{"id":14001,"date":"2020-03-02T18:52:14","date_gmt":"2020-03-02T17:52:14","guid":{"rendered":"http:\/\/www.robertosedda.it\/?p=14001"},"modified":"2023-03-07T12:33:09","modified_gmt":"2023-03-07T11:33:09","slug":"trucchi-grafici-poco-puliti","status":"publish","type":"post","link":"http:\/\/www.robertosedda.it\/?p=14001","title":{"rendered":"Trucchi grafici poco puliti"},"content":{"rendered":"\n<p>Con le statistiche sul <em>COVID-19 <\/em>che impazzano in giro mi \u00e8 venuta voglia di recuperare un vecchio articolo che non ho mai finito di scrivere e che raccoglieva tutti quei modi che vengono utilizzati, spesso intenzionalmente, per dare informazioni sbagliate tramite le rappresentazioni grafiche (diagrammi, torte, barre e cos\u00ec via).<\/p>\n\n\n\n<p>Articoli di giornale, siti <em>web<\/em>, <em>meme<\/em> e discussioni sui <em>social<\/em> fanno infatti spesso largo uso di rappresentazioni grafiche, e quindi un minimo di alfabetizzazione in materia (all&#8217;incrocio fra statistica e <em>storytelling<\/em>) \u00e8 utile per non commettere errori in buona fede o, viceversa, per non farsi infinocchiare.<\/p>\n\n\n\n<p>Facciamo un esempio visto oggi e che riguarda appunto l&#8217;attualit\u00e0 dell&#8217;epidemia da <em>COVID-19<\/em>. Se io guardo questo grafico trovato su <em>Twitter<\/em> (di <a href=\"https:\/\/twitter.com\/Cartabellotta\">Nino Cartabellotta<\/a>)<\/p>\n\n\n\n<figure class=\"wp-block-image alignwide size-full\"><img data-attachment-id=\"17890\" data-permalink=\"http:\/\/www.robertosedda.it\/?attachment_id=17890\" data-orig-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg?fit=1036%2C837\" data-orig-size=\"1036,837\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Coronavirus-GIMBE\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg?fit=300%2C242\" data-large-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg?fit=510%2C412\" decoding=\"async\" loading=\"lazy\" width=\"800\" height=\"646\" src=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg?resize=800%2C646\" alt=\"\" class=\"wp-image-17890\" srcset=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg?w=1036 1036w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg?resize=300%2C242 300w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg?resize=510%2C412 510w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg?resize=150%2C121 150w\" sizes=\"(max-width: 800px) 100vw, 800px\" data-recalc-dims=\"1\" \/><\/figure>\n\n\n\n<p>ottengo l&#8217;informazione che i contagi stanno crescendo in maniera esponenziale (in realt\u00e0, ho scoperto oggi, le epidemia successivamente seguono l&#8217;andamento di una <a href=\"https:\/\/it.wikipedia.org\/wiki\/Equazione_logistica\">curva logistica<\/a>, cio\u00e8 a forma di S, e pi\u00f9 avanti vengono descritte da modelli molto pi\u00f9 raffinati, ma la cosa in questa fase non \u00e8 importante perch\u00e9 le differenze sono minime).<\/p>\n\n\n\n<p>L&#8217;informazione immediata \u00e8 quindi che la situazione \u00e8 preoccupante, anzi molto preoccupante. Se invece esamino quest&#8217;altro grafico (da un <em>tweet<\/em> di <a href=\"https:\/\/twitter.com\/ricpuglisi\">Riccardo Puglisi<\/a>), che descrive le percentuali di incremento da un giorno all&#8217;altro<\/p>\n\n\n\n<figure class=\"wp-block-image alignwide size-full\"><img data-attachment-id=\"17891\" data-permalink=\"http:\/\/www.robertosedda.it\/?attachment_id=17891\" data-orig-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESB9xMkX0AYdM_Z.jpg?fit=589%2C379\" data-orig-size=\"589,379\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"ESB9xMkX0AYdM_Z\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESB9xMkX0AYdM_Z.jpg?fit=300%2C193\" data-large-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESB9xMkX0AYdM_Z.jpg?fit=510%2C328\" decoding=\"async\" loading=\"lazy\" width=\"589\" height=\"379\" src=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESB9xMkX0AYdM_Z.jpg?resize=589%2C379\" alt=\"\" class=\"wp-image-17891\" srcset=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESB9xMkX0AYdM_Z.jpg?w=589 589w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESB9xMkX0AYdM_Z.jpg?resize=300%2C193 300w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESB9xMkX0AYdM_Z.jpg?resize=510%2C328 510w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESB9xMkX0AYdM_Z.jpg?resize=150%2C97 150w\" sizes=\"(max-width: 589px) 100vw, 589px\" data-recalc-dims=\"1\" \/><\/figure>\n\n\n\n<p>ottengo l&#8217;informazione molto pi\u00f9 rassicurante che l&#8217;incremento percentuale dei contagi (contrapposto ovviamente al numero assoluto di casi totali) \u00e8 tendenzialmente in calo.<\/p>\n\n\n\n<p>Chi ha ragione? Eh, boh. Intanto bisogna capire quale \u00e8 pi\u00f9 adatta a dire cosa: vogliamo sapere quando il numero dei contagiati potrebbe arrivare a saturare la quantit\u00e0 di risorse disponibili del sistema sanitario? Probabilmente il  primo grafico \u00e8 pi\u00f9 adatto. Vogliamo dire che l&#8217;epidemia probabilmente si potrebbe esaurire da sola, o che le misure di contenimento stanno funzionando? L&#8217;incremento percentuale potrebbe dare un riscontro migliore.