nb/api.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ZTF Variable Marshal's API\n",
    "\n",
    "[![Open In Google Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/dmitryduev/ztf-variable-marshal/blob/master/nb/api.ipynb)\n",
    "\n",
    "In this notebook, we will programmatically interact with the ZTF Variable Marshal (ZVM) using its API. To simplify API usage, the `zvm` `python` module provides a wrapper that hides potentially complex things under the hood."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting git+https://github.com/dmitryduev/ztf-variable-marshal.git\n",
      "  Cloning https://github.com/dmitryduev/ztf-variable-marshal.git to /private/var/folders/zl/4_fqz37503z1hg351m2zljkr0000gn/T/pip-req-build-4ymhg8j5\n",
      "Requirement already satisfied: pymongo>=3.4.0 in /Users/dmitryduev/anaconda3/lib/python3.7/site-packages (from zvm==0.0.1) (3.7.2)\n",
      "Requirement already satisfied: pytest>=3.3.0 in /Users/dmitryduev/anaconda3/lib/python3.7/site-packages (from zvm==0.0.1) (4.3.1)\n",
      "Requirement already satisfied: requests>=2.18.4 in /Users/dmitryduev/anaconda3/lib/python3.7/site-packages (from zvm==0.0.1) (2.21.0)\n",
      "Requirement already satisfied: py>=1.5.0 in /Users/dmitryduev/anaconda3/lib/python3.7/site-packages (from pytest>=3.3.0->zvm==0.0.1) (1.8.0)\n",
      "Requirement already satisfied: six>=1.10.0 in /Users/dmitryduev/anaconda3/lib/python3.7/site-packages (from pytest>=3.3.0->zvm==0.0.1) (1.12.0)\n",
      "Requirement already satisfied: setuptools in /Users/dmitryduev/anaconda3/lib/python3.7/site-packages (from pytest>=3.3.0->zvm==0.0.1) (40.8.0)\n",
      "Requirement already satisfied: attrs>=17.4.0 in /Users/dmitryduev/anaconda3/lib/python3.7/site-packages (from pytest>=3.3.0->zvm==0.0.1) (19.1.0)\n",
      "Requirement already satisfied: atomicwrites>=1.0 in /Users/dmitryduev/anaconda3/lib/python3.7/site-packages (from pytest>=3.3.0->zvm==0.0.1) (1.3.0)\n",
      "Requirement already satisfied: pluggy>=0.7 in /Users/dmitryduev/anaconda3/lib/python3.7/site-packages (from pytest>=3.3.0->zvm==0.0.1) (0.9.0)\n",
      "Requirement already satisfied: more-itertools>=4.0.0 in /Users/dmitryduev/anaconda3/lib/python3.7/site-packages (from pytest>=3.3.0->zvm==0.0.1) (6.0.0)\n",
      "Requirement already satisfied: idna<2.9,>=2.5 in /Users/dmitryduev/anaconda3/lib/python3.7/site-packages (from requests>=2.18.4->zvm==0.0.1) (2.8)\n",
      "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /Users/dmitryduev/anaconda3/lib/python3.7/site-packages (from requests>=2.18.4->zvm==0.0.1) (1.24.1)\n",
      "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /Users/dmitryduev/anaconda3/lib/python3.7/site-packages (from requests>=2.18.4->zvm==0.0.1) (3.0.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/dmitryduev/anaconda3/lib/python3.7/site-packages (from requests>=2.18.4->zvm==0.0.1) (2019.3.9)\n",
      "Building wheels for collected packages: zvm\n",
      "  Building wheel for zvm (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Stored in directory: /private/var/folders/zl/4_fqz37503z1hg351m2zljkr0000gn/T/pip-ephem-wheel-cache-9pwbht65/wheels/48/e7/ba/fa7b7cbb4fe6d55728ed39bac6582d1d626d513b5092d8b1fe\n",
      "Successfully built zvm\n",
      "Installing collected packages: zvm\n",
      "Successfully installed zvm-0.0.1\n"
     ]
    }
   ],
   "source": [
    "%%capture\n",
    "!pip install git+https://github.com/dmitryduev/ztf-variable-marshal.git\n",
    "from zvm import zvm\n",
    "import json\n",
    "from IPython.core.display import display, HTML, JSON"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For security, let us store the access credentials in a local `json` file `secrets_zvm.json`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "secrets = {\n",
    "    \"zvm\": {\n",
    "        \"protocol\": \"http\",\n",
    "        \"host\": \"localhost\",\n",
    "        \"port\": 8000,\n",
    "        \"username\": \"admin\",\n",
    "        \"password\": \"admin\"\n",
    "    }\n",
    "}\n",
    "\n",
    "with open('secrets_zvm.json', 'w') as f:\n",
    "    json.dump(secrets, f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the credentials and initialize a `zvm` object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Connection OK: True\n"
     ]
    }
   ],
   "source": [
    "with open('secrets_zvm.json', 'r') as f:\n",
    "    secrets = json.load(f)\n",
    "\n",
    "z = zvm(**secrets['zvm'], verbose=False)\n",
    "print(f'Connection OK: {z.check_connection()}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interact with ZVM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Programs\n",
    "\n",
    "Get programs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": [
       {
        "_id": 1,
        "description": "default program",
        "last_modified": "2019-05-24T20:29:50.831000",
        "name": "skipper"
       },
       {
        "_id": 2,
        "description": "number cruncher!",
        "last_modified": "2019-10-04T18:15:48.798000",
        "name": "rico"
       },
       {
        "_id": 3,
        "description": "dummy program",
        "last_modified": "2019-10-16T00:56:06.383000",
        "name": "variables"
       }
      ],
      "text/plain": [
       "<IPython.core.display.JSON object>"
      ]
     },
     "metadata": {
      "application/json": {
       "expanded": true,
       "root": "root"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = z.api(endpoint='programs', method='get', data={'format': 'json'})\n",
    "display(JSON(r, expanded=True))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add new program:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "message": "success",
       "result": {
        "_id": 4,
        "description": "dummy program",
        "last_modified": "2019-10-17T18:51:21.582000",
        "name": "variables"
       }
      },
      "text/plain": [
       "<IPython.core.display.JSON object>"
      ]
     },
     "metadata": {
      "application/json": {
       "expanded": true,
       "root": "root"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = z.api(endpoint='programs', method='put', data={'program_name': 'variables', \n",
    "                                                   'program_description': 'dummy program'})\n",
    "display(JSON(r, expanded=True))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**todo:** `post` and `delete`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sources\n",
    "\n",
    "Get source data in `JSON` format:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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         "note": "Saved",
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         "release": "ZTF_sources_20190718",
         "telescope": "PO:1.2m"
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       "xmatch": {
        "2MASS_PSC": [
         {
          "_id": "22084853-0203240 ",
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           ]
          },
          "h_m": 14.474,
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        ],
        "AllWISE": [
         {
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          "coordinates": {
           "radec_str": [
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          "ph_qual": "AAUU",
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        "Gaia_DR2": [
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           ]
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          "phot_rp_mean_mag": 15.805747
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        ],
        "IPHAS_DR2": [],
        "LAMOST_DR4_v2": [
         {
          "_id": 101001,
          "class": "STAR",
          "coordinates": {
           "radec_str": [
            "22:08:48.5458",
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           ]
          },
          "mjd": 55858,
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          "snrg": 11.94,
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        ],
        "PanSTARRS1": [],
        "RFC_2018d": [],
        "ZTF_alerts": []
       },
       "zvm_program_id": 2
      },
      "text/plain": [
       "<IPython.core.display.JSON object>"
      ]
     },
     "metadata": {
      "application/json": {
       "expanded": false,
       "root": "root"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "source_id = 'ZTFS1922e'\n",
    "r = z.api(endpoint=f'sources/{source_id}', method='get', data={'format': 'json'})\n",
    "display(JSON(r, expanded=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Save a source to `zvm_program_id=1` on the Marshal given ($R.A.$, $Decl.$), automatically merging with ZTF sources within $2''$ (provided such exist):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "message": "success",
       "result": {
        "_id": "ZTFS1922f",
        "b": -43.71676460186362,
        "coordinates": {
         "radec_geojson": {
          "coordinates": [
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          "type": "Point"
         },
         "radec_str": [
          "22:08:48.5395",
          "-2:03:24.475"
         ]
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        "created": "2019-10-17T18:53:54.832000",
        "created_by": "admin",
        "dec": -2.0567986,
        "history": [
         {
          "note": "Saved",
          "note_type": "info",
          "time_tag": "2019-10-17T18:53:54.832000",
          "user": "admin"
         }
        ],
        "l": 58.66012922539033,
        "last_modified": "2019-10-17T18:53:54.832000",
        "lc": [
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          "filter": 1,
          "id": 10443421001999,
          "instrument": "ZTF",
          "lc_type": "temporal",
          "release": "ZTF_sources_20190718",
          "telescope": "PO:1.2m"
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        ],
        "p": [],
        "ra": 332.202248,
        "source_flags": [],
        "source_types": [],
        "spec": [],
        "xmatch": {
         "2MASS_PSC": [
          {
           "_id": "22084853-0203240 ",
           "coordinates": {
            "radec_str": [
             "22:08:48.5369",
             "-2:03:24.001"
            ]
           },
           "h_m": 14.474,
           "j_m": 14.925,
           "k_m": 14.334
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         ],
         "AllWISE": [
          {
           "_id": 3327001601351010300,
           "coordinates": {
            "radec_str": [
             "22:08:48.5391",
             "-2:03:24.366"
            ]
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           "ph_qual": "AAUU",
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         ],
         "Gaia_DR2": [
          {
           "_id": "2676862492063809792",
           "coordinates": {
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             "22:08:48.5422",
             "-2:03:24.481"
            ]
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           "phot_g_mean_mag": 16.468395,
           "phot_rp_mean_mag": 15.805747
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         ],
         "IPHAS_DR2": [],
         "LAMOST_DR5_v3": [
          {
           "_id": 101001,
           "class": "STAR",
           "coordinates": {
            "radec_str": [
             "22:08:48.5458",
             "-2:03:24.361"
            ]
           },
           "mjd": 55858,
           "objtype": "Star",
           "snrg": 12.22,
           "snri": 36.2,
           "snrr": 27.2,
           "snru": 0.7,
           "snrz": 21.11,
           "subclass": "G7"
          }
         ],
         "PanSTARRS1": [],
         "RFC_2018d": [],
         "ZTF_alerts": []
        },
        "zvm_program_id": 1
       }
      },
      "text/plain": [
       "<IPython.core.display.JSON object>"
      ]
     },
     "metadata": {
      "application/json": {
       "expanded": false,
       "root": "root"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ra, dec = 332.202248, -2.0567986\n",
    "zvm_program_id = 1\n",
    "r = z.api(endpoint='sources', method='put', data={'ra': ra, 'dec': dec, \n",
    "                                                  'zvm_program_id': zvm_program_id, \n",
    "                                                  'automerge': True})\n",
    "display(JSON(r, expanded=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Delete that source:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "source_id = r['result']['_id']\n",
    "# source_id = 'ZTFS1922g'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "message": "success"
      },
      "text/plain": [
       "<IPython.core.display.JSON object>"
      ]
     },
     "metadata": {
      "application/json": {
       "expanded": false,
       "root": "root"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = z.api(endpoint=f'sources/{source_id}', method='delete', data={'source_id': source_id})\n",
    "display(JSON(r, expanded=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "Save a source to `zvm_program_id=1` on the Marshal given the ZTF `_id`, without automatically merging with ZTF sources within $2''$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "message": "success",
       "result": {
        "_id": "ZTFS1920d",
        "b": 1.4384320621013644,
        "coordinates": {
         "radec_geojson": {
          "coordinates": [
           134.7746818,
           48.0935947
          ],
          "type": "Point"
         },
         "radec_str": [
          "20:59:05.9236",
          "48:05:36.941"
         ]
        },
        "created": "2019-10-17T18:54:22.781000",
        "created_by": "admin",
        "dec": 48.0935947,
        "history": [
         {
          "note": "Saved",
          "note_type": "info",
          "time_tag": "2019-10-17T18:54:22.781000",
          "user": "admin"
         }
        ],
        "l": 88.38182789251628,
        "last_modified": "2019-10-17T18:54:22.781000",
        "lc": [
         {
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      "text/plain": [
       "<IPython.core.display.JSON object>"
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     },
     "metadata": {
      "application/json": {
       "expanded": false,
       "root": "root"
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   "source": [
    "ztf_source_id = 10768392087896\n",
    "zvm_program_id = 1\n",
    "r = z.api(endpoint='sources', method='put', data={'_id': ztf_source_id, \n",
    "                                                  'zvm_program_id': zvm_program_id, \n",
    "                                                  'automerge': False})\n",
    "display(JSON(r, expanded=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "source_id = r['result']['_id']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Merge the saved source with a ZTF source given its `_id`. Note that when `ztf_source_id` was previously saved for the source, it will be replaced."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "message": "success"
      },
      "text/plain": [
       "<IPython.core.display.JSON object>"
      ]
     },
     "metadata": {
      "application/json": {
       "expanded": false,
       "root": "root"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ztf_source_id = 10768391017762\n",
    "r = z.api(endpoint=f'sources/{source_id}', method='post', data={'source_id': source_id,\n",
    "                                                                'action': 'merge',\n",
    "                                                                '_id': ztf_source_id})\n",
    "display(JSON(r, expanded=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add a light curve to the source:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "lc = {\"telescope\": \"KPNO:2.1m\",\n",
    "      \"instrument\": \"KPED\",\n",
    "      \"filter\": \"V\",\n",
    "      \"id\": 123456789,\n",
    "      \"lc_type\": \"temporal\",\n",
    "      \"comment\": \"example fake data\",\n",
    "      \"data\": [\n",
    "          {\"mjd\": 58400.0, \"hjd\": 2458400.5, \"mag\": 19.0, \"magerr\": 0.05},\n",
    "          {\"mjd\": 58401.0, \"hjd\": 2458401.5, \"mag\": 19.1, \"magerr\": 0.05},\n",
    "          {\"mjd\": 58402.5, \"hjd\": 2458403.0, \"mag\": 18.9, \"magerr\": 0.05},\n",
    "          {\"mjd\": 58404.0, \"hjd\": 2458404.5, \"mag\": 19.2, \"magerr\": 0.05},\n",
    "          {\"mjd\": 58407.0, \"hjd\": 2458407.5, \"mag\": 18.7, \"magerr\": 0.05}\n",
    "      ]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "message": "success"
      },
      "text/plain": [
       "<IPython.core.display.JSON object>"
      ]
     },
     "metadata": {
      "application/json": {
       "expanded": false,
       "root": "root"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = z.api(endpoint=f'sources/{source_id}', method='post', data={'source_id': source_id,\n",
    "                                                                'action': 'upload_lc',\n",
    "                                                                'data': lc})\n",
    "display(JSON(r, expanded=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Delete that light curve:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "message": "success"
      },
      "text/plain": [
       "<IPython.core.display.JSON object>"
      ]
     },
     "metadata": {
      "application/json": {
       "expanded": false,
       "root": "root"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = z.api(endpoint=f'sources/{source_id}', method='get', data={'format': 'json'})\n",
    "lc_id = r['lc'][-1]['_id']\n",
    "r = z.api(endpoint=f'sources/{source_id}', method='post', data={'source_id': source_id,\n",
    "                                                                'action': 'remove_lc',\n",
    "                                                                'lc_id': lc_id})\n",
    "display(JSON(r, expanded=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add a spectrum:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "spec = {\n",
    "  \"telescope\": \"PO:5m\",\n",
    "  \"instrument\": \"DBSP\",\n",
    "  \"filter\": \"V\",\n",
    "  \"mjd\": 58400.0,\n",
    "  \"wavelength_unit\": \"A\",\n",
    "  \"flux_unit\": \"arbitrary\",\n",
    "  \"comment\": \"random DBSP spectrum\",\n",
    "  \"data\": [\n",
    "    {\"wavelength\": 3400.0, \"flux\": 20688.13, \"fluxerr\": 0.5},\n",
    "    {\"wavelength\": 3401.07, \"flux\": 23494.96, \"fluxerr\": 0.5},\n",
    "    {\"wavelength\": 3402.14, \"flux\": 23069.39, \"fluxerr\": 0.5},\n",
    "    {\"wavelength\": 3403.21, \"flux\": 22004.25, \"fluxerr\": 0.5},\n",
    "    {\"wavelength\": 3404.28, \"flux\": 23031.14, \"fluxerr\": 0.5},\n",
    "  ]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "message": "success"
      },
      "text/plain": [
       "<IPython.core.display.JSON object>"
      ]
     },
     "metadata": {
      "application/json": {
       "expanded": false,
       "root": "root"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = z.api(endpoint=f'sources/{source_id}', method='post', data={'source_id': source_id,\n",
    "                                                                'action': 'upload_spectrum',\n",
    "                                                                'data': spec})\n",
    "display(JSON(r, expanded=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Delete that spectrum:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "message": "success"
      },
      "text/plain": [
       "<IPython.core.display.JSON object>"
      ]
     },
     "metadata": {
      "application/json": {
       "expanded": false,
       "root": "root"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = z.api(endpoint=f'sources/{source_id}', method='get', data={'format': 'json'})\n",
    "spectrum_id = r['spec'][-1]['_id']\n",
    "r = z.api(endpoint=f'sources/{source_id}', method='post', data={'source_id': source_id,\n",
    "                                                                'action': 'remove_spectrum',\n",
    "                                                                'spectrum_id': spectrum_id})\n",
    "display(JSON(r, expanded=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "Transfer the source to a different `zvm_program_id`, then add a note on that, source type, period, and source flags, and re-run cross-matching with external catalogs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = z.api(endpoint=f'sources/{source_id}', method='post', data={'source_id': source_id,\n",
    "                                                                'action': 'add_note',\n",
    "                                                                'note': 'sup dude'})\n",
    "r = z.api(endpoint=f'sources/{source_id}', method='post', data={'source_id': source_id,\n",
    "                                                                'action': 'add_source_type',\n",
    "                                                                'source_type': 'Eclipsing binary'})\n",
    "r = z.api(endpoint=f'sources/{source_id}', method='post', data={'source_id': source_id,\n",
    "                                                                'action': 'add_period',\n",
    "                                                                'period': '1',\n",
    "                                                                'period_unit': 'Days'})\n",
    "r = z.api(endpoint=f'sources/{source_id}', method='post', data={'source_id': source_id,\n",
    "                                                                'action': 'add_source_flags',\n",
    "                                                                'source_flags': ['Eclipsing']})\n",
    "r = z.api(endpoint=f'sources/{source_id}', method='post', data={'source_id': source_id,\n",
    "                                                                'action': 'run_cross_match'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Query sources saved on the ZVM\n",
    "\n",
    "Note: The interface is *almost* exactly the same as in the `penquins` library. The source data are stored in the `sources` collection in ZVM's `mongodb`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": [
       {
        "_id": "ZTFS1922e"
       },
       {
        "_id": "ZTFS1922d"
       },
       {
        "_id": "ZTFS1922c"
       },
       {
        "_id": "ZTFS1922b"
       },
       {
        "_id": "ZTFS1922a"
       }
      ],
      "text/plain": [
       "<IPython.core.display.JSON object>"
      ]
     },
     "metadata": {
      "application/json": {
       "expanded": true,
       "root": "root"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "q = {\"query_type\": \"find\",\n",
    "     \"query\": {\n",
    "         \"catalog\": \"sources\",\n",
    "         \"filter\": {},\n",
    "         \"projection\": {'_id': 1}\n",
    "     },\n",
    "     \"kwargs\": {\n",
    "         \"sort\": [('_id', -1)],\n",
    "         \"limit\": 5 \n",
    "     }\n",
    "    }\n",
    "r = z.query(query=q)\n",
    "data = r['result']['result_data']['query_result']\n",
    "# display(JSON(r, expanded=True))\n",
    "display(JSON(data, expanded=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "sources": {
        "(332_202248, -2_0567986)": [
         {
          "_id": "ZTFS1922a"
         },
         {
          "_id": "ZTFS1922c"
         },
         {
          "_id": "ZTFS1922d"
         }
        ]
       }
      },
      "text/plain": [
       "<IPython.core.display.JSON object>"
      ]
     },
     "metadata": {
      "application/json": {
       "expanded": true,
       "root": "root"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "q = {\"query_type\": \"cone_search\",\n",
    "     \"object_coordinates\": {\n",
    "         \"radec\": '[(332.202248, -2.0567986)]', \n",
    "         \"cone_search_radius\": \"2\",\n",
    "         \"cone_search_unit\": \"arcsec\"\n",
    "     },\n",
    "     \"catalogs\": {\n",
    "         \"sources\": {\n",
    "             \"filter\": {\n",
    "                 \"zvm_program_id\": {\"$in\": [1, 2]}\n",
    "             },\n",
    "             \"projection\": {\n",
    "                 \"_id\": 1\n",
    "             }\n",
    "         }\n",
    "     },\n",
    "     \"kwargs\": {\n",
    "         \"limit\": 3\n",
    "     }\n",
    "     }\n",
    "r = z.query(query=q)\n",
    "# r\n",
    "data = r['result']['result_data']\n",
    "display(JSON(data, expanded=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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