From a631f03b2e3f7fb74b386f1cd084994fccb97869 Mon Sep 17 00:00:00 2001 From: Ariel Werle Date: Mon, 17 Feb 2020 14:27:31 -0300 Subject: [PATCH] Minor changes --- fun_with_bagpipes.ipynb | 142 ++++------------------------------------ 1 file changed, 14 insertions(+), 128 deletions(-) diff --git a/fun_with_bagpipes.ipynb b/fun_with_bagpipes.ipynb index f498380..4149b1d 100644 --- a/fun_with_bagpipes.ipynb +++ b/fun_with_bagpipes.ipynb @@ -11,30 +11,9 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "ERROR: Could not load MultiNest library \"libmultinest.so\"\n", - "ERROR: You have to build it first,\n", - "ERROR: and point the LD_LIBRARY_PATH environment variable to it!\n", - "ERROR: manual: http://johannesbuchner.github.com/PyMultiNest/install.html\n", - "\n", - "\n", - "ERROR: Could not load MultiNest library: libmultinest.so\n", - "ERROR: You have to build MultiNest,\n", - "ERROR: and point the LD_LIBRARY_PATH environment variable to it!\n", - "ERROR: manual: http://johannesbuchner.github.com/PyMultiNest/install.html\n", - "\n", - "problem: libmultinest.so: cannot open shared object file: No such file or directory\n", - "Bagpipes: PyMultiNest import failed, fitting will be unavailable.\n" - ] - } - ], + "outputs": [], "source": [ "import bagpipes as pipes\n", "import numpy as np" @@ -49,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -91,34 +70,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = model.sfh.plot()\n", "fig = model.plot()" @@ -135,22 +89,9 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Add a nebular component\n", "\n", @@ -178,24 +119,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "scrolled": false }, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "plot_model_and_observation(galaxy_table=catalog, galaxy_index=869, age=6, tau=2.5, mass=10.4\n", + "plot_model_and_observation(galaxy_table=catalog, galaxy_index=869, age=4, tau=2.3, mass=10.4\n", " , metallicity=1, Av=0.6)" ] }, @@ -311,13 +204,6 @@ "\n", "" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {