{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "df = pd.read_parquet(\"ASMS-nodes.parquet\")\n", "[x,y,z] = np.hsplit(np.vstack(df[\"S1\"]),3)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 [-0.03639629823712, 0.363365523203351, 0.00944...\n", "1 [0.125366029263795, -0.38030901219380103, 0.01...\n", "2 [-0.31602207203862, 0.24499424739325049, 0.012...\n", "3 [0.31602155815302, 0.2449949092672041, 0.01269...\n", "4 [-0.01819920434875, -0.43458247698438285, 0.01...\n", " ... \n", "670 [0.496901570189443, -0.08181493026818662, 0.02...\n", "671 [0.503452695590093, -0.009443037119758902, 0.0...\n", "672 [0.499518433603219, 0.06311817631832842, 0.023...\n", "673 [0.460738174452999, 0.20279117846209022, 0.023...\n", "674 [0.304725764235315, 0.40050765595964666, 0.023...\n", "Name: S1, Length: 675, dtype: object" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"S1\"]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "from scipy.io import savemat\n", "savemat(\"M2S1nodes.mat\",{\"nodes\": np.vstack(df[\"S1\"]).flatten()})" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 2.36267081e-10, 6.71286166e-10, 9.99554037e-07, -7.25628942e-11,\n", " 1.28305153e-10, -3.85894561e-11])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "r = np.vstack(df[\"M2RigidBodyMotions\"]).ravel()\n", "r[:6]" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.read_parquet(\"m2_rbms-Rx_1.parquet\")\n", "w = np.vstack(df[\"FaceSheetFigure#1\"])\n", "plt.tripcolor(x.ravel(),y.ravel(),w.ravel())\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df = pd.read_parquet(\"data.parquet\")\n", "w = np.vstack(df[\"FaceSheetFigure#1\"])\n", "plt.tripcolor(x.ravel(),y.ravel(),w.ravel())\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 2 }