From 737e7571e68456eb7129d9192052eeb87339448e Mon Sep 17 00:00:00 2001
From: jrob93 <james.robinson@ed.ac.uk>
Date: Thu, 16 May 2024 16:44:58 +0000
Subject: [PATCH] test data for demo

---
 .../adler_demo_testing_database.db            |  Bin 0 -> 512000 bytes
 notebooks/gen_test_data/get_test_data.ipynb   | 2661 +++++++++++++++++
 2 files changed, 2661 insertions(+)
 create mode 100644 notebooks/gen_test_data/adler_demo_testing_database.db
 create mode 100644 notebooks/gen_test_data/get_test_data.ipynb

diff --git a/notebooks/gen_test_data/adler_demo_testing_database.db b/notebooks/gen_test_data/adler_demo_testing_database.db
new file mode 100644
index 0000000000000000000000000000000000000000..1c3cdb5eca3624872b5c8052c309a211a5f99258
GIT binary patch
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diff --git a/notebooks/gen_test_data/get_test_data.ipynb b/notebooks/gen_test_data/get_test_data.ipynb
new file mode 100644
index 0000000..38af071
--- /dev/null
+++ b/notebooks/gen_test_data/get_test_data.ipynb
@@ -0,0 +1,2661 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "89353ba3-fef0-4e44-b5a7-cf84e8895e38",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:14.755360Z",
+     "iopub.status.busy": "2024-05-16T15:51:14.755141Z",
+     "iopub.status.idle": "2024-05-16T15:51:15.288200Z",
+     "shell.execute_reply": "2024-05-16T15:51:15.287602Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:14.755334Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "from lsst.rsp import get_tap_service\n",
+    "import sqlite3\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "c8c661de-721c-4a8a-8950-d94a64a7e351",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:15.289420Z",
+     "iopub.status.busy": "2024-05-16T15:51:15.289027Z",
+     "iopub.status.idle": "2024-05-16T15:51:15.344750Z",
+     "shell.execute_reply": "2024-05-16T15:51:15.343937Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:15.289402Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "service = get_tap_service(\"ssotap\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "0780edfd-b9a8-4d07-b12a-0fcc427661ef",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:15.346184Z",
+     "iopub.status.busy": "2024-05-16T15:51:15.345875Z",
+     "iopub.status.idle": "2024-05-16T15:51:15.349520Z",
+     "shell.execute_reply": "2024-05-16T15:51:15.348883Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:15.346166Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "db_fname = \"adler_demo_testing_database.db\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "43ed6219-d23f-4d84-9aa4-68420d43405a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:15.350467Z",
+     "iopub.status.busy": "2024-05-16T15:51:15.350275Z",
+     "iopub.status.idle": "2024-05-16T15:51:15.379422Z",
+     "shell.execute_reply": "2024-05-16T15:51:15.378648Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:15.350451Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "cnx = sqlite3.connect(db_fname)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "816d8725-8cab-4f3b-b6e5-35cd2d85dc3a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:15.381062Z",
+     "iopub.status.busy": "2024-05-16T15:51:15.380759Z",
+     "iopub.status.idle": "2024-05-16T15:51:15.391441Z",
+     "shell.execute_reply": "2024-05-16T15:51:15.390831Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:15.381043Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# ssoid = 8268570668335894776\n",
+    "ssoid_list = (8268570668335894776, 2150553186630, 3369984299447, 5992863104062, 6098332225018)\n",
+    "\n",
+    "test_id = 6098332225018\n",
+    "fake_id = 6098332225018000"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "24611019-4132-4c2b-9bef-f7253dd8b55e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:15.392395Z",
+     "iopub.status.busy": "2024-05-16T15:51:15.392197Z",
+     "iopub.status.idle": "2024-05-16T15:51:15.404246Z",
+     "shell.execute_reply": "2024-05-16T15:51:15.403608Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:15.392379Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "filter_name = \"r\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "c596e3f0-7575-4aba-9b99-9f0a9ff953a5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:15.405208Z",
+     "iopub.status.busy": "2024-05-16T15:51:15.405018Z",
+     "iopub.status.idle": "2024-05-16T15:51:15.417036Z",
+     "shell.execute_reply": "2024-05-16T15:51:15.416439Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:15.405193Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# diasource_sql_query = f\"\"\"\n",
+    "#             SELECT\n",
+    "#                 *\n",
+    "#             FROM\n",
+    "#                 dp03_catalogs_10yr.diaSource\n",
+    "#             WHERE\n",
+    "#                 ssObjectId = {ssoid}\n",
+    "#             \"\"\"\n",
+    "diasource_sql_query = f\"\"\"\n",
+    "            SELECT\n",
+    "                *\n",
+    "            FROM\n",
+    "                dp03_catalogs_10yr.diaSource\n",
+    "            WHERE\n",
+    "                ssObjectId in {ssoid_list}\n",
+    "            \"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "641b82a5-3ffc-44fd-803a-e658a226a92d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:15.418000Z",
+     "iopub.status.busy": "2024-05-16T15:51:15.417808Z",
+     "iopub.status.idle": "2024-05-16T15:51:16.515888Z",
