait aider à mieux retenir ce qui est essentiel. ","","967.14","","","357.95","","","","","","","","","","","","","","","","61.58","","","","","","","","","","","24.74","","","","","397.7","","125.17","","","","","","",""
"162","2020-04-05 14:22:43","6","fr","1519669575","2020-04-05 14:20:38","2020-04-05 14:22:43","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","2460667c2082b0c9c8f5890689ef7d39","Oui, complètement","","Oui, tout à fait","N/A","N/A","N/A","N/A","","Oui, complètement","Avancé","2h à 3 h","Oui, plutôt","","Non, pas vraiment","Oui, certainement","Oui, tout à fait","Oui, tout à fait","Non, l'attestation gratuite me convenait","","Oui, sur ce sujet","","","Non","Non","Non","Non","Non","","Oui, tout à fait","","Oui, tout à fait","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","","Non","","Oui, tout à fait","Non","","","","","Oui","Non","Non","4","4","4","4","2","4","Non","Non","Non","Non","Non","Oui","Non","Non","","","","114.1","","","51.2","","","","","","","","","","","","","","","","29.38","","","","","","","","","","","10.26","","","","","2.78","","20.48","","","","","","",""
"173","2020-04-06 09:14:43","6","fr","817759389","2020-04-06 09:09:27","2020-04-06 09:14:43","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","71e3f5c4e1466adde86b3c709811ce86","Oui, complètement","","Oui, tout à fait","N/A","N/A","N/A","N/A","","Oui, plutôt","Avancé","2h à 3 h","Oui, complètement","","Non, pas du tout","Oui, certainement","Oui, tout à fait","Oui, tout à fait","Non, le MOOC n'en proposait pas","","Peut-être","","","Non","Non","Non","Non","Oui","","Oui, tout à fait","","Oui, plutôt","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Oui","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","","Non","","Oui, tout à fait","Oui","","","","","Oui","Non","Non","4","3","4","4","4","4","Non","Non","Oui","Non","Oui","Oui","Non","Non","","","","311.95","","","117.83","","","","","","","","","","","","","","","","92.6","","","","","","","","","","","10.52","","","","","3.99","","87.01","","","","","","",""
"174","2020-04-06 11:07:12","6","fr","908896466","2020-04-06 09:32:01","2020-04-06 11:07:12","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","639fe20eabd06f996a7db5869873ab64","Oui, complètement","","Oui, tout à fait","N/A","N/A","N/A","N/A","","Oui, complètement","Intermédiaire","2h à 3 h","Oui, complètement","","Oui, en partie","Oui, probablement","Oui, tout à fait","Oui, tout à fait","Non, le MOOC n'en proposait pas","","Peut-être","","","Non","Non","Non","Non","Non","","Oui, tout à fait","","Oui, tout à fait","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Oui","Non","Non","Non","Non","Non","Non","","Non","","Oui, tout à fait","Oui","","","","","Non","Oui","Non","3","2","3","4","3","3","Oui","Non","Oui","Non","Non","Non","Oui","Non","Très bonne pédagogie, aspect très pratiques","La première partie ""poser le décor"" relève plus de la culture générale que du sujet du cours à mon avis elle n'est pas essentielle (du moins elle devrait être présentée comme facultative)","","173.6","","","43.55","","","","","","","","","","","","","","","","32.7","","","","","","","","","","","17.06","","","","","4","","76.29","","","","","","",""
"179","2020-04-06 14:24:51","6","fr","121164472","2020-04-06 14:20:15","2020-04-06 14:24:51","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","903ba28f62ed8331f61b08d02bfc7573","Oui, plutôt","","Oui, tout à fait","N/A","N/A","N/A","N/A","","Oui, complètement","Avancé","Plus de 5h","Oui, complètement","","Non, pas vraiment","Oui, certainement","Oui, tout à fait","Oui, tout à fait","Non, l'attestation gratuite me convenait","","Peut-être","","","Oui","Oui","Non","Non","Oui","","Oui, tout à fait","","Oui, tout à fait","","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","","Non","","Oui, tout à fait","Oui","","","","","Non","Oui","Non","4","4","4","4","","4","Oui","Non","Oui","Non","Non","Non","Oui","Non","","","","267.64","","","92.16","","","","","","","","","","","","","","","","95.34","","","","","","","","","","","19.3","","","","","5.65","","55.19","","","","","","",""
"185","2020-04-06 15:59:23","6","en","2091093870","2020-04-06 15:53:47","2020-04-06 15:59:23","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","08a9fcb34c53440c2ff49b6094ef9c5a","Oui, complètement","","Oui, plutôt","N/A","N/A","N/A","N/A","","Oui, plutôt","Intermédiaire","4h à 5h","Oui, complètement","","Oui, en partie","Oui, certainement","Oui, probablement","Oui, tout à fait","Non, le MOOC n'en proposait pas","","Autre","Big data","","Non","Non","Non","Non","Non","","Oui, tout à fait","","Oui, tout à fait","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Oui","Oui","Non","Non","Non","Non","Non","Oui","Non","Non","Oui","Non","Non","Non","Non","","Non","","Oui, tout à fait","","","","","","Oui","Non","Non","4","4","4","4","4","4","Oui","Non","Oui","Non","Non","Oui","Oui","Non","Vidéos très bien réalisées. Cours clair et bien structuré. Supports de cours fournis. Exercices intéressant et abordables mêmes avec un niveau relativement faible en programmation/statistiques.","","","278.6","","","34.01","","","","","","","","","","","","","","","","54.49","","","","","","","","","","","34.64","","","","","5.52","","149.94","","","","","","",""
"189","2020-04-06 17:59:51","6","en","510364875","2020-04-06 17:46:56","2020-04-06 17:59:51","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","ced38cde67fec1edb24638c4c3b98dd3","Oui, plutôt","","Oui, plutôt","N/A","N/A","N/A","N/A","","Oui, plutôt","Intermédiaire","4h à 5h","Oui, plutôt","","Oui, en partie","Oui, certainement","Oui, tout à fait","Oui, tout à fait","Non, l'attestation gratuite me convenait","","Peut-être","","","Non","Non","Non","Non","Oui","Matlab onramp","Oui, plutôt","","Oui, plutôt","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Oui","Non","Oui","Non","Non","Non","Non","Non","Non","Oui","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","","Non","","A peu près","Non","L’accès aux vidéos depuis ma tv connectée est impossible.","Oui","","","Oui","Non","Non","4","3","3","3","","4","Oui","Oui","Oui","Oui","Oui","Non","Non","Non","Accessibilité. Explications détaillées. Réactivité.","Utilisation de git dans un terminal.
Makefile, Dockerfile, ...","Plutôt réactif.","753.51","","","121","","","","","","","","","","","","","","","","98.52","","","","","","","","","","","109.24","","","","","18.11","","406.64","","","","","","",""
"191","2020-04-06 18:02:15","6","fr","138365987","2020-04-06 17:57:55","2020-04-06 18:02:15","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","ef43fa481d86f164e9cae5ed6b8625cd","Oui, complètement","","Oui, tout à fait","N/A","N/A","N/A","N/A","","Oui, complètement","Intermédiaire","Plus de 5h","Oui, complètement","","Non, pas du tout","Oui, certainement","Oui, tout à fait","Ce n'était pas mon but initial mais l'ai eue et j'en suis satisfait(e)","Non, l'attestation gratuite me convenait","","Autre","","","Non","Non","Non","Non","Non","","Oui, tout à fait","","Oui, tout à fait","","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","","Non","","Non concerné","Non","","","","","Non","Oui","Non","4","3","4","4","","4","Oui","Non","Oui","Non","Non","Non","Oui","Non","","","","169.73","","","46.07","","","","","","","","","","","","","","","","63.46","","","","","","","","","","","13.92","","","","","7.56","","38.72","","","","","","",""
"193","2020-04-06 19:07:09","6","en","568261143","2020-04-06 18:58:35","2020-04-06 19:07:09","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","04c8a5ac9846a6fce5bd1f72743e4ee8","Oui, complètement","","Oui, plutôt","N/A","N/A","N/A","N/A","","Oui, plutôt","Intermédiaire","2h à 3 h","Oui, plutôt","","Non, pas vraiment","Oui, probablement","Oui, probablement","Oui, tout à fait","Non, pour des raisons financières","","Autre","","","Oui","Non","Non","Non","Non","","Oui, plutôt","","Oui, plutôt","","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Oui","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","","Non","","Oui, tout à fait","Oui","Faire de meilleurs quizz, avec moins de réponses posssibles, et surtout des choix plus clairs (le caractère VRAI ou FAUX de plusieurs propositions de réponses pourrait être contesté) ","Non","","","Non","Oui","Non","4","3","1","2","3","3","Oui","Non","Oui","Non","Non","Non","Oui","Non","","","","504.47","","","78.1","","","","","","","","","","","","","","","","148.29","","","","","","","","","","","228.71","","","","","8.37","","41","","","","","","",""
"197","2020-04-07 12:03:03","6","fr","1526838324","2020-04-07 11:58:27","2020-04-07 12:03:03","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","08746c38508e5f7e5cd043e919a322cd","Oui, complètement","","Oui, tout à fait","N/A","N/A","N/A","N/A","","Oui, complètement","Avancé","4h à 5h","Oui, complètement","","Non, pas du tout","Oui, certainement","Oui, tout à fait","Oui, tout à fait","Non, l'attestation gratuite me convenait","","Autre","","","Non","Oui","Non","Non","Non","","Oui, tout à fait","","Oui, tout à fait","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Oui","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","","Non","","Non concerné","","","","","","Oui","Non","Oui","4","4","4","4","","4","Oui","Oui","Non","Oui","Non","Oui","Non","Oui","Obtention d'une vision synthétique du sujet","Org-mode reste complexe ... peut-être plus de description sur le sujet ?","","269.09","","","62.83","","","","","","","","","","","","","","","","63.93","","","","","","","","","","","27.57","","","","","5.59","","109.17","","","","","","",""
"199","2020-04-07 14:08:27","6","fr","478650226","2020-04-07 14:02:14","2020-04-07 14:08:27","https://www.fun-mooc.fr/courses/course-v1:inria+41016+self-paced/courseware/7bf2267c336246f9b6518db624692e14/aec41b9dd3424191a187915ce92af393/","209e6fa51d4c3fee4545b21fdd7eca8b","Oui, complètement","","Oui, tout à fait","N/A","N/A","N/A","N/A","","Oui, complètement","Avancé","Plus de 5h","Oui, complètement","","Non, pas vraiment","Oui, certainement","Oui, tout à fait","Oui, tout à fait","Non, l'attestation gratuite me convenait","","Peut-être","","","Non","Non","Non","Non","Non","","Oui, tout à fait","","Oui, plutôt","","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","Oui","Non","Non","Oui","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Oui","Non","Non","Non","Non","Non","Non","Non","Non","Non","Non","","Eventuellement","","Oui, tout à fait","Oui","","","","","Oui","Non","Non","4","3","4","4","3","2","Oui","Non","Non","Non","Non","Oui","Non","Non","Le sujet abordé","","","367.95","","","104.37","","","","","","","","","","","","","","","","169.67","","","","","","","","","","","16.41","","","","","6.14","","71.36","","","","","","",""
This source diff could not be displayed because it is too large. You can view the blob instead.
Markdown is supported
0% or
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment