\n",
"\n",
"![Logo 2](https://git.wmi.amu.edu.pl/AITech/Szablon/raw/branch/master/Logotyp_AITech2.jpg)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"library(repr) # To resize plots in Jupyter\n",
"options(repr.plot.width = 16, repr.plot.height = 9)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Wprowadznie do grafiki w R"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"R dysponuje bardzo dużymi możliwościami w zakresie graficznej prezentacji uzyskanych wyników. Aby jednak w pełni korzystać z jego możliwości zapoznamy się wpierw z systemem prezentacji grafiki. Bazowy system graficzny dzieli każdą stronę na trzy główne obszary: marginesy zewnętrzne (*ang. outer margins*), obszar rysunku (*ang. figure region*) oraz obszar kreślenia (*ang. plot region*). Obszar jaki uzyskujemy po odrzuceniu marginesów zewnętrznych nazywany jest obszarem wewnętrznym (*ang. inner region*)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Obszar na zewnątrz obszaru kreślenia, ale wewnątrz obszaru rysunku nazywa się marginesami rysunku (*ang. figure margins*). Większość funkcji rysujących wykorzystuje obszar kreślenia do rysowania symboli graficznych oraz linii, natomiast osie oraz etykiety nanoszone są na marginesach rysunku lub marginesach zewnętrznych. Rozmiar oraz położenie marginesów kontrolowane są za pomocą funkcji par. Polecenia graficzne w R można podzielić na trzy typy: funkcje wysokiego poziomu, funkcje niskiego poziomu oraz funkcje parametrów graficznych."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Funkcje wysokiego poziomu"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Tworzą nowy wykres:\n",
"\n",
"- plot - wykres punktowy, najpopularniejsza funkcja graficzna, przeciążona praktycznie dla każdego obiektu,\n",
"- curve - wykres funkcji.\n",
"\n",
"Każda funkcja wysokiego poziomu może zostać wywołana z parametrami:\n",
"\n",
"- add = FALSE - jeżeli TRUE, nakłada wykres na już istniejący,\n",
"- axes = TRUE - jeżeli FALSE, nie rysuje osi i pudełka naokoło,\n",
"- type = 'p' - określa rodzaj wykresu. Główne typy to: 'p' - punkty, 'l' - linie bez punktów, 'b' - punkty połączone za pomocą linii, 'o' - linie oraz punkty na nich leżące, 'h' - linie pionowe, 's' oraz 'S' - linie łączą punkty (najpierw w poziomie potem w pionie lub na odwrót), 'n' - pusty wykres,\n",
"- xlim, ylim - określa początek i koniec osi,\n",
"- xlab, ylab - tytuły osi,\n",
"- main - tytuł wykresu,\n",
"- sub - podtytuł (mniejsza czcionka).\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Funkcje niskiego poziomu"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Funkcje takie dodają pewne elementy do już istniejącego wykresu:\n",
"\n",
"- abline(a, b) - rysuje prostą $y=ax+b$,\n",
"- arrows(x0, y0, x1, y1) - dodaje strzałkę,\n",
"- legend(x, y, legend = 'legenda') - dodaje legendę,\n",
"- lines(x, y) - rysuje linię,\n",
"- points(x, y) - rysuje punkty,\n",
"- poly(x, y) - rysuje wielokąt,\n",
"- rect(x0, y0, x1, y1) - rysuje prostokąt,\n",
"- text(x, y, label = 'tekst') - dodaje 'tekst' w punkcie (x, y). Możemy dodawać opisy matematyczne (i nie tylko), których składnia opiera się na wewnętrznym systemie R zbliżonym do TEXa,\n",
"- title('tytuł') - dodaje tytuł."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Funkcje parametrów graficznych"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Zmieniają oraz poprawiają wygląd okna graficznego. Większość ustawień jest kontrolowana poprzez funkcję par, która wywołana bez parametrów wyświetla bieżące ustawienia okna. Jedną z najważniejszych opcji oferowanych przez par jest podział okna graficznego. Uzyskujemy to za pomocą opcji mfrow oraz mfcol. W tym pierwszym przypadku obrazki rysowane są po wierszach, w drugim po kolumnach. Bardziej skomplikowane układy mogą być uzyskane za pomocą poleceń split.screen oraz layout."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Podstawowe parametry graficzne"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- adj - Wyrównanie tekstu, 0 - do lewej, 0.5 - do środka, 1 - do prawej.\n",
"- bg - Kolor tła.\n",
"- bty - Kontroluje rodzaj obramowania rysunku. Dopuszczalne wartości to: 'n', 'o', 'l', '7', 'c', 'u', ']', gdzie 'n' oznacza brak obramowania, natomiast pozostałe parametry określają typy obramowania zgodne z wyglądem znaków, np. : 'u' - wszystkie linie poza górną.\n",
"- cex - Wielkość powiększenia symboli i tekstu.\n",
"- col - Kolor punktów, linii, tekstu oraz wypełnionych obrazków. Do kolorów można się odwoływać za pomocą nazwy lub korzystając z modelu RGB. Wszystkie 657 nazw kolorów możemy wyświetlić za pomocą funkcji colors.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
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"1. 'eruptions'\n",
"2. 'waiting'\n",
"\n",
"\n"
],
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"[1] \"eruptions\" \"waiting\" "
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},
"metadata": {},
"output_type": "display_data"
},
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+S/GtM5Ly+S3xn5RWNeGvVUXhcLFkSy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\nAAIIIIAAAggggAAC6QksWbLEXHnllaZZP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sYTGIKA678hoNskAQKbKuD6b1MFN335h2cVdd/yvQtc1Vhf/22xatXUH3qNNQv02KTZtsy9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\nSUVORK5CYII=",
"text/plain": [
"Plot with title “Histogram of eruptions”"
]
},
"metadata": {
"image/png": {
"height": 540,
"width": 960
}
},
"output_type": "display_data"
}
],
"source": [
"par(mfrow = c(1, 3)) # Split screen\n",
"with(cars, hist(speed)) # Basic histogram\n",
"with(cars, hist(speed, prob = TRUE)) # Histogram for probabilities\n",
"with(cars, lines(density(speed), lwd = 2)) # Density\n",
"\n",
"names(faithful)\n",
"with(faithful, hist(eruptions, seq(1.6, 5.2, 0.2), \n",
" prob = TRUE,\n",
" col = 'salmon'))\n",
"with(faithful, lines(density(eruptions, bw = 0.1), lwd = 2))\n",
"with(faithful, rug(jitter(eruptions), side = 1)) # Add true value below X axis"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Wykres pudełkowy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wykres pudełkowy inaczej ramkowy (*ang. boxplot, box-and-whisker plot*). Tworzymy go odkładając na pionowej osi wartości niektórych parametrów rozkładu. Nad osią umieszczony jest prostokąt (pudełko), którego dolny bok jest wyznaczony przez pierwszy kwartyl, górny bok zaś przez trzeci kwartyl. Wysokość pudełka odpowiada wartości rozstępu ćwiartkowego. Wewnątrz prostokąta znajduje się pozioma linia, określająca wartość mediany. Rysunek pudełka uzupełniamy od góry i od dołu odcinkami (wąsy). Dolny koniec dolnego odcinka wyznacza najmniejszą wartość w zbiorze, natomiast górny koniec górnego odcinka, to wartość największa. Końcowe wartości wąsów muszą spełniać dodatkowy warunek, a mianowicie dolny koniec nie może być mniejszy niż $Q_1-1{,}5\\cdot(Q_3-Q_1)$, a górny większy niż $Q_3+1{,}5\\cdot(Q_3-Q_1)$. Jeśli występują obserwacje spoza tego przedziału, to nanoszone są na wykres indywidualnie (są to tzw. obserwacje odstające (*ang. outlier*))."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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AECOQWWcm5mLwIECDQksCdy2dtQPlIhQIAAAQIECBAgQIAAAQIECBB4Y4Hr4/A1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\nui3wf9OxLL3BFmXRAAAAAElFTkSuQmCC",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 540,
