{ "cells": [ { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "plt.style.use(\"dark_background\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def load(name):\n", " data = pd.read_parquet(name+\".parquet\")\n", " return np.vstack(data[\"Wavefront\"]).reshape(769, -1)\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(load(\"raw-polishing_769\"))\n", "plt.colorbar()\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(load(\"print-through_769\"))\n", "plt.colorbar()\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(load(\"soak1deg_769\"))\n", "plt.colorbar()\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(load(\"raw-polishing_print-through_soak1deg_769\"))\n", "plt.colorbar()\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = load(\"raw-polishing_print-through_soak1deg_769\")\n", "polish = load(\"raw-polishing_769\")\n", "plt.imshow(data-polish)\n", "plt.colorbar()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "interpreter": { "hash": "caf1c2fcf97217de91eafa76b907d50f9ea378f5ffbee7f571142d119bb6a771" }, "kernelspec": { "display_name": "Python 3.6.10 ('base')", "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": "3.6.10" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }