{ "cells": [ { "cell_type": "code", "execution_count": 12, "id": "5a38ed25", "metadata": { "ExecuteTime": { "end_time": "2023-04-12T14:25:46.519408Z", "start_time": "2023-04-12T14:25:03.003304Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "import sys\n", "import numpy as np\n", "import h5py\n", "import matplotlib.pyplot as plt\n", "from numba import jit\n", "import numpy\n", "\n", "sys.path.append(\"../\")\n", "import csiborgtools\n", "\n", "%matplotlib widget\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 13, "id": "312c96c9", "metadata": {}, "outputs": [], "source": [ "paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)\n", "# nsim0 = 7468\n", "# nsimx = 7588\n", "# nsnap0 = max(paths.get_snapshots(nsim0))\n", "# nsnapx = max(paths.get_snapshots(nsimx))\n", "# overlapper = csiborgtools.match.ParticleOverlap()\n", "# partreader = csiborgtools.read.ParticleReader(paths)" ] }, { "cell_type": "code", "execution_count": 58, "id": "2c1278dc", "metadata": {}, "outputs": [], "source": [ "quijote_cat = csiborgtools.read.QuijoteHaloCatalogue(0, paths, nsnap=4, minmass=None)\n", "csiborg_cat = csiborgtools.read.HaloCatalogue(7444, paths, minmass=None)" ] }, { "cell_type": "code", "execution_count": 15, "id": "bbbc313d", "metadata": {}, "outputs": [], "source": [ "csiborg_fof = np.genfromtxt(\"/mnt/extraspace/mhutt/csiborg_halo_catalogues/FOF_catalogues/FOF_catalogue_7444.dat\")" ] }, { "cell_type": "code", "execution_count": 60, "id": "e49b8331", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-745.0451" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "quijote_cat.position().min()" ] }, { "cell_type": "code", "execution_count": 1, "id": "abc44b91", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6.451612903225806" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1000 / 155" ] }, { "cell_type": "code", "execution_count": 36, "id": "b9fd91e8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([5.892228e+11, 1.500966e+12, 6.171330e+11, ..., 2.071579e+12,\n", " 9.985761e+11, 5.737170e+11])" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "csiborg_fof[:, -2]" ] }, { "cell_type": "code", "execution_count": 48, "id": "0fc1d096", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "267b23f9d15840328ace06fdad5894dc", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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