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quelques exemples en biologie…… Vous pouvez calculer la moyenne de la concentration d’un biomarqueur…… pour chaque groupe expérimental…… Résumer les résultats par espèce…… dans un protocole de biodiversité…… Ou encore comparer les paramètres sanguins moyens…… pour différents régimes 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le groupement…… on applique une fonction…… comme mean…… median…… std…… ou même plusieurs à la fois…… avec agg…… Par exemple…… obtenir en une seule commande…… la moyenne et l’écart-type d’une mesure…… pour chaque condition……\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":229,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":229,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":229,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":229,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":229,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":229,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":229,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":229,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":229,\"style\":\"desktop-fontSize:12\"},{\"offset\":0,\"length\":229,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":229,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":229,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":229,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":229,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":229,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":229,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":229,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":229,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":229,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":229,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":229,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":229,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":229,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":229,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":229,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":229,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":229,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":229,\"style\":\"color:#ffffff\"},{\"offset\":0,\"length\":229,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":229,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":229,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":229,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":229,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":229,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":229,\"style\":\"textTransform:none\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalAlignMarginBottom\":\"0px\",\"listIndent\":\"100%\",\"overridden\":\"true\",\"marginLeft\":\"0px\",\"verticalAlignMarginTop\":\"auto\",\"listType\":\"S_Bullets08\",\"textAlign\":\"center\",\"marginBottom\":\"0%\",\"presetId\":\"text-closedcaptions\",\"listSize\":\"100%\"}},{\"key\":\"8a9aq\",\"text\":\"………………………….\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":11,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":11,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":11,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":11,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":11,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":11,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":11,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":11,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":11,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":11,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":11,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":11,\"style\":\"desktop-fontSize:12\"},{\"offset\":0,\"length\":11,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":11,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":11,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":11,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":11,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":11,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":11,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":11,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":11,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":11,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":11,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":11,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":11,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":11,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":11,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":11,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":11,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":11,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":11,\"style\":\"color:#ffffff\"},{\"offset\":0,\"length\":11,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":11,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":11,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":11,\"style\":\"lineHeight:135%\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\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on peut aller encore plus loin…… avec le groupement multi-niveaux…… Il est possible de regrouper les données…… selon plusieurs critères…… Par exemple…… dans une étude clinique…… par sexe…… et par tranche d’âge…… afin de calculer les indicateurs biologiques…… pour chaque 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outil…… join…… Là, on fusionne directement via l’index…… C’est la méthode la plus rapide…… si vos DataFrames sont déjà indexés…… par l’identifiant unique de 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reproductibilité……\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":139,\"style\":\"color:#ffffff\"},{\"offset\":0,\"length\":139,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":139,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":139,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":139,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":139,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":139,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":139,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":139,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":139,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":139,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":139,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":139,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":139,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":139,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":139,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":139,\"style\":\"desktop-fontSize:12\"},{\"offset\":0,\"length\":139,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":139,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":139,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":139,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":139,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":139,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":139,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":139,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":139,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":139,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":139,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":139,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":139,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":139,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":139,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":139,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":139,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":139,\"style\":\"fontType:regular\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalAlignMarginBottom\":\"0px\",\"listIndent\":\"100%\",\"overridden\":\"true\",\"marginLeft\":\"0px\",\"verticalAlignMarginTop\":\"auto\",\"listType\":\"S_Bullets08\",\"textAlign\":\"center\",\"marginBottom\":\"0%\",\"presetId\":\"text-closedcaptions\",\"listSize\":\"100%\"}},{\"key\":\"d0c5j\",\"text\":\"………………………….