diff --git a/.ipynb_checkpoints/NPBinaryPlots-checkpoint.ipynb b/.ipynb_checkpoints/NPBinaryPlots-checkpoint.ipynb new file mode 100644 index 0000000..698c32a --- /dev/null +++ b/.ipynb_checkpoints/NPBinaryPlots-checkpoint.ipynb @@ -0,0 +1,229 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "img=np.load(r'C:\\Users\\hoodl\\Desktop\\img.npy')\n", + "bcg=np.load(r'C:\\Users\\hoodl\\Desktop\\bcg.npy')\n", + "img2=np.load(r'C:\\Users\\hoodl\\Desktop\\img2.npy')\n", + "\n", + "plt.imshow(img)\n", + "plt.colorbar()\n", + "plt.show()\n", + "\n", + "plt.imshow(img2)\n", + "plt.colorbar()\n", + "plt.show()\n", + "\n", + "plt.imshow(bcg)\n", + "plt.colorbar()\n", + "plt.show()\n", + "\n", + "sub=img/bcg\n", + "#sub[sub >1] = 1\n", + "\n", + "print(np.max(bcg+1),np.max(img+1))\n", + "print(np.min(bcg+1),np.min(img+1))\n", + "plt.imshow(sub)\n", + "plt.colorbar()\n", + "plt.show()\n", + "\n", + "\n", + "plt.hist(sub.ravel(), 50)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5.95" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "23.8/4" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "65536" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "2**16" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.004714045207910317" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sqrt(45000)/45000" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "bcg=np.load(r'C:\\Users\\hoodl\\Desktop\\bcg.npy')\n", + "\n", + "plt.imshow(bcg)\n", + "plt.colorbar()\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/NPBinaryPlots.ipynb b/NPBinaryPlots.ipynb new file mode 100644 index 0000000..698c32a --- /dev/null +++ b/NPBinaryPlots.ipynb @@ -0,0 +1,229 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "img=np.load(r'C:\\Users\\hoodl\\Desktop\\img.npy')\n", + "bcg=np.load(r'C:\\Users\\hoodl\\Desktop\\bcg.npy')\n", + "img2=np.load(r'C:\\Users\\hoodl\\Desktop\\img2.npy')\n", + "\n", + "plt.imshow(img)\n", + "plt.colorbar()\n", + "plt.show()\n", + "\n", + "plt.imshow(img2)\n", + "plt.colorbar()\n", + "plt.show()\n", + "\n", + "plt.imshow(bcg)\n", + "plt.colorbar()\n", + "plt.show()\n", + "\n", + "sub=img/bcg\n", + "#sub[sub >1] = 1\n", + "\n", + "print(np.max(bcg+1),np.max(img+1))\n", + "print(np.min(bcg+1),np.min(img+1))\n", + "plt.imshow(sub)\n", + "plt.colorbar()\n", + "plt.show()\n", + "\n", + "\n", + "plt.hist(sub.ravel(), 50)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5.95" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "23.8/4" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "65536" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "2**16" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.004714045207910317" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sqrt(45000)/45000" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "bcg=np.load(r'C:\\Users\\hoodl\\Desktop\\bcg.npy')\n", + "\n", + "plt.imshow(bcg)\n", + "plt.colorbar()\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}