{"id":3499,"date":"2023-07-17T04:05:48","date_gmt":"2023-07-17T04:05:48","guid":{"rendered":"https:\/\/statorials.org\/pl\/ggplot2-vs-matplotlib\/"},"modified":"2023-07-17T04:05:48","modified_gmt":"2023-07-17T04:05:48","slug":"ggplot2-vs-matplotlib","status":"publish","type":"post","link":"https:\/\/statorials.org\/pl\/ggplot2-vs-matplotlib\/","title":{"rendered":"Matplotlib vs ggplot2: kt\u00f3rego powiniene\u015b u\u017cy\u0107?"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><span style=\"color: #000000;\">Dwie najpopularniejsze biblioteki do wizualizacji danych w ca\u0142ej nauce o danych to <strong>ggplot2<\/strong> i <strong>Matplotlib<\/strong> .<\/span><\/span><\/p>\n<p> <span style=\"color: #000000;\">Biblioteka <a href=\"https:\/\/ggplot2.tidyverse.org\/\" target=\"_blank\" rel=\"noopener\">ggplot2<\/a> jest u\u017cywana w statystycznym j\u0119zyku programowania R, natomiast <a href=\"https:\/\/matplotlib.org\/\" target=\"_blank\" rel=\"noopener\">Matplotlib<\/a> jest u\u017cywany w Pythonie.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Chocia\u017c obie biblioteki umo\u017cliwiaj\u0105 tworzenie wysoce spersonalizowanych wizualizacji danych, ggplot2 generalnie pozwala na to przy u\u017cyciu mniejszej liczby wierszy kodu w por\u00f3wnaniu do Matplotlib.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Aby zilustrowa\u0107 ten punkt, poka\u017cemy, jak tworzy\u0107 tego samego typu wykresy przy u\u017cyciu obu bibliotek.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Wykresy liniowe: ggplot2 vs Matplotlib<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Poni\u017cszy kod pokazuje, jak utworzy\u0107 wykres liniowy za pomoc\u0105 <strong>ggplot2<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #000000;\"><span style=\"color: #008000;\">library<\/span> (ggplot2)\n<\/span>\n<span style=\"color: #008080;\">#create data frame<\/span>\ndf &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (day=c(1, 2, 3, 4, 5, 6, 7, 8, 9, 10),\n                 sales=c(2, 4, 5, 8, 6, 12, 15, 19, 15, 22))\n\n<span style=\"color: #008080;\">#create line chart\n<\/span>ggplot(df, aes(x=day, y=sales)) +\n  geom_line(size= <span style=\"color: #008000;\">1.2<\/span> , col=' <span style=\"color: #ff0000;\">purple<\/span> ') +\n  ggtitle(' <span style=\"color: #ff0000;\">Sales by Day<\/span> ') +\n  xlab(' <span style=\"color: #ff0000;\">Day<\/span> ') +\n  ylab(' <span style=\"color: #ff0000;\">Sales<\/span> ')\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29125 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/gg1.jpg\" alt=\"\" width=\"511\" height=\"395\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Poni\u017cszy kod pokazuje, jak utworzy\u0107 ten sam wykres liniowy za pomoc\u0105 <strong>Matplotlib<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> pandas <span style=\"color: #107d3f;\">as<\/span> pd\n<span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt \n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">day<\/span> ': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10],\n                   ' <span style=\"color: #ff0000;\">sales<\/span> ': [2, 4, 5, 8, 6, 12, 15, 19, 15, 22]})\n\n<span style=\"color: #008080;\">#create line chart\n<\/span>plt. <span style=\"color: #3366ff;\">plot<\/span> (df. <span style=\"color: #3366ff;\">day<\/span> , df. <span style=\"color: #3366ff;\">sales<\/span> , color=' <span style=\"color: #ff0000;\">purple<\/span> ')\nplt. <span style=\"color: #3366ff;\">title<\/span> (' <span style=\"color: #ff0000;\">Sales by Day<\/span> ', loc=' <span style=\"color: #ff0000;\">left<\/span> ')\nplt. <span style=\"color: #3366ff;\">ylabel<\/span> (' <span style=\"color: #ff0000;\">Sales<\/span> ')\nplt. <span style=\"color: #3366ff;\">xlabel<\/span> (' <span style=\"color: #ff0000;\">Day<\/span> ')<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29126 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/gg2.jpg\" alt=\"\" width=\"508\" height=\"400\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">W tym przyk\u0142adzie liczba wierszy kodu potrzebnych do wygenerowania ka\u017cdego wykresu jest w przybli\u017ceniu taka sama mi\u0119dzy ggplot2 i Matplotlib.