<\/p>\n\n\n\n<p>Solo che&#8230;<\/p>\n\n\n\n<p>Solo che entrambi soffrono del fatto che sono basati su serie di dati relative a intervalli temporali bassissimi, di pochissimi giorni. Come tali soffrono parecchio di casi eccezionali, ma non allo stesso modo; nel grafico di Puglisi l&#8217;impennata del 27 dipende dal fatto che il giorno prima la Lombardia non aveva comunicato i casi e poi ha comunicato quelli relativi a due giorni assieme: se fosse accaduto diversamente quel grafico, probabilmente, non suggerirebbe l&#8217;andamento decrescente del fenomeno come sembra fare. Infatti lo stesso Puglisi ha presentato un altro grafico coi dati di altri giorni successivi, dove le cose hanno un aspetto del tutto diverso: <\/p>\n\n\n\n<figure class=\"wp-block-image alignwide size-full\"><img data-attachment-id=\"17892\" data-permalink=\"http:\/\/www.robertosedda.it\/?attachment_id=17892\" data-orig-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESCkGE2WAAAb8WZ.png?fit=589%2C379\" data-orig-size=\"589,379\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"ESCkGE2WAAAb8WZ\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESCkGE2WAAAb8WZ.png?fit=300%2C193\" data-large-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESCkGE2WAAAb8WZ.png?fit=510%2C328\" decoding=\"async\" loading=\"lazy\" width=\"589\" height=\"379\" src=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESCkGE2WAAAb8WZ.png?resize=589%2C379\" alt=\"\" class=\"wp-image-17892\" srcset=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESCkGE2WAAAb8WZ.png?w=589 589w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESCkGE2WAAAb8WZ.png?resize=300%2C193 300w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESCkGE2WAAAb8WZ.png?resize=510%2C328 510w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESCkGE2WAAAb8WZ.png?resize=150%2C97 150w\" sizes=\"(max-width: 589px) 100vw, 589px\" data-recalc-dims=\"1\" \/><\/figure>\n\n\n\n<p>e si racconta una storia molto meno rassicurante, con un incremento che, giorno pi\u00f9 giirno meno, sta tendenzialmente attorno al 40%, che non \u00e8 per niente poco. <\/p>\n\n\n\n<p>E, per continuare a complicare le cose, nel grafico iniziale di Cartabellotta la situazione della Lombardia sembra molto <em>peggiore<\/em> di quella delle altre regioni, le cui curve hanno un&#8217;aria molto pi\u00f9 piatta. Questo perch\u00e9 proiettiamo tutte le situazioni sulla stessa scala; ma se togliessimo la Lombardia dal grafico (a destra)<\/p>\n\n\n\n<figure data-carousel-extra='{\"blog_id\":1,\"permalink\":\"http:\\\/\\\/www.robertosedda.it\\\/?p=14001\"}'  class=\"is-layout-flex wp-block-gallery-1 wp-block-gallery alignwide columns-2 is-cropped\"><ul class=\"blocks-gallery-grid\"><li class=\"blocks-gallery-item\"><figure><img data-attachment-id=\"17890\" data-permalink=\"http:\/\/www.robertosedda.it\/?attachment_id=17890\" data-orig-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg?fit=1036%2C837\" data-orig-size=\"1036,837\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Coronavirus-GIMBE\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg?fit=300%2C242\" data-large-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg?fit=510%2C412\" decoding=\"async\" loading=\"lazy\" width=\"510\" height=\"412\" src=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg?resize=510%2C412\" alt=\"\" data-id=\"17890\" data-full-url=\"http:\/\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg\" data-link=\"http:\/\/www.robertosedda.it\/?attachment_id=17890\" class=\"wp-image-17890\" srcset=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg?resize=510%2C412 510w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg?resize=300%2C242 300w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg?resize=150%2C121 150w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Coronavirus-GIMBE.jpg?w=1036 1036w\" sizes=\"(max-width: 510px) 100vw, 510px\" data-recalc-dims=\"1\" \/><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img data-attachment-id=\"17894\" data-permalink=\"http:\/\/www.robertosedda.it\/?attachment_id=17894\" data-orig-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESF4c_dXsAAmkzl.jpeg?fit=1041%2C833\" data-orig-size=\"1041,833\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"ESF4c_dXsAAmkzl\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESF4c_dXsAAmkzl.jpeg?fit=300%2C240\" data-large-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESF4c_dXsAAmkzl.jpeg?fit=510%2C408\" decoding=\"async\" loading=\"lazy\" width=\"510\" height=\"408\" src=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESF4c_dXsAAmkzl.jpeg?resize=510%2C408\" alt=\"\" data-id=\"17894\" data-full-url=\"http:\/\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESF4c_dXsAAmkzl.jpeg\" data-link=\"http:\/\/www.robertosedda.it\/?attachment_id=17894\" class=\"wp-image-17894\" srcset=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESF4c_dXsAAmkzl.jpeg?resize=510%2C408 510w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESF4c_dXsAAmkzl.jpeg?resize=300%2C240 300w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESF4c_dXsAAmkzl.jpeg?resize=150%2C120 150w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/ESF4c_dXsAAmkzl.jpeg?w=1041 1041w\" sizes=\"(max-width: 510px) 100vw, 510px\" data-recalc-dims=\"1\" \/><\/figure><\/li><\/ul><\/figure>\n\n\n\n<p>vedremmo che la tendenza a impennarsi, anche se i numeri sono diversi, \u00e8 comune a tutte.<\/p>\n\n\n\n<p>Ecco, partendo dagli stessi numeri ai grafici si possono far dire cose molto diverse: \u00e8 una variante della nota battuta che se si torturano i numeri abbastanza a lungo confesseranno qualunque cosa. E notate che qui non c&#8217;\u00e8 un particolare tentativo di <em>raccontare<\/em> una qualche storia a proprio uso e consumo (forse nel grafico di Puglisi c&#8217;\u00e8 u pochino la voglia di giocare a fare il <em>debunker <\/em>del panico e dell&#8217;allarmismo, ma \u00e8 un peccato veniale); viceversa ci sono un sacco di situazioni nei quali giornalisti, politici o agitatori da <em>social<\/em> bareranno graficamente sapendo benissimo di barare.<\/p>\n\n\n\n<p>Ecco, se avete interesse a approfondire e a farvi una cultura sull&#8217;argomento, all&#8217;epoca avevo raccolto un po&#8217; di siti di documentazione liberamente disponibile: ve li presento qui sotto, con alcune parole di introduzione per ciascuno: c&#8217;\u00e8 di che divertirsi, indignarsi e&#8230; studiare. <\/p>\n\n\n\n<p>Alcuni sono in inglese ma mi sembrano comunque di interpretazione piuttosto facile: se comunque avete bisogno di aiuto, fate un fischio.<\/p>\n\n\n\n<h3>Iniziare ridendo: false correlazioni<\/h3>\n\n\n\n<p>Una correlazione implica che due dati sono uno la causa dell&#8217;altro, o comunque che sono collegati in maniera univoca: quantit\u00e0 di birre bevute dai <em>Fabbricastorie<\/em> e numero di giochi prodotti, per esempio, o numero di monellerie di mia nipote Marta e urla di mia sorella che sento provenire dalla casa a fianco. <\/p>\n\n\n\n<p>Capita che queste relazioni fra variabili siano descritte, soprattutto per serie temporali, con due linee che riportano anno per anno i fenomeni correlati. Il problema \u00e8 che lavorando in questo modo (e taroccando opportunamente le scale di riferimento delle quantit\u00e0) si possono trovare con una certa facilit\u00e0 fenomeni completamente indipendenti che per\u00f2 hanno (a prima vista) esattamente lo stesso andamento temporale, come in questo caso che apparentemente dimostra che al calare dei divorzi nel Maine cala anche il consumo <em>pro capite<\/em> di margarina negli Stati Uniti (o viceversa):<\/p>\n\n\n\n<figure class=\"wp-block-image alignwide size-full\"><img data-attachment-id=\"17896\" data-permalink=\"http:\/\/www.robertosedda.it\/?attachment_id=17896\" data-orig-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Screenshot_2020-03-02-15-Insane-Things-That-Correlate-With-Each-Other.png?fit=971%2C527\" data-orig-size=\"971,527\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Screenshot_2020-03-02-15-Insane-Things-That-Correlate-With-Each-Other\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Screenshot_2020-03-02-15-Insane-Things-That-Correlate-With-Each-Other.png?fit=300%2C163\" data-large-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Screenshot_2020-03-02-15-Insane-Things-That-Correlate-With-Each-Other.png?fit=510%2C277\" decoding=\"async\" loading=\"lazy\" width=\"800\" height=\"434\" src=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Screenshot_2020-03-02-15-Insane-Things-That-Correlate-With-Each-Other.png?resize=800%2C434\" alt=\"\" class=\"wp-image-17896\" srcset=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Screenshot_2020-03-02-15-Insane-Things-That-Correlate-With-Each-Other.png?w=971 971w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Screenshot_2020-03-02-15-Insane-Things-That-Correlate-With-Each-Other.png?resize=300%2C163 300w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Screenshot_2020-03-02-15-Insane-Things-That-Correlate-With-Each-Other.png?resize=510%2C277 510w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Screenshot_2020-03-02-15-Insane-Things-That-Correlate-With-Each-Other.png?resize=150%2C81 150w\" sizes=\"(max-width: 800px) 100vw, 800px\" data-recalc-dims=\"1\" \/><\/figure>\n\n\n\n<p>Il sito <em><a href=\"http:\/\/www.tylervigen.com\/spurious-correlations\">Spurious correlation<\/a> <\/em>presenta un buon numero di grafici altrettanto demenziali, ed \u00e8 una navigazione istruttiva che vale da ammonimento generale (e potrete usare quei casi paradossali come ottimo argomento polemico quando qualcun altro tenter\u00e0 di rifilarvi sul serio una falsa correlazione).<\/p>\n\n\n\n<h3>Per spiegare meglio<\/h3>\n\n\n\n<p>Sul sito della <em>Harvard Business Review<\/em> c&#8217;\u00e8 <a href=\"https:\/\/hbr.org\/2015\/06\/beware-spurious-correlations\">un articolo interessante<\/a> che parte esattamente dal sito <em>Spurious correlation<\/em> per illustrare tre fallacie normalmente associate alle false correlazioni: comparare pere con mele, stabilire falsi rapporti ci causa-effetto o, come nel caso qui sotto, manipolare gli intervalli delle variabili per suggerire correlazioni che in realt\u00e0 non ci sono:<\/p>\n\n\n\n<figure data-carousel-extra='{\"blog_id\":1,\"permalink\":\"http:\\\/\\\/www.robertosedda.it\\\/?p=14001\"}'  class=\"is-layout-flex wp-block-gallery-3 wp-block-gallery alignwide columns-2 is-cropped\"><ul class=\"blocks-gallery-grid\"><li class=\"blocks-gallery-item\"><figure><img data-attachment-id=\"17897\" data-permalink=\"http:\/\/www.robertosedda.it\/?attachment_id=17897\" data-orig-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-4.png?fit=1400%2C689\" data-orig-size=\"1400,689\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"F1506Z_VS_BEWARESPURIOUSCORRELATIONS-4\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-4.png?fit=300%2C148\" data-large-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-4.png?fit=510%2C251\" decoding=\"async\" loading=\"lazy\" width=\"1400\" height=\"689\" src=\"https:\/\/i1.