Plotten mit Ggplot2 - uni-hamburg.de · 2018-01-24 · Mai 2016 Anne Kunstmann Plotten mit Ggplot2. 2/60 Einführung Preprocessing Grundlagen Gestaltung Sonstiges Agenda 1 Einführung

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EinführungPreprocessing

GrundlagenGestaltungSonstiges

Plotten mit Ggplot2

Referentin: Anne Kunstmann

Betreuer: Jakob LüttgauProseminar Programmieren in R

Fachbereich InformatikFakultät für Mathematik, Informatik und Naturwissenschaften

Universität Hamburg

25. Mai 2016

Anne Kunstmann Plotten mit Ggplot2

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Agenda

1 Einführung

2 Preprocessing

3 Grundlagen

4 Gestaltung

5 Sonstiges


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R vs GGplot2Geschichtlicher Einblick

Gegenüberstellung: R vs GGPlot2

R native Plotsgrundlegende Plot-Funktionenwortreich für komplexe Plotskeine automatische Legendenerstellungkomplexe Codeänderungen nötigverbesserungswürdige Visualisierung


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GGplot2grundlegende und fortgeschrittene Plot-Funktionenautomatische Legendenerstellungrobust bei Codeänderungfeste Schemata bei Plot-Erstellungerwartungsgemäße Visualisierung


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R nativer Plot[http://varianceexplained.org/r/why-I-

useggplot2/]

Plot mit GGPlot2[http://varianceexplained.org/r/why-I-

useggplot2/]


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Code in R[http://varianceexplained.org/r/why-I-

useggplot2/]

Code mit GGPlot2[http://varianceexplained.org/r/why-I-

useggplot2/]


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Einführung

Geschichtlicher HintergrundPaket zur Datenvisualisierung in REntwickler Hadley WickhamVeröffentlichung im Jahr 2005Grundlage „The Grammar of Graphics“

Buch von Leland WilkinsonJahr 1999/2005Thema statistische DatenvisualisierungFokus auf Ästhetik und Geometrie


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Vorteilegroße Bandbreite an Funktionenhohe Abstraktionerweiterbar durch Pakete (Lattice,...)

Nachteilekeine 3D-Grafikenkeine Graphentheorie (Multigraphen, Kantenzüge,...)


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DatenimportDatenartenDatentransformation

Datenimport

read-FunktionAufruf des Dateiformats durch „ .“-OperatorNamenszuweisung des importierten Dataframes

Parametertitle Name der zu importierenden Dateiheader = T/F Übernahme der Spaltentitel

Codebeispiel 1: Datenimport einer csv-Datei

1 a i r q u a l i t y <− read . csv ( " a i r q u a l i t y . csv " , header = T)


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Datenarten

Unterscheidung stetiger und diskreter Funktionen

stetigüberabzählbar unendliche viele MerkmaleGröße von Personen, Temperatur in Grad Celsius,...z.B. geom_point(), geom_curve(),...

diskretabzählbar unendlich viele MerkmaleGeschlecht, Religion, Kundenzufriedenheit, ...z.B. geom_bar(), geom_hist(),...


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Datentransformation

Auslegung auf „long format “- DatensätzePakete plyr und reshape2Schichten, Gruppieren, Zusammenfassen von DatenTransformation von „wide format “zu „long format “Erhöhen der Repräsentativität


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Codebeispiel 2 : Ermitteln der Durchschnittstemperatur pro Monat

1 l i b r a r y ( p l y r )a i r q u a l i t y _means <− ddply ( a i r q u a l i t y , . ( Month ) , summarise ,

meanTemp = mean(Temp) )3 # Vereinfachen des Dataframes auf Monat und m i t t l e r e Temperatur


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GrundfunktionenRegressionLabels

Grundfunktionen

qplot - Funktion„quick plot“Einstiegsfunktionkein typisches GGPlot2-Prinzipgleiche grafische Darstellung wie GGPlot2-Funktion

Codebeispiel 3: Die allgemeine qplot-Funktion

1 l i b r a r y ( ggp lo t2 )qp l o t ( x , y , data = , co l o r = , shape = , f i l l = , s i ze = , alpha = ,

3 geom= , method= , formula = , face ts = , x l im = , y l im = , x lab = ,y lab = , main= , sub=)


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ggplot - Funktion„Grammar of Graphics “Daten ausschließlich als Dataframesgeom_...()- Funktion

„geometric objetcs “Implementation außerhalb ggplot()-Funktionallgemeine Darstellung der DatenShortcuts der layer()-Funktiongeom_point(), geom_boxplot(), geom_bar(),...


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aes()- Funktion„aesthetics “meist Implementation innerhalb ggplot()-Funktionauch Implementation innerhalb geom_...-FunktionenUnterteilung und Unterscheidung der DatenParameter abhängig von geom_...()-Funktionx, y, colour, fill, shape, size, ...

„+ “-Operator verbindet beide Funktionskomponenten


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Codebeispiel 4 : Minimale ggplot-Funktion

i n s t a l l . packages ( " ggp lo t2 " ) #Paket i n s t a l l i e r e n2 l i b r a r y ( ggp lo t2 ) # B i b l i o t h e k einbinden

head ( a i r q u a l i t y ) # E i n b l i c k i n Dataframe4

#Frage : E x i s t i e r t i rgende ine Ar t von Re la t ion zwischen derTemperatur und der Windstaerke?

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ggp lo t ( a i r q u a l i t y , aes ( x = Temp, y = Wind ) ) + geom_ po in t ( )8 # a i r q u a l i t y a l s Dataframe , Temp und Wind a ls Vektoren aus

a i r q u a l i t y , geom_ po in t ( ) f ue r Streudiagramm


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zu Codebeispiel 4: einfaches Streudiagramm


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Regression

Verdeutlichen von Abhängigkeiten und TrendsImplementation durch geom_smooth()Regressionslinie mitsamt KonfidenzintervallErweiterung durch viele Pakete möglich

mgcv, splines, MASS,...


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Codebeispiel 5: default-Regressionskurve

ggp lo t ( a i r q u a l i t y , aes ( x = Temp, y = Wind ) ) + geom_ po in t ( ) +geom_smooth ( )

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Parametermethod Regressionsarten

lineare Regression „lm“lokale Regression „loess“

se Konfidenzintervallmit Konfidenzintervall TRUEohne Konfidenzintervall FALSE

span Empfindlichkeit der RegressionWerte 0...1


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Codebeispiel 6: lokale empfindliche Regressionskurve ohne Konfidenzintervall

1 ggp lo t ( a i r q u a l i t y , aes ( x = Temp, y = Wind ) ) + geom_ po in t ( ) +geom_smooth ( span = 0.2 , se = F , method = " loess " )

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Labels

Hinzufügen von punktegebundenen LabelsImplementation durch geom_text()

Textlabels überschreiben PunkteNachteil: gegenseitiges Überschreiben der Labels

Implementation durch geom_text_repel()Textlabels neben PunkteLabels ziehen Verbindungslinien zu PunktenNachteil: Einbinden des Pakets ggrepel nötig


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Codebeispiel 7: geom_text()-Funktion

1 ggp lo t ( a i r q u a l i t y , aes ( x = Temp, y = Wind ) ) + geom_ po in t ( ) +geom_smooth ( ) + geom_ text ( aes ( l a b e l = Day ) )

#Nummerierung anhand der Messungstage auf den Punkten

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Codebeispiel 8: geom_text_repel()

i n s t a l l . packages ( " ggrepel " )2 l i b r a r y ( ggrepel )

ggp lo t ( a i r q u a l i t y , aes ( x = Temp, y = Wind ) ) + geom_ po in t ( ) +geom_smooth ( ) + geom_ text _ repe l ( aes ( l a b e l = Day ) )

4 #Nummerierung anhand der Messungstage neben den Punkten

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Mapping vs SettingScalingAchsenverhältnisseFacetsStatistische Tranformation

Mapping vs Setting

möglich in ggplot()- und geom()-Funktionen„Setten“ Konstanten als Werte„Mappen“ Variablen als Werte

gegenseitiges Erweiterngegenseitiges Überschreibengegenseitiges Löschen

Einsparen von CodeVerdeutlichen der Grafikstrukturautomatische Legendenerstellung


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Codebeispiel 9: Mapping und Setting

ggp lo t ( a i r q u a l i t y , aes ( x = Temp, y = Wind , co lour = Ozone ) ) +geom_ po in t ( s i ze = 4) + geom_smooth ( f i l l = " ye l low " , co lour= " red " ) #Mapping : Ozone , Se t t i ng : yel low , red , 4

