{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data ranges" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section provides examples of how to set data ranges for a plot via keyword arguments. Options include:\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import packages:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import fivecentplots as fcp\n", "import pandas as pd\n", "from pathlib import Path" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read some dummy data for examples:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data.csv')\n", "df_box = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data_box.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Optionally set the design theme (skipping here and using default):" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Default limits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When no limits are specified, **fivecentplots** will attempt to choose reasonable axis limits automatically. This is done by subtracting or adding a percentage of the total data range to the minimum or maximum limit, respectively. Consider the following example:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "xmin=0.0, xmax=1.6\n", "ymin=0.0, ymax=1.255\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sub = df[(df.Substrate=='Si')&(df['Target Wavelength']==450)&(df['Boost Level']==0.2)&(df['Temperature [C]']==25)]\n", "print('xmin=%s, xmax=%s' % (sub['Voltage'].min(), sub['Voltage'].max()))\n", "print('ymin=%s, ymax=%s' % (sub['I [A]'].min(), sub['I [A]'].max()))\n", "fcp.plot(sub, x='Voltage', y='I [A]', legend='Die')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice the actual `x` data range goes from 0 to 1.6 but the x-limits on the plot go from -0.08 to 1.68 or 5% beyond the x-range. **fivecentplots** uses a 5% buffer on non-specified axis limits. For a log-scaled axis, the data range is calculated as `np.log10(max_val) - np.log10(min_val)` to ensure an effective 5% buffer on the linear-scale of the plot window. This percentage can be customized by keyword argument or in the theme file by setting `ax_limit_padding` to a percentage value. Additionally, the padding limit can be set differently for each axis by including the axis name and min/max target in the keyword (such as `ax_limit_padding_x_min`)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(sub, x='Voltage', y='I [A]', legend='Die', ax_limit_padding=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explicit limits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In many cases we want to plot data over a specific data range. This is accomplished by passing limit values as keywords in the plot command. The following axis can be specified:\n", "\n", "* ``x`` (primary x-axis)\n", "* ``x2`` (secondary x-axis when `twin_y=True`)\n", "* ``y`` (primary y-axis)\n", "* ``y2`` (secondary y-axis when `twin_x=True)\n", "* ``z`` (primary z-axis [for heatmaps and contours this is the colorbar axis])\n", "\n", "Each axis has a `min` or a `max` value that can be specified. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Primary axes only" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take the plot from above and zoom in to exclude most of the region where the current begins to grow exponentially. We can do this by only specifying an `xmax` limit:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', \n", " xmax=1.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that although we only specified a single limit, the y-axis range has been auto-scaled to more clearly show the data that is included in the x-axis range on interest. This scaling is controlled by the keyword `auto_scale` which is enabled by default. Without auto-scaling the plot would look as follows:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', \n", " xmax=1.2, auto_scale=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we show the data with custom ranges for all current axes:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', \n", " xmin=1.2, xmax=1.4, ymin=0, ymax=0.8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Secondary y-axis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now condsider the case of a secondary y-axis:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We add limits to the shared x-axis as follows (remember \"shared\" means there is only 1 possible range for the x-axis):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " xmin=1.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because we have a shared x-axis, both the primary and the secondary y-axis scale together when auto-scaling is enabled. As before we can disable auto-scaling if desired to treat the primary and secondary axes separately:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " xmax=1.2, auto_scale=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A similar auto-scaling effect will happen if we specify a y-limit (or a y2-limit). Again this is because the x-axis is shared and the auto-scaling algorithm filters the rows in the DataFrame based on our limits. Since both the primary `y` and the secondary `y` are columns in the same DataFrame, auto-scaling impacts both. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ymin=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple values on same axis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next consider the non-twinned case with more than one value assigned to a given axis:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=False, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here a y-limit is applied to both *all* the data on the y-axis so auto-scaling affects both curves:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=False, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ymin=0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ".. note:: Auto-scaling is not active for boxplots, contours, and heatmaps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Statistical limits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**fivecentplots** allows you to set axis limits based on some quantile percentage of the actual data or the inter-quartile range of the data. This is most useful when working with boxplots that contain outliers which we do not want to skew y-axis range." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Quantiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Quantile ranges are added to the standard min/max keywords as strings with the form: ``q``. \n", "\n", "Consider the plot below in which the boxplot for sample 2 has an outlier. The default limit will cover the entire span of the data so the `ymax` value is above this outlier." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df_box, y='Value', groups=['Batch', 'Sample'], filter='Batch==101')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Obviously we could manually set a `ymax` value to exclude this outlier, but in the case of automated plot generation we likely do not know the outlier exists in advance. Instead, we can specify a 95% quantile limit to exclude tail points in the distribution. For boxplots, if the `range_lines` option is enabled, we can still visualize that there is an outlier in the data set that exceeds the y-axis range" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df_box, y='Value', groups=['Batch', 'Sample'], filter='Batch==101', ymax='q95')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inter-quartile range" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In some cases we may want to set a limit based on the inter-quartile range of the data set (i.e., the delta between the 25% and 75% quantiles). This can also help to deal with outlier data. The value supplied to the range keyword(s) is a string of the form: ``*iqr``, where \"factor\" is a float value to be multiplied to the inter-quartile range." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df_box, y='Value', groups=['Batch', 'Sample'], filter='Batch==101', \n", " ymin='1.5*iqr', ymax='1.5*iqr')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Axes sharing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Axes sharing applies when using `row`, `col`, or `wrap` grouping to split the plot into multiple subplots. The boolean keywords of interest are:\n", "* ``share_x``\n", "* ``share_x2``\n", "* ``share_y``\n", "* ``share_y2``\n", "* ``share_z``" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shared axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, grid plots share axes ranges (and tick labels) for all axes. Because axes are shared, the tick labels and axis labels only appear on the outermost subplots:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \n", " filter='Substrate==\"Si\" & Target Wavelength==450',\n", " ax_size=[225, 225])" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Sharing can be disabled by setting the `share_` keyword for one or more of the axes to `False`. Notice that tick labels are added automatically and the spacing between plots is adjusted. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]',\n", " filter='Substrate==\"Si\" & Target Wavelength==450',\n", " ax_size=[225, 225], share_x=False, share_y=False, tick_labels_font_size=11)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also force shared axes to display their own tick labels and/or axis labels using the keywords `separate_ticks` and `separate_labels`." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=sub, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]',\n", " filter='Substrate==\"Si\" & Target Wavelength==450',\n", " ax_size=[225, 225], separate_ticks=True, separate_labels=True, tick_labels_font_size=11)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ".. note: For ``wrap`` plots based on column values, axis sharing is forced to ``True`` and cannot be overridden" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Share rows" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For `row` plots, we can opt to share both the x- and y-axis range uniquely across each row of subplots via the `share_row` keyword:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \n", " filter='Substrate==\"Si\" & Target Wavelength==450',\n", " ax_size=[225, 225], share_row=True, tick_labels_font_size=11)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Share columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly for `col` plots, we can opt to share the both the x- and y-axis range uniquely across each column of subplots via the `share_col` keyword:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \n", " filter='Substrate==\"Si\" & Target Wavelength==450',\n", " ax_size=[225, 225], share_col=True, tick_labels_font_size=11)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### No sharing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly, we can specify unique axes ranges for each plot. Each axes range variable (`xmin`, `xmax`, `ymin`, `ymax`, etc.), is a special `fcp` data type called `RepeatedList` (note this is the same data type used for specifying line color, markers, alpha, etc.). The `RepeatedList` class simply loops over a list of any arbitrary size with increasing index. When applied to axis ranges, this means we can specify:\n", "* a single value that loops to give the same value for each subplot index\n", "* a list of ranges for each plot in the grid (no looping occurs in this case)\n", "* or a partial list of ranges that is repeated (for example, a two-value list would be applied in repeating fashion to odd- and even-indexed subplots)\n", "\n", "Subplot index starts at 0 and increases column by column along a given row until the last column and then moves to the next row and continues incrementing.\n", "\n", "Consider the following example. We have size subplots with index 0, 1, 2 on the first row and 3, 4, 5 on the second. We supply 5 `xmin` values and 6 `ymax` values. The `ymax` value has been uniquely specified for each plot. However, the `xmin` value for the final plot is not uniquely specified, so the `RepeatedList` will loop back to the first value supplied. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \n", " ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', label_rc_font_size=14,\n", " xmin=[0, 0.1, 0.2, 0.3, 0.4], ymax=[1, 2, 3, 4, 5, 6], tick_labels_font_size=11)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.16" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "684px", "left": "0px", "right": "1161px", "top": "119px", "width": "211.989px" }, "toc_section_display": "block", "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 1 }