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-4.png?fit=510%2C251\" alt=\"\" data-id=\"17897\" data-full-url=\"https:\/\/i1.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-4.png?fit=1400%2C689\" data-link=\"http:\/\/www.robertosedda.it\/?attachment_id=17897\" class=\"wp-image-17897\" srcset=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-4.png?w=1400 1400w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-4.png?resize=300%2C148 300w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-4.png?resize=510%2C251 510w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-4.png?resize=150%2C74 150w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img data-attachment-id=\"17898\" data-permalink=\"http:\/\/www.robertosedda.it\/?attachment_id=17898\" data-orig-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-5.png?fit=1400%2C689\" data-orig-size=\"1400,689\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"F1506Z_VS_BEWARESPURIOUSCORRELATIONS-5\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-5.png?fit=300%2C148\" data-large-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-5.png?fit=510%2C251\" decoding=\"async\" loading=\"lazy\" width=\"1400\" height=\"689\" src=\"https:\/\/i1.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-5.png?fit=510%2C251\" alt=\"\" data-id=\"17898\" data-full-url=\"https:\/\/i1.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-5.png?fit=1400%2C689\" data-link=\"http:\/\/www.robertosedda.it\/?attachment_id=17898\" class=\"wp-image-17898\" srcset=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-5.png?w=1400 1400w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-5.png?resize=300%2C148 300w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-5.png?resize=510%2C251 510w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/F1506Z_VS_BEWARESPURIOUSCORRELATIONS-5.png?resize=150%2C74 150w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure><\/li><\/ul><figcaption class=\"blocks-gallery-caption\">Incassi da clienti sotto e sopra i quarant&#8217;anni, per mese.<\/figcaption><\/figure>\n\n\n\n<h3>Ah, quegli assi!<\/h3>\n\n\n\n<p>Visto che siamo in argomento, l&#8217;ottimo sito <em><a href=\"https:\/\/callingbullshit.org\">Calling bullshit<\/a><\/em> (che letteralmente sarebbe <em>Identificare le str&#8230; ehm, panzane che tentano di rifilarti<\/em> e, voi non ci crederete, \u00e8 il sito di un serissimo corso universitario dell&#8217;Universit\u00e0 di Washington) ha un <a href=\"https:\/\/callingbullshit.org\/tools\/tools_misleading_axes.html\">buon articolo<\/a> che tratta esattamente dei modi truffaldini di presentare un grafico barando sulle grandezze rappresentate negli assi.<\/p>\n\n\n\n<figure data-carousel-extra='{\"blog_id\":1,\"permalink\":\"http:\\\/\\\/www.robertosedda.it\\\/?p=14001\"}'  class=\"is-layout-flex wp-block-gallery-5 wp-block-gallery alignwide columns-2 is-cropped\"><ul class=\"blocks-gallery-grid\"><li class=\"blocks-gallery-item\"><figure><img data-attachment-id=\"17899\" data-permalink=\"http:\/\/www.robertosedda.it\/?attachment_id=17899\" data-orig-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/national_review_temp_graph.png-large.png?fit=603%2C351\" data-orig-size=\"603,351\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"national_review_temp_graph.png-large\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/national_review_temp_graph.png-large.png?fit=300%2C175\" data-large-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/national_review_temp_graph.png-large.png?fit=510%2C297\" decoding=\"async\" loading=\"lazy\" width=\"603\" height=\"351\" src=\"https:\/\/i2.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/national_review_temp_graph.png-large.png?fit=510%2C297\" alt=\"\" data-id=\"17899\" data-full-url=\"https:\/\/i2.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/national_review_temp_graph.png-large.png?fit=603%2C351\" data-link=\"http:\/\/www.robertosedda.it\/?attachment_id=17899\" class=\"wp-image-17899\" srcset=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/national_review_temp_graph.png-large.png?w=603 603w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/national_review_temp_graph.png-large.png?resize=300%2C175 300w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/national_review_temp_graph.png-large.png?resize=510%2C297 510w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/national_review_temp_graph.png-large.png?resize=150%2C87 150w\" sizes=\"(max-width: 603px) 100vw, 603px\" \/><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img data-attachment-id=\"17900\" data-permalink=\"http:\/\/www.robertosedda.it\/?attachment_id=17900\" data-orig-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/philip_bump_redraws_national_review.jpeg?fit=1484%2C1160\" data-orig-size=\"1484,1160\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"philip_bump_redraws_national_review\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/philip_bump_redraws_national_review.jpeg?fit=300%2C235\" data-large-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/philip_bump_redraws_national_review.jpeg?fit=510%2C399\" decoding=\"async\" loading=\"lazy\" width=\"1484\" height=\"1160\" src=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/philip_bump_redraws_national_review.jpeg?fit=510%2C399\" alt=\"\" data-id=\"17900\" data-full-url=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/philip_bump_redraws_national_review.jpeg?fit=1484%2C1160\" data-link=\"http:\/\/www.robertosedda.it\/?attachment_id=17900\" class=\"wp-image-17900\" srcset=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/philip_bump_redraws_national_review.jpeg?w=1484 