{ "cells": [ { "cell_type": "markdown", "id": "8523e52a", "metadata": {}, "source": [ "# How to use Charty" ] }, { "cell_type": "markdown", "id": "c9f84f40", "metadata": {}, "source": [ "## Preparation\n", "\n", "### Load libraries\n", "\n", "At first, we need to load libraries to be used here.\n", "We use the following libraries.\n", "\n", "- `charty` for data visualization\n", "- `datasets-pandas` for loading open datasets provided by `red-datasets` and using it with Pandas's data frame\n", "- `numo/narray` for some numerical array operations\n", "\n", "You can execute the following code cell by selecting the cell and then hit Shift+Enter." ] }, { "cell_type": "code", "execution_count": 1, "id": "ebb189ae", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "false" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "require \"charty\"\n", "require \"datasets-pandas\" # This loads \"datasets\" and \"pandas\"\n", "require \"numo/narray\"" ] }, { "cell_type": "code", "execution_count": 2, "id": "88aeea32", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{:charty=>\"0.2.10\", :datasets_pandas=>\"0.0.1\", :numo_narray=>\"0.9.2.0\"}" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "{\n", " charty: Charty::VERSION,\n", " datasets_pandas: DatasetsPandas::VERSION,\n", " numo_narray: Numo::NArray::VERSION\n", "}" ] }, { "cell_type": "markdown", "id": "09684699", "metadata": {}, "source": [ "### Select visualization backend\n", "\n", "In this notebook, we use plotly backend to create plots." ] }, { "cell_type": "code", "execution_count": 3, "id": "f2c9b853", "metadata": {}, "outputs": [ { "data": { "text/plain": [ ":plotly" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Charty::Backends.use(:plotly)" ] }, { "cell_type": "markdown", "id": "9d73e2ff", "metadata": {}, "source": [ "### Load dataset\n", "\n", "`Datasets::Penguins` is a Ruby port of [palmerpenguins dataset](https://allisonhorst.github.io/palmerpenguins/). This dataset includes measurements for penguin species, island in Palmer Archipelago, size (flipper length, body mass, bill dimensions), sex, and year.\n", "\n", "We will use this dataset in this notebook." ] }, { "cell_type": "code", "execution_count": 4, "id": "0cc9cde3", "metadata": { "scrolled": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
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speciesislandbill_length_mmbill_depth_mmflipper_length_mmbody_mass_gsexyear
0AdelieTorgersen39.118.7181.03750.0male2007
1AdelieTorgersen39.517.4186.03800.0female2007
2AdelieTorgersen40.318.0195.03250.0female2007
3AdelieTorgersenNaNNaNNaNNaNNone2007
4AdelieTorgersen36.719.3193.03450.0female2007
...........................
339GentooBiscoeNaNNaNNaNNaNNone2009
340GentooBiscoe46.814.3215.04850.0female2009
341GentooBiscoe50.415.7222.05750.0male2009
342GentooBiscoe45.214.8212.05200.0female2009
343GentooBiscoe49.916.1213.05400.0male2009
\n", "

344 rows × 8 columns

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" ], "text/plain": [ " species island bill_length_mm bill_depth_mm flipper_length_mm body_mass_g sex year\n", "0 Adelie Torgersen 39.1 18.7 181.0 3750.0 male 2007\n", "1 Adelie Torgersen 39.5 17.4 186.0 3800.0 female 2007\n", "2 Adelie Torgersen 40.3 18.0 195.0 3250.0 female 2007\n", "3 Adelie Torgersen NaN NaN NaN NaN None 2007\n", "4 Adelie Torgersen 36.7 19.3 193.0 3450.0 female 2007\n", ".. ... ... ... ... ... ... ... ...\n", "339 Gentoo Biscoe NaN NaN NaN NaN None 2009\n", "340 Gentoo Biscoe 46.8 14.3 215.0 4850.0 female 2009\n", "341 Gentoo Biscoe 50.4 15.7 222.0 5750.0 male 2009\n", "342 Gentoo Biscoe 45.2 14.8 212.0 5200.0 female 2009\n", "343 Gentoo Biscoe 49.9 16.1 213.0 5400.0 male 2009\n", "\n", "[344 rows x 8 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "penguins = Datasets::Penguins.new.to_pandas" ] }, { "cell_type": "markdown", "id": "fdcdecf3", "metadata": {}, "source": [ "And, we will use the `fmri` dataset provided in seaborn for the line plot examples. red-datasets also provides this dataset." ] }, { "cell_type": "code", "execution_count": 5, "id": "3a5d44e8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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subjecttimepointeventregionsignal
0s1318stimparietal-0.017552
1s514stimparietal-0.080883
2s1218stimparietal-0.081033
3s1118stimparietal-0.046134
4s1018stimparietal-0.037970
..................
1059s08cuefrontal0.018165
1060s137cuefrontal-0.029130
1061s127cuefrontal-0.004939
1062s117cuefrontal-0.025367
1063s00cueparietal-0.006899
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" ], "text/plain": [ " subject timepoint event region signal\n", "0 s13 18 stim parietal -0.017552\n", "1 s5 14 stim parietal -0.080883\n", "2 s12 18 stim parietal -0.081033\n", "3 s11 18 stim parietal -0.046134\n", "4 s10 18 stim parietal -0.037970\n", "... ... ... ... ... ...\n", "1059 s0 8 cue frontal 0.018165\n", "1060 s13 7 cue frontal -0.029130\n", "1061 s12 7 cue frontal -0.004939\n", "1062 s11 7 cue frontal -0.025367\n", "1063 s0 0 cue parietal -0.006899\n", "\n", "[1064 rows x 5 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fmri = Datasets::SeabornData.new(\"fmri\").to_pandas" ] }, { "cell_type": "markdown", "id": "4f31c2f8", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Scatter plot\n", "\n", "Simple scatter plot to show the relationship between `bill_length_mm` and `bill_depth_mm`." ] }, { "cell_type": "code", "execution_count": 6, "id": "0e0644fd", "metadata": { "scrolled": false, "slideshow": 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" ], "text/plain": [ "#" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Charty.scatter_plot(\n", " data: penguins, # input table data\n", " x: :bill_length_mm, # the column name for x-axis\n", " y: :bill_depth_mm # the column name for y-axis\n", ")" ] }, { "cell_type": "markdown", "id": "65ebe559", "metadata": {}, "source": [ "Specifying `species` column as the color-axis to compare the distribution between each value of `species` column." ] }, { "cell_type": "code", "execution_count": 7, "id": "95a69ae5", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "marker": { "color": "#1f77b4ff", "line": { "color": "#fff", "width": 1 }, "size": 10 }, "mode": "markers", "name": "Adelie", "type": "scatter", "x": [ 39.1, 39.5, 40.3, 36.7, 39.3, 38.9, 39.2, 34.1, 42, 37.8, 37.8, 41.1, 38.6, 34.6, 36.6, 38.7, 42.5, 34.4, 46, 37.8, 37.7, 35.9, 38.2, 38.8, 35.3, 40.6, 40.5, 37.9, 40.5, 39.5, 37.2, 39.5, 40.9, 36.4, 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" ], "text/plain": [ "#" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Charty.scatter_plot(\n", " data: penguins, # input table data\n", " x: :bill_length_mm, # the column name for x-axis\n", " y: :bill_depth_mm, # the column name for y-axis\n", " color: :species # the column name for color-axis\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "id": "d19886cf", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "marker": { "color": "#1f77b4ff", "line": { "color": "#fff", "width": 1 }, "size": 10 }, "mode": "markers", "name": "male", "type": "scatter", "x": [ 39.1, 38.9, 41.1, 38.6, 34.6, 34.4, 46, 35.9, 38.8, 40.6, 37.9, 40.5, 37.2, 36.4, 38.8, 37.6, 36.5, 40.8, 37, 41.1, 42.3, 40.1, 35, 42, 41.4, 40.6, 37.6, 41.3, 41.1, 41.6, 41.1, 41.8, 39.7, 45.8, 42.8, 37.2, 42.1, 42.9, 35.1, 41.3, 36.9, 38.9, 41.1, 34, 36.2, 40.3, 43.2, 41, 37.8, 39.7, 38.2, 43.2, 45.6, 42.2, 42.7, 37.3, 41.1, 37.7, 41.4, 40.6, 41.5, 44.1, 43.1, 37.5, 41.1, 40.2, 39.7, 40.6, 40.7, 39, 36.6, 37.8, 41.5, 46.5, 45.4, 45.2, 51.3, 46, 46.6, 52, 50.5, 58, 49.2, 48.5, 43.2, 52, 49.5, 52.8, 54.2, 51, 47.5, 52, 53.5, 49, 45.5, 50.8, 50.1, 51.5, 51.4, 50.7, 42.5, 49.3, 45.6, 46.8, 55.8, 43.5, 50.8, 50, 50, 47.6, 46.7, 46.8, 40.9, 48.4, 49.3, 49.2, 48.7, 45.1, 46.3, 46.1, 47.8, 47.3, 45.1, 59.6, 49.1, 42.6, 44.4, 42.7, 45.3, 50.5, 45.5, 44.9, 46.6, 48.5, 46.5, 43.8, 43.2, 45.3, 45.7, 45.8, 49.5, 50.7, 46.4, 46.5, 48.6, 51.1, 45.2, 49.1, 50, 50.8, 51.3, 52.1, 52.2, 49.5, 50.8, 46.9, 51.1, 55.9, 49.1, 46.8, 43.3, 50.5, 43.5, 51.5, 46.2, 48.8, 46.8, 45.2 ], "y": [ 18.7, 17.8, 17.6, 21.2, 21.1, 18.4, 21.5, 19.2, 17.2, 18.6, 18.6, 18.9, 18.1, 17, 20, 19.3, 18, 18.4, 16.9, 19, 21.2, 18.9, 17.9, 19.5, 18.6, 18.8, 19.1, 21.1, 18.2, 18, 19.1, 19.4, 18.4, 18.9, 18.5, 19.4, 19.1, 17.6, 19.4, 20.3, 18.6, 18.8, 18.1, 17.1, 17.3, 18.5, 18.5, 20, 20, 18.9, 20, 19, 20.3, 19.5, 18.3, 20.5, 18.6, 19.8, 18.5, 19, 18.3, 18, 19.2, 18.5, 17.5, 20.1, 17.9, 17.2, 17, 18.7, 18.4, 18.1, 18.5, 17.9, 18.7, 17.8, 18.2, 18.9, 17.8, 18.1, 19.6, 17.8, 18.2, 17.5, 16.6, 19, 19, 20, 20.8, 18.8, 16.8, 20.7, 19.9, 19.5, 17, 18.5, 17.9, 18.7, 19, 19.7, 17.3, 19.9, 19.4, 16.5, 19.8, 18.1, 19, 16.3, 15.2, 14.5, 15.3, 15.4, 13.7, 14.6, 15.7, 15.2, 15.1, 14.5, 15.8, 15.1, 15, 15.3, 14.5, 17, 14.8, 13.7, 17.3, 13.7, 13.7, 15.9, 13.9, 13.3, 14.2, 14.1, 14.4, 13.9, 14.5, 13.8, 13.9, 14.2, 16.2, 15, 15.6, 14.8, 16, 16.3, 16.4, 14.5, 15.9, 17.3, 14.2, 17, 17.1, 16.1, 15.7, 14.6, 16.5, 17, 15, 16.1, 14, 15.2, 15.2, 16.3, 14.1, 16.2, 14.3, 14.8 ] }, { "marker": { "color": "#ff7f0eff", "line": { "color": "#fff", "width": 1 }, "size": 10 }, "mode": "markers", "name": "female", "type": "scatter", "x": [ 39.5, 40.3, 36.7, 39.3, 39.2, 36.6, 38.7, 42.5, 37.8, 37.7, 38.2, 35.3, 40.5, 39.5, 39.5, 40.9, 39.2, 42.2, 39.8, 36, 44.1, 39.6, 36, 39.6, 34.5, 39, 36.5, 35.7, 37.6, 36.4, 35.5, 35.9, 33.5, 39.6, 35.5, 40.9, 36.2, 34.6, 36.7, 37.3, 36.3, 38.3, 35.7, 39.6, 40.8, 38.1, 33.1, 35, 37.7, 37.9, 38.6, 38.1, 38.1, 39.7, 39.6, 38.6, 35.7, 36.2, 40.2, 35.2, 38.8, 39, 38.5, 36.8, 38.1, 35.6, 37, 40.2, 32.1, 37.3, 39.2, 36, 36, 50, 51.3, 52.7, 46.1, 51.3, 51.7, 47, 45.9, 50.3, 46.4, 42.4, 50.6, 46.7, 50.5, 46.4, 40.9, 42.5, 49.7, 47.6, 46.9, 46.2, 50.9, 50.9, 49, 49.8, 48.1, 45.7, 52.2, 45.2, 50.2, 51.9, 45.7, 49.6, 50.2, 46.1, 48.7, 46.5, 45.4, 43.3, 49, 45.5, 45.8, 42, 46.2, 50.2, 46.5, 42.9, 48.2, 50, 42.8, 48.4, 44, 48.7, 49.6, 49.6, 43.6, 50.5, 45.2, 45.1, 50.1, 45, 45.5, 50.4, 46.2, 54.3, 49.8, 43.5, 47.7, 48.2, 46.4, 47.5, 45.2, 52.5, 47.4, 44.9, 43.4, 47.5, 47.5, 45.5, 44.5, 49.4, 48.4, 48.5, 47.2, 41.7, 53.4, 48.1, 49.8, 55.1, 47.2, 50.4, 49.9 ], "y": [ 17.4, 18, 19.3, 20.6, 19.6, 17.8, 19, 20.7, 18.3, 18.7, 18.1, 18.9, 17.9, 16.7, 17.8, 18.9, 21.1, 18.5, 19.1, 18.5, 19.7, 18.8, 17.9, 17.7, 18.1, 17.5, 16.6, 16.9, 17, 17.1, 16.2, 16.6, 19, 17.2, 17.5, 16.8, 16.1, 17.2, 18.8, 17.8, 19.5, 19.2, 18, 18.1, 18.9, 18.6, 16.1, 17.9, 16, 18.6, 17.2, 17, 16.5, 17.7, 20.7, 17, 17, 17.2, 17, 15.9, 17.6, 17.1, 17.9, 18.5, 17.6, 17.5, 16.5, 17.1, 15.5, 16.8, 18.6, 17.8, 17.1, 19.5, 19.2, 19.8, 18.2, 19.9, 20.3, 17.3, 17.1, 20, 18.6, 17.3, 19.4, 17.9, 18.4, 17.8, 16.6, 16.7, 18.6, 18.3, 16.6, 17.5, 19.1, 17.9, 19.6, 17.3, 16.4, 17.3, 18.8, 16.6, 18.8, 19.5, 17, 18.2, 18.7, 13.2, 14.1, 13.5, 14.6, 13.4, 16.1, 13.7, 14.6, 13.5, 14.5, 14.3, 14.5, 13.1, 14.3, 15.3, 14.2, 16.3, 13.6, 15.7, 16, 15, 13.9, 15.9, 15.8, 14.4, 15, 15.4, 15, 15.3, 14.9, 15.7, 16.8, 14.2, 15, 15.6, 15, 14.2, 13.8, 15.6, 14.6, 13.8, 14.4, 14, 15, 14.5, 14.7, 15.8, 14.4, 15, 15.5, 14.7, 15.8, 15.1, 15.9, 16, 13.7, 15.7, 16.1 ] } ], "layout": { "legend": { "title": { "text": "sex" } }, "showlegend": true, "xaxis": { "title": "bill_length_mm" }, "yaxis": { "title": "bill_depth_mm" } } }, "text/html": [ "
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" ], "text/plain": [ "#" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Charty.scatter_plot(\n", " data: penguins,\n", " x: :bill_length_mm,\n", " y: :bill_depth_mm,\n", " color: :sex\n", ")" ] }, { "cell_type": "markdown", "id": "d2f5ee88", "metadata": {}, "source": [ "`scatter_plot` also supports `size` and `style` axes. Specifying `size` axis changes the plot marker size, and specifying `style` axis changes the plot marker shape.\n", "\n", "Let's try to use them." ] }, { "cell_type": "code", "execution_count": 9, "id": "36f3c1a9", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "marker": { "color": "#1f77b4ff", "line": { "color": "#fff", "width": 1 }, "size": [ 7.75, 7.541666666666666, 6.833333333333333, 7.833333333333334, 8.833333333333332, 7.041666666666666, 8.5, 7.833333333333334, 7.833333333333334, 7.416666666666666, 6.75, 8.083333333333332, 8, 7.041666666666666, 8.083333333333332, 7, 6.75, 8, 6.5, 7.208333333333334, 8.416666666666668, 8.666666666666666, 7.25, 8.25, 7.666666666666667, 7.833333333333334, 7.75, 8.833333333333332, 8.25, 8.083333333333332, 8.333333333333334, 8.916666666666666, 8, 8.416666666666668, 8.583333333333334, 8, 8.166666666666666, 9.333333333333334, 8.5, 7.416666666666666, 7.333333333333333, 7.5, 8.666666666666666, 7.166666666666667, 7, 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13.9, 14.2, 16.2, 15, 15.6, 14.8, 16, 16.3, 16.4, 14.5, 15.9, 17.3, 14.2, 17, 17.1, 16.1, 15.7, 14.6, 16.5, 17, 15, 16.1, 14, 15.2, 15.2, 16.3, 14.1, 16.2, 14.3, 14.8 ] } ], "layout": { "legend": { "title": { "text": "species, sex" } }, "showlegend": true, "xaxis": { "title": "bill_length_mm" }, "yaxis": { "title": "bill_depth_mm" } } }, "text/html": [ "
