{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Grids and ticks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section demonstrates options available for axes grids and ticks." ] }, { "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 seaborn as sns\n", "import os, sys, pdb\n", "osjoin = os.path.join\n", "db = pdb.set_trace" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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SubstrateTarget WavelengthBoost LevelTemperature [C]DieVoltageI SetI [A]
0Si4500.225(1,1)0.00.00.0
1Si4500.225(1,1)0.10.00.0
2Si4500.225(1,1)0.20.00.0
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4Si4500.225(1,1)0.40.00.0
\n", "
" ], "text/plain": [ " Substrate Target Wavelength Boost Level Temperature [C] Die Voltage \\\n", "0 Si 450 0.2 25 (1,1) 0.0 \n", "1 Si 450 0.2 25 (1,1) 0.1 \n", "2 Si 450 0.2 25 (1,1) 0.2 \n", "3 Si 450 0.2 25 (1,1) 0.3 \n", "4 Si 450 0.2 25 (1,1) 0.4 \n", "\n", " I Set I [A] \n", "0 0.0 0.0 \n", "1 0.0 0.0 \n", "2 0.0 0.0 \n", "3 0.0 0.0 \n", "4 0.0 0.0 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(osjoin(os.path.dirname(fcp.__file__), 'tests', 'fake_data.csv'))\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set theme" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Optionally set design 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": [ "## Grids" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Grid properties apply to a specific axis: \n", "\n", "\n", "fivecentplots allows you to adjust all major and all minor grids together (using `grid_major_` as a keyword prefix) or to adjust only a specific axis (using `grid_major__` as a keyword prefix." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Major grid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, only major gridlines for the primary axes are visible in a plot. Notice below that the secondary y-axis has tick marks only." ] }, { "cell_type": "code", "execution_count": 5, "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": [ "We can disable both primary gridlines using the `grid_major` keyword:" ] }, { "cell_type": "code", "execution_count": 6, "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", " grid_major=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or just disable one gridline by specifying the axis of interest in our keyword:" ] }, { "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=['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", " grid_major_y=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also turn on the secondary y-axis grid and give it a distinct look:" ] }, { "cell_type": "code", "execution_count": 8, "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=['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", " grid_major_y2=True, grid_major_y2_style='--')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately when using the matplotlib engine, the secondary grid lies above the plot on the primary grid which is not ideal. This is why the secondary grid lines are disabled by default." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Minor grid" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Minor grids are off by default by can be enabled and styled using either the `grid_minor` family of keywords to batch address all primary axes or the `grid_minor_` family of keywords to change a single 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)\"',\n", " grid_minor=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tick marks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visibility" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tick marks are controlled by keywords with the prefix `ticks_major` or `ticks_minor` and, like gridlines, can be controlled as one for major and minor ticks or by specific axis. They enabled by default on the inside of the plot whenever a grid line is enabled. However, you can enable tick marks without enabling grid lines:" ] }, { "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", " ticks_minor=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Style" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All tick mark parameters can be changed via keywords at the time of plot execution or in the theme file. Consider the option below:" ] }, { "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", " ticks_major_direction='out', ticks_major_color='#aaaaaa', ticks_major_length=5, ticks_major_width=0.8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Increment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of specifying a number of tick marks to display, for major tick marks in fivecentplots we specify the tick increment." ] }, { "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", " ticks_major_y_increment=0.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For minor ticks however, it is easier to specify the number of minor ticks to use via the `ticks_minor__number` keyword. The interval between minor ticks will then be calculated automatically. Setting the number of ticks automatically turns on the tick marks without setting `ticks_minor_=True`. Note that this option only works for linearly scaled axis. Minor log axis will always have 8 minor ticks with log spacing. " ] }, { "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=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ticks_minor_x_number=5, ticks_minor_y_number=10, ticks_minor_y2_number=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or with a log scale on the y-axis (notice the number keywords for the y-axis are ignored):" ] }, { "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=True, show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ticks_minor_x_number=5, ticks_minor_y_number=10, ticks_minor_y2_number=4, ax_scale='logy', ax2_scale='linear')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tick labels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### General comments" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to tick markers, we can control the labels associated with those markers for both major and minor axes. Note the following:\n", "