1484w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/philip_bump_redraws_national_review.jpeg?resize=300%2C235 300w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/philip_bump_redraws_national_review.jpeg?resize=510%2C399 510w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/philip_bump_redraws_national_review.jpeg?resize=150%2C117 150w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure><\/li><\/ul><figcaption class=\"blocks-gallery-caption\">Negazionismo climatico: se la differenza di temperatura media nell&#8217;anno \u00e8 intorno a due gradi (Fahrenheit) e si sceglie una scala da 0 a 100 le differenze sembreranno inesistenti.<\/figcaption><\/figure>\n\n\n\n<p>L&#8217;articolo ha diversi altri esempi. Notate che qui non stiamo parlando di false correlazioni, quanto di descrizioni manipolate della realt\u00e0, come il tentativo di far vedere che i tedeschi sono molto pi\u00f9 lavoratori di quasi tutti gli altri europei.<\/p>\n\n\n\n<figure data-carousel-extra='{\"blog_id\":1,\"permalink\":\"http:\\\/\\\/www.robertosedda.it\\\/?p=14001\"}'  class=\"is-layout-flex wp-block-gallery-7 wp-block-gallery alignwide columns-2 is-cropped\"><ul class=\"blocks-gallery-grid\"><li class=\"blocks-gallery-item\"><figure><img data-attachment-id=\"17901\" data-permalink=\"http:\/\/www.robertosedda.it\/?attachment_id=17901\" data-orig-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/GTAI_average_hours.gif?fit=560%2C500\" data-orig-size=\"560,500\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"GTAI_average_hours\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/GTAI_average_hours.gif?fit=300%2C268\" data-large-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/GTAI_average_hours.gif?fit=510%2C455\" decoding=\"async\" loading=\"lazy\" width=\"560\" height=\"500\" src=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/GTAI_average_hours.gif?fit=510%2C455\" alt=\"\" data-id=\"17901\" data-full-url=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/GTAI_average_hours.gif?fit=560%2C500\" data-link=\"http:\/\/www.robertosedda.it\/?attachment_id=17901\" class=\"wp-image-17901\"\/><\/figure><\/li><li class=\"blocks-gallery-item\"><figure><img data-attachment-id=\"17902\" data-permalink=\"http:\/\/www.robertosedda.it\/?attachment_id=17902\" data-orig-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/GTAI_redrawn.png?fit=500%2C422\" data-orig-size=\"500,422\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"GTAI_redrawn\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/GTAI_redrawn.png?fit=300%2C253\" data-large-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/GTAI_redrawn.png?fit=500%2C422\" decoding=\"async\" loading=\"lazy\" width=\"500\" height=\"422\" src=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/GTAI_redrawn.png?resize=500%2C422\" alt=\"\" data-id=\"17902\" data-full-url=\"https:\/\/i2.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/GTAI_redrawn.png?fit=500%2C422\" data-link=\"http:\/\/www.robertosedda.it\/?attachment_id=17902\" class=\"wp-image-17902\" srcset=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/GTAI_redrawn.png?w=500 500w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/GTAI_redrawn.png?resize=300%2C253 300w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/GTAI_redrawn.png?resize=150%2C127 150w\" sizes=\"(max-width: 500px) 100vw, 500px\" data-recalc-dims=\"1\" \/><\/figure><\/li><\/ul><\/figure>\n\n\n\n<h3>Altri casi classici<\/h3>\n\n\n\n<p>L&#8217;immagine qui sotto riporta il numero di omicidi commessi in Florida mediante armi da fuoco. La data cruciale evidenziata \u00e8 quella dell&#8217;entrata in vigore di una legge che aumentava i casi nei quali l&#8217;aggredito era giustificato nell&#8217;uso della forza per difendersi (fondamentalmente, prima se poteva evitare lo scontro &#8211; per esempio con la fuga &#8211; l&#8217;uso della forza era considerato ingiustificato). Dategli un&#8217;occhiata  dite se, secondo voi, il numero di omicidi dopo l&#8217;approvazione della legge \u00e8 aumentato o diminuito.