\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":11,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":11,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":11,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":11,\"style\":\"color:#ffffff\"},{\"offset\":0,\"length\":11,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":11,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":11,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":11,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":11,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":11,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":11,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":11,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":11,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":11,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":11,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":11,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":11,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":11,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":11,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":11,\"style\":\"desktop-fontSize:12\"},{\"offset\":0,\"length\":11,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":11,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":11,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":11,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":11,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":11,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":11,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":11,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":11,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":11,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":11,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":11,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":11,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":11,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":11,\"style\":\"textShadow:none\"}],\"entityRanges\":[],\"data\":{\"listDe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concret…… On part d’un tableau brut…… on filtre selon un critère biologique…… on calcule des statistiques par condition…… puis on 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à la fois un gain de temps énorme…… et une garantie de 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identifiées…\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":250,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":250,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":250,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":250,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":250,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":250,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":250,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":250,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":250,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":250,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":250,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":250,\"style\":\"color:#121111\"},{\"offset\":0,\"length\":250,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":250,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":250,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":250,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":250,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":250,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":250,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":250,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":250,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":250,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":250,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":250,\"style\":\"desktop-fontSize:10\"},{\"offset\":0,\"length\":250,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":250,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":250,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":250,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":250,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":250,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":250,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":250,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":250,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":250,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":250,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalAlignMarginBottom\":\"0px\",\"listIndent\":\"100%\",\"overridden\":\"true\",\"marginLeft\":\"0px\",\"verticalAlignMarginTop\":\"auto\",\"listType\":\"S_Bullets08\",\"textAlign\":\"center\",\"marginBottom\":\"0%\",\"presetId\":\"text-closedcaptions\",\"listSize\":\"100%\"}},{\"key\":\"bsrmi\",\"text\":\"…….\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":3,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":3,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":3,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":3,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":3,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":3,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":3,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":3,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":3,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":3,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":3,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":3,\"style\":\"color:#121111\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":3,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":3,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":3,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":3,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":3,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":3,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":3,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":3,\"style\":\"desktop-fontSize:10\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":3,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":3,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":3,\"style\":\"WebkitTextStrokeWidth:1px\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalA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point… le filtrage puissant. On peut sélectionner très rapidement des échantillons ou des mesures selon des critères biologiques. Par exemple : ne garder que les valeurs supérieures à un seuil défini…\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":210,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":210,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":210,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":210,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":210,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":210,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":210,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":210,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":210,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":210,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":210,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":210,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":210,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":210,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":210,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":210,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":210,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":210,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":210,\"style\":\"color:#121111\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":210,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":210,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":210,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":210,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":210,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":210,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":210,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":210,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":210,\"style\":\"desktop-fontSize:10\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":210,\"style\":\"hlnk:\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalAlignMarginBottom\":\"0px\",\"listIndent\":\"100%\",\"overridden\":\"true\",\"marginLeft\":\"0px\",\"verticalAlignMarginTop\":\"auto\",\"listType\":\"S_Bullets08\",\"textAlign\":\"center\",\"marginBottom\":\"0%\",\"presetId\":\"text-closedcaptions\",\"listSize\":\"100%\"}},{\"key\":\"5datj\",\"text\":\"…….