{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "9a9ea7af",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-26T02:18:57.782387Z",
"iopub.status.busy": "2023-06-26T02:18:57.782169Z",
"iopub.status.idle": "2023-06-26T02:18:58.655327Z",
"shell.execute_reply": "2023-06-26T02:18:58.654615Z"
}
},
"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",
"id": "f2fba992",
"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,
"id": "bead3e59",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-26T02:18:58.658687Z",
"iopub.status.busy": "2023-06-26T02:18:58.658226Z",
"iopub.status.idle": "2023-06-26T02:18:59.266892Z",
"shell.execute_reply": "2023-06-26T02:18:59.266210Z"
}
},
"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_v1/data/california_cities.csv')"
]
},
{
"cell_type": "markdown",
"id": "3f8fb3b3",
"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,
"id": "468f8145",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-26T02:18:59.270438Z",
"iopub.status.busy": "2023-06-26T02:18:59.269934Z",
"iopub.status.idle": "2023-06-26T02:18:59.275908Z",
"shell.execute_reply": "2023-06-26T02:18:59.275288Z"
}
},
"outputs": [],
"source": [
"import rpy2.ipython.html\n",
"rpy2.ipython.html.init_printing()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "8a8f6710",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-26T02:18:59.278397Z",
"iopub.status.busy": "2023-06-26T02:18:59.278188Z",
"iopub.status.idle": "2023-06-26T02:18:59.294457Z",
"shell.execute_reply": "2023-06-26T02:18:59.293826Z"
}
},
"outputs": [
{
"data": {
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"source": [
"dataf"
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"cell_type": "code",
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"id": "cc901f41",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-26T02:18:59.298399Z",
"iopub.status.busy": "2023-06-26T02:18:59.297824Z",
"iopub.status.idle": "2023-06-26T02:18:59.302881Z",
"shell.execute_reply": "2023-06-26T02:18:59.302227Z"
}
},
"outputs": [
{
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" elevation_m | \n",
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" population_total | \n",
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"outputs": [
{
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]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stats = importr('stats')\n",
"base = importr('base')\n",
"fit = stats.lm('elevation_m ~ latd + longd', data=dataf)\n",
"fit"
]
},
{
"cell_type": "markdown",
"id": "6b5ebaeb",
"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,
"id": "9d4531fb",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-26T02:19:00.654317Z",
"iopub.status.busy": "2023-06-26T02:19:00.653769Z",
"iopub.status.idle": "2023-06-26T02:19:03.316198Z",
"shell.execute_reply": "2023-06-26T02:19:03.315637Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/hostedtoolcache/Python/3.9.17/x64/lib/python3.9/site-packages/rpy2/robjects/lib/ggplot2.py:70: UserWarning: This was designed againt ggplot2 versions starting with 3.3. but you have 3.4.2\n",
" warnings.warn(\n"
]
}
],
"source": [
"import rpy2.robjects.lib.ggplot2 as gp"
]
},
{
"cell_type": "markdown",
"id": "0f372206",
"metadata": {},
"source": [
"R lets is function parameters be unevaluated language objects, which is fairly different\n",
"from Python's immediate evaluation. `rpy2` has a utility code to create such R language\n",
"objects from Python strings.\n",
"It can then become very easy to mix Python and R, with R like a domain-specific language\n",
"used from Python."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "3942be62",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-26T02:19:03.319053Z",
"iopub.status.busy": "2023-06-26T02:19:03.318550Z",
"iopub.status.idle": "2023-06-26T02:19:03.321651Z",
"shell.execute_reply": "2023-06-26T02:19:03.321166Z"
}
},
"outputs": [],
"source": [
"from rpy2.robjects import rl"
]
},
{
"cell_type": "markdown",
"id": "776dfadf",
"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": 9,
"id": "52658c7a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-26T02:19:03.324469Z",
"iopub.status.busy": "2023-06-26T02:19:03.324251Z",
"iopub.status.idle": "2023-06-26T02:19:03.345469Z",
"shell.execute_reply": "2023-06-26T02:19:03.344833Z"
}
},
"outputs": [],
"source": [
"p = (gp.ggplot(dataf) +\n",
" gp.aes(x=rl('longd'),\n",
" y=rl('latd'),\n",
" color=rl('population_total'),\n",
" size=rl('area_total_km2')) +\n",
" gp.geom_point() +\n",
" gp.scale_color_continuous(trans='log10'))"
]
},
{
"cell_type": "markdown",
"id": "e37e76c5",
"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": 10,
"id": "a80e3dd9",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-26T02:19:03.348338Z",
"iopub.status.busy": "2023-06-26T02:19:03.347900Z",
"iopub.status.idle": "2023-06-26T02:19:03.754075Z",