<\/p>\n\n\n\n<figure class=\"wp-block-image alignwide size-full\"><img data-attachment-id=\"17903\" data-permalink=\"http:\/\/www.robertosedda.it\/?attachment_id=17903\" data-orig-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/enhanced-buzz-27907-1412273086-15.jpg?fit=604%2C756\" data-orig-size=\"604,756\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"enhanced-buzz-27907-1412273086-15\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/enhanced-buzz-27907-1412273086-15.jpg?fit=240%2C300\" data-large-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/enhanced-buzz-27907-1412273086-15.jpg?fit=510%2C638\" decoding=\"async\" loading=\"lazy\" width=\"604\" height=\"756\" src=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/enhanced-buzz-27907-1412273086-15.jpg?resize=604%2C756\" alt=\"\" class=\"wp-image-17903\" srcset=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/enhanced-buzz-27907-1412273086-15.jpg?w=604 604w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/enhanced-buzz-27907-1412273086-15.jpg?resize=240%2C300 240w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/enhanced-buzz-27907-1412273086-15.jpg?resize=510%2C638 510w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/enhanced-buzz-27907-1412273086-15.jpg?resize=120%2C150 120w\" sizes=\"(max-width: 604px) 100vw, 604px\" data-recalc-dims=\"1\" \/><\/figure>\n\n\n\n<p>Il numero di omicidi si \u00e8 impennato bruscamente, ma rendersene conto non \u00e8 facile perch\u00e9, contrariamente all&#8217;ovvio, il grafico ha le quantit\u00e0 <em>maggiori<\/em> pi\u00f9 in basso; inoltre la zona piena, rossa, tende ad attrarre lo sguardo del lettore facendo sembrare la parte bianca secondaria; l&#8217;effetto combinato contribuisce a dare l&#8217;impressione esattamente contraria di quella che \u00e8 stata la realt\u00e0.<\/p>\n\n\n\n<p>Il grafico \u00e8 un caso famoso di sviamento ed \u00e8 citato spessissimo. Con altri dodici casi classici, che sono altrettanti esempi di tentata manipolazione dell&#8217;opinione pubblica, <a href=\"https:\/\/www.buzzfeednews.com\/article\/katienotopoulos\/graphs-that-lied-to-us#.ceeXMee2ZN\">lo trovate su <em>Buzzfeed<\/em><\/a>.<\/p>\n\n\n\n<h3>In generale<\/h3>\n\n\n\n<p>Se si vuole passare dalla casistica a qualcosa di pi\u00f9 ragionato, un primo passo \u00e8 un <a href=\"https:\/\/www.nationalgeographic.com\/news\/2015\/06\/150619-data-points-five-ways-to-lie-with-charts\/\">articolo sul <em>National Geographic<\/em><\/a> offre l&#8217;elenco di cinque campanelli d&#8217;allarme che dovrebbero avvisarvi che il grafico che state vedendo mente, per esempio se mostra cambiamenti drammatici quando non ce ne sono:<\/p>\n\n\n\n<figure class=\"wp-block-image alignwide size-full\"><img data-attachment-id=\"17904\" data-permalink=\"http:\/\/www.robertosedda.it\/?attachment_id=17904\" data-orig-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Screenshot_2020-03-02-A-Quick-Guide-to-Spotting-Graphics-That-Lie.png?fit=666%2C611\" data-orig-size=\"666,611\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Screenshot_2020-03-02-A-Quick-Guide-to-Spotting-Graphics-That-Lie\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Screenshot_2020-03-02-A-Quick-Guide-to-Spotting-Graphics-That-Lie.png?fit=300%2C275\" data-large-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Screenshot_2020-03-02-A-Quick-Guide-to-Spotting-Graphics-That-Lie.png?fit=510%2C468\" decoding=\"async\" loading=\"lazy\" width=\"666\" height=\"611\" src=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Screenshot_2020-03-02-A-Quick-Guide-to-Spotting-Graphics-That-Lie.png?resize=666%2C611\" alt=\"\" class=\"wp-image-17904\" srcset=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Screenshot_2020-03-02-A-Quick-Guide-to-Spotting-Graphics-That-Lie.png?w=666 666w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Screenshot_2020-03-02-A-Quick-Guide-to-Spotting-Graphics-That-Lie.png?resize=300%2C275 300w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Screenshot_2020-03-02-A-Quick-Guide-to-Spotting-Graphics-That-Lie.png?resize=510%2C468 510w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/Screenshot_2020-03-02-A-Quick-Guide-to-Spotting-Graphics-That-Lie.png?resize=150%2C138 150w\" sizes=\"(max-width: 666px) 100vw, 666px\" data-recalc-dims=\"1\" \/><\/figure>\n\n\n\n<p>Arrivati a questo punto molti degli esempi proposti vi saranno gi\u00e0 familiari, ma \u00e8 piacevole averli tutti a disposizione in un unico elenco.<\/p>\n\n\n\n<h3>In italiano!<\/h3>\n\n\n\n<p>Sul sito <em>Scienza in rete <\/em> c&#8217;\u00e8 un <a href=\"https:\/\/www.scienzainrete.it\/articolo\/che-razza-di-infografica\/marco-capovilla\/2017-05-14\">trattamento sistematico degli errori e delle manipolazioni che si possono compiere con le infografiche<\/a>, un po&#8217; lungo ma ottimo. \u00c8 anche severissimo, molto pi\u00f9 cattivo dell&#8217;<em>undestatement<\/em> anglossassone che abbiamo incontrato sinora. Lascio a voi scoprire quale grande quotidiano italiano sia maggiormente messo alla berlina nell&#8217;articolo (indizio: \u00e8 una bella lotta, ma c&#8217;\u00e8 un chiaro vincitore).<\/p>\n\n\n\n<figure class=\"wp-block-image alignwide size-full\"><img data-attachment-id=\"17905\" data-permalink=\"http:\/\/www.robertosedda.it\/?attachment_id=17905\" data-orig-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/08-La-Repubblica-06-05-2017-pagg2-3-particolare.jpg?fit=1061%2C998\" data-orig-size=\"1061,998\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;1&quot;}\" data-image-title=\"08-La-Repubblica-06-05-2017-pagg2-3-particolare\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/08-La-Repubblica-06-05-2017-pagg2-3-particolare.jpg?fit=300%2C282\" data-large-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/08-La-Repubblica-06-05-2017-pagg2-3-particolare.jpg?fit=510%2C480\" decoding=\"async\" loading=\"lazy\" width=\"800\" height=\"752\" src=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/08-La-Repubblica-06-05-2017-pagg2-3-particolare.jpg?resize=800%2C752\" alt=\"\" class=\"wp-image-17905\" srcset=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/08-La-Repubblica-06-05-2017-pagg2-3-particolare.jpg?w=1061 1061w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/08-La-Repubblica-06-05-2017-pagg2-3-particolare.jpg?resize=300%2C282 300w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/08-La-Repubblica-06-05-2017-pagg2-3-particolare.jpg?resize=510%2C480 510w, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/08-La-Repubblica-06-05-2017-pagg2-3-particolare.jpg?resize=150%2C141 150w\" sizes=\"(max-width: 800px) 100vw, 800px\" data-recalc-dims=\"1\" \/><figcaption>Le aree rappresentate non sono fra loro nella stessa proporzione dei numeri indicati (vedi Sardegna e Sicilia, per esempio). Dice: \u00abUtilizzare aree per rappresentare misure lineari comporta sempre questo rischio, se non si ricordano i minimi rudimenti di geometria\u00bb.<\/figcaption><\/figure>\n\n\n\n<h3>Dolci gattini statistici<\/h3>\n\n\n\n<p>Il curioso sito <em>Stats ith cats<\/em> (lo tiene un geologo americani appassionato di statistica e, evidentemente, anche di gatti) ha un <a href=\"https:\/\/statswithcats.wordpress.com\/2015\/01\/01\/how-to-tell-if-correlation-implies-causation\/\">interessante articolo<\/a> su come fare per capire se la correlazione che avete trovato (o che vedete espressa su un grafico sul giornale) pu\u00f2 davvero rappresentare un rapporto di causa-effetto. Dopo tutte le illustrazioni carine degli altri articoli qui l&#8217;aspetto \u00e8 (molto) pi\u00f9 spartanoe l&#8217;inglese \u00e8 pi\u00f9 difficile. \u00c8 per\u00f2 anche l&#8217;articolo pi\u00f9 importante fra tutti se volete davvero approfondire, e ve lo consiglio.<\/p>\n\n\n\n<figure class=\"wp-block-image alignwide size-full\"><img data-attachment-id=\"17906\" data-permalink=\"http:\/\/www.robertosedda.it\/?attachment_id=17906\" data-orig-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/144270-strip.gif?fit=640%2C199\" data-orig-size=\"640,199\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"144270-strip\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/144270-strip.gif?fit=300%2C93\" data-large-file=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/144270-strip.gif?fit=510%2C159\" decoding=\"async\" loading=\"lazy\" width=\"640\" height=\"199\" src=\"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/144270-strip.gif?resize=640%2C199\" alt=\"\" class=\"wp-image-17906\" data-recalc-dims=\"1\"\/><\/figure>\n\n\n\n<h3>Il libro di statistica<\/h3>\n\n\n\n<p>Ma magari sinora tutto quello che abbiamo detto per voi \u00e8 arabo e assi, intervalli, istogrammi, serie in pila o grafici temporali sono termini per voi inusitati.<\/p>\n\n\n\n<p>In realt\u00e0 un capitolo sulle rappresentazioni grafiche si trova pi\u00f9 o meno all&#8217;inizio di ogni buon testo universitario di statistica. Per esempio vedo su <em>Googl<\/em>e che \u00e8 facilmente consultabile <em>on line<\/em> quello del professor Tarsitano dell&#8217;Universit\u00e0 della Calabria: le rappresentazioni grafiche sono al <a href=\"http:\/\/www.ecostat.unical.it\/tarsitano\/publications\/pagepubs\/libro_stat\/capit4.pdf\">capitolo 4<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Con le statistiche sul COVID-19 che impazzano in giro mi \u00e8 venuta voglia di recuperare un vecchio articolo che non<\/p>\n","protected":false},"author":1,"featured_media":17903,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_mi_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","jetpack_publicize_message":"","jetpack_is_tweetstorm":false,"jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false}}},"categories":[52,64,55,17,16],"tags":[],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/03\/enhanced-buzz-27907-1412273086-15.jpg?fit=604%2C756","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p4jV2T-3DP","jetpack_likes_enabled":true,"jetpack-related-posts":[{"id":9389,"url":"http:\/\/www.robertosedda.it\/?p=9389","url_meta":{"origin":14001,"position":0},"title":"Quanto \u00e8 grande l&#8217;Africa?","author":"Rufus","date":"14\/01\/2015","format":false,"excerpt":"Come avrete visto in altre occasioni mi piacciono molto le mappe e le rappresentazioni grafiche dei fenomeni (sar\u00e0 un lascito di Pippo Puggioni e della sua statistica). Ora il mio amico Aramesh Fereidouni mi segnala su Facebook un tentativo di far comprendere in maniera immediata quanto \u00e8 grande l'Africa. C'\u00e8\u2026","rel":"","context":"In &quot;Coordinate&quot;","block_context":{"text":"Coordinate","link":"http:\/\/www.robertosedda.it\/?cat=52"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2015\/01\/Africa1.jpg?fit=1200%2C849&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2015\/01\/Africa1.jpg?fit=1200%2C849&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2015\/01\/Africa1.jpg?fit=1200%2C849&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2015\/01\/Africa1.jpg?fit=1200%2C849&resize=1050%2C600 3x"},"classes":[]},{"id":4262,"url":"http:\/\/www.robertosedda.it\/?p=4262","url_meta":{"origin":14001,"position":1},"title":"Una sola occhiata alle cose&#8230;","author":"Rufus","date":"15\/08\/2013","format":false,"excerpt":"... vale pi\u00f9 di mille supposizioni, dice un antico proverbio cinese. \u00c8 per questo che ho sempre avuto un debole per le mappe e per le rappresentazioni grafiche dei fenomeni. Mappe ed altre infografiche