\n", " \n", " \n", "
\n", " \n", "
" ], "text/plain": [ "#" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Charty.scatter_plot(\n", " data: penguins,\n", " x: :bill_length_mm,\n", " y: :bill_depth_mm,\n", " color: :species,\n", " size: :body_mass_g,\n", " style: :sex\n", ")" ] }, { "cell_type": "markdown", "id": "0b7bc9fd", "metadata": {}, "source": [ "## Look and feel in other visualization backend\n", "\n", "Charty makes the look and feel of plots as similar as possible in the different visualization backends.\n", "\n", "Let's check the previous plot in the pyplot backend." ] }, { "cell_type": "code", "execution_count": 10, "id": "62e1a9f5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[:inline, \"module://matplotlib_rb.backend_inline\"]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Charty::Backends.use(:pyplot) # Select pyplot backend\n", "\n", "# The following method is necessary to be called to show plots inline\n", "Charty::Backends::Pyplot.activate_iruby_integration" ] }, { "cell_type": "markdown", "id": "2d0fddf5", "metadata": {}, "source": [ "The same plot method call generates a similar plot on the different backend." ] }, { "cell_type": "code", "execution_count": 11, "id": "9d14e3d3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "#" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Charty.scatter_plot(\n", " data: penguins,\n", " x: :bill_length_mm,\n", " y: :bill_depth_mm,\n", " color: :species,\n", " size: :body_mass_g,\n", " style: :sex\n", ")" ] }, { "cell_type": "markdown", "id": "ad48c4c6", "metadata": {}, "source": [ "Pyplot backend puts the legend inside of the plot area, and the legend format is different from plotly backend.\n", "\n", "This is because pyplot backend emulate the output of Python's seaborn library.\n", "\n", "Let's check the seaborn's output." ] }, { "cell_type": "code", "execution_count": 12, "id": "6a3a40d4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns = PyCall.import_module(\"seaborn\") # Import seaborn by pycall\n", "\n", "sns.scatterplot(\n", " data: penguins,\n", " x: :bill_length_mm,\n", " y: :bill_depth_mm,\n", " hue: :species,\n", " size: :body_mass_g,\n", " style: :sex\n", ")" ] }, { "cell_type": "markdown", "id": "80982c8f", "metadata": {}, "source": [ "As you can see the previous code, Charty's plotting methods are heavily influenced by seaborn's API." ] }, { "cell_type": "markdown", "id": "b5abf5f0", "metadata": {}, "source": [ "---\n", "We can easily restore to plotly backend." ] }, { "cell_type": "code", "execution_count": 13, "id": "6085549c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ ":plotly" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Charty::Backends.use(:plotly) # Back to plotly backend" ] }, { "cell_type": "markdown", "id": "2996f20e", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Line plot\n", "\n", "The next is line plot. Line plot is suitable for displaying the change of one variable in order to the continuous change of the other variable.\n", "\n", "For example, the following code shows a sine curve." ] }, { "cell_type": "code", "execution_count": 14, "id": "d23eeca5", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "line": { "shape": "linear", "width": 0 }, "mode": "lines", "showlegend": false, "type": "scatter", "x": [ 0, 0.06346651825433926, 0.12693303650867852, 0.1903995547630178, 0.25386607301735703, 0.31733259127169633, 0.3807991095260356, 0.44426562778037476, 0.5077321460347141, 0.5711986642890533, 0.6346651825433927, 0.6981317007977319, 0.7615982190520711, 0.8250647373064104, 0.8885312555607495, 0.9519977738150888, 1.0154642920694281, 1.0789308103237674, 1.1423973285781066, 1.205863846832446, 1.2693303650867853, 1.3327968833411246, 1.3962634015954638, 1.459729919849803, 1.5231964381041423, 1.5866629563584815, 1.6501294746128208, 1.7135959928671598, 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" ], "text/plain": [ "#" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "steps = Numo::DFloat.linspace(0, 100)\n", "xs = 2 * Math::PI * steps / 100\n", "ys = Numo::NMath.sin(xs)\n", "\n", "Charty.line_plot(x: xs, y: ys, x_label: \"x\", y_label: \"sin(x)\")" ] }, { "cell_type": "markdown", "id": "5f74801b", "metadata": {}, "source": [ "And the next example shows the 1-dimensional random walk." ] }, { "cell_type": "code", "execution_count": 15, "id": "8d9e22e6", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "line": { "shape": "linear", "width": 0 }, "mode": "lines", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 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null, null, null, null, null, null, null, null, null, null, null ] }, { "fill": "tonexty", "fillcolor": "#1f77b433", "line": { "shape": "linear", "width": 0 }, "mode": "lines", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18 ], "y": [ null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null ] }, { "line": { "shape": "linear", "width": 0 }, "mode": "lines", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18 ], "y": [ null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null ] }, { "fill": "tonexty", "fillcolor": "#ff7f0e33", "line": { "shape": "linear", "width": 0 }, "mode": "lines", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18 ], "y": [ null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null ] }, { "line": { "shape": "linear", "width": 0 }, "mode": "lines", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18 ], "y": [ null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null ] }, { "fill": "tonexty", "fillcolor": "#ff7f0e33", "line": { "shape": "linear", "width": 0 }, "mode": "lines", "showlegend": false, "type": "scatter", "x": [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18 ], "y": [ null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null ] } ], "layout": { "legend": { "title": { "text": "event" } }, "showlegend": true, "xaxis": { "title": "timepoint", "type": "linear" }, "yaxis": { "title": "signal", "type": "linear" } } }, "text/html": [ "
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" ], "text/plain": [ "#" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Charty.line_plot(\n", " data: fmri,\n", " x: :timepoint,\n", " y: :signal,\n", " color: :event,\n", " size: :region,\n", " error_bar: nil\n", ")" ] }, { "cell_type": "markdown", "id": "48ebf1f9", "metadata": {}, "source": [ "# Summary of relational plot\n", "\n", "Two methods:\n", "- `scatter_plot`\n", "- `line_plot`\n", "\n", "5 Axes:\n", "- `x` for the horizontal axis\n", "- `y` for the vertical axis\n", "- `color` for color grouping\n", "- `size` for line width or marker size\n", "- `style` for dash pattern or marker shape" ] }, { "cell_type": "markdown", "id": "47156374", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Bar plot\n", "\n", "In `bar_plot`, either `x` or `y` must be a categorical variable, and the other one must be a numeric variable." ] }, { "cell_type": "code", "execution_count": 26, "id": "67b61609", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "error_y": { "array": [ 0.9474172185430518, 1.6029411764706083, 1.089430894308947 ], "arrayminus": [ 0.9735099337748352, 1.4861764705882194, 1.0411382113821048 ], "color": "#424242", "symmetric": false, "type": "data", "visible": true }, "marker": { "color": [ "#1f77b4", "#ff7f0e", "#2ca02c" ] }, "orientation": "v", "type": "bar", "width": "4/5", "x": [ 0, 1, 2 ], "y": [ 189.95364238410596, 195.8235294117647, 217.1869918699187 ] } ], "layout": { "showlegend": false, "xaxis": { "range": [ -0.5, 2.5 ], "tickmode": "array", "ticktext": [ "Adelie", "Chinstrap", "Gentoo" ], "tickvals": [ 0, 1, 2 ], "title": "color" }, "yaxis": { "title": "flipper_length_mm" } } }, "text/html": [ "
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" ], "text/plain": [ "#" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bar = Charty.bar_plot(\n", " data: penguins,\n", " x: :species,\n", " y: :flipper_length_mm\n", ")" ] }, { "cell_type": "code", "execution_count": 27, "id": "427ad282", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "error_x": { "array": [ 0.9869536423841225, 1.5441176470588402, 1.1305691056910518 ], "arrayminus": [ 0.9933774834437088, 1.558823529411768, 1.0731707317073074 ], "color": "#424242", "symmetric": false, "type": "data", "visible": true }, "marker": { "color": [ "#1f77b4", "#ff7f0e", "#2ca02c" ] }, "orientation": "h", "type": "bar", "width": "4/5", "x": [ 189.95364238410596, 195.8235294117647, 217.1869918699187 ], "y": [ 2, 1, 0 ] } ], "layout": { "showlegend": false, "xaxis": { "title": "flipper_length_mm" }, "yaxis": { "range": [ -0.5, 2.5 ], "tickmode": "array", "ticktext": [ "Gentoo", "Chinstrap", "Adelie" ], "tickvals": [ 0, 1, 2 ], "title": "color" } } }, "text/html": [ "
