{ "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": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline\n", "import fivecentplots as fcp\n", "import pandas as pd\n", "import numpy as np\n", "import os, sys, pdb\n", "osjoin = os.path.join\n", "db = pdb.set_trace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read sample data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data.csv'))\n", "df_box = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data_box.csv'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set theme" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Other" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "SHOW = False" ] }, { "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": 5, "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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\n", 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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(df=sub, x='Voltage', y='I [A]', legend='Die', show=SHOW)" ] }, { "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. By default, 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 divided by 100. 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": "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 set limit values as keywords in the plot command. The following axis can be specified:\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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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend='Die', show=SHOW, \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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend='Die', show=SHOW, \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": [ "We can accomplish the same thing with `auto_scale=True` if we specify the y-axis range explictly (note that we are including the `ax_limit_padding` of 0.05 to match exactly):" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y='I [A]', legend='Die', show=SHOW, \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', \n", " xmax=1.2, ymin=-0.06275, ymax=1.31775)" ] }, { "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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now add limits to the shared x-axis:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, 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 in this case we see that both the primary and the seconday 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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, 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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, show=SHOW, 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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=False, show=SHOW, 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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=False, show=SHOW, 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: \"<quantile>q\".
\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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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df_box, y='Value', groups=['Batch', 'Sample'], filter='Batch==101', show=SHOW)" ] }, { "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 (see `here `_)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df_box, y='Value', groups=['Batch', 'Sample'], filter='Batch==101', show=SHOW, ymax='95q')" ] }, { "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: \"<factor>*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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df=df_box, y='Value', groups=['Batch', 'Sample'], filter='Batch==101', show=SHOW, \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", "
    \n", "
  • `share_x`
  • \n", "
  • `share_x2`
  • \n", "
  • `share_y`
  • \n", "
  • `share_y2`
  • \n", "
  • `share_z`
  • \n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shared axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, gridded 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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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sub = df[(df.Substrate=='Si') & (df['Target Wavelength']==450)].copy()\n", "fcp.plot(df=sub, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \\\n", " show=SHOW, 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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sub = df[(df.Substrate=='Si') & (df['Target Wavelength']==450)].copy()\n", "fcp.plot(df=sub, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \\\n", " show=SHOW, ax_size=[225, 225], share_x=False, share_y=False)" ] }, { "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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sub = df[(df.Substrate=='Si') & (df['Target Wavelength']==450)].copy()\n", "fcp.plot(df=sub, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \\\n", " show=SHOW, ax_size=[225, 225], separate_ticks=True, separate_labels=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: for `wrap` plots based on column values, axis sharing is forced to `True` and cannot be overriden." ] }, { "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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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sub = df[(df.Substrate=='Si') & (df['Target Wavelength']==450)].copy()\n", "fcp.plot(df=sub, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \\\n", " show=SHOW, ax_size=[225, 225], share_row=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Share columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly for `cow` 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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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sub = df[(df.Substrate=='Si') & (df['Target Wavelength']==450)].copy()\n", "fcp.plot(df=sub, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \\\n", " show=SHOW, ax_size=[225, 225], share_col=True)" ] }, { "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 over and over with increasing index. When applied to axis ranges, this means we can specify:\n", "* a single value loop that gives 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", "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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\n", 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