{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "69cb1936-9d69-4481-b191-f2b57739ca62",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:41:52.009215Z",
     "iopub.status.busy": "2025-07-09T23:41:52.009042Z",
     "iopub.status.idle": "2025-07-09T23:41:52.588004Z",
     "shell.execute_reply": "2025-07-09T23:41:52.587250Z",
     "shell.execute_reply.started": "2025-07-09T23:41:52.009199Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from astropy.table import Table\n",
    "import matplotlib.pyplot as plt\n",
    "from lsst.rsp import get_tap_service\n",
    "rsp_tap = get_tap_service(\"tap\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7a62c32-cfdf-43ef-adf6-d31c3ba7c361",
   "metadata": {},
   "source": [
    "Define the DP1 field centers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e6fca067-edbf-4c9e-bf64-480a476cf3a2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:41:52.590619Z",
     "iopub.status.busy": "2025-07-09T23:41:52.590409Z",
     "iopub.status.idle": "2025-07-09T23:41:52.593792Z",
     "shell.execute_reply": "2025-07-09T23:41:52.593318Z",
     "shell.execute_reply.started": "2025-07-09T23:41:52.590601Z"
    }
   },
   "outputs": [],
   "source": [
    "snames = ['47Tuc', 'LowEclLat', 'Fornax', 'ECDFS',\n",
    "         'EDFS', 'LowGalLat', 'Seagull']\n",
    "ras = [6.02, 37.86, 40.00, 53.13, 59.10, 95.00, 106.23]\n",
    "decs = [-72.08, 6.98, -34.45, -28.10, -48.73, -25.00, -10.51]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1aafd39-469a-45b6-b164-06c65a32932d",
   "metadata": {},
   "source": [
    "## 1. Just 5 rows\n",
    "\n",
    "The short `byw.csv` runs just fine. No matches, but that is to be expected from just 5 rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3e322c99-6ca6-4d08-8e34-b7b595ca9a49",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:41:52.604652Z",
     "iopub.status.busy": "2025-07-09T23:41:52.604309Z",
     "iopub.status.idle": "2025-07-09T23:41:52.622772Z",
     "shell.execute_reply": "2025-07-09T23:41:52.622252Z",
     "shell.execute_reply.started": "2025-07-09T23:41:52.604634Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><i>Table length=5</i>\n",
       "<table id=\"table132355567412496\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>BYWid</th><th>shortname</th><th>catWISE_RA</th><th>catWISE_Dec</th></tr></thead>\n",
       "<thead><tr><th>int64</th><th>str9</th><th>float64</th><th>float64</th></tr></thead>\n",
       "<tr><td>0</td><td>0000+4437</td><td>0.0087419</td><td>44.6236809</td></tr>\n",
       "<tr><td>1</td><td>0000-7048</td><td>0.024753</td><td>-70.8142748</td></tr>\n",
       "<tr><td>2</td><td>0000-4614</td><td>0.0678658</td><td>-46.2490076</td></tr>\n",
       "<tr><td>3</td><td>0000+2454</td><td>0.0864696</td><td>24.9051138</td></tr>\n",
       "<tr><td>4</td><td>0000-4813</td><td>0.0893808</td><td>-48.2208077</td></tr>\n",
       "</table></div>"
      ],
      "text/plain": [
       "<Table length=5>\n",
       "BYWid shortname catWISE_RA catWISE_Dec\n",
       "int64    str9    float64     float64  \n",
       "----- --------- ---------- -----------\n",
       "    0 0000+4437  0.0087419  44.6236809\n",
       "    1 0000-7048   0.024753 -70.8142748\n",
       "    2 0000-4614  0.0678658 -46.2490076\n",
       "    3 0000+2454  0.0864696  24.9051138\n",
       "    4 0000-4813  0.0893808 -48.2208077"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ut1 = Table.read('byw_short.csv', format='csv')\n",
    "ut1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fb376b98-a344-4f00-9484-53abdd37f8af",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:41:52.623622Z",
     "iopub.status.busy": "2025-07-09T23:41:52.623389Z",
     "iopub.status.idle": "2025-07-09T23:41:52.638617Z",
     "shell.execute_reply": "2025-07-09T23:41:52.638079Z",
     "shell.execute_reply.started": "2025-07-09T23:41:52.623605Z"
    }
   },
   "outputs": [],
   "source": [
    "query = \"\"\"\n",
    "        SELECT objectId, coord_ra, coord_dec,\n",
    "        ut1.catWISE_RA AS ut1_ra, ut1.catWISE_Dec AS ut1_dec, ut1.BYWid AS ut1_objid\n",
    "        FROM dp1.Object, TAP_UPLOAD.ut1 AS ut1\n",
    "        WHERE CONTAINS(POINT('ICRS', coord_ra, coord_dec),\n",
    "        CIRCLE('ICRS', ut1.catWISE_RA, ut1.catWISE_Dec, 0.00027))=1\n",
    "        ORDER BY coord_ra ASC\n",
    "        \"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b6b84215-1923-448e-bdb6-80e99e59c64f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:41:52.989608Z",
     "iopub.status.busy": "2025-07-09T23:41:52.988974Z",
     "iopub.status.idle": "2025-07-09T23:42:50.587622Z",
     "shell.execute_reply": "2025-07-09T23:42:50.586951Z",
     "shell.execute_reply.started": "2025-07-09T23:41:52.989583Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Job phase is COMPLETED\n"
     ]
    }
   ],
   "source": [
    "job = rsp_tap.submit_job(query, uploads={\"ut1\": ut1})\n",
    "job.run()\n",
    "job.wait(phases=['COMPLETED', 'ERROR'])\n",
    "print('Job phase is', job.phase)\n",
    "if job.phase == 'ERROR':\n",
    "    job.raise_if_error()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "44e96069-e111-46ae-aae9-178cc8211794",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:42:50.589004Z",
     "iopub.status.busy": "2025-07-09T23:42:50.588610Z",
     "iopub.status.idle": "2025-07-09T23:42:50.779995Z",
     "shell.execute_reply": "2025-07-09T23:42:50.779232Z",
     "shell.execute_reply.started": "2025-07-09T23:42:50.588984Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "assert job.phase == 'COMPLETED'\n",
    "results = job.fetch_result()\n",
    "print(len(results))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0f70bf42-2b48-4b2a-a75b-5821afb099aa",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:42:59.570331Z",
     "iopub.status.busy": "2025-07-09T23:42:59.569393Z",
     "iopub.status.idle": "2025-07-09T23:42:59.657063Z",
     "shell.execute_reply": "2025-07-09T23:42:59.656458Z",
     "shell.execute_reply.started": "2025-07-09T23:42:59.570301Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(ras, decs, 's', ms=5, mew=0, alpha=0.5, color='grey')\n",
    "plt.plot(ut1['catWISE_RA'], ut1['catWISE_Dec'], 'o', ms=2, mew=0, alpha=1, color='blue')\n",
    "plt.xlabel('RA')\n",
    "plt.ylabel('Dec')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "206f894d-6bef-43de-ba74-3280a57a6433",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:43:14.226912Z",
     "iopub.status.busy": "2025-07-09T23:43:14.225990Z",
     "iopub.status.idle": "2025-07-09T23:43:14.230404Z",
     "shell.execute_reply": "2025-07-09T23:43:14.229576Z",
     "shell.execute_reply.started": "2025-07-09T23:43:14.226880Z"
    }
   },
   "outputs": [],
   "source": [
    "del ut1, results"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4268836d-d596-4ca8-9094-5182a5371e7d",
   "metadata": {},
   "source": [
    "## 2. Use all 4226 rows\n",
    "\n",
    "This also runs, but still yeilds no matches."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "abe11b45-5fd0-4e5f-8a0f-688fbca8a92d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:43:15.149836Z",
     "iopub.status.busy": "2025-07-09T23:43:15.148939Z",
     "iopub.status.idle": "2025-07-09T23:43:15.163668Z",
     "shell.execute_reply": "2025-07-09T23:43:15.162817Z",
     "shell.execute_reply.started": "2025-07-09T23:43:15.149802Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><i>Table length=4226</i>\n",
       "<table id=\"table132355547618032\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>BYWid</th><th>shortname</th><th>catWISE_RA</th><th>catWISE_Dec</th></tr></thead>\n",
       "<thead><tr><th>int64</th><th>str9</th><th>float64</th><th>float64</th></tr></thead>\n",
       "<tr><td>0</td><td>0000+4437</td><td>0.0087419</td><td>44.6236809</td></tr>\n",
       "<tr><td>1</td><td>0000-7048</td><td>0.024753</td><td>-70.8142748</td></tr>\n",
       "<tr><td>2</td><td>0000-4614</td><td>0.0678658</td><td>-46.2490076</td></tr>\n",
       "<tr><td>3</td><td>0000+2454</td><td>0.0864696</td><td>24.9051138</td></tr>\n",
       "<tr><td>4</td><td>0000-4813</td><td>0.0893808</td><td>-48.2208077</td></tr>\n",
       "<tr><td>5</td><td>0000+3156</td><td>0.0932102</td><td>31.9480563</td></tr>\n",
       "<tr><td>6</td><td>0000-7742</td><td>0.1169071</td><td>-77.7129662</td></tr>\n",
       "<tr><td>7</td><td>0000+5747</td><td>0.1420743</td><td>57.7833527</td></tr>\n",
       "<tr><td>8</td><td>0000+3548</td><td>0.245482</td><td>35.8148546</td></tr>\n",
       "<tr><td>...</td><td>...</td><td>...</td><td>...</td></tr>\n",
       "<tr><td>4216</td><td>2357+3908</td><td>359.3395148</td><td>39.1348144</td></tr>\n",
       "<tr><td>4217</td><td>2357-4703</td><td>359.4146496</td><td>-47.0503862</td></tr>\n",
       "<tr><td>4218</td><td>2358-5142</td><td>359.5075632</td><td>-51.710795</td></tr>\n",
       "<tr><td>4219</td><td>2358-5218</td><td>359.6165101</td><td>-52.3037451</td></tr>\n",
       "<tr><td>4220</td><td>2358-5529</td><td>359.6560798</td><td>-55.499753</td></tr>\n",
       "<tr><td>4221</td><td>2359+5036</td><td>359.8271264</td><td>50.6045235</td></tr>\n",
       "<tr><td>4222</td><td>2359-7557</td><td>359.8616506</td><td>-75.9647602</td></tr>\n",
       "<tr><td>4223</td><td>2359-0850</td><td>359.9061279</td><td>-8.8376159</td></tr>\n",
       "<tr><td>4224</td><td>2359-3935</td><td>359.9447667</td><td>-39.5889683</td></tr>\n",
       "<tr><td>4225</td><td>2359-2809</td><td>359.9730301</td><td>-28.1659999</td></tr>\n",
       "</table></div>"
      ],
      "text/plain": [
       "<Table length=4226>\n",
       "BYWid shortname  catWISE_RA catWISE_Dec\n",
       "int64    str9     float64     float64  \n",
       "----- --------- ----------- -----------\n",
       "    0 0000+4437   0.0087419  44.6236809\n",
       "    1 0000-7048    0.024753 -70.8142748\n",
       "    2 0000-4614   0.0678658 -46.2490076\n",
       "    3 0000+2454   0.0864696  24.9051138\n",
       "    4 0000-4813   0.0893808 -48.2208077\n",
       "    5 0000+3156   0.0932102  31.9480563\n",
       "    6 0000-7742   0.1169071 -77.7129662\n",
       "    7 0000+5747   0.1420743  57.7833527\n",
       "    8 0000+3548    0.245482  35.8148546\n",
       "  ...       ...         ...         ...\n",
       " 4216 2357+3908 359.3395148  39.1348144\n",
       " 4217 2357-4703 359.4146496 -47.0503862\n",
       " 4218 2358-5142 359.5075632  -51.710795\n",
       " 4219 2358-5218 359.6165101 -52.3037451\n",
       " 4220 2358-5529 359.6560798  -55.499753\n",
       " 4221 2359+5036 359.8271264  50.6045235\n",
       " 4222 2359-7557 359.8616506 -75.9647602\n",
       " 4223 2359-0850 359.9061279  -8.8376159\n",
       " 4224 2359-3935 359.9447667 -39.5889683\n",
       " 4225 2359-2809 359.9730301 -28.1659999"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ut1 = Table.read('reducedBYW.csv', format='csv')\n",
    "ut1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "704cd5b8-c849-4263-8967-d28cd8d6182a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:43:16.196278Z",
     "iopub.status.busy": "2025-07-09T23:43:16.195411Z",
     "iopub.status.idle": "2025-07-09T23:43:16.199170Z",
     "shell.execute_reply": "2025-07-09T23:43:16.198608Z",
     "shell.execute_reply.started": "2025-07-09T23:43:16.196251Z"
    }
   },
   "outputs": [],
   "source": [
    "query = \"\"\"\n",
    "        SELECT objectId, coord_ra, coord_dec,\n",
    "        ut1.catWISE_RA AS ut1_ra, ut1.catWISE_Dec AS ut1_dec, ut1.BYWid AS ut1_objid\n",
    "        FROM dp1.Object, TAP_UPLOAD.ut1 AS ut1\n",
    "        WHERE CONTAINS(POINT('ICRS', coord_ra, coord_dec),\n",
    "        CIRCLE('ICRS', ut1.catWISE_RA, ut1.catWISE_Dec, 0.00027))=1\n",
    "        ORDER BY coord_ra ASC\n",
    "        \"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "46adeaca-977e-4e5a-ae26-ae156f28a604",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:43:16.725989Z",
     "iopub.status.busy": "2025-07-09T23:43:16.725317Z",
     "iopub.status.idle": "2025-07-09T23:44:43.053755Z",
     "shell.execute_reply": "2025-07-09T23:44:43.053115Z",
     "shell.execute_reply.started": "2025-07-09T23:43:16.725961Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Job phase is COMPLETED\n"
     ]
    }
   ],
   "source": [
    "job = rsp_tap.submit_job(query, uploads={\"ut1\": ut1})\n",
    "job.run()\n",
    "job.wait(phases=['COMPLETED', 'ERROR'])\n",
    "print('Job phase is', job.phase)\n",
    "if job.phase == 'ERROR':\n",
    "    job.raise_if_error()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c708d8d1-0b19-4d35-8cf1-b8f40c31974c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:44:43.055383Z",
     "iopub.status.busy": "2025-07-09T23:44:43.054877Z",
     "iopub.status.idle": "2025-07-09T23:44:43.139144Z",
     "shell.execute_reply": "2025-07-09T23:44:43.138513Z",
     "shell.execute_reply.started": "2025-07-09T23:44:43.055361Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "assert job.phase == 'COMPLETED'\n",
    "results = job.fetch_result()\n",
    "print(len(results))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "206302da-8fab-4877-8ea1-8dd5af77bb9d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:44:43.140192Z",
     "iopub.status.busy": "2025-07-09T23:44:43.139890Z",
     "iopub.status.idle": "2025-07-09T23:44:43.248246Z",
     "shell.execute_reply": "2025-07-09T23:44:43.247648Z",
     "shell.execute_reply.started": "2025-07-09T23:44:43.140173Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(ras, decs, 's', ms=5, mew=0, alpha=0.5, color='grey')\n",
    "plt.plot(ut1['catWISE_RA'], ut1['catWISE_Dec'], 'o', ms=1, mew=0, alpha=1, color='blue')\n",
    "plt.xlabel('RA')\n",
    "plt.ylabel('Dec')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9b2fea27-9c3b-49c8-804f-e085a9cb8228",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:47:11.329264Z",
     "iopub.status.busy": "2025-07-09T23:47:11.328212Z",
     "iopub.status.idle": "2025-07-09T23:47:11.332590Z",
     "shell.execute_reply": "2025-07-09T23:47:11.331961Z",
     "shell.execute_reply.started": "2025-07-09T23:47:11.329232Z"
    }
   },
   "outputs": [],
   "source": [
    "del ut1, results"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d27a3953-e09e-4eb3-833f-d9ce64d2e4a0",
   "metadata": {},
   "source": [
    "## 3. Pre-select rows and use a larger x-match radius\n",
    "\n",
    "Down-select rows of `ut1` to only coordinates near one of the seven DP1 fields."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "14b6b011-d621-4a80-95ea-32f76644e914",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:47:12.042784Z",
     "iopub.status.busy": "2025-07-09T23:47:12.042218Z",
     "iopub.status.idle": "2025-07-09T23:47:12.053906Z",
     "shell.execute_reply": "2025-07-09T23:47:12.053316Z",
     "shell.execute_reply.started": "2025-07-09T23:47:12.042756Z"
    }
   },
   "outputs": [],
   "source": [
    "ut1 = Table.read('reducedBYW.csv', format='csv')\n",
    "# ut1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "325f8365-e4fb-440b-b5e2-cfc2e8dcd228",
   "metadata": {},
   "source": [
    "Flag objects in `ut1` that are within a generous 4 degree radius of a DP1 field."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "14dd71e8-0853-4b94-868a-c55e1af47320",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:47:13.501971Z",
     "iopub.status.busy": "2025-07-09T23:47:13.501112Z",
     "iopub.status.idle": "2025-07-09T23:47:13.508206Z",
     "shell.execute_reply": "2025-07-09T23:47:13.507642Z",
     "shell.execute_reply.started": "2025-07-09T23:47:13.501942Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "45  flagged as \"near\" DP1\n"
     ]
    }
   ],
   "source": [
    "flag = np.zeros(len(ut1), dtype='int')\n",
    "for ra, dec in zip(ras, decs):\n",
    "    cosdec = np.cos(np.deg2rad(dec))\n",
    "    tx = np.where(((ra-ut1['catWISE_RA'])*cosdec)**2 + (dec-ut1['catWISE_Dec'])**2 < 4**2)[0]\n",
    "    flag[tx] = 1\n",
    "tx = np.where(flag == 1)[0]\n",
    "print(len(tx), ' flagged as \"near\" DP1')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a87708b4-b01d-437a-bf0e-a109cd00ebf1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:24:13.350853Z",
     "iopub.status.busy": "2025-07-09T23:24:13.350060Z",
     "iopub.status.idle": "2025-07-09T23:24:13.354201Z",
     "shell.execute_reply": "2025-07-09T23:24:13.353691Z",
     "shell.execute_reply.started": "2025-07-09T23:24:13.350824Z"
    }
   },
   "source": [
    "Remove unflagged objects from `ut1`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "30efccd7-1b87-421c-a732-e4f7965210c2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:47:18.121707Z",
     "iopub.status.busy": "2025-07-09T23:47:18.120801Z",
     "iopub.status.idle": "2025-07-09T23:47:18.125597Z",
     "shell.execute_reply": "2025-07-09T23:47:18.125025Z",
     "shell.execute_reply.started": "2025-07-09T23:47:18.121679Z"
    }
   },
   "outputs": [],
   "source": [
    "tx = np.where(flag == 0)[0]\n",
    "ut1.remove_rows(tx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "fae7317a-b644-4463-ad1b-33b6ae01864e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:47:19.977929Z",
     "iopub.status.busy": "2025-07-09T23:47:19.977039Z",
     "iopub.status.idle": "2025-07-09T23:47:19.980725Z",
     "shell.execute_reply": "2025-07-09T23:47:19.980153Z",
     "shell.execute_reply.started": "2025-07-09T23:47:19.977899Z"
    }
   },
   "outputs": [],
   "source": [
    "# ut1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1c217ad-7166-4da7-bf23-385dea1e0986",
   "metadata": {},
   "source": [
    "Use a larger cross-match radius of 5\" (0.001 deg) to see if we can get some matches."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "133cc90e-d552-46ea-8887-798cabb44d7a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:47:21.691301Z",
     "iopub.status.busy": "2025-07-09T23:47:21.690661Z",
     "iopub.status.idle": "2025-07-09T23:47:21.694489Z",
     "shell.execute_reply": "2025-07-09T23:47:21.693916Z",
     "shell.execute_reply.started": "2025-07-09T23:47:21.691277Z"
    }
   },
   "outputs": [],
   "source": [
    "query = \"\"\"\n",
    "        SELECT objectId, coord_ra, coord_dec,\n",
    "        ut1.catWISE_RA AS ut1_ra, ut1.catWISE_Dec AS ut1_dec, ut1.BYWid AS ut1_objid\n",
    "        FROM dp1.Object, TAP_UPLOAD.ut1 AS ut1\n",
    "        WHERE CONTAINS(POINT('ICRS', coord_ra, coord_dec),\n",
    "        CIRCLE('ICRS', ut1.catWISE_RA, ut1.catWISE_Dec, 0.001))=1\n",
    "        ORDER BY coord_ra ASC\n",
    "        \"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f0bd8cba-4070-42c1-bfd0-072ba8884b12",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:47:22.828943Z",
     "iopub.status.busy": "2025-07-09T23:47:22.828078Z",
     "iopub.status.idle": "2025-07-09T23:48:20.179721Z",
     "shell.execute_reply": "2025-07-09T23:48:20.179050Z",
     "shell.execute_reply.started": "2025-07-09T23:47:22.828915Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Job phase is COMPLETED\n"
     ]
    }
   ],
   "source": [
    "job = rsp_tap.submit_job(query, uploads={\"ut1\": ut1})\n",
    "job.run()\n",
    "job.wait(phases=['COMPLETED', 'ERROR'])\n",
    "print('Job phase is', job.phase)\n",
    "if job.phase == 'ERROR':\n",
    "    job.raise_if_error()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "48b4829a-eaf2-4d84-8b00-a7b8db7c8083",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:50:19.715756Z",
     "iopub.status.busy": "2025-07-09T23:50:19.714994Z",
     "iopub.status.idle": "2025-07-09T23:50:19.913898Z",
     "shell.execute_reply": "2025-07-09T23:50:19.912998Z",
     "shell.execute_reply.started": "2025-07-09T23:50:19.715727Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "assert job.phase == 'COMPLETED'\n",
    "results = job.fetch_result()\n",
    "print(len(results))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6ad8a25f-cd44-4cae-92e7-c0e4547e8f35",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:50:20.174299Z",
     "iopub.status.busy": "2025-07-09T23:50:20.173362Z",
     "iopub.status.idle": "2025-07-09T23:50:20.258395Z",
     "shell.execute_reply": "2025-07-09T23:50:20.257468Z",
     "shell.execute_reply.started": "2025-07-09T23:50:20.174270Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(ras, decs, 's', ms=5, mew=0, alpha=0.5, color='grey')\n",
    "plt.plot(ut1['catWISE_RA'], ut1['catWISE_Dec'], 'o', ms=1, mew=0, alpha=1, color='blue')\n",
    "plt.xlabel('RA')\n",
    "plt.ylabel('Dec')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9974c470-094e-46da-888d-8fb61f82f745",
   "metadata": {},
   "source": [
    "## 4. Use the portal to confirm no overlap\n",
    "\n",
    "Write a file that just has the down-selected rows of `ut1` and only the RA, Dec columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0793a6be-8e34-4d8e-910d-8f561442907f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-07-09T23:50:23.218164Z",
     "iopub.status.busy": "2025-07-09T23:50:23.217471Z",
     "iopub.status.idle": "2025-07-09T23:50:23.226292Z",
     "shell.execute_reply": "2025-07-09T23:50:23.225734Z",
     "shell.execute_reply.started": "2025-07-09T23:50:23.218138Z"
    }
   },
   "outputs": [],
   "source": [
    "fout = open('reducedBYW_subset.csv', 'w')\n",
    "fout.write('ra, dec \\n')\n",
    "for i in range(len(ut1)):\n",
    "    fout.write('%12.7f, %12.7f \\n' % (ut1['catWISE_RA'][i], ut1['catWISE_Dec'][i]))\n",
    "fout.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4cba49d-5b65-4923-b2c1-278940afc64a",
   "metadata": {},
   "source": [
    "Use the \"Upload\" tab to upload this file to the Portal Aspect. \n",
    "\n",
    "In the Portal results interface, browse the file's coordinates overplotted on the HiPS map and see there is no actual overlap.\n",
    "\n",
    "This screenshot is a zoom-out for one DP1 field (the default zoom is to be very zoomed-in on the coordinates of the first row)."
   ]
  },
  {
   "attachments": {
    "e46ce300-438c-4c1e-9d4b-24163fb89419.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "3e976378-503d-480e-9560-e1a852e2c0b2",
   "metadata": {},
   "source": [
    "![Screenshot 2025-07-09 at 4.46.19 PM.png](attachment:e46ce300-438c-4c1e-9d4b-24163fb89419.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0392842d-730b-4a69-b29a-e381e2124329",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "LSST",
   "language": "python",
   "name": "lsst"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}