diff --git a/notebooks/flow/reconstruction_comparison.ipynb b/notebooks/flow/reconstruction_comparison.ipynb index da9e79c..7281467 100644 --- a/notebooks/flow/reconstruction_comparison.ipynb +++ b/notebooks/flow/reconstruction_comparison.ipynb @@ -1394,12 +1394,12 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "zcmb_max = 0.05\n", - "no_Vext = True\n", + "no_Vext = None\n", "\n", "sims = [\"IndranilVoid_exp\", \"IndranilVoid_gauss\", \"IndranilVoid_mb\"]\n", "cats = [\"2MTF\", \"SFI_gals\", \"CF4_TFR_i\", \"CF4_TFR_w1\"]\n", @@ -1451,9 +1451,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saving to `../../plots/void_goodness_of_fit_observer.png`.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "with plt.style.context('science'):\n", " plt.rcParams.update({'font.size': 9})\n",