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" ], "text/plain": [ "#" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Swapping x and y changes the orientation of the plot\n", "Charty.bar_plot(\n", " data: penguins,\n", " x: :flipper_length_mm,\n", " y: :species\n", ")" ] }, { "cell_type": "code", "execution_count": 28, "id": "5eb394d5", "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "error_x": { "array": [ 1.534246575342479, 1.970588235294116, 1.361147540983609 ], "arrayminus": [ 1.452054794520535, 1.8529411764705799, 1.3293442622950806 ], "color": "#424242", "symmetric": false, "type": "data", "visible": true }, "marker": { "color": [ "#1f77b4", "#1f77b4", "#1f77b4" ] }, "name": "male", "orientation": "h", "type": "bar", "width": "49/125", "x": [ 192.41095890410958, 199.91176470588235, 221.54098360655738 ], "y": [ 1.8, 0.8, -0.2 ] }, { "error_x": { "array": [ 1.2191780821917746, 1.7941176470588118, 0.9315517241379325 ], "arrayminus": [ 1.2195890410958725, 1.9411764705882604, 0.9827586206896513 ], "color": "#424242", "symmetric": false, "type": "data", "visible": true }, "marker": { "color": [ "#ff7f0e", "#ff7f0e", "#ff7f0e" ] }, "name": "female", "orientation": "h", "type": "bar", "width": "49/125", "x": [ 187.7945205479452, 191.73529411764707, 212.70689655172413 ], "y": [ 2.2, 1.2, 0.2 ] } ], "layout": { "barmode": "group", "legend": { "title": { "text": "style" } }, "showlegend": true, "xaxis": { "title": "flipper_length_mm" }, "yaxis": { "range": [ -0.5, 2.5 ], "tickmode": "array", "ticktext": [ "Gentoo", "Chinstrap", "Adelie" ], "tickvals": [ 0, 1, 2 ], "title": "color" } } }, "text/html": [ "
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" ], "text/plain": [ "#" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Charty.bar_plot(\n", " data: penguins,\n", " x: :flipper_length_mm,\n", " y: :species,\n", " color: :sex\n", ")" ] }, { "cell_type": "markdown", "id": "4442d36b", "metadata": {}, "source": [ "`count_plot` is suitable to plot the frequency for each category." ] }, { "cell_type": "code", "execution_count": 29, "id": "b7d99533", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "marker": { "color": [ "#1f77b4", "#ff7f0e", "#2ca02c" ] }, "orientation": "v", "type": "bar", "width": "4/5", "x": [ 0, 1, 2 ], "y": [ 152, 68, 124 ] } ], "layout": { "showlegend": false, "xaxis": { "range": [ -0.5, 2.5 ], "tickmode": "array", "ticktext": [ "Adelie", "Chinstrap", "Gentoo" ], "tickvals": [ 0, 1, 2 ], "title": "color" }, "yaxis": { "title": "color" } } }, "text/html": [ "
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" ], "text/plain": [ "#" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Charty.count_plot(\n", " data: penguins,\n", " x: :species\n", ")" ] }, { "cell_type": "markdown", "id": "1f72ebf8", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Box plot" ] }, { "cell_type": "code", "execution_count": 30, "id": "f2009f47", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "marker": { "color": "#1f77b4" }, "name": "Adelie", "orientation": "v", "type": "box", "y": [ 181, 186, 195, 193, 190, 181, 195, 193, 190, 186, 180, 182, 191, 198, 185, 195, 197, 184, 194, 174, 180, 189, 185, 180, 187, 183, 187, 172, 180, 178, 178, 188, 184, 195, 196, 190, 180, 181, 184, 182, 195, 186, 196, 185, 190, 182, 179, 190, 191, 186, 188, 190, 200, 187, 191, 186, 193, 181, 194, 185, 195, 185, 192, 184, 192, 195, 188, 190, 198, 190, 190, 196, 197, 190, 195, 191, 184, 187, 195, 189, 196, 187, 193, 191, 194, 190, 189, 189, 190, 202, 205, 185, 186, 187, 208, 190, 196, 178, 192, 192, 203, 183, 190, 193, 184, 199, 190, 181, 197, 198, 191, 193, 197, 191, 196, 188, 199, 189, 189, 187, 198, 176, 202, 186, 199, 191, 195, 191, 210, 190, 197, 193, 199, 187, 190, 191, 200, 185, 193, 193, 187, 188, 190, 192, 185, 190, 184, 195, 193, 187, 201 ] }, { "marker": { "color": "#ff7f0e" }, "name": "Chinstrap", "orientation": "v", "type": "box", "y": [ 192, 196, 193, 188, 197, 198, 178, 197, 195, 198, 193, 194, 185, 201, 190, 201, 197, 181, 190, 195, 181, 191, 187, 193, 195, 197, 200, 200, 191, 205, 187, 201, 187, 203, 195, 199, 195, 210, 192, 205, 210, 187, 196, 196, 196, 201, 190, 212, 187, 198, 199, 201, 193, 203, 187, 197, 191, 203, 202, 194, 206, 189, 195, 207, 202, 193, 210, 198 ] }, { "marker": { "color": "#2ca02c" }, "name": "Gentoo", "orientation": "v", "type": "box", "y": [ 211, 230, 210, 218, 215, 210, 211, 219, 209, 215, 214, 216, 214, 213, 210, 217, 210, 221, 209, 222, 218, 215, 213, 215, 215, 215, 216, 215, 210, 220, 222, 209, 207, 230, 220, 220, 213, 219, 208, 208, 208, 225, 210, 216, 222, 217, 210, 225, 213, 215, 210, 220, 210, 225, 217, 220, 208, 220, 208, 224, 208, 221, 214, 231, 219, 230, 214, 229, 220, 223, 216, 221, 221, 217, 216, 230, 209, 220, 215, 223, 212, 221, 212, 224, 212, 228, 218, 218, 212, 230, 218, 228, 212, 224, 214, 226, 216, 222, 203, 225, 219, 228, 215, 228, 216, 215, 210, 219, 208, 209, 216, 229, 213, 230, 217, 230, 217, 222, 214, 215, 222, 212, 213 ] } ], "layout": { "showlegend": false, "xaxis": { "range": [ -0.5, 2.5 ], "tickmode": "array", "ticktext": [ "Adelie", "Chinstrap", "Gentoo" ], "tickvals": [ 0, 1, 2 ], "title": "color" }, "yaxis": { "title": "flipper_length_mm" } } }, "text/html": [ "
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" ], "text/plain": [ "#" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Charty.box_plot(\n", " data: penguins,\n", " x: :flipper_length_mm,\n", " y: :species\n", ")" ] }, { "cell_type": "code", "execution_count": 32, "id": "fb012222", "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "marker": { "color": "#ff7f0e" }, "name": "female", "orientation": "h", "type": "box", "x": [ 211, 210, 210, 211, 209, 214, 214, 210, 210, 209, 215, 213, 215, 210, 209, 207, 220, 213, 208, 208, 210, 217, 210, 213, 210, 210, 217, 208, 208, 208, 214, 219, 220, 216, 217, 216, 209, 215, 212, 212, 212, 218, 212, 218, 212, 214, 222, 203, 219, 215, 210, 208, 216, 213, 217, 214, 215, 212, 192, 188, 198, 178, 195, 193, 185, 190, 181, 190, 181, 187, 195, 200, 191, 187, 187, 199, 195, 192, 187, 196, 196, 190, 198, 199, 193, 187, 191, 194, 189, 195, 202, 198, 186, 195, 193, 181, 182, 185, 195, 184, 174, 189, 187, 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"Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie" ] }, { "marker": { "color": "#1f77b4" }, "name": "male", "orientation": "h", "type": "box", "x": [ 230, 218, 215, 219, 215, 216, 213, 217, 221, 222, 218, 215, 215, 215, 220, 222, 230, 220, 219, 208, 225, 216, 222, 225, 215, 220, 225, 220, 220, 224, 221, 231, 230, 229, 223, 221, 221, 230, 220, 223, 221, 224, 228, 218, 230, 228, 224, 226, 216, 225, 228, 228, 215, 219, 209, 229, 230, 230, 222, 222, 213, 196, 193, 197, 197, 198, 194, 201, 201, 197, 195, 191, 193, 197, 200, 205, 201, 203, 195, 210, 205, 210, 196, 201, 212, 187, 201, 203, 197, 203, 202, 206, 207, 193, 210, 181, 190, 195, 191, 198, 197, 194, 180, 185, 180, 183, 180, 178, 184, 196, 190, 184, 195, 196, 190, 182, 191, 188, 200, 191, 193, 194, 195, 192, 192, 188, 198, 190, 197, 195, 184, 195, 196, 193, 194, 190, 189, 205, 186, 208, 196, 192, 203, 190, 184, 190, 197, 191, 197, 196, 199, 189, 198, 202, 199, 195, 210, 197, 199, 190, 200, 193, 187, 190, 185, 190, 193, 201 ], "y": [ "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Gentoo", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Chinstrap", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie", "Adelie" ] } ], "layout": { "boxmode": "group", "legend": { "title": { "text": "style" } }, "showlegend": true, "xaxis": { "title": "flipper_length_mm", "zeroline": false }, "yaxis": { "range": [ -0.5, 2.5 ], "tickmode": "array", "ticktext": [ "Gentoo", "Chinstrap", "Adelie" ], "tickvals": [ 0, 1, 2 ], "title": "color" } } }, "text/html": [ "