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Codebeispiel 10 : Mapping innerhalb ggplot

1 ggp lo t ( diamonds , aes ( x=carat , y=pr ice , co lour=cut ) )+ geom_ po in t ( ) + geom_smooth ( se=F) #Regression f ü r Gruppenvon Punkten mi t gleichem S c h l i f f

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0

5000

10000

15000

0 1 2 3 4 5

carat

price

cut●

●

●

●

●

Fair

Good

Very Good

Premium

Ideal


28/60




Codebeispiel 11 : Mapping innerhalb ggplot und geom_point

ggp lo t ( diamonds , aes ( x=carat , y= p r i ce ) ) + geom_ po in t ( aes ( co lour=cut ) ) + geom_smooth ( se=F) #Regression f ü r Gruppen vonPunkten mi t gleichem S c h l i f f

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Scaling

Erstellen einer benutzerdefinierten Legende

Stetige PlotsLegendenposition theme(legend.position = ... )

„top“, „bottom“, „left“, „right“Achsenlabels

x-Achse scale_x_continuous = *y-Achse scale_y_continuous = *

* Einfügen eines Strings- Einfügen eines Zahlenwertes


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Gestaltung der Legende scale_colour_continuous()Name der Legende name = *Abschnitte der Legende breaks = c(-,-,-)Abschnittsbezeichnungen labels = c(*,*,*)Farbverlauf low = *, high = *

Erweiterung scale_colour_gradient2()dreifarbige Erweiterung low, mid, high


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Diskrete Plotsscale_colour_discrete()scale_x_discrete, scale_y_discreteidentische Funktionen

Codebeispiel 12 : benutzerdefinierte Legende

1 g1 + theme ( legend . p o s i t i o n =" top " )+ scale_ co lour _cont inuous (name=" Ozonschicht " , breaks=c (40 , 160) ,

labels=c ( " ger ing " , " hoch " ) , low =" green " , high=" blue " )3 + scale_x_cont inuous ( " Temperatur i n F" )

+ scale_y_cont inuous ( " Wind i n km/ h " )


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zu Codebeispiel 12: Legendenerstellung


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Stetige und diskrete Plotsggtitle(*) Titel des Koordinatensystemsxlab(*), ylab(*) Achsenbeschriftungxlim =(-,-), ylim =(-,-) Achsenbegrenzungcoord_cartesian() Zoom eines Achsenabschnitts

xlim = c(-,-), ylim=c(-,-), expand = T/F

Zusammenfassung labs(list( title = *, x = *, y = *))Zusammenfassung lims(x = c(-,-), y = x(-,-))


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coord_flip() Vertauschen der Achsencoord_fixed(ratio = -) Achsenlänge im Verhältnis y

x

coord_trans(*) Achsentransformationlog2, sqrt, ...

Umkehren der x-Achsenrichtung scale_x_reverse()Umkehren der y-Achsenrichtung scale_y_reverse()keine Achsenabschnittslabels

theme(axis.ticks = element_blank(), axis.ticks.y =element_blank()


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Codebeispiel 13 : benutzerdefiniertes Koordinatensystem

g1 + labs ( t i t l e ="Abhä n g i g k e i t der Windstä rke " , x= " Temperatur i nF" , y= " Windstä rke i n km/ h " )

2 + l ims ( x=c (NA, 80) , y=c (5 , 20) )+ coord_ f l i p ( )

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Splitten der Visualisierung in VariablenImplementation durch facet_grid()

Unterscheidung in horizontale oder vertikale RichtungAbhängigkeit von maximal zwei weiteren VariablenNotation horizontaler Aufbau . ∼ dataNotation vertikaler Aufbau data ∼.

Implementation durch facet_wrap()Eingabe der Plot-Anzahl in einer Zeile/SpalteAbhängigkeit von einer VariableNotation data, ncol= -/nrow= -


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Codebeispiel 14 : horizontale Anordnung

1 ggp lo t ( a i r q u a l i t y , aes ( x=Temp, y=Wind ) ) + geom_ po in t ( ) +geom_smooth ( ) + face t _grid ( . ~ Month )

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Codebeispiel 15 : vertikale Anordnung

ggp lo t ( a i r q u a l i t y , aes ( x=Temp, y=Wind ) ) + geom_ po in t ( ) +2 geom_smooth ( ) + face t _grid ( Month ~ . )

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DE

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HI

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0 1 2 3 4 5 0 1 2 3 4 5 0 1 2 3 4 5 0 1 2 3 4 5 0 1 2 3 4 5

carat

price

Diamanten unterteilt in Preis, Carat, Farbe und Schliff


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Codebeispiel 16 : 3 Plots pro Zeile

ggp lo t ( a i r q u a l i t y , aes ( x=Temp, y=Wind ) ) + geom_ po in t ( ) +2 geom_smooth ( ) + face t _wrap (~Month , ncol =3)

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41/60




Codebeispiel 17 : 3 Plots pro Spalte

ggp lo t ( a i r q u a l i t y , aes ( x=Temp, y=Wind ) ) + geom_ po in t ( ) +2 geom_smooth ( ) + face t _wrap (~Month , nrow=3)

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Statistische Transformation

Überschreiben des Defaults der geom-FunktionenUmgestalten der Daten

stat_smooth(), stat_bin(),...Integrieren eigener Funktionen

stat_summary(), stat_function(),...


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Codebeispiel 18 : default-Balkendiagramm

ggp lo t ( a i r q u a l i t y , aes ( x=Month ) ) + geom_bar ( )2 #Balkendiagramm f o r d e r t nur Parameter f ü r x−Achse

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Codebeispiel 19 : Error-Funktion

ggp lo t ( a i r q u a l i t y _means , aes ( x=Month , y=meanTemp) ) + geom_bar ( )2 #Fehler be i Übergabe eines y−Parameters

default-Parameter y = countbenutzerdefinierte Eingabe des y-Parameters führtzu Übergabe zweier Werte eines Parameters

Codebeispiel 20: Änderung der statistischen Eigenschaften

ggp lo t ( a i r q u a l i t y _means , aes ( x=Month , y=meanTemp) ) + geom_bar (stat=" i d e n t i t y " )

2 # s t a t =" i d e n t i t y " ermö g l i c h t das Überschre iben des y−Parameters


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zu Codebeispiel 20: Ein Balkendiagramm mit benutzerdefinierter x- und y-Achse


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Export von PlotsZusammenfassungAppendix

Export von Plots

Export und Speicherung von PlotsImplementation über ggsave()

filename Auswahl des Namens und Formatsplot Auswahl des Plots

default Abspeichern des letzten Plots

device Angabe bei unbekanntem Formatpath Auswahl des Speicherpfads

default-Ordner „Dokumente“

scale, width, height Größenanpassungenunit Einheit der Größenanpassung (cm, inch,...)


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Codebeispiel 21: Automatische Speicherung

ggp lo t ( a i r q u a l i t y , aes ( x=Temp, y=Wind ) ) + geom_ po in t ( )2 ggsave ( " meingraph . pdf " )

#Abspeichern a l s PDF unter " meingraph " im Ordner " Dokumente "

Codebeispiel 22: Speicherung mit Pfadangabe

1 g1 <− ggp lo t ( a i r q u a l i t y , aes ( x=Temp, y=Wind ) )+ geom_ po in t ( )

3 g2 <− ggp lo t ( a i r q u a l i t y , aes ( x=Ozone , y=Temp) )+ geom_ po in t ( )

5 ggsave ( " meingraph . png " , g1 , path="C : / Users /Max Mustermann /Desktop / Graphen " )

#Abspeichern des Graphen g1 a ls PNG unter " meingraph " im Ordner" Graphen "


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essentielle Fragen

Welcher Art sind die Daten? stetig, diskretWomit stelle ich die Daten dar? geomWie stelle ich die Daten dar? aesPasse ich die Graphenumgebung des Plots an?coord, theme, scale, facets, ggthemeMuss ich die default-Funktion überschreiben? statWie exportiere und speichere ich Plots? ggsave


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Fragen?


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ggthemes

Paket ggthemeszusätzliche Gestaltungs- und geom-Funktionen

Funktionen

geom_rangeframe() Achsenbeginn bei erstemFunktionswert, Achsenende bei letztem Wertgeom_tufteboxplot() Boxplots nach Tufte

Punkt als MedianLücken als InterquartilabstandLinien als Whiskers


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Themestheme_economist() Plots des Economist Magazinstheme_solarized() Plots der solarized Farbpalettetheme_solid() benutzerdefinierte Hintergrundfarbe

Scalesscale_colour_economist() Achsen des Economistscale_colour_solarized() Achsen der solarizedPalettescale_colour_excel() Achsen aus Excelscale_colour_colorblind() Achsen für Farbblinde


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Codebeispiel 23: Tufteboxplot samt Rangeframe-Achse

i n s t a l l . packages ( " ggthemes " )2 l i b r a r y ( ggthemes )

ggp lo t ( diamonds , aes ( x=cut , y= p r i ce ) ) + geom_ t u f t e b o x p l o t ( )4 + geom_rangeframe ( )

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cut

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Codebeispiel 24: solarized-Theme mit Economist Legende und Parameter

ggp lo t ( diamonds , aes ( x=carat , y=pr ice , co lour= co lo r ) ) + geom_po in t ( ) + theme_ s o l a r i z e d ( ) + scale_ co lour _economist (name="Farben " )

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0

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15000

0 1 2 3 4 5

carat

price

Farben●

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54/60




Codebeispiel 25: solarized-Theme mit Parameter und Legende für Farbblinde

1 ggp lo t ( diamonds , aes ( x=carat , y=pr ice , co lour= co lo r ) ) + geom_po in t ( ) + theme_ s o l a r i z e d ( l i g h t =F) + scale_ co lour _c o l o r b l i n d ( )

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0

5000

10000

15000

0 1 2 3 4 5

carat

price

color●

●

●

●

●

●

●

D

E

F

G

H

I

J


55/60




Galleriecoord_polar

http://docs.ggplot2.org/current/coord_polar.html


56/60




geom_violin

http://docs.ggplot2.org/current/geom_violin.html


57/60




geom_map

http://docs.ggplot2.org/current/geom_map.html


58/60




Ein Porträt

Porträt von Hadley Wickham erstellt mit GGPlot2 von David Kahle und GarrettGrolemund

http://priceonomics.com/hadley-wickham-the-man-who-revolutionized-r/


59/60




Quellenverzeichnis

http://ggplot2.org/resources/2007-past-present-future.pdf

http://en.wikipedia.org/wiki/Ggplot2

http://varianceexplained.org/r/why-I-use-ggplot2/

http://www.sthda.com/english/wiki/ggplot2-essentials

http://ggplot2.org/book/qplot.pdf

http://varianceexplained.org/RData/lessons/lesson2/

http://www.aridhia.com/technical-tutorials/the-fundamentals-of-ggplot-explained/

https://rpubs.com/hadley/ggplot2-layers

http://www.cookbook-r.com/Graphs/Facets_%28ggplot2%29/

http://www.cookbook-r.com/Graphs/Axes_%28ggplot2%29/

http://www.cookbook-r.com/Graphs/Legends_%28ggplot2%29/

https://cran.r-project.org/web/packages/ggthemes/vignettes/ggthemes.html

http://tutorials.iq.harvard.edu/R/Rgraphics/Rgraphics.html


60/60




https://cran.r-project.org/web/packages/ggthemes/ggthemes.pdf

http://docs.ggplot2.org/current/geom_text.html

https://cran.r-project.org/web/packages/ggrepel/vignettes/ggrepel.html

http://sape.inf.usi.ch/quick-reference/ggplot2/coord

http://docs.ggplot2.org/current/theme.html

http://docs.ggplot2.org/current/scale_continuous.html

http://docs.ggplot2.org/current/ggsave.html

http://blog.echen.me/2012/01/17/quick-introduction-to-ggplot2/

http://www.cookbook-r.com/Manipulating_data/Summarizing_data/

https://cran.r-project.org/web/packages/plyr/index.html

http://seananderson.ca/2013/10/19/reshape.html

Statistik für Betriebswirte I, A. Johannssen


Documents

Plotten mit Ggplot2 - uni-hamburg.de · 2018-01-24 · Mai 2016 Anne Kunstmann Plotten mit Ggplot2. 2/60 Einführung Preprocessing Grundlagen Gestaltung Sonstiges Agenda 1 Einführung