{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# nq" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section describes various options available for normal quantile plots in **fivecentplots**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See the full API https://endangeredoxen.github.io/fivecentplots/0.6.0/api/nq.html#nq" ] }, { "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", "import numpy as np\n", "from pathlib import Path\n", "import imageio.v3 as imageio" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can optionally set the design theme (but we will skip here and use the default):" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#fcp.set_theme('gray')\n", "#fcp.set_theme('white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Input data format" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`fcp.nq` supports input data of two formats:\n", "\n", "1. tabular data found in a `pd.DataFrame` (with or without grouping columns)\n", "\n", "2. image data, either as a single `np.array` or a `dict` of `np.array`s with a `pd.DataFrame` consisting of grouping information (see imshow documentation for a more detailed explanation of this format)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Background" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A normal quantile plot (a.k.a. a normal probability plot) displays +/- sigma values relative to the mean (where sigma = 0) of a given dataset. A range of sigma values (say -4 sigma to +4 sigma) is converted into a range of quantiles (i.e., percentiles) which are then each calculated for the full dataset. The result is a XY plot of sigma on the y-axis vs some value on the x-axis. If the dataset consists of a normal distribution, this plot will yield a straight line. In essence the `nq` plot shows you how much a dataset deviates from that of a normal distribution with the same mean. \n", "\n", "The dataset for this plot type must be numerical and the number of data points will determine the max/min sigma value that can be reached (more == larger sigma). These plots are useful in a variety of situations such production-line manufacturing data, semiconductor array performance (i.e., voltage thresholds of 2D memory arrays or defect pixel analysis of image sensors), or other cases when you want to compare the distributions of two or more datasets. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Normal distribution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To demonstrate the value of the normal quantile plot, we use an example from image sensor development and consider a 2D array of signal values for CMOS pixels exposed to a narrow-band light source. Let's assume our array is 1000 x 1000 pixels, has a mean signal value at the mid-level of a 12-bit scale, and has noise that is normally distributed about the mean:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "img = np.ones([1000, 1000]) * 2**12 / 2\n", "np.random.seed(19680802)\n", "img += np.random.normal(-0.025*img.mean(), 0.025*img.mean(), img.shape)\n", "fcp.imshow(img, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The histogram of this distribution is a bell-shape curve with some noise (see here for more details on `hist` plots):" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: histograms of image data with float values is slow; consider using ints instead\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(img, **fcp.HIST)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can recast these signal values as a normal quantile plot to get more insight into the distribution. Observe that the result is very close to a straight line, except at the extreme values of sigma where the actual number of data points is quite low so the impact of random noise is more apparent. This result is expected because we applied a normal distribution of noise to the array data." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.nq(img, marker_size=4, line_width=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Outliers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now consider the real-life situation where our dataset contains outliers that are not normally distributed. Continuing with our image sensor example, these outliers are referred to as defect pixels. We'll include both dark pixels (i.e., defect pixels that have low signal) and hot pixels (i.e., defect pixels with high signal) that are randomly placed outside of the normal distribution created above. Think \"salt and pepper\" noise..." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img2 = img.copy()\n", "\n", "dark_pixel_qty = 10\n", "dark_pixel_values = np.random.randint(0, img.min(), dark_pixel_qty)\n", "for pixel in range(0, dark_pixel_qty):\n", " x, y = np.random.randint(0, 1000), np.random.randint(0, 1000)\n", " img2[x, y] = dark_pixel_values[pixel]\n", "\n", "hot_pixel_qty = 120\n", "hot_pixel_values = np.random.randint(img.max(), 2**12, hot_pixel_qty)\n", "for pixel in range(0, hot_pixel_qty):\n", " x, y = np.random.randint(0, 1000), np.random.randint(0, 1000)\n", " img2[x, y] = hot_pixel_values[pixel]\n", "\n", "fcp.imshow(img2, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we plot the histogram we can see the defect pixels, but because they are randomly dispersed the actual count of defect pixels is usually between 0-2 at any given signal value. This makes it difficult to make any conclusions about these outliers based only on a histogram." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: histograms of image data with float values is slow; consider using ints instead\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.hist(img2, **fcp.HIST)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the normal quantile plot, these outliers become extremely obvious and we clearly see how they deviate sharply from the normal distribution. We can draw quantitative conclusions about the tails of the distribution that we could not make with only the histogram." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.nq(img2, marker_size=4, line_width=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparing distributions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we will demonstrate how the normal quantile plot allows us to better compare two distributions than simple histograms. Let's create another image with a slightly different mean and noise profile and a different quantity (more than the last example) and range (lower than the last example) of defect pixels:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img3 = np.ones([1000, 1000]) * 2**12 / 2\n", "img3 += np.random.normal(-0.035*img3.mean(), 0.035*img3.mean(), img.shape)\n", "\n", "dark_pixel_qty2 = 20\n", "dark_pixel_values = np.random.randint(500, img.min(), dark_pixel_qty2)\n", "for pixel in range(0, dark_pixel_qty):\n", " x, y = np.random.randint(0, 1000), np.random.randint(0, 1000)\n", " img3[x, y] = dark_pixel_values[pixel]\n", "\n", "hot_pixel_qty2 = 240\n", "hot_pixel_values = np.random.randint(img.max(), 3500, hot_pixel_qty2)\n", "for pixel in range(0, hot_pixel_qty):\n", " x, y = np.random.randint(0, 1000), np.random.randint(0, 1000)\n", " img3[x, y] = hot_pixel_values[pixel]\n", "\n", "fcp.imshow(img3, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we pack these two distributions in `DataFrames` with labels to easily use fivecentplots to overlay the datasets. From the histogram overaly, we can see the distributions are different but it is quite difficult to draw comparisons of the defect pixel populations." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: histograms of image data with float values is slow; consider using ints instead\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.DataFrame({'Distribution': ['A', 'B']}, index=[0, 1])\n", "imgs = {}\n", "imgs[0] = img2\n", "imgs[1] = img3\n", "fcp.hist(df, imgs=imgs, legend='Distribution', **fcp.HIST)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the normal quantile plot, we can very clearly see the tail of the distributions from these two images is quite different and we can make quantitative conclusions about them. We can also clearly see the difference in mean and the slope of curve around the mean (indicating different normal distribution standard deviation). This is the power of the normal quantile plot." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.nq(df, imgs=imgs, legend='Distribution', marker_size=4, line_width=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1D dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now consider a basic 1D dummy dataset:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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BatchSampleRegionValueID
01011Alpha1233.5ID701223A
11011Alpha1230.0ID7700-1222B
21011Alpha1233.3ID701223A
31011Alpha1233.2ID7700-1222B
41011Alpha1234.0ID701223A
\n", "
" ], "text/plain": [ " Batch Sample Region Value ID\n", "0 101 1 Alpha123 3.5 ID701223A\n", "1 101 1 Alpha123 0.0 ID7700-1222B\n", "2 101 1 Alpha123 3.3 ID701223A\n", "3 101 1 Alpha123 3.2 ID7700-1222B\n", "4 101 1 Alpha123 4.0 ID701223A" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data_box.csv')\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this case, we need to supply the name of the `DataFrame` column containing the data to plot. Because our dataset is relatively small, the `nq` plot is unable to calculate very large sigma values." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.nq(df, x='Value', marker_size=4, line_width=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Real image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we revisit the real image data of our favorite costumed kitten:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img_rgb = imageio.imread(Path(fcp.__file__).parent / 'test_data/imshow_cat_pirate.png')\n", "img_cat = fcp.utl.img_grayscale(img_rgb, bit_depth=12)\n", "fcp.imshow(img_cat, cmap='gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `nq` plot quickly tells us that our distribution is not normal and we have significant tails in the distribution:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.nq(img_cat, marker_size=4, line_width=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## nq calculation parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because the `nq` plot requires multiple (potentially) costly computations of percentiles, this plot allows you to tailor the density of points near sigma=0 and the tails separately (see the top of this page for a description of all calculation parameters)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Custom sigma range" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Assume we want to ignore the tail of the distribution and just consider the +/- 2 sigma range. This is done by passing the keyword `sigma`:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.nq(img_cat, marker_size=4, line_width=2, sigma=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ".. warning:: Nothing that prevents you from supplying a meaningless number for `sigma`. For instance, if your dataset is small you may not have enough points to calculate +/-3 sigma accurately. The auto-calculation of sigma will handle this, but there is no validation on user-provided `sigma` values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Custom tail" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now suppose you only consider +/-4 sigma to be the tail of your distribution. You can change that using the keyword `tail`. Notice the increased density of tail points now starts only at +/-4 sigma." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.nq(img_cat, marker_size=4, line_width=2, tail=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Point density" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sigma spacing between tail and non-tail points can be controlled separately using `step_tail` and `step_inner` keywords, respectively:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.nq(img_cat, marker_size=4, line_width=2, step_inner=0.2, step_tail=0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "..caution:: increasing the number of points will slow the calculation time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Line fit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One convenient way to quantify a tail distribution is to consider how much it deviates from normality. fivecentplots facilitates this analysis easily using the keyword `fit` and setting an appropriate fit range. If we consider or image from above with a normal distribution and outlier pixels, we could fit a line from 0 to 1 sigma and see the delta between the expected normal distribution in the tail region vs the actual. For this example a normal distribution would have a +4 sigma value of ~2200 vs the actual value of ~3700. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.nq(img2, marker_size=4, line_width=2, fit=True, fit_range_y=[0, 1], grid_minor=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Styles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Style for `nq` plots follow the same rules as those of `xy` plots. Please see the style tutorial and the plot tutorial for more details. But a quick example could look like this:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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