"shell.execute_reply": "2023-06-26T02:19:03.753422Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: In addition: \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: Warning messages:\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: 1: \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: In (function (package, help, pos = 2, lib.loc = NULL, character.only = FALSE, :\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: \n",
" \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: library ‘/home/runner/work/_temp/Library’ contains no packages\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: 2: \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: In (function (package, help, pos = 2, lib.loc = NULL, character.only = FALSE, :\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: \n",
" \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: library ‘/home/runner/work/_temp/Library’ contains no packages\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: 3: \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: In (function (package, help, pos = 2, lib.loc = NULL, character.only = FALSE, :\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: \n",
" \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: library ‘/home/runner/work/_temp/Library’ contains no packages\n",
"\n"
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{
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"output_type": "stream",
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"R[write to console]: 4: \n"
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{
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"R[write to console]: \n",
" \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: library ‘/home/runner/work/_temp/Library’ contains no packages\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: 5: \n"
]
},
{
"name": "stderr",
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"R[write to console]: \n",
" \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
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"\n"
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},
{
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"R[write to console]: 6: \n"
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},
{
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"R[write to console]: \n",
" \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: library ‘/home/runner/work/_temp/Library’ contains no packages\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: 7: \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: In (function (package, help, pos = 2, lib.loc = NULL, character.only = FALSE, :\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: \n",
" \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: library ‘/home/runner/work/_temp/Library’ contains no packages\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: 8: \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: In (function (package, help, pos = 2, lib.loc = NULL, character.only = FALSE, :\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: \n",
" \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: library ‘/home/runner/work/_temp/Library’ contains no packages\n",
"\n"
]
},
{
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",
"text/plain": [
""
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from rpy2.ipython.ggplot import image_png\n",
"image_png(p)"
]
},
{
"cell_type": "markdown",
"id": "e61f4a36",
"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": 11,
"id": "1dd75cfd",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-26T02:19:03.757044Z",
"iopub.status.busy": "2023-06-26T02:19:03.756594Z",
"iopub.status.idle": "2023-06-26T02:19:04.047788Z",
"shell.execute_reply": "2023-06-26T02:19:04.047130Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: In addition: \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: Warning message:\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: Removed 5 rows containing missing values (`geom_point()`). \n",
"\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from rpy2.robjects.vectors import IntVector\n",
"p = (gp.ggplot(dataf) +\n",
" gp.aes(x=rl('longd'),\n",
" y=rl('latd'),\n",
" color=rl('population_total'),\n",
" size=rl('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",
"id": "1cefc11d",
"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": 12,
"id": "4cb70f0e",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-26T02:19:04.051137Z",
"iopub.status.busy": "2023-06-26T02:19:04.050662Z",
"iopub.status.idle": "2023-06-26T02:19:04.106861Z",
"shell.execute_reply": "2023-06-26T02:19:04.106196Z"
}
},
"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",
"id": "93463b16",
"metadata": {},
"source": [
"That new color scale can then be used as any other scale already present in `ggplot2`:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "a6e19990",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-26T02:19:04.110607Z",
