{ "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/0.5.3/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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial, we will read-in or create a few different data sets. For ease of reading, we defer the specifics until later sections." ] }, { "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": [ "## 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": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img = np.ones([1000, 1000]) * 2**12 / 2\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": [ { "data": { "image/png": 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\n", 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" ] }, "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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\n", 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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": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "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": [ { "data": { "image/png": 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\n", "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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\n", 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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": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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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": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img2d = pd.DataFrame(img2)\n", "img2d['Distribution'] = 'A'\n", "img3d = pd.DataFrame(img3)\n", "img3d['Distribution'] = 'B'\n", "fcp.hist(pd.concat([img2d, img3d]), 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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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.nq(pd.concat([img2d, img3d]), 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": {}, "outputs": [ { "data": { "image/png": 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\n", "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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Read an image\n", "url = 'https://imagesvc.meredithcorp.io/v3/mm/image?q=85&c=sc&rect=0%2C214%2C2000%2C1214&poi=%5B920%2C546%5D&w=2000&h=1000&url=https%3A%2F%2Fstatic.onecms.io%2Fwp-content%2Fuploads%2Fsites%2F47%2F2020%2F10%2F07%2Fcat-in-pirate-costume-380541532-2000.jpg' # noqa\n", "imgr = imageio.imread(url)\n", "\n", "# Convert to grayscale\n", "r, g, b = imgr[:, :, 0], imgr[:, :, 1], imgr[:, :, 2]\n", "gray = 0.2989 * r + 0.5870 * g + 0.1140 * b\n", "\n", "# Convert image data to pandas DataFrame and scale to 12-bits\n", "img_cat = pd.DataFrame(gray * 2**4)\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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\n", 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" ] }, "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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.nq(img_cat, marker_size=4, line_width=2, sigma=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "

\n", "

Note there is currently 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 check on a custom `sigma` value

\n", "
" ] }, { "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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\n", "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. Note that more points will slow the calculation time." ] }, { "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": [ "fcp.nq(img_cat, marker_size=4, line_width=2, step_inner=0.2, step_tail=0.05)" ] }, { "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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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.nq(img2d, 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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\n", 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