{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from functools import partial\n", "from rpy2.ipython import html\n", "html.html_rdataframe=partial(html.html_rdataframe, table_class=\"docutils\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Import\n", "\n", "We choose to use an external dataset to demonstrate how R's own data import\n", "features can be used." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from rpy2.robjects.packages import importr\n", "utils = importr('utils')\n", "\n", "dataf = utils.read_csv('https://raw.githubusercontent.com/jakevdp/PythonDataScienceHandbook/'\n", " 'master/notebooks/data/california_cities.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The objects returned by R's own `read.csv()` function (note that the R function\n", "in the R package `utils` is called `read.csv()` while the Python function is called\n", "`read_csv()` - `rpy2` converts R symbols with dots to underscores for Python).\n", "\n", "`rpy2` provides customization to display R objects such as data frames in HTML\n", "in a notebook. That customization is enabled as follows:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import rpy2.ipython.html\n", "rpy2.ipython.html.init_printing()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "DataFrame with 482 rows and\n", " 14 columns:\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Xcitylatdlongd...area_water_km2area_water_percent
010Adelanto34.57611111111112-117.43277777777779...0.0460.03
121AgouraHills34.15333333333333-118.76166666666667...0.0760.37
232Alameda37.75611111111111-122.27444444444444...31.98353.79
343Albany37.886944444444445-122.29777777777778...9.52467.28
454Alhambra34.081944444444446-118.135...0.0030.01
565AlisoViejo33.575-117.72555555555556...0.00.0
676Alturas41.48722222222222-120.5425...0.0360000000000000040.57
787AmadorCity38.419444444444444-120.82416666666666...0.00.0
...........................
480481480Yucaipa34.030277777777776-117.04861111111111...0.0130000000000000010.02
481482481YuccaValley34.13333333333333-116.41666666666667...0.00.0
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Xcitylatdlongdelevation_melevation_ftpopulation_totalarea_total_sq_mi...area_water_km2area_water_percent
" ], "text/plain": [ "R object with classes: ('character',) mapped to:\n", "['X', 'city', 'latd', 'longd', ..., 'area_tot..., 'area_lan..., 'area_wat..., 'area_wat...]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataf.colnames" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "ListVector with 13 elements:\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "\n", "
0coefficients(Intercep...
1residuals ...
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3rank[1] 3\n", "
4fitted.values ...
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6qr$qr\n", " ...
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.........
11termselevation...
12model ...
" ], "text/plain": [ "R object with classes: ('lm',) mapped to:\n", "[FloatSexp..., FloatSexp..., FloatSexp..., IntSexpVe..., ..., ListSexpV..., LangSexpV..., LangSexpV..., ListSexpV...]\n", " coefficients: \n", " R object with classes: ('numeric',) mapped to:\n", "[16206.308711, 172.508685, 185.732637]\n", " residuals: \n", " R object with classes: ('numeric',) mapped to:\n", "[515.111340, 240.862217, 5.784967, -5.809910, ..., 160.265189, -349.449809, 460.920043, 554.769356]\n", " effects: \n", " R object with classes: ('numeric',) mapped to:\n", "[-3758.561076, 1005.105762, 3698.466085, -39.822684, ..., 159.764337, -359.887359, 427.536482, 520.902982]\n", " rank: \n", " R object with classes: ('RTYPES.INTSXP',) mapped to:\n", "[3]\n", "...\n", "R object with classes: ('lm',) mapped to:\n", "[FloatSexp..., FloatSexp..., FloatSexp..., IntSexpVe..., ..., ListSexpV..., LangSexpV..., LangSexpV..., ListSexpV...]\n", " qr: \n", " Rlang( (function (formula, data, subset, weights, na.action, method = \"qr\", )\n", " df.residual: \n", " R object with classes: ('terms', 'formula') mapped to:\n", "R object with classes: ('lm',) mapped to:\n", "[FloatSexp..., FloatSexp..., FloatSexp..., IntSexpVe..., ..., ListSexpV..., LangSexpV..., LangSexpV..., ListSexpV...]