Per esempio uno dei miei siti di riferimento \u00e8 Worldmapper, un progetto legato all'Universit\u00e0 di Sheffield\u00a0\u2026","rel":"","context":"In &quot;Coordinate&quot;","block_context":{"text":"Coordinate","link":"http:\/\/www.robertosedda.it\/?cat=52"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2013\/08\/funzionari-pubblici-pi\u00f9-pagati-per-stato-USA.jpg?fit=800%2C450&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2013\/08\/funzionari-pubblici-pi\u00f9-pagati-per-stato-USA.jpg?fit=800%2C450&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2013\/08\/funzionari-pubblici-pi\u00f9-pagati-per-stato-USA.jpg?fit=800%2C450&resize=700%2C400 2x"},"classes":[]},{"id":11536,"url":"http:\/\/www.robertosedda.it\/?p=11536","url_meta":{"origin":14001,"position":2},"title":"REBLOG: Il disastro dell&#8217;Universit\u00e0 italiana in sette grafici","author":"Rufus","date":"09\/02\/2016","format":false,"excerpt":"Sul sito de\u00a0Linkiesta, una collezione di dati e statistiche... interessanti.","rel":"","context":"In &quot;Segnalazioni&quot;","block_context":{"text":"Segnalazioni","link":"http:\/\/www.robertosedda.it\/?cat=95"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":7852,"url":"http:\/\/www.robertosedda.it\/?p=7852","url_meta":{"origin":14001,"position":3},"title":"Pubblicatevi da soli (uhm&#8230;)","author":"Rufus","date":"27\/06\/2014","format":false,"excerpt":"Mi \u00e8 capitato l'altro giorno sotto gli occhi un breve articolo di Laura Hazard Owen che segnala che nel 2013 la quota di mercato degli e-book negli Stati Uniti \u00e8 ulteriormente cresciuta (del 10% circa, fino a pi\u00f9 o meno 512 milioni di copie), anche se i ricavi per gli\u2026","rel":"","context":"In &quot;Coordinate&quot;","block_context":{"text":"Coordinate","link":"http:\/\/www.robertosedda.it\/?cat=52"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2014\/06\/Vendite-giornaliere-bestsellr-di-genere.png?fit=854%2C558&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2014\/06\/Vendite-giornaliere-bestsellr-di-genere.png?fit=854%2C558&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2014\/06\/Vendite-giornaliere-bestsellr-di-genere.png?fit=854%2C558&resize=700%2C400 2x"},"classes":[]},{"id":14058,"url":"http:\/\/www.robertosedda.it\/?p=14058","url_meta":{"origin":14001,"position":4},"title":"Si riprende!","author":"Rufus","date":"21\/08\/2017","format":false,"excerpt":"Vedo che l'ultimo articolo su questo blog l'ho scritto il 3 agosto. Il 6 sono andato in vacanza e non ho pi\u00f9 scritto: rispetto agli anni scorsi la vacanza era pi\u00f9 intensa, il tempo minore, la connessione wi-fi dell'albergo meno efficiente, e insomma non ho scritto. Facebook era molto preoccupato.\u2026","rel":"","context":"In &quot;Coordinate&quot;","block_context":{"text":"Coordinate","link":"http:\/\/www.robertosedda.it\/?cat=52"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2017\/08\/ALIM4919.jpg?fit=1200%2C900&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2017\/08\/ALIM4919.jpg?fit=1200%2C900&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2017\/08\/ALIM4919.jpg?fit=1200%2C900&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2017\/08\/ALIM4919.jpg?fit=1200%2C900&resize=1050%2C600 3x"},"classes":[]},{"id":17810,"url":"http:\/\/www.robertosedda.it\/?p=17810","url_meta":{"origin":14001,"position":5},"title":"Google non lo sta facendo benissimo (e neanche io)","author":"Rufus","date":"13\/02\/2020","format":false,"excerpt":"Un amico con cui diverso tempo fa abbiamo visto insieme Miss Sloane mi chiede di ricordargli il titolo. Siccome non mi ricordo neppure io lancio una ricerca su Google. Le immagini rilevanti rispetto alla ricerca sarebbero, secondo loro, queste: e niente, lo sapevo che il kit che mi sono costruito\u2026","rel":"","context":"In &quot;Coordinate&quot;","block_context":{"text":"Coordinate","link":"http:\/\/www.robertosedda.it\/?cat=52"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.robertosedda.it\/wp-content\/uploads\/2020\/02\/Movie-influencer.png?fit=680%2C239&resize=350%2C200","width":350,"height":200},"classes":[]}],"_links":{"self":[{"href":"http:\/\/www.robertosedda.it\/index.php?rest_route=\/wp\/v2\/posts\/14001"}],"collection":[{"href":"http:\/\/www.robertosedda.it\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.robertosedda.it\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.robertosedda.it\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.robertosedda.it\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=14001"}],"version-history":[{"count":6,"href":"http:\/\/www.robertosedda.it\/index.php?rest_route=\/wp\/v2\/posts\/14001\/revisions"}],"predecessor-version":[{"id":19117,"href":"http:\/\/www.robertosedda.it\/index.php?rest_route=\/wp\/v2\/posts\/14001\/revisions\/19117"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.robertosedda.it\/index.php?rest_route=\/wp\/v2\/media\/17903"}],"wp:attachment":[{"href":"http:\/\/www.robertosedda.it\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=14001"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.robertosedda.it\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=14001"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.robertosedda.it\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=14001"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}