"iopub.status.busy": "2023-06-26T02:19:04.110236Z",
"iopub.status.idle": "2023-06-26T02:19:04.402525Z",
"shell.execute_reply": "2023-06-26T02:19:04.401883Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: In addition: \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: Warning messages:\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: 1: Removed 5 rows containing missing values (`geom_point()`). \n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: 2: \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: In (function (package, help, pos = 2, lib.loc = NULL, character.only = FALSE, :\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: \n",
" \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"R[write to console]: library ‘/home/runner/work/_temp/Library’ contains no packages\n",
"\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p = (gp.ggplot(dataf) +\n",
" gp.aes(x=rl('longd'),\n",
" y=rl('latd'),\n",
" color=rl('population_total'),\n",
" size=rl('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",
"id": "4f7cb7c5",
"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": 14,
"id": "c40f5c27",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-26T02:19:04.405846Z",
"iopub.status.busy": "2023-06-26T02:19:04.405495Z",
"iopub.status.idle": "2023-06-26T02:19:04.410365Z",
"shell.execute_reply": "2023-06-26T02:19:04.409783Z"
}
},
"outputs": [],
"source": [
"%load_ext rpy2.ipython"
]
},
{
"cell_type": "markdown",
"id": "48551306",
"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": 15,
"id": "01c2abfb",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-26T02:19:04.413715Z",
"iopub.status.busy": "2023-06-26T02:19:04.413255Z",
"iopub.status.idle": "2023-06-26T02:19:04.426721Z",
"shell.execute_reply": "2023-06-26T02:19:04.426139Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" \"R version 4.3.1 (2023-06-16)\""
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"text/plain": [
"In addition: Warning message:\n",
"Removed 5 rows containing missing values (`geom_point()`). \n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R\n",
"R.version.string"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "77aacf0d",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-26T02:19:04.429680Z",
"iopub.status.busy": "2023-06-26T02:19:04.429358Z",
"iopub.status.idle": "2023-06-26T02:19:04.464352Z",
"shell.execute_reply": "2023-06-26T02:19:04.463794Z"
}
},
"outputs": [
{
"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 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 1…\n",
"$ city \"Adelanto\", \"AgouraHills\", \"Alameda\", \"Albany\", \"Al…\n",
"$ latd 34.57611, 34.15333, 37.75611, 37.88694, 34.08194, 3…\n",
"$ longd -117.4328, -118.7617, -122.2744, -122.2978, -118.13…\n",
"$ elevation_m 875, 281, NA, NA, 150, 127, 1332, 280, 14, 48, 132,…\n",
"$ elevation_ft 2871, 922, 33, 43, 492, 417, 4370, 919, 46, 157, 43…\n",
"$ population_total 31765, 20330, 75467, 18969, 83089, 47823, 2827, 185…\n",
"$ area_total_sq_mi 56.027, 7.822, 22.960, 5.465, 7.632, 7.472, 2.449, …\n",
"$ area_land_sq_mi 56.009, 7.793, 10.611, 1.788, 7.631, 7.472, 2.435, …\n",
"$ area_water_sq_mi 0.018, 0.029, 12.349, 3.677, 0.001, 0.000, 0.014, 0…\n",
"$ area_total_km2 145.107, 20.260, 59.465, 14.155, 19.766, 19.352, 6.…\n",
"$ area_land_km2 145.062, 20.184, 27.482, 4.632, 19.763, 19.352, 6.3…\n",
"$ area_water_km2 0.046, 0.076, 31.983, 9.524, 0.003, 0.000, 0.036, 0…\n",
"$ area_water_percent 0.03, 0.37, 53.79, 67.28, 0.01, 0.00, 0.57, 0.00, 0…"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"text/plain": [
"Loading required package: dplyr\n",
"\n",
"Attaching package: ‘dplyr’\n",
"\n",
"The following objects are masked from ‘package:stats’:\n",
"\n",
" filter, lag\n",
"\n",
"The following objects are masked from ‘package:base’:\n",
"\n",
" intersect, setdiff, setequal, union\n",
"\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R -i dataf\n",
"\n",
"require(dplyr)\n",
"glimpse(dataf)"
]
},
{
"cell_type": "markdown",
"id": "fd50a14f",
"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": 17,
"id": "f22cd962",
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-26T02:19:04.467751Z",
"iopub.status.busy": "2023-06-26T02:19:04.467166Z",
"iopub.status.idle": "2023-06-26T02:19:04.740583Z",
"shell.execute_reply": "2023-06-26T02:19:04.739941Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running an R code cell.\n"
]
},
{
"data": {
"text/plain": [
"In addition: Warning message:\n",
"Removed 5 rows containing missing values (`geom_point()`). \n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"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(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": "3.9.17"
}
},
"nbformat": 4,
"nbformat_minor": 5
}