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" ], "text/plain": [ "#" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Charty.box_plot(\n", " data: penguins,\n", " x: :flipper_length_mm,\n", " y: :species,\n", " color: :sex\n", ")" ] }, { "cell_type": "markdown", "id": "8d5464eb", "metadata": {}, "source": [ "# Summary of categorical plots\n", "\n", "Three methods:\n", "- `bar_plot`\n", "- `count_plot`\n", "- `box_plot`\n", "\n", "Three Axes:\n", "- `x` for the horizontal axis\n", "- `y` for the vertical axis\n", "- `color` for color grouping" ] }, { "cell_type": "markdown", "id": "286755ef", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Histogram" ] }, { "cell_type": "code", "execution_count": 33, "id": "2f53fe11", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "marker": { "color": "#1f77b4" }, "name": "", "opacity": 0.75, "orientation": "v", "type": "bar", "x": [ 175, 185, 195, 205, 215, 225, 235 ], "y": [ 8, 69, 113, 38, 71, 35, 8 ] } ], "layout": { "bargap": 0.05, "showlegend": false, "xaxis": { "title": "flipper_length_mm" }, "yaxis": { "title": "Count" } } }, "text/html": [ "
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" ], "text/plain": [ "#" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Charty.hist_plot(\n", " data: penguins,\n", " x: :flipper_length_mm\n", ")\n", "\n", "# The following usage also works.\n", "#\n", "# Charty.hist_plot(\n", "# data: penguins[:flipper_length_mm]\n", "# )" ] }, { "cell_type": "markdown", "id": "42c0a710", "metadata": {}, "source": [ "The default count of bins are calculated by Sturges' formula below:\n", "\n", "$$ N = \\lceil 1 + \\log_2 n \\rceil $$\n", "\n", "where $n$ is the length of the input array, $N$ is the number of bins." ] }, { "cell_type": "code", "execution_count": 34, "id": "2f803343", "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "marker": { "color": "#1f77b4" }, "name": "", "opacity": 0.75, "orientation": "v", "type": "bar", "x": [ 173.475, 176.425, 179.375, 182.325, 185.275, 188.225, 191.175, 194.125, 197.075, 200.025, 202.975, 205.925, 208.875, 211.825, 214.775, 217.725, 220.675, 223.625, 226.575, 229.525 ], "y": [ 2, 1, 10, 12, 23, 29, 42, 37, 28, 16, 9, 6, 27, 15, 26, 16, 19, 9, 5, 9 ] } ], "layout": { "bargap": 0.05, "showlegend": false, "xaxis": { "title": "flipper_length_mm" }, "yaxis": { "title": "Count" } } }, "text/html": [ "
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" ], "text/plain": [ "#" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Charty.hist_plot(\n", " data: penguins,\n", " x: :flipper_length_mm,\n", " bins: 20\n", ")" ] }, { "cell_type": "code", "execution_count": 35, "id": "1fea29da", "metadata": { "scrolled": false }, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "data": [ { "marker": { "color": "#1f77b4" }, "name": "Adelie", "opacity": 0.5, "orientation": "v", "type": "bar", "x": [ 174.95, 180.85000000000002, 186.75, 192.64999999999998, 198.55, 204.45, 210.35000000000002, 216.25, 222.14999999999998, 228.05 ], "y": [ 3, 19, 43, 58, 22, 4, 2, 0, 0, 0 ] }, { "marker": { "color": "#ff7f0e" }, "name": "Chinstrap", "opacity": 0.5, "orientation": "v", "type": "bar", "x": [ 174.95, 180.85000000000002, 186.75, 192.64999999999998, 198.55, 204.45, 210.35000000000002, 216.25, 222.14999999999998, 228.05 ], "y": [ 0, 3, 9, 21, 22, 9, 4, 0, 0, 0 ] }, { "marker": { "color": "#2ca02c" }, "name": "Gentoo", "opacity": 0.5, "orientation": "v", "type": "bar", "x": [ 174.95, 180.85000000000002, 186.75, 192.64999999999998, 198.55, 204.45, 210.35000000000002, 216.25, 222.14999999999998, 228.05 ], "y": [ 0, 0, 0, 0, 0, 2, 36, 42, 28, 14 ] } ], "layout": { "bargap": 0.05, "barmode": "overlay", "legend": { "title": { "text": "species" } }, "showlegend": true, "xaxis": { "title": "flipper_length_mm" }, "yaxis": { "title": "Count" } } }, "text/html": [ "
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" ], "text/plain": [ "#" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Charty.hist_plot(\n", " data: penguins,\n", " x: :flipper_length_mm,\n", " color: :species\n", ")" ] }, { "cell_type": "markdown", "id": "d353e8b2", "metadata": {}, "source": [ "# Summary of distribution plot\n", "\n", "One method:\n", "- `hist_plot`\n", "\n", "Two axes:\n", "- `x` for the horizontal axis\n", "- `color` for color grouping" ] }, { "cell_type": "code", "execution_count": null, "id": "2702c7e4", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Ruby 3.0.2", "language": "ruby", "name": "ruby" }, "language_info": { "file_extension": ".rb", "mimetype": "application/x-ruby", "name": "ruby", "version": "3.0.2" } }, "nbformat": 4, "nbformat_minor": 5 }