{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "d2c839fb", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import glob\n", "import h5py\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from astropy.visualization import (ImageNormalize, MinMaxInterval, SqrtStretch)\n", "from astroquery.hips2fits import hips2fits\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import Colormap\n", "import astropy.units as u\n", "from astropy.coordinates import Longitude, Latitude, Angle\n", "\n", "data_path_list = glob.glob('/home/dell461/ljm/DATA_other/AstroM3/Dataset/chandraimage/data/*/*')\n", "\n", "plt.figure(figsize=(40, 20))\n", "with h5py.File(data_path_list[10], \"r\") as data:\n", " aa = 0\n", " for i in range(0,10,1):\n", " plt.subplot(10,10,aa+1)\n", " plt.title(f\"ra:{str(data['ra'][i])[:7]}, dec:{str(data['dec'][i])[:7]}\")\n", " plt.imshow(abs(data[\"flux\"][i][1]), cmap='gray')\n", " aa = aa + 1\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "dd31e632", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 89/89 [00:00<00:00, 1288.45it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "共处理 3661 条记录,已保存至 /home/dell461/ljm/DATA_other/AstroM3/Dataset/images/chandraimage/chandraimage_ra_dec_with_source.csv\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "import glob\n", "import h5py\n", "import numpy as np\n", "import pandas as pd\n", "import tqdm\n", "\n", "\n", "data_path_list = glob.glob(\"/home/dell461/ljm/DATA_other/AstroM3/Dataset/images/chandraimage/*/*/*.hdf5\")\n", "\n", "all_ra = []\n", "all_dec = []\n", "all_filenames = []\n", "all_indices = []\n", "\n", "for data_path in tqdm.tqdm(data_path_list):\n", " with h5py.File(data_path, \"r\") as data:\n", " ra = np.array(data[\"ra\"])\n", " dec = np.array(data[\"dec\"])\n", " n = ra.shape[0]\n", " all_ra.extend(ra)\n", " all_dec.extend(dec)\n", " all_filenames.extend([data_path.replace(\"/home/dell461/ljm/DATA_other\",\"\")] * n) \n", " all_indices.extend(np.arange(n)) \n", "\n", "output_df = pd.DataFrame({\n", " \"filename\": all_filenames,\n", " \"index_in_file\": all_indices,\n", " \"ra\": all_ra,\n", " \"dec\": all_dec\n", "})\n", "\n", "output_csv_path = \"/home/dell461/ljm/DATA_other/AstroM3/Dataset/images/chandraimage/chandraimage_ra_dec_with_source.csv\"\n", "output_df.to_csv(output_csv_path, index=False)\n", "\n", "print(f\"共处理 {len(output_df)} 条记录,已保存至 {output_csv_path}\")" ] }, { "cell_type": "code", "execution_count": 35, "id": "a6c73818", "metadata": {}, "outputs": [], "source": [ "from astroquery.vizier import Vizier\n", "import astropy.units as u\n", "\n", "v = Vizier(columns=['*'], row_limit=-1)\n", "result = v.query_constraints(catalog='J/ApJS/276/38/table9')\n", "table2 = result[0] # 假设只有一个表" ] }, { "cell_type": "code", "execution_count": 36, "id": "1c5de34a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "TableList with 1 tables:\n", "\t'0:J/ApJS/276/38/table9' with 25 column(s) and 21942 row(s) " ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result" ] }, { "cell_type": "code", "execution_count": null, "id": "5c6d60a1", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "base", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.4" } }, "nbformat": 4, "nbformat_minor": 5 }