\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":3,\"style\":\"desktop-fontSize:10\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":3,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":3,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":3,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":3,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":3,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":3,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":3,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":3,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":3,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":3,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":3,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":3,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":3,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":3,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":3,\"style\":\"color:#121111\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":3,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":3,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":3,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":3,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":3,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":3,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":3,\"style\":\"borderBottomStyle:none\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalAlignM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point… les analyses rapides. Avec pandas, vous pouvez calculer des statistiques, regrouper vos données par condition expérimentale, ou fusionner plusieurs jeux de données en seulement quelques lignes…\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":210,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":210,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":210,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":210,\"style\":\"desktop-fontSize:10\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":210,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":210,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":210,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":210,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":210,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":210,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":210,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":210,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":210,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":210,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":210,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":210,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":210,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":210,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":210,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":210,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":210,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":210,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":210,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":210,\"style\":\"color:#121111\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":210,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":210,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":210,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":210,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":210,\"style\":\"overridden:true\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalAlignMarginBottom\":\"0px\",\"listIndent\":\"100%\",\"overridden\":\"true\",\"marginLeft\":\"0px\",\"verticalAlignMarginTop\":\"auto\",\"listType\":\"S_Bullets08\",\"textAlign\":\"center\",\"marginBottom\":\"0%\",\"presetId\":\"text-closedcaptions\",\"listSize\":\"100%\"}},{\"key\":\"2sbbr\",\"text\":\"…….\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":3,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":3,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":3,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":3,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":3,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":3,\"style\":\"desktop-fontSize:10\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":3,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":3,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":3,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":3,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":3,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":3,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":3,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":3,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":3,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":3,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":3,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":3,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":3,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":3,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":3,\"style\":\"color:#121111\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":3,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":3,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":3,\"style\":\"textHighlightEnable:false\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalAlignM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l’import et export. Pandas lit et écrit une grande variété de formats — CSV, Excel, TSV… Cela permet d’intégrer vos tableaux dans un flux complet, reproductible et facile à partager…\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":189,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":189,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":189,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":189,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":189,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":189,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":189,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":189,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":189,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":189,\"style\":\"desktop-fontSize:10\"},{\"offset\":0,\"length\":189,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":189,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":189,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":189,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":189,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":189,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":189,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":189,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":189,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":189,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":189,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":189,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":189,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":189,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":189,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":189,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":189,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":189,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":189,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":189,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":189,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":189,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":189,\"style\":\"color:#121111\"},{\"offset\":0,\"length\":189,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":189,\"style\":\"textShadowColor:#F1EEE61F\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalAlignMarginBottom\":\"0px\",\"listIndent\":\"100%\",\"overridden\":\"true\",\"marginLeft\":\"0px\",\"verticalAlignMarginTop\":\"auto\",\"listType\":\"S_Bullets08\",\"textAlign\":\"center\",\"marginBottom\":\"0%\",\"presetId\":\"text-closedcaptions\",\"listSize\":\"100%\"}},{\"key\":\"db5s2\",\"text\":\"…….\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":3,\"style\":\"color:#121111\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":3,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":3,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":3,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":3,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":3,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":3,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":3,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":3,\"style\":\"desktop-fontSize:10\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":3,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":3,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":3,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":3,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":3,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":3,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":3,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":3,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":3,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":3,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":3,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":3,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":3,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":3,\"style\":\"defaultBackgroundColor:#E8D01B\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalAlig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fois le DataFrame créé…… la première étape avant toute analyse…… c’est de l’explorer…… Comme on vérifie l’état et la cohérence d’un jeu d’échantillons…… avant de lancer une expérience…… il faut inspecter rapidement…… la structure…… et le contenu de vos données……\\n...............\\nAvec pandas…… quelques commandes suffisent…… pour avoir une vue d’ensemble…… La première…… c’est head…… Elle montre les premières lignes du tableau…… comme si on jetait un coup d’œil…… aux premières pages d’un carnet de labo…… pour voir la structure…… et le type de valeurs présentes…… De la même façon…… tail…… affiche les dernières lignes…… utile pour vérifier la fin des données……\\n...............\\nEnsuite…… viennent les dimensions et la structure…… Avec shape…… vous savez combien il y a de lignes…… et combien de colonnes…… En biologie…… cela revient à savoir combien d’échantillons ont été analysés…… et combien de paramètres ont été mesurés…… Avec info…… vous obtenez un résumé global…… nombre de valeurs non nulles…… et type de données dans chaque colonne…… nombres…… texte…… ou dates…… Et avec describe…… vous obtenez des statistiques descriptives…… moyenne…… écart-type…… minimum…… et maximum…… pour toutes les colonnes numériques……\\n...............\\nAutre point important…… inspecter les types…… et les valeurs uniques…… Identifier les valeurs uniques dans une colonne…… permet de repérer rapidement…… les différentes conditions expérimentales…… par exemple témoin…… contre traité…… Vérifier les types de données…… est tout aussi essentiel…… Car si une colonne censée contenir des nombres…… est importée comme du texte…… certaines opérations statistiques échoueront……\\n...............\\nPrenons un exemple concret en biologie…… Vous importez un tableau d’analyses sanguines…… Avec describe…… vous découvrez qu’une concentration de glucose…… est anormalement élevée…… par rapport aux autres…… Avec info…… vous voyez qu’une colonne censée contenir des valeurs numériques…… est en réalité du texte…… 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analyse de données…… surtout en sciences du vivant…… il est presque inévitable de rencontrer des valeurs manquantes…… Cela peut venir d’un instrument en panne…… d’un échantillon perdu…… ou simplement d’une mesure non réalisée…… Et si on ne les traite pas correctement…… ces absences peuvent fausser vos résultats……\\n...............\\nAvec pandas…… il existe des méthodes simples…… pour identifier…… supprimer…… ou remplacer ces données manquantes…… La première étape…… c’est l’identification…… Avec la fonction isna…… vous repérez chaque cellule vide…… ou contenant la valeur spéciale NaN…… Not a Number…… À l’inverse…… la fonction notna…… indique ce qui est bien renseigné…… C’est un peu comme passer un surligneur…… sur toutes les cases vides…… d’un tableau Excel……\\n...............\\nDeuxième possibilité…… supprimer les données manquantes…… Avec dropna…… vous retirez les lignes…… ou les colonnes…… qui contiennent des valeurs vides…… Par exemple…… enlever tous les échantillons…… pour lesquels la mesure de pH n’a pas été faite…… Mais attention…… supprimer trop de données…… peut introduire un biais…… surtout si les manques ne sont pas aléatoires……\\n...............\\nTroisième approche…… remplacer les valeurs manquantes…… Avec fillna…… vous comblez les trous…… Soit avec une valeur fixe…… comme zéro…… Soit avec une statistique calculée…… par exemple la moyenne d’une colonne…… En biologie…… cela peut servir à remplacer une mesure absente…… par la valeur moyenne d’un groupe…… ou par une estimation basée sur les points voisins……\\n...............\\nLes applications sont nombreuses…… Dans une étude de croissance bactérienne…… on peut remplacer un point manquant…… par une interpolation entre les mesures précédentes et suivantes…… Dans un jeu multi-omique…… on peut décider d’écarter certains gènes…… ou métabolites…… trop souvent absents…… car ils ne seraient pas fiables……\\n...............\\nÀ retenir…… gérer les données manquantes…… c’est comme combler les trous d’un protocole 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attention…… il y a quelques bonnes pratiques à respecter…… Toujours vérifier qu’il n’y a pas de doublons…… ou de clés manquantes avant de lancer la fusion…… Et surtout…… bien choisir le type de jointure…… inner, outer, left ou right…… Une mauvaise jointure peut introduire des croisements incorrects entre vos échantillons et vos mesures…… et fausser complètement 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expérience……\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":244,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":244,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":244,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":244,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":244,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":244,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":244,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":244,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":244,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":244,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":244,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":244,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":244,\"style\":\"desktop-fontSize:11\"},{\"offset\":0,\"length\":244,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":244,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":244,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":244,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":244,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":244,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":244,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":244,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":244,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":244,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":244,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":244,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":244,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":244,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":244,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":244,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":244,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":244,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":244,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":244,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":244,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":244,\"style\":\"color:#ffffff\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalAlignMarginBottom\":\"0px\",\"listIndent\":\"100%\",\"overridden\":\"true\",\"marginLeft\":\"0px\",\"verticalAlignMarginTop\":\"auto\",\"listType\":\"S_Bullets08\",\"textAlign\":\"center\",\"marginBottom\":\"0%\",\"presetId\":\"text-closedcaptions\",\"listSize\":\"100%\"}}],\"entityMap\":{}},\"CCPosition\":\"BOTTOM\",\"text\":\"Dans le monde réel…… vos données biologiques ne sont pas toujours regroupées dans un seul tableau…… Très souvent…… elles sont éparpillées dans plusieurs fichiers…… Un tableau avec les résultats de mesures…… un autre avec les métadonnées des échantillons…… et peut-être encore un autre avec des informations cliniques ou environnementales……\\n………………………….