"width": 960
}
},
"output_type": "display_data"
}
],
"source": [
"par(mfrow = c(1, 3)) # Split screen\n",
"with(cars, boxplot(speed)) # Classic boxplot for single group\n",
"with(cars, boxplot(speed, horizontal = TRUE)) # Horizontal boxplot\n",
"with(cars, rug(speed, side = 1)) # Add truve values below\n",
"with(cbind(cars, group = sample(1:2, nrow(cars), replace = TRUE)), \n",
" boxplot(speed ~ group, col = c('lightblue', 'salmon'))) # Boxplot for two groups"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Wykres skrzypcowy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wykres skrzypcowy (*ang. violin plot*). Można go traktować jako wygładzoną wersję wykresu pudełkowego. Przydatny jest zwłaszcza w przypadku danych wielomodalnych. Jest to w zasadzie wykres pudełkowy, gdzie szerokość skrzypiec w punkcie $x$ odpowiada natężeniu obserwacji o wartości cechy zbliżonej do $x$ (estymator jądrowy gęstości).\n",
"\n",
""
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"ename": "ERROR",
"evalue": "Error in loadNamespace(x): nie ma pakietu o nazwie ‘vioplot’\n",
"output_type": "error",
"traceback": [
"Error in loadNamespace(x): nie ma pakietu o nazwie ‘vioplot’\nTraceback:\n",
"1. with(cars, vioplot::vioplot(speed))",
"2. with.default(cars, vioplot::vioplot(speed))",
"3. eval(substitute(expr), data, enclos = parent.frame())",
"4. eval(substitute(expr), data, enclos = parent.frame())",
"5. loadNamespace(x)",
"6. withRestarts(stop(cond), retry_loadNamespace = function() NULL)",
"7. withOneRestart(expr, restarts[[1L]])",
"8. doWithOneRestart(return(expr), restart)"
]
}
],
"source": [
"with(cars, vioplot::vioplot(speed))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Wykres słupkowy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wykres słupkowy (kolumnowy) (*ang. bar plot*) - używany raczej w przypadku danych jakościowych, przedstawia kolejne kategorie danych za pomocą słupków odpowiedniej wysokości. Może być poziomy lub pionowy (czasami występuje rozróżnienie, pionowy nazywany jest wtedy kolumnowym, a poziomy słupkowym). Czasami używa się również tzw. wykresu Pareto, gdzie słupki rysowane są od najwyższego do najniższego. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"blood <- c(70, 24, 10, 3)\n",
"barplot(blood, col = 1:4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Wykres kołowy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Wykres kołowy (*ang. pie chart*). Wartości liczbowe są przedstawiane za pomocą wycinków koła. Wykres kołowy występuje w rozmaitych wariantach graficznych. Typowy jest wykres płaski, ale można też utworzyć trójwymiarowy ,,tort'' lub ,,ser''."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"par(mfrow = c(1, 2))\n",
"pie(blood, col = 2:5)\n",
"plotrix::pie3D(blood, explode = 0.1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Muliplots"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"layout(matrix(c(1, 2, 1, 3), ncol = 2, byrow = TRUE)) # Split screen\n",
"UsingR::squareplot(blood) # First plot\n",
"with(cars, boxplot(speed)) # Second plot \n",
"pie(blood) # Third plot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Zadania"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. Dla zbioru danych *LakeHuron* (poziomy jeziora (w stopach) Huron (lata 1875-1972)):\n",
" - narysuj jak zmieniał się poziom wody w czasie,\n",
" - zastosuj funkcję *identify* aby oznaczyć punkty odpowiadające latom o najwyższym oraz najniższym poziomie wody.\n",
