{ "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
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0coefficients(Intercep...
1residuals ...
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" ], "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", " [RTYPES.LANGSXP]\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 3.6.1 Patched (2019-07-12 r76828)\"" ] }, { "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": [ "Observations: 482\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Variables: 14\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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "$ city \u001b[3m\u001b[90m\u001b[39m\u001b[23m Adelanto, AgouraHills, Alameda, Albany, Alhambra, …\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "$ latd \u001b[3m\u001b[90m\u001b[39m\u001b[23m 34.57611, 34.15333, 37.75611, 37.88694, 34.08194, …\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "$ longd \u001b[3m\u001b[90m\u001b[39m\u001b[23m -117.4328, -118.7617, -122.2744, -122.2978, -118.1…\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "$ elevation_m \u001b[3m\u001b[90m\u001b[39m\u001b[23m 875, 281, NA, NA, 150, 127, 1332, 280, 14, 48, 132…\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "$ elevation_ft \u001b[3m\u001b[90m\u001b[39m\u001b[23m 2871, 922, 33, 43, 492, 417, 4370, 919, 46, 157, 4…\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "$ population_total \u001b[3m\u001b[90m\u001b[39m\u001b[23m 31765, 20330, 75467, 18969, 83089, 47823, 2827, 18…\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "$ 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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "$ 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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "$ 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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "$ 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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "$ 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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "$ 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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "$ 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, …\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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }