diff --git a/examples/helio_swifter_comparison/Untitled.ipynb b/examples/helio_swifter_comparison/Untitled.ipynb deleted file mode 100644 index 7d5a299df..000000000 --- a/examples/helio_swifter_comparison/Untitled.ipynb +++ /dev/null @@ -1,169 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import astropy.constants as const" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "6.6743e-11\n" - ] - } - ], - "source": [ - "AU2M = np.longdouble(const.au.value)\n", - "GMSunSI = np.longdouble(const.GM_sun.value)\n", - "print(const.G.value)\n", - "Rsun = np.longdouble(const.R_sun.value)\n", - "GC = np.longdouble(const.G.value)\n", - "JD = 86400\n", - "year = np.longdouble(365.25 * JD)\n", - "c = np.longdouble(299792458.0)\n", - "MSun_over_Mpl = np.array([6023600.0,\n", - " 408523.71,\n", - " 328900.56,\n", - " 3098708.,\n", - " 1047.3486,\n", - " 3497.898,\n", - " 22902.98,\n", - " 19412.24,\n", - " 1.35e8], dtype=np.longdouble)\n", - "\n", - "MU2KG = np.longdouble(GMSunSI / GC) #Conversion from mass unit to kg\n", - "DU2M = np.longdouble(AU2M) #Conversion from radius unit to centimeters\n", - "TU2S = np.longdouble(year) #Conversion from time unit to seconds\n", - "GU = np.longdouble(GC / (DU2M**3 / (MU2KG * TU2S**2)))\n", - "\n", - "GMSun = np.longdouble(GMSunSI / (DU2M**3 / TU2S**2))" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "int" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "type(JD)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([6.0236000000000000000e+06, 4.0852371000000002095e+05,\n", - " 3.2890055999999999767e+05, 3.0987080000000000000e+06,\n", - " 1.0473486000000000331e+03, 3.4978980000000001382e+03,\n", - " 2.2902979999999999563e+04, 1.9412240000000001601e+04,\n", - " 1.3500000000000000000e+08], dtype=float128)" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "MSun_over_Mpl" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [], - "source": [ - "np.set_printoptions(threshold = np.inf, precision=23)" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "39.476926408897626292\n" - ] - } - ], - "source": [ - "print(GU)" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "39.47692640889762571987376\n" - ] - } - ], - "source": [ - "print(\"{:.23f}\".format(GU))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "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": "3.8.6" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/examples/helio_swifter_comparison/swiftest_vs_swifter.ipynb b/examples/helio_swifter_comparison/swiftest_vs_swifter.ipynb index 997defb80..dfc6392df 100644 --- a/examples/helio_swifter_comparison/swiftest_vs_swifter.ipynb +++ b/examples/helio_swifter_comparison/swiftest_vs_swifter.ipynb @@ -8,9 +8,7 @@ "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "import pandas as pd\n", - "import swiftestio as swio\n", - "from astroquery.jplhorizons import Horizons" + "import swiftest\n" ] }, { @@ -22,14 +20,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "Reading Swifter file param.swifter.in\n" + "Reading Swifter file param.swifter.in\n", + "Reading in time 1.000e+00\n", + "Creating Dataset\n", + "Successfully converted 1462 output frames.\n", + "Swifter simulation data stored as xarray DataSet .ds\n" ] } ], "source": [ - "inparfile = 'param.swifter.in'\n", - "param = swio.read_swifter_param(inparfile)\n", - "swifterdat = swio.swifter2xr(param)" + "swiftersim = swiftest.Simulation(param_file=\"param.swifter.in\", codename=\"Swifter\")\n", + "swiftersim.bin2xr()" ] }, { @@ -41,14 +42,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "Reading Swiftest file param.swiftest.in\n" + "Reading Swiftest file param.swiftest.in\n", + "Reading in time 1.001e+00\n", + "Creating Dataset\n", + "Successfully converted 1463 output frames.\n", + "Swiftest simulation data stored as xarray DataSet .ds\n" ] } ], "source": [ - "param_file_name = 'param.swiftest.in'\n", - "config = swio.read_swiftest_config(param_file_name)\n", - "swiftestdat = swio.swiftest2xr(config)" + "swiftestsim = swiftest.Simulation(param_file=\"param.swiftest.in\")\n", + "swiftestsim.bin2xr()" ] }, { @@ -57,7 +61,7 @@ "metadata": {}, "outputs": [], "source": [ - "swiftdiff = swiftestdat - swifterdat" + "swiftdiff = swiftestsim.ds - swiftersim.ds" ] }, { @@ -87,19 +91,19 @@ { "data": { "text/plain": [ - "[,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ]" + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" ] }, "execution_count": 7, @@ -108,7 +112,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] @@ -163,19 +167,19 @@ { "data": { "text/plain": [ - "[,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ]" + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" ] }, "execution_count": 9, @@ -184,7 +188,7 @@ }, { "data": { - "image/png": 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+ "image/png": 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\n", "text/plain": [ "
" ] @@ -207,19 +211,19 @@ { "data": { "text/plain": [ - "[,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ]" + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" ] }, "execution_count": 10, @@ -228,7 +232,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -251,19 +255,19 @@ { "data": { "text/plain": [ - "[,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ]" + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" ] }, "execution_count": 11, @@ -272,7 +276,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -295,19 +299,19 @@ { "data": { "text/plain": [ - "[,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ]" + "[,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ]" ] }, "execution_count": 12, @@ -316,7 +320,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -341,9 +345,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "swiftestOOF", "language": "python", - "name": "python3" + "name": "swiftestoof" }, "language_info": { "codemirror_mode": { @@ -355,7 +359,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.6" + "version": "3.7.10" } }, "nbformat": 4,