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats = importr('stats')\n", "base = importr('base')\n", "stats.lm('elevation_m ~ latd + longd', data=dataf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Graphics\n", "\n", "R has arguably some the best static visualizations, often looking more polished\n", "than other visualization systems and this without the need to spend much\n", "effort on them.\n", "\n", "## Using `ggplot2`\n", "\n", "Among R visulization pacakges, `ggplot2` has emerged as something Python users\n", "wished so much they had that various projects to try port it to Python\n", "are regularly started.\n", "\n", "However, the best way to have `ggplot2` might be to use `ggplot2` from Python." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "import rpy2.robjects.lib.ggplot2 as gp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calling `ggplot2` looks pretty much like it would in R, which allows one to use the\n", "all available documentation and examples available for the R package. Remember that\n", "this is not a reimplementation of ggplot2 with inevitable differences and delay\n", "for having the latest changes: the R package itself is generating the figures." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "p = (gp.ggplot(dataf) +\n", " gp.aes_string(x='longd',\n", " y='latd',\n", " color='population_total',\n", " size='area_total_km2') +\n", " gp.geom_point() +\n", " gp.scale_color_continuous(trans='log10'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the resulting R/ggplot2 object into the output cell of a notebook, is just\n", "function call away." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from rpy2.ipython.ggplot import image_png\n", "image_png(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All features from `ggplot2` should be present. A more complex example to\n", "get the figure we want is:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from rpy2.robjects.vectors import IntVector\n", "p = (gp.ggplot(dataf) +\n", " gp.aes_string(x='longd',\n", " y='latd',\n", " color='population_total',\n", " size='area_total_km2') +\n", " gp.geom_point(alpha=0.5) +\n", " # Axis definitions.\n", " gp.scale_x_continuous('Longitude') +\n", " gp.scale_y_continuous('Latitude') +\n", " # Custom size range.\n", " gp.scale_size(range=IntVector([1, 18])) +\n", " # Transform for pop -> color mapping\n", " gp.scale_color_continuous(trans='log10') +\n", " # Title.\n", " gp.ggtitle('California Cities: Area and Population') +\n", " # Plot theme and text size.\n", " gp.theme_light(base_size=16))\n", "image_png(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using `ggplot2` extensions\n", "\n", "There existing additional R packages extending `ggplot2`, and while it would be impossible\n", "for the rpy2 to provide wrapper for all of them the wrapper for `ggplot2` is based\n", "on class hierarchies that should make the use of such extensions really easy.\n", "\n", "For example, to use the viridis color scale, we just need to import the corresponding R package,\n", "and write 3 lines of Python to extend `rpy2`'s ggplot2 wrapper with a new color scale. A clas\n", "diagram with the classes in the rpy2 wrapper for ggplot2 is available in the rpy2 documentation." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "viridis = importr('viridis')\n", "class ScaleColorViridis(gp.ScaleColour):\n", " _constructor = viridis.scale_color_viridis\n", "scale_color_viridis = ScaleColorViridis.new" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That new color scale can then be used as any other scale already present in `ggplot2`:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = (gp.ggplot(dataf) +\n", " gp.aes_string(x='longd',\n", " y='latd',\n", " color='population_total',\n", " size='area_total_km2') +\n", " gp.geom_point(alpha=0.5) +\n", " gp.scale_x_continuous('Longitude') +\n", " gp.scale_y_continuous('Latitude') +\n", " gp.scale_size(range=IntVector([1, 18])) +\n", " scale_color_viridis(trans='log10') +\n", " gp.ggtitle('California Cities: Area and Population') +\n", " gp.theme_light(base_size=16))\n", "image_png(p)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So far we have shown that using `ggplot2` can be done from Python as if it\n", "was just an other Python library for visualization, but R can also be used\n", "in cells.\n", "\n", "First the so-called \"R magic\" extension should be loaded." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "%load_ext rpy2.ipython" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From now on, code cells starting with `%%R` will see their content evaluated as R code.\n", "If the R code is generating figures, they will be displayed along with the rest of the output." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1]" ] }, { "name": "stdout", "output_type": "stream", "text": [ " \"R version 4.0.0 RC (2020-04-21 r78271)\"" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "%%R\n", "R.version.string" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "R[write to console]: Loading required package: dplyr\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "R[write to console]: \n", "Attaching package: ‘dplyr’\n", "\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "R[write to console]: The following objects are masked from ‘package:stats’:\n", "\n", " filter, lag\n", "\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "R[write to console]: The following objects are masked from ‘package:base’:\n", "\n", " intersect, setdiff, setequal, union\n", "\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Rows: 482" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Columns: 14" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "$ X \u001b[3m\u001b[90m\u001b[39m\u001b[23m 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, …\n", "$ city \u001b[3m\u001b[90m\u001b[39m\u001b[23m \"Adelanto\", \"AgouraHills\", \"Alameda\", \"Albany\", \"A…\n", "$ latd \u001b[3m\u001b[90m\u001b[39m\u001b[23m 34.57611, 34.15333, 37.75611, 37.88694, 34.08194, …\n", "$ longd \u001b[3m\u001b[90m\u001b[39m\u001b[23m -117.4328, -118.7617, -122.2744, -122.2978, -118.1…\n", "$ elevation_m \u001b[3m\u001b[90m\u001b[39m\u001b[23m 875, 281, NA, NA, 150, 127, 1332, 280, 14, 48, 132…\n", "$ elevation_ft \u001b[3m\u001b[90m\u001b[39m\u001b[23m 2871, 922, 33, 43, 492, 417, 4370, 919, 46, 157, 4…\n", "$ population_total \u001b[3m\u001b[90m\u001b[39m\u001b[23m 31765, 20330, 75467, 18969, 83089, 47823, 2827, 18…\n", "$ area_total_sq_mi \u001b[3m\u001b[90m\u001b[39m\u001b[23m 56.027, 7.822, 22.960, 5.465, 7.632, 7.472, 2.449,…\n", "$ area_land_sq_mi \u001b[3m\u001b[90m\u001b[39m\u001b[23m 56.009, 7.793, 10.611, 1.788, 7.631, 7.472, 2.435,…\n", "$ area_water_sq_mi \u001b[3m\u001b[90m\u001b[39m\u001b[23m 0.018, 0.029, 12.349, 3.677, 0.001, 0.000, 0.014, …\n", "$ area_total_km2 \u001b[3m\u001b[90m\u001b[39m\u001b[23m 145.107, 20.260, 59.465, 14.155, 19.766, 19.352, 6…\n", "$ area_land_km2 \u001b[3m\u001b[90m\u001b[39m\u001b[23m 145.062, 20.184, 27.482, 4.632, 19.763, 19.352, 6.…\n", "$ area_water_km2 \u001b[3m\u001b[90m\u001b[39m\u001b[23m 0.046, 0.076, 31.983, 9.524, 0.003, 0.000, 0.036, …\n", "$ area_water_percent \u001b[3m\u001b[90m\u001b[39m\u001b[23m 0.03, 0.37, 53.79, 67.28, 0.01, 0.00, 0.57, 0.00, …" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "%%R -i dataf\n", "\n", "require(dplyr)\n", "glimpse(dataf)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data frame called `dataf` in our Python notebook was already bound to the name\n", "`dataf` in the R main namespace (`GlobalEnv` in the R lingo) in our previous cell.\n", "We can just use it in subsequent cells." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running an R code cell.\n" ] }, { "data": { "image/png": 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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%R -w 800 --type=cairo\n", "\n", "cat(\"Running an R code cell.\\n\")\n", "\n", "p <- ggplot(dataf) +\n", " aes_string(x = 'longd',\n", " y = 'latd',\n", " color = 'population_total',\n", " size = 'area_total_km2') +\n", " geom_point(alpha = 0.5) +\n", " scale_x_continuous('Longitude') +\n", " scale_y_continuous('Latitude') +\n", " scale_size(range = c(1, 18)) +\n", " scale_color_viridis(trans='log10') +\n", " ggtitle('California Cities: Area and Population') +\n", " theme_light(base_size=16)\n", "print(p)" ] } ], "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 2 }