{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "5a38ed25", "metadata": { "ExecuteTime": { "end_time": "2023-04-12T14:25:46.519408Z", "start_time": "2023-04-12T14:25:03.003304Z" }, "scrolled": true }, "outputs": [], "source": [ "import sys\n", "import numpy as np\n", "import h5py\n", "import matplotlib.pyplot as plt\n", "import scienceplots\n", "from glob import glob\n", "\n", "sys.path.append(\"../\")\n", "import csiborgtools\n", "\n", "\n", "%matplotlib widget\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "id": "3648b42e", "metadata": {}, "outputs": [], "source": [ "paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)\n", "files = glob(\"/mnt/extraspace/rstiskalek/CSiBORG/overlap/overlap_0*\")\n", "\n", "nsim0 = 7444\n", "files = [f for f in files if str(nsim0) in f]\n", "\n", "nsimxs = np.sort([int(f.split(\"_\")[-1].split(\".\")[0][1:]) for f in files])" ] }, { "cell_type": "code", "execution_count": 6, "id": "5d73697d", "metadata": {}, "outputs": [], "source": [ "cat0 = csiborgtools.read.HaloCatalogue(nsim0, paths, minmass=(\"totpartmass\", 1e12))\n", "catxs = [csiborgtools.read.HaloCatalogue(nsimx, paths, minmass=(\"totpartmass\", 1e12)) for nsimx in nsimxs]" ] }, { "cell_type": "code", "execution_count": 7, "id": "a8c63faa", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 100/100 [02:52<00:00, 1.73s/it]\n" ] } ], "source": [ "reader = csiborgtools.read.NPairsOverlap(cat0, catxs, paths)" ] }, { "cell_type": "code", "execution_count": 8, "id": "99aa9bce", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 100/100 [00:32<00:00, 3.07it/s]\n" ] } ], "source": [ "x = reader.cat0(\"totpartmass\")\n", "y1 = reader.summed_overlap(True)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 100/100 [01:01<00:00, 1.63it/s]\n" ] } ], "source": [ "y2 = reader.prob_nomatch(True)" ] }, { "cell_type": "code", "execution_count": 45, "id": "f4b8934e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_26899/1670519415.py:1: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n", " plt.figure()\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5ce0c4068b4248f89c7b7d94392ab53a", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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