"2. W zbiorze danych *emissions* (emisja CO$_2$ a poziom PKB (26 państw)) z pakietu *UsingR* istnieje obserwacja odstająca. Znajdź ją używając funkcji *identify*, a następnie narysuj wykres, bez tej obserwacji. Zamiast punktów powinny być nazwy krajów. Użyj skali logarytmicznej dla obu osi.\n",
"3. Dla zbioru *chips* (grubość chipsów) z pakietu *UsingR* wykonaj wykres pudełkowy w zależności od miejsca pomiarów (powinno być 8 wykresów na jednym diagramie). Co można na ich podstawie powiedzieć o średniej i wariancji?\n",
"4. Wykonaj wykres pudełkowy (w zależności od żywienia) dla zbioru *chicken* (waga kurczaków w zależności od metody żywienia) z pakietu *UsingR*. Co można powiedzieć na temat średnich wag na podstawie tego wykresu?\n",
"5. Na bazie zbioru *carbon* (poziom tlenku węgla) z pakietu *UsingR*, wykonaj wykres pudełkowy dla każdego stanowiska pomiaru. Czy występują jakieś różnice, dlaczego?\n",
"6. Narysuj wykres funkcji sinus używając jako argumentów 200 wartości z przedziału $[-\\pi,\\pi]$ (nie rysuj osi). Następnie dodaj oś $Y$ przechodzącą przez początek układu współrzędnych, potem oś $X$ ze znacznikami co $\\pi/2$.\n",
"7. W zbiorze danych *survey* (wyniki ankiety (palenie, cechy fizyczne, płeć, wiek itp. wśród 237 studentów pierwszego roku na Uniwersytecie w Adelajdzie) z pakietu *MASS* znajduje się zmienna *Exer* zawierająca informacje na temat częstotliwości ćwiczenia przez studentów. Dla tej zmiennej wykonaj wykres słupkowy oraz kołowy (wraz z legendą). \n",
"8. Zbiór danych *orings* z pakietu *DAAG* zawiera dane na temat wypadków amerykańskich statków kosmicznych przed katastrofą promu Challenger (28.01.1986). Jedynie obserwacje 1, 2, 4, 11, 13 oraz 18 były analizowane przed katastrofą. Utwórz z tych obserwacji nowy zbiór danych oraz narysuj wykres całkowitej liczby wypadków w zależności od temperatury. Wykonaj podobny wykres dla całego zbioru danych i umieść oba wykresy obok siebie.\n",
"9. Zbiór danych *Manitoba.lakes* z pakietu *DAAG* zawiera informacje na temat powierzchni oraz wysokości n.p.m. 9 największych jezior w kanadyjskiej prowincji Manitoba. Narysuj wykres zależności powierzchni od wysokości n.p.m. Każde jezioro na wykresie powinno mieć nazwę. Ze względu na wartości odstające powierzchni warto skorzystać ze skali logarytmicznej.\n",
"10. Dla cechy *Sepal.Width* ze zbioru danych *iris* (cechy trzech gatunków kwiatów irysa) wykonaj wykres pudełkowy osobno dla każdego poziomu zmiennej *Species*. Zmodyfikuj wykres tak, aby przypominał poniższy rysunek.\n",
"\n",
"\n",
"\n",
"11. Skonstruuj macierz o 10 wierszach i 10 kolumnach wypełnioną wartościami losowymi (rozkład jednostajny) z przedziału $[0,1]$. \n",
" - Narysuj ją za pomocą funkcji *image*. \n",
" - Zmień kolory na odcienie szarości.\t\n",
" - Wykonaj wykres konturowy za pomocą funkcji *contour*.\n",
"\n",
"12. W celu stworzenia wykresu 3d za pomocą funkcji *persp* potrzebujemy trzech zmiennych (x, y, z), gdzie z jest macierzą wartości, które chcemy narysować. Wykonaj poniższy wykres (przyjmij $z = (x + y)/2$ oraz $x,y\\in[0,1]$).\n",
"\n",
"\n",
"\n",
"13. Wykonaj poniższy wykres (wykorzystaj funkcję *layout*) dla zmiennych ze zbioru *iris*.\n",
"\n",
"\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "R",
"language": "R",
"name": "ir"
},
"language_info": {
"codemirror_mode": "r",
"file_extension": ".r",
"mimetype": "text/x-r-source",
"name": "R",
"pygments_lexer": "r",
"version": "4.1.1"
},
"metadata": {
"author": "Tomasz Górecki",
"email": "tomasz.gorecki@amu.edu.pl",
"lang": "pl",
"subtitle": "1-2. Wprowadzenie do grafiki w R [laboratoria]",
"title": "Wizualizacja danych",
"year": "2021"
}
},
"nbformat": 4,
"nbformat_minor": 4
}