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Wykresy rozrzutu: ggplot2 kontra Matplotlib<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Poni\u017cszy kod pokazuje, jak utworzy\u0107 wykres rozrzutu w <strong>ggplot2<\/strong> , w kt\u00f3rym punkty s\u0105 kolorowane wed\u0142ug kategorii:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #000000;\"><span style=\"color: #008000;\">library<\/span> (ggplot2)\n<\/span>\n<span style=\"color: #008080;\">#create data frame\n<span style=\"color: #000000;\">df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (team=c('A', 'A', 'A', 'A', 'B', 'B', 'B', 'B'),\n                 assists=c(1, 2, 2, 4, 5, 7, 8, 10),\n                 points=c(4, 6, 10, 8, 12, 15, 22, 28))<\/span>\n\n#create scatterplot\n<span style=\"color: #000000;\">ggplot(df, aes(x=assists, y=points)) +\n  geom_point(aes(col=team), size= <span style=\"color: #008000;\">3<\/span> )<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29127 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/gg3.jpg\" alt=\"\" width=\"511\" height=\"402\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Poni\u017cszy kod pokazuje, jak utworzy\u0107 ten sam wykres rozrzutu za pomoc\u0105 <strong>Matplotlib<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> pandas <span style=\"color: #107d3f;\">as<\/span> pd\n<span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt \n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">team<\/span> ': ['A', 'A', 'A', 'A', 'B', 'B', 'B', 'B'],\n                   ' <span style=\"color: #ff0000;\">assists<\/span> ': [1, 2, 2, 4, 5, 7, 8, 10],\n                   ' <span style=\"color: #ff0000;\">points<\/span> ': [4, 6, 10, 8, 12, 15, 22, 28]})\n\n<span style=\"color: #008080;\">#define colors to use\n<\/span>color_list = [] \n<span style=\"color: #008000;\">for<\/span> x <span style=\"color: #008000;\">in<\/span> df[' <span style=\"color: #ff0000;\">team<\/span> ']: \n    <span style=\"color: #008000;\">if<\/span> x == ' <span style=\"color: #ff0000;\">A<\/span> ': color_list. <span style=\"color: #3366ff;\">append<\/span> (' <span style=\"color: #ff0000;\">#F8766D<\/span> ') \n    <span style=\"color: #008000;\">else<\/span> : color_list. <span style=\"color: #3366ff;\">append<\/span> (' <span style=\"color: #ff0000;\">#00BFC4<\/span> ') \n\n<span style=\"color: #008080;\">#create scatterplot\n<\/span>plt. <span style=\"color: #3366ff;\">scatter<\/span> (df. <span style=\"color: #3366ff;\">assists<\/span> , df. <span style=\"color: #3366ff;\">points<\/span> , c=color_list)\nplt. <span style=\"color: #3366ff;\">ylabel<\/span> (' <span style=\"color: #ff0000;\">points<\/span> ')\nplt. <span style=\"color: #3366ff;\">xlabel<\/span> (' <span style=\"color: #ff0000;\">assists<\/span> ')\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29128 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/gg4.jpg\" alt=\"\" width=\"465\" height=\"356\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Zauwa\u017c, \u017ce musieli\u015bmy u\u017cy\u0107 znacznie wi\u0119cej linii kodu w Matplotlib, aby wygenerowa\u0107 ten sam wykres co ggplot2.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Histogramy: ggplot2 vs Matplotlib<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Poni\u017cszy kod pokazuje, jak utworzy\u0107 histogram w <strong>ggplot2<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #000000;\"><span style=\"color: #008000;\">library<\/span> (ggplot2)\n<\/span>\n<span style=\"color: #008080;\">#create data frame\n<span style=\"color: #000000;\">df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (x=c(2, 2, 4, 4, 4, 5, 5, 6, 7, 7, 8, 8,\n                     10, 11, 11, 11, 12, 13, 14, 14))\n\n<span style=\"color: #008080;\">#create scatterplot\n<\/span>ggplot(df, aes(x=x)) +\n  geom_histogram(bins= <span style=\"color: #008000;\">6<\/span> , fill=' <span style=\"color: #ff0000;\">red<\/span> ', color=' <span style=\"color: #ff0000;\">black<\/span> ') +\n  ggtitle(' <span style=\"color: #ff0000;\">My Histogram<\/span> ')<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29129 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/gg5.jpg\" alt=\"\" width=\"506\" height=\"390\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Poni\u017cszy kod pokazuje, jak utworzy\u0107 podobny histogram za pomoc\u0105 <strong>Matplotlib<\/strong> :<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> pandas <span style=\"color: #107d3f;\">as<\/span> pd\n<span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt \n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">x<\/span> ': [2, 2, 4, 4, 4, 5, 5, 6, 7, 7, 8, 8,\n                         10, 11, 11, 11, 12, 13, 14, 14]})\n\n<span style=\"color: #008080;\">#create histogram\n<\/span>plt. <span style=\"color: #3366ff;\">hist<\/span> (df[' <span style=\"color: #ff0000;\">x<\/span> '], bins= <span style=\"color: #008000;\">6<\/span> , color=' <span style=\"color: #ff0000;\">red<\/span> ', ec=' <span style=\"color: #ff0000;\">black<\/span> ')\nplt. <span style=\"color: #3366ff;\">title<\/span> (' <span style=\"color: #ff0000;\">My Histogram<\/span> ', loc=' <span style=\"color: #ff0000;\">left<\/span> ') \nplt. <span style=\"color: #3366ff;\">xlabel<\/span> (' <span style=\"color: #ff0000;\">x<\/span> ') \nplt. <span style=\"color: #3366ff;\">ylabel<\/span> (' <span style=\"color: #ff0000;\">Count<\/span> ')<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-29133 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/gg6-1.jpg\" alt=\"\" width=\"512\" height=\"417\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Po raz kolejny wersja Matplotlib wymaga wi\u0119cej linii kodu ni\u017c ggplot2.<\/span><\/p>\n<h2> <strong><span style=\"color: #000000;\">Wniosek<\/span><\/strong><\/h2>\n<p> <span style=\"color: #000000;\">ggplot2 i Matplotlib umo\u017cliwiaj\u0105 tworzenie wysoce konfigurowalnych wizualizacji danych, ale ggplot2 zwykle zu\u017cywa mniej kodu.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Cz\u0119sto preferencje mi\u0119dzy ggplot2 i Matplotlib zale\u017c\u0105 po prostu od j\u0119zyka programowania u\u017cywanego do analizy danych.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Osoby korzystaj\u0105ce z Pythona zwykle korzystaj\u0105 z Matplotlib, poniewa\u017c mog\u0105 przeprowadza\u0107 analiz\u0119 danych i tworzy\u0107 wizualizacje danych przy u\u017cyciu jednego j\u0119zyka programowania.<\/span><\/p>\n<p> <span style=\"color: #000000;\">I odwrotnie, osoby u\u017cywaj\u0105ce R zwykle korzystaj\u0105 z ggplot2, poniewa\u017c pozwala im to na przeprowadzanie wszystkich analiz i wizualizacji danych w jednym j\u0119zyku programowania.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Dwie najpopularniejsze biblioteki do wizualizacji danych w ca\u0142ej nauce o danych to ggplot2 i Matplotlib . Biblioteka ggplot2 jest u\u017cywana w statystycznym j\u0119zyku programowania R, natomiast Matplotlib jest u\u017cywany w Pythonie. Chocia\u017c obie biblioteki umo\u017cliwiaj\u0105 tworzenie wysoce spersonalizowanych wizualizacji danych, ggplot2 generalnie pozwala na to przy u\u017cyciu mniejszej liczby wierszy kodu w por\u00f3wnaniu do Matplotlib. 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