{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "####
ESF projekt Západočeské univerzity v Plzni reg. č. CZ.02.2.69/0.0/0.0/16 015/0002287
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# USVP 2\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "source": [ "# priprava pro Jupyter notebook\n", "%pylab inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Averaging over multiple images." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", "Figure 1 Example of averaging over multiple images. Inputs (left and middle image) and result (right image) \n", "
" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import skimage\n", "import skimage.data\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "image/svg+xml": [ "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n" ], "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Load image coins from skimage.data\n", "img = skimage.data.coins()\n", "\n", "# Matplotlib show image like matrix (numpy ndimage)\n", "plt.imshow(img, cmap=\"gray\") # colormap grayscale\n", "plt.show() # nothing showed without this line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Average filter" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def avg_filter(img, size):\n", " \"\"\"\n", " Function avg_filter\n", "\n", " Function applies average filter with defined size on the input image. \n", " The function doesn't work with the img borders. \n", " Thus, the new image is smaller than the input (new_img_size_x == img_size_x - floor(size/2), same for y)\n", "\n", " @param img input image\n", " @param size size of the avg filter. size == 3 + 2*k , k = 0,1,2,... \n", "\n", " \"\"\"\n", " if (size % 2) == 0:\n", " return None\n", " if (size == 1):\n", " return None\n", " h = (size // 2)\n", " output = np.zeros([img.shape[0]-(2*h), img.shape[1]-(2*h)])\n", " mask = np.ones([size,size]) * (1/(size*size))\n", " for y in range(h, img.shape[0] - h):\n", " for x in range(h, img.shape[1] - h):\n", " output[y - h, x -h] = np.sum(img[y-h:y+h+1,x-h:x+h+1] * mask)\n", " return output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example for filter size 3" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "image/svg+xml": [ "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n" ], "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "output = avg_filter(img, 3)\n", "\n", "plt.imshow(output, cmap=\"gray\") # colormap grayscale\n", "plt.show() # nothing showed without this line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example for filter size 11" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "image/svg+xml": [ "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n" ], "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "output = avg_filter(img, 11)\n", "\n", "plt.imshow(output, cmap=\"gray\") # colormap grayscale\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Median filter" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def median_filter(img, size):\n", " \"\"\"\n", " Median filter\n", "\n", " The function applies median filter of defined size on the input image. \n", " Filter iteratively grabs parts of the image and search for the median value. \n", "\n", " @param img input image\n", " @param size size of the filter \n", " \"\"\"\n", " h = (size // 2)\n", " output = np.zeros([img.shape[0]-(2*h), img.shape[1]-(2*h)])\n", " for y in range(h, img.shape[0] - h):\n", " for x in range(h, img.shape[1] - h):\n", " img_part = sorted(img[y-h:y+h+1,x-h:x+h+1].ravel())\n", " if (len(img_part) % 2) == 1:\n", " output[y - h, x -h] = img_part[(len(img_part) // 2)]\n", " else:\n", " output[y - h, x -h] = (img_part[(len(img_part) // 2) - 1] + img_part[(len(img_part) // 2)]) // 2 \n", " return output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example for filter size 11" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "image/svg+xml": [ "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n" ], "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "output = median_filter(img, 11)\n", "\n", "plt.imshow(output, cmap=\"gray\") # colormap grayscale\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Edge detection" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def edge_detect(img, mask):\n", " \"\"\"\n", " Function edge_detect\n", "\n", " Function applies mask in order to detect edges in the image. \n", "\n", " @param img input image\n", " @param mask input mask of size == 3 + 2*k , k = 0,1,2,... \n", "\n", " \"\"\"\n", " if (mask.shape[0] != mask.shape[1]):\n", " return None\n", " if (mask.shape[0] % 2) == 0:\n", " return None\n", " if (mask.shape[0] == 1):\n", " return None\n", " h = (mask.shape[0] // 2)\n", " output = np.zeros([img.shape[0]-(2*h), img.shape[1]-(2*h)])\n", " for y in range(h, img.shape[0] - h):\n", " for x in range(h, img.shape[1] - h):\n", " output[y - h, x -h] = np.sum(img[y-h:y+h+1,x-h:x+h+1] * mask)\n", " return output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Examples" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "image/svg+xml": [ "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n" ], "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Mask generation\n", "mask = np.ones([3,3])\n", "mask[:,1] = 0\n", "mask[:,2] = -1\n", "\n", "output = edge_detect(img, mask)\n", "\n", "plt.imshow(output, cmap=\"gray\") # colormap grayscale\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "image/svg+xml": [ "\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n" ], "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mask = mask.T\n", "\n", "output = edge_detect(img, mask)\n", "\n", "plt.imshow(output, cmap=\"gray\") # colormap grayscale\n", "plt.show()" ] } ], "metadata": { "file_extension": ".py", "kernelspec": { "display_name": "Python 3.6.9 64-bit", "language": "python", "name": "python36964bit219e698d358f4cfab022820e7cad1f78" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" }, "mimetype": "text/x-python", "name": "python", "npconvert_exporter": "python", "pygments_lexer": "ipython3", "version": 3 }, "nbformat": 4, "nbformat_minor": 2 }