    \n", "
  • Tick marks are automatically enabled if tick labels are enabled
  • \n", "
  • Tick labels are not automatically enbaled when tick marks are enabled, but they are automatically disabled if tick marks are disabled
  • \n", "
  • Major tick labels are always on by default unless shut off intentionally
  • \n", "
  • Minor tick labels are always off by default and must be turned on intentionally
  • \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Turn off all ticks
\n", "(Notice the labels are also turned off)" ] }, { "cell_type": "code", "execution_count": 15, "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", " ticks_major=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Turn on minor ticks
\n", "This is done using the `tick_labels_minor` family of keywords:" ] }, { "cell_type": "code", "execution_count": 16, "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]', show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " tick_labels_minor=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tick cleanup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One issue with tick labels is the potential for overlap depeding on the number of ticks displayed and the size of the plot. fivecentplots employs an algorithm that looks for tick label collision problems within a plot and between subplots and throws out certain labels while leaving the actual tick mark intact. Consider the following example:" ] }, { "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.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", " tick_labels_minor=True, ax_scale='logy', ax2_scale='lin', ticks_minor_x_number=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that not all ticks have labels, but not all ticks have labels. For instance, the x-axis has 5 ticks as specified by `ticks_major_x_number=5`, but only the 2nd and 4th tick labels are displayed. This is the result of tick cleanup. We can disable the cleanup algorithm by setting the keyword `tick_cleanup=False`. This may produce an undesirable result:" ] }, { "cell_type": "code", "execution_count": 18, "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", " tick_labels_minor=True, ax_scale='logy', ax2_scale='lin', ticks_minor_x_number=5, tick_cleanup=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To fit more tick labels in, try increasing the axes size and rotating the tick labels (if applicable):" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": false }, "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=['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", " tick_labels_minor=True, ax_scale='logy', ax2_scale='lin', ticks_minor_x_number=5,\n", " ax_size=[600,400], tick_labels_minor_x_rotation=90) #### Y2 TICKS!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scientific notation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Linear scale axis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, fivecentplots will attempt to make an intelligent decision about how to display tick labels when the range of data and/or the discrete tick values are very small/large. Consider the following example with very small `y` values. Notice that the values on the y axis default to exponential notation rather than explictly writing out 18 zeros after the decimal place." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(1, 10, 10)\n", "y = np.linspace(1E-19, 1E-18, 10)\n", "fcp.plot(pd.DataFrame({'x': x, 'y': y}), x='x', y='y')" ] }, { "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": [ "x = np.linspace(1, 10, 10)\n", "y = np.linspace(1E18, 1E19, 10)\n", "fcp.plot(pd.DataFrame({'x': x, 'y': y}), x='x', y='y')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can disable the auto-formatting of ticks by setting the keywords `sci_x` and/or `sci_y` to `False`. In this particular example, this would be a really poor choice." ] }, { "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": [ "x = np.linspace(1, 10, 10)\n", "y = np.linspace(1E18, 1E19, 10)\n", "fcp.plot(pd.DataFrame({'x': x, 'y': y}), x='x', y='y', sci_y=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Log scale axis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now consider the following log-scaled plot. By default, the major tick labels for a log axis are powers of 10 if the values are large." ] }, { "cell_type": "code", "execution_count": 23, "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', show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ax_scale='logy', ymin=0.00001, ymax=100000000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can force the tick values to regular numerals as we did above by setting the keywords `sci_x` and/or `sci_y` to `False`. " ] }, { "cell_type": "code", "execution_count": 24, "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='Voltage', show=SHOW, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ax_scale='logy', ymin=0.00001, ymax=100000000, sci_y=False,\n", " filename=r'C:\\GitHub\\fivecentplots\\fivecentplots\\tests\\test_images\\ticks.py\\log_sci_imaster.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly we can force tick marks of a log-scaled axis to exponential notation by setting the keywords `sci_x` and/or `sci_y` to `True`." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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