\\nPour pouvoir exploiter tout ça…… il faut les réunir…… Et c’est exactement ce que propose pandas…… avec trois grandes méthodes : merge…… concat…… et join……\\n………………………….\\nD’abord…… merge…… C’est la fusion sur une clé commune…… exactement comme une jointure dans une base de données…… On choisit une ou plusieurs colonnes comme clé…… par exemple id_echantillon…… et on associe ainsi les mesures aux métadonnées correspondantes…… Un exemple classique en biologie…… relier un tableau d’expression génique…… avec un tableau de phénotypes cliniques…… grâce à un identifiant commun……\\n………………………….\\nEnsuite…… concat…… Ici, il ne s’agit pas de fusionner…… 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pandas…… vos données ne sont pas figées dans une seule forme…… Vous pouvez les réorganiser pour les adapter à une analyse…… une visualisation…… ou un export vers un autre logiciel…… C’est ce qu’on appelle restructurer un tableau……\\n………………………….\\nDeux fonctions sont centrales pour ça…… pivot et melt……\\n………………………….\\nAvec pivot…… on passe d’un tableau “long” à un tableau “large”…… Imaginez…… chaque ligne correspond à une mesure pour un échantillon et une condition…… Avec pivot…… les échantillons restent en lignes…… les conditions deviennent les colonnes…… et les valeurs remplies viennent occuper les cases…… En biologie…… ça permet par exemple de transformer un tableau de mesures de pH avec colonnes “échantillon, jour, valeur”…… en un tableau où chaque jour devient une colonne…… et chaque ligne correspond à un échantillon……\\n………………………….\\nAvec melt…… on fait l’opération inverse…… On prend un tableau large…… et on le “déplie” en tableau long…… C’est particulièrement utile pour certaines 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conclure cette séance sur pandas…… je vous propose un exemple concret…… typique d’un flux de travail en sciences du vivant……\\n………………………….\\nPremière étape…… charger un fichier CSV d’échantillons……\\nImaginez un tableau exporté par un instrument…… chaque ligne correspond à un échantillon…… avec son identifiant…… sa condition expérimentale…… sa concentration…… son absorbance…… et son pH……\\nAvec pandas…… une seule ligne de code suffit pour importer ce fichier…… et obtenir directement un DataFrame prêt à explorer……\\n………………………….\\nDeuxième étape…… filtrer selon un seuil de qualité……\\nPar exemple…… si le protocole dit qu’un échantillon est valide seulement si son absorbance à 600 nm est comprise entre 0,1 et 0,8……\\nAlors on applique ce filtre…… et pandas élimine automatiquement les échantillons aberrants ou non conformes……\\n………………………….\\nTroisième étape…… calculer des statistiques par groupe……\\nSupposons que vous avez deux conditions expérimentales…… témoin et traité……\\nOn regroupe les données par condition…… puis on calcule la moyenne et l’écart-type de la concentration pour chaque groupe……\\nEn une ou deux lignes…… vous obtenez des statistiques claires…… directement prêtes pour interprétation ou pour un rapport……\\n………………………….\\nQuatrième étape…… exporter le tableau final……\\nUne fois les données filtrées et les statistiques calculées…… vous pouvez sauvegarder le résultat au format CSV ou Excel……\\nCela permet de le partager facilement avec un collègue…… de l’analyser dans un autre logiciel…… ou de l’archiver pour la reproductibilité……\\n………………………….\\nExemple concret…… On part d’un tableau brut…… on filtre selon un critère biologique…… on calcule des statistiques par condition…… puis on sauvegarde……\\nCe flux simple…… mais puissant…… montre comment pandas transforme un fichier brut en un tableau clair…… analysé…… et prêt à interpréter……\\n………………………….\\nAstuce…… si vous enchaînez toutes ces étapes dans un script bien documenté…… vous pourrez rejouer exactement 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pandas permet de travailler facilement avec des données tabulaires. 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les structures clés. On a deux objets fondamentaux : la Series, qui est un vecteur une dimension… et le DataFrame, qui est un tableau deux dimensions. Avec des index et des noms de colonnes clairs, vos données sont toujours bien identifiées…\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":250,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":250,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":250,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":250,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":250,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":250,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":250,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":250,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":250,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":250,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":250,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":250,\"style\":\"color:#121111\"},{\"offset\":0,\"length\":250,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":250,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":250,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":250,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":250,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":250,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":250,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":250,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":250,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":250,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":250,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":250,\"style\":\"desktop-fontSize:10\"},{\"offset\":0,\"length\":250,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":250,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":250,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":250,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":250,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":250,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":250,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":250,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":250,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":250,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":250,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalAlignMarginBottom\":\"0px\",\"listIndent\":\"100%\",\"overridden\":\"true\",\"marginLeft\":\"0px\",\"verticalAlignMarginTop\":\"auto\",\"listType\":\"S_Bullets08\",\"textAlign\":\"center\",\"marginBottom\":\"0%\",\"presetId\":\"text-closedcaptions\",\"listSize\":\"100%\"}},{\"key\":\"bsrmi\",\"text\":\"…….\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":3,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":3,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":3,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":3,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":3,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":3,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":3,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":3,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":3,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":3,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":3,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":3,\"style\":\"color:#121111\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":3,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":3,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":3,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":3,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":3,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":3,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":3,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":3,\"style\":\"desktop-fontSize:10\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":3,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":3,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":3,\"style\":\"WebkitTextStrokeWidth:1px\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalA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point… le filtrage puissant. On peut sélectionner très rapidement des échantillons ou des mesures selon des critères biologiques. Par exemple : ne garder que les valeurs supérieures à un seuil défini…\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":210,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":210,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":210,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":210,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":210,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":210,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":210,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":210,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":210,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":210,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":210,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":210,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":210,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":210,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":210,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":210,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":210,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":210,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":210,\"style\":\"color:#121111\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":210,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":210,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":210,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":210,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":210,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":210,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":210,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":210,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":210,\"style\":\"desktop-fontSize:10\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":210,\"style\":\"hlnk:\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalAlignMarginBottom\":\"0px\",\"listIndent\":\"100%\",\"overridden\":\"true\",\"marginLeft\":\"0px\",\"verticalAlignMarginTop\":\"auto\",\"listType\":\"S_Bullets08\",\"textAlign\":\"center\",\"marginBottom\":\"0%\",\"presetId\":\"text-closedcaptions\",\"listSize\":\"100%\"}},{\"key\":\"5datj\",\"text\":\"…….\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":3,\"style\":\"desktop-fontSize:10\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":3,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":3,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":3,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":3,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":3,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":3,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":3,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":3,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":3,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":3,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":3,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":3,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":3,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":3,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":3,\"style\":\"color:#121111\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":3,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":3,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":3,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":3,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":3,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":3,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":3,\"style\":\"borderBottomStyle:none\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalAlignM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point… les analyses rapides. Avec pandas, vous pouvez calculer des statistiques, regrouper vos données par condition expérimentale, ou fusionner plusieurs jeux de données en seulement quelques lignes…\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":210,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":210,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":210,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":210,\"style\":\"desktop-fontSize:10\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":210,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":210,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":210,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":210,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":210,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":210,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":210,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":210,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":210,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":210,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":210,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":210,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":210,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":210,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":210,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":210,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":210,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":210,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":210,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":210,\"style\":\"color:#121111\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":210,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":210,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":210,\"style\":\"textHighlightEnable:false\"},{\"offset\":0,\"length\":210,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":210,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":210,\"style\":\"overridden:true\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalAlignMarginBottom\":\"0px\",\"listIndent\":\"100%\",\"overridden\":\"true\",\"marginLeft\":\"0px\",\"verticalAlignMarginTop\":\"auto\",\"listType\":\"S_Bullets08\",\"textAlign\":\"center\",\"marginBottom\":\"0%\",\"presetId\":\"text-closedcaptions\",\"listSize\":\"100%\"}},{\"key\":\"2sbbr\",\"text\":\"…….\",\"type\":\"unstyled\",\"depth\":0,\"inlineStyleRanges\":[{\"offset\":0,\"length\":3,\"style\":\"textTransform:none\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowOpacity:none\"},{\"offset\":0,\"length\":3,\"style\":\"overridden:true\"},{\"offset\":0,\"length\":3,\"style\":\"textDecoration:none\"},{\"offset\":0,\"length\":3,\"style\":\"fontFamily:Georgia\"},{\"offset\":0,\"length\":3,\"style\":\"borderBottomStyle:none\"},{\"offset\":0,\"length\":3,\"style\":\"desktop-fontSize:10\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"hlnk:\"},{\"offset\":0,\"length\":3,\"style\":\"fontWeight:normal\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowBlur:8px\"},{\"offset\":0,\"length\":3,\"style\":\"backgroundColor:unset\"},{\"offset\":0,\"length\":3,\"style\":\"WebkitTextStrokeWidth:1px\"},{\"offset\":0,\"length\":3,\"style\":\"hlnkt:wp\"},{\"offset\":0,\"length\":3,\"style\":\"fontStyle:normal\"},{\"offset\":0,\"length\":3,\"style\":\"mobile-fontSize:24\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextStrokeWidth:1px\"},{\"offset\":0,\"length\":3,\"style\":\"WebkitTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":3,\"style\":\"textOutlineEnable:false\"},{\"offset\":0,\"length\":3,\"style\":\"opacity:1\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextStrokeColor:#F1EEE6\"},{\"offset\":0,\"length\":3,\"style\":\"hlnke:true\"},{\"offset\":0,\"length\":3,\"style\":\"defaultTextShadow:none\"},{\"offset\":0,\"length\":3,\"style\":\"tablet-fontSize:24\"},{\"offset\":0,\"length\":3,\"style\":\"textShadow:none\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowX:0px\"},{\"offset\":0,\"length\":3,\"style\":\"fontStretch:normal\"},{\"offset\":0,\"length\":3,\"style\":\"fontType:regular\"},{\"offset\":0,\"length\":3,\"style\":\"defaultBackgroundColor:#E8D01B\"},{\"offset\":0,\"length\":3,\"style\":\"color:#121111\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowY:4px\"},{\"offset\":0,\"length\":3,\"style\":\"textShadowColor:#F1EEE61F\"},{\"offset\":0,\"length\":3,\"style\":\"lineHeight:135%\"},{\"offset\":0,\"length\":3,\"style\":\"letterSpacing:0%\"},{\"offset\":0,\"length\":3,\"style\":\"textHighlightEnable:false\"}],\"entityRanges\":[],\"data\":{\"listDepth\":\"0\",\"listColor\":\"#666666\",\"verticalAlignM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ip:'dr/07532.svg',
ipiv:{
430:1,
768:1,
1366:1
}

}
];
cp.model.imageresources=[{
slideID:0,
ResourceList:{
resources:['dr/01129.png','dr/01181.svg','dr/01382.svg','dr/01422.svg','dr/01444.png','dr/0567.svg','dr/07235.png']
}

}
,{
slideID:1,
ResourceList:{
resources:['dr/015416.png','dr/07532.svg']
}

}
,{
slideID:2,
ResourceList:{
resources:['dr/015374.gif','dr/07532.svg']
}

}
,{
slideID:3,
ResourceList:{
resources:['dr/015377.gif','dr/07532.svg']
}

}
,{
slideID:4,
ResourceList:{
resources:['dr/015380.gif','dr/07532.svg']
}

}
,{
slideID:5,
ResourceList:{
resources:['dr/015383.gif','dr/07532.svg']
}

}
,{
slideID:6,
ResourceList:{
resources:['dr/015386.gif','dr/07532.svg']
}

}
,{
slideID:7,
ResourceList:{
resources:['dr/015389.gif','dr/07532.svg']
}

}
,{
slideID:8,
ResourceList:{
resources:['dr/015392.gif','dr/07532.svg']
}

}
,{
slideID:9,
ResourceList:{
resources:['dr/015395.gif','dr/07532.svg']
}

}
,{
slideID:10,
ResourceList:{
resources:['dr/015397.gif','dr/07532.svg']
}

}
,{
slideID:11,
ResourceList:{
resources:['dr/015400.gif','dr/07532.svg']
}

}
,{
slideID:12,
ResourceList:{
resources:['dr/015402.gif','dr/07532.svg']
}

}
,{
slideID:13,
ResourceList:{
resources:['dr/015404.gif','dr/07532.svg']
}

}
,{
slideID:14,
ResourceList:{
resources:['dr/015406.gif','dr/07532.svg']
}

}
,{
slideID:15,
ResourceList:{
resources:['dr/015409.gif','dr/07532.svg']
}

}
,{
slideID:16,
ResourceList:{
resources:['dr/015412.gif','dr/07532.svg']
}

}
,{
slideID:17,
ResourceList:{
resources:['dr/02378.svg','dr/02406.png','dr/02449.svg','dr/02533.png','dr/02657.png','dr/02781.png','dr/02905.png','dr/03029.png','dr/03114.svg','dr/03136.svg']
}

}
,{
slideID:18,
ResourceList:{
resources:['dr/015329.png','dr/0567.svg']
}

}
,{
slideID:19,
ResourceList:{
resources:['dr/01251.png','dr/01644.svg','dr/0567.svg']
}

}
,{
slideID:20,
ResourceList:{
resources:['dr/01251.png','dr/01644.svg','dr/0567.svg']
}

}
,{
slideID:21,
ResourceList:{
resources:['dr/01251.png','dr/01644.svg','dr/0567.svg']
}

}
,{
slideID:22,
ResourceList:{
resources:['dr/01251.png','dr/01644.svg','dr/0567.svg']
}

}
,{
slideID:23,
ResourceList:{
resources:['dr/01251.png','dr/01644.svg','dr/0567.svg']
}

}
,{
slideID:24,
ResourceList:{
resources:['dr/01251.png','dr/01644.svg','dr/0567.svg']
}

}
,{
slideID:25,
ResourceList:{
resources:['dr/01644.svg','dr/0567.svg']
}

}
];
cp.model.audioresources=[{
slideID:0,
ResourceList:{
resources:['ar/15372.mp3']
}

}
,{
slideID:1,
ResourceList:{
resources:['ar/15419.mp3']
}

}
,{
slideID:2,
ResourceList:{
resources:['ar/15421.mp3']
}

}
,{
slideID:3,
ResourceList:{
resources:['ar/15423.mp3']
}

}
,{
slideID:4,
ResourceList:{
resources:['ar/15425.mp3']
}

}
,{
slideID:5,
ResourceList:{
resources:['ar/15427.mp3']
}

}
,{
slideID:6,
ResourceList:{
resources:['ar/15303.mp3']
}

}
,{
slideID:7,
ResourceList:{
resources:['ar/15429.mp3']
}

}
,{
slideID:8,
ResourceList:{
resources:['ar/15431.mp3']
}

}
,{
slideID:9,
ResourceList:{
resources:['ar/15309.mp3']
}

}
,{
slideID:10,
ResourceList:{
resources:['ar/15311.mp3']
}

}
,{
slideID:11,
ResourceList:{
resources:['ar/15313.mp3']
}

}
,{
slideID:12,
ResourceList:{
resources:['ar/15315.mp3']
}

}
,{
slideID:13,
ResourceList:{
resources:['ar/15317.mp3']
}

}
,{
slideID:14,
ResourceList:{
resources:['ar/15319.mp3']
}

}
,{
slideID:15,
ResourceList:{
resources:['ar/15321.mp3']
}

}
,{
slideID:16,
ResourceList:{
resources:['ar/15323.mp3']
}

}
,{
slideID:17,
ResourceList:{
resources:['ar/15414.mp3']
}

}
,{
slideID:18,
ResourceList:{
resources:['ar/15327.mp3']
}

}
];
cp.model.videos=[
];
cp.model.slideVideos=[
];
cp.model.tocVideos=[
];
cp.model.audios=[
'ar/15372.mp3',
'ar/15419.mp3',
'ar/15421.mp3',
'ar/15423.mp3',
'ar/15425.mp3',
'ar/15427.mp3',
'ar/15303.mp3',
'ar/15429.mp3',
'ar/15431.mp3',
'ar/15309.mp3',
'ar/15311.mp3',
'ar/15313.mp3',
'ar/15315.mp3',
'ar/15317.mp3',
'ar/15319.mp3',
'ar/15321.mp3',
'ar/15323.mp3',
'ar/15414.mp3',
'ar/15327.mp3'
];

cp.initVariables = function(){
cp.cv('CaptivateVersion','12.6.0',1,1000,0);
cp.cv('Date.DateDDMMYY','dd/mm/yyyy',1,15,0);
cp.cv('Date.DateMMDDYY','mm/dd/yyyy',1,15,0);
cp.cv('Date.Day',1,1,15,0);
cp.cv('Date.Hours','hh',1,15,0);
cp.cv('Date.LocaleString','',1,15,0);
cp.cv('Date.Minutes','mm',1,15,0);
cp.cv('Date.Month','mm',1,15,0);
cp.cv('Date.Time','hh:mm:ss',1,15,0);
cp.cv('Date.Today','dd',1,15,0);
cp.cv('Date.Year','yyyy',1,15,0);
cp.cv('Project.AudioLevel',100,1,15,0);
cp.cv('Project.ClosedCaptions',0,1,15,0);
cp.cv('Project.CurrentSlideName','slide',1,15,0);
cp.cv('Project.CurrentSlideNumber',1,1,15,0);
cp.cv('Project.LockTOC',0,1,15,0);
cp.cv('Project.MuteAudio',0,1,15,0);
cp.cv('Project.ShowPlaybar',1,1,15,0);
cp.cv('Project.ShowTOC',0,1,15,0);
cp.cv('Project.SlideCount',1,1,15,0);
cp.cv('Question.AnswerChoice','',1,15,0);
cp.cv('Question.MaxAttempts',0,1,15,0);
cp.cv('Question.NegativePoints',0,1,15,0);
cp.cv('Question.PointsAssigned',0,1,15,0);
cp.cv('Question.PreviousQuestionScore',0,1,15,0);
cp.cv('Quiz.AttemptCount',0,1,15,0);
cp.cv('Quiz.CorrectAnswerCount',0,1,15,0);
cp.cv('Quiz.InReview',0,1,15,0);
cp.cv('Quiz.InScope',0,1,15,0);
cp.cv('Quiz.MaxScore',60,1,1000,0);
cp.cv('Quiz.Pass',0,1,15,0);
cp.cv('Quiz.PassPercentage',80,1,1000,0);
cp.cv('Quiz.PassPoints',48,1,1000,0);
cp.cv('Quiz.PercentageScore',0,1,15,0);
cp.cv('Quiz.QuestionCount',6,1,1000,0);
cp.cv('Quiz.Score',0,1,15,0);
cp.cv('Quiz.UnansweredQuestionCount',6,1,1000,0);
cp.cv('cpInfoFPS',30,1,1000,0);
cp.cv('cpInfoHasPlaybar',1,1,1000,0);
cp.cv('cpInfoSlideCount',0,1,1000,0);
cp.cv('cpInfoSlidesInProject',26,1,1000,0);
cp.cv('cpLockTOC',0,1,1000,0);
cp.cv('cpQuizInfoPreTestTotalQuestions',0,1,1000,0);
cp.cv('cpQuizInfoTotalQuizPoints',60,1,1000,0);
cp.cv('cpInfoPrevFrame',0,1,15,0);
cp.cv('Forest_count',0,0,15,0);
cp.cv('Forest_count_1',0,0,15,0);
cp.cv('LMS.CourseName','',0,15,0);
cp.cv('LMS.LearnerID','',0,15,0);
cp.cv('LMS.LearnerName','',0,15,0);
cp.cv('section2_11',0,0,15,0);
};cp.ReportingVariables="Forest_count,Forest_count_1,LMS.CourseName,LMS.LearnerID,LMS.LearnerName,section2_11,";
};cp.sbw=0;cp.useg=0;cp.geo=0;cp.pg=0;cp.win8=0;cp.autoGrow=1;cp.fluidFont=1;
