{ "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": 3, "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": 4, "id": "a8c63faa", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 100/100 [02:36<00:00, 1.56s/it]\n" ] } ], "source": [ "reader = csiborgtools.read.NPairsOverlap(cat0, catxs, paths)" ] }, { "cell_type": "code", "execution_count": 5, "id": "99aa9bce", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 100/100 [00:33<00:00, 3.02it/s]\n" ] } ], "source": [ "x = reader.cat0(\"totpartmass\")\n", "y1 = reader.summed_overlap(False)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 100/100 [00:55<00:00, 1.80it/s]\n" ] } ], "source": [ "y2 = reader.prob_nomatch(False)" ] }, { "cell_type": "code", "execution_count": 8, "id": "f4b8934e", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "59b417459f1c4918b88a4da6bfc09251", "version_major": 2, "version_minor": 0 }, "image/png": 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