+     "shell.execute_reply": "2024-05-16T15:51:16.515113Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:15.417985Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "diatable = service.search(diasource_sql_query).to_table().to_pandas()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "fbe7b23f-2061-4f39-aefb-34c5b53af238",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:16.517125Z",
+     "iopub.status.busy": "2024-05-16T15:51:16.516895Z",
+     "iopub.status.idle": "2024-05-16T15:51:16.520739Z",
+     "shell.execute_reply": "2024-05-16T15:51:16.520007Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:16.517107Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# sssource_sql_query = f\"\"\"\n",
+    "#             SELECT\n",
+    "#                 *\n",
+    "#             FROM\n",
+    "#                 dp03_catalogs_10yr.SSSource\n",
+    "#             WHERE\n",
+    "#                 ssObjectId = {ssoid}\n",
+    "#             \"\"\"\n",
+    "sssource_sql_query = f\"\"\"\n",
+    "            SELECT\n",
+    "                *\n",
+    "            FROM\n",
+    "                dp03_catalogs_10yr.SSSource\n",
+    "            WHERE\n",
+    "                ssObjectId in {ssoid_list}\n",
+    "            \"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "0421e5a7-44d2-4955-8880-d8f009f18bb7",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:16.521766Z",
+     "iopub.status.busy": "2024-05-16T15:51:16.521540Z",
+     "iopub.status.idle": "2024-05-16T15:51:16.830882Z",
+     "shell.execute_reply": "2024-05-16T15:51:16.830256Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:16.521750Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "sssource_table = service.search(sssource_sql_query).to_table().to_pandas()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "64e8ae53-a487-4a0c-a6da-3dd4574dc6ca",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:16.831911Z",
+     "iopub.status.busy": "2024-05-16T15:51:16.831706Z",
+     "iopub.status.idle": "2024-05-16T15:51:16.836035Z",
+     "shell.execute_reply": "2024-05-16T15:51:16.835562Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:16.831896Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['diaSourceId', 'eclipticBeta', 'eclipticLambda', 'galacticB',\n",
+       "       'galacticL', 'heliocentricDist', 'heliocentricVX', 'heliocentricVY',\n",
+       "       'heliocentricVZ', 'heliocentricX', 'heliocentricY', 'heliocentricZ',\n",
+       "       'mpcUniqueId', 'phaseAngle', 'predictedDecErr', 'predictedMagnitude',\n",
+       "       'predictedMagnitudeErr', 'predictedRaDecCov', 'predictedRaErr',\n",
+       "       'residualDec', 'residualRa', 'ssObjectId', 'topocentricDist',\n",
+       "       'topocentricVX', 'topocentricVY', 'topocentricVZ', 'topocentricX',\n",
+       "       'topocentricY', 'topocentricZ'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sssource_table.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "874e3fab-d89e-42ba-8ccd-adefef1ee2d6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:16.836891Z",
+     "iopub.status.busy": "2024-05-16T15:51:16.836665Z",
+     "iopub.status.idle": "2024-05-16T15:51:16.848402Z",
+     "shell.execute_reply": "2024-05-16T15:51:16.847922Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:16.836874Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# ssobject_sql_query = f\"\"\"\n",
+    "#             SELECT\n",
+    "#                 *\n",
+    "#             FROM\n",
+    "#                 dp03_catalogs_10yr.SSObject\n",
+    "#             WHERE\n",
+    "#                 ssObjectId = {ssoid}\n",
+    "#             \"\"\"\n",
+    "ssobject_sql_query = f\"\"\"\n",
+    "            SELECT\n",
+    "                *\n",
+    "            FROM\n",
+    "                dp03_catalogs_10yr.SSObject\n",
+    "            WHERE\n",
+    "                ssObjectId in {ssoid_list}\n",
+    "            \"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "fb1935bf-71ba-41b7-a19f-0be50ccfa48c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:16.849227Z",
+     "iopub.status.busy": "2024-05-16T15:51:16.849049Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.030419Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.029797Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:16.849213Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "ssobject_table = service.search(ssobject_sql_query).to_table().to_pandas()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "dac407b7-b86a-44cf-99d4-de8bc7e4a70f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.031516Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.031246Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.035610Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.035127Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.031499Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['arc', 'discoverySubmissionDate', 'firstObservationDate', 'flags',\n",
+       "       'g_Chi2', 'g_G12', 'g_G12Err', 'g_H', 'g_H_gG12_Cov', 'g_HErr',\n",
+       "       'g_Ndata', 'i_Chi2', 'i_G12', 'i_G12Err', 'i_H', 'i_H_iG12_Cov',\n",
+       "       'i_HErr', 'i_Ndata', 'maxExtendedness', 'medianExtendedness',\n",
+       "       'minExtendedness', 'MOID', 'MOIDDeltaV', 'MOIDEclipticLongitude',\n",
+       "       'MOIDTrueAnomaly', 'numObs', 'r_Chi2', 'r_G12', 'r_G12Err', 'r_H',\n",
+       "       'r_H_rG12_Cov', 'r_HErr', 'r_Ndata', 'ssObjectId', 'u_Chi2', 'u_G12',\n",
+       "       'u_G12Err', 'u_H', 'u_H_uG12_Cov', 'u_HErr', 'u_Ndata', 'y_Chi2',\n",
+       "       'y_G12', 'y_G12Err', 'y_H', 'y_H_yG12_Cov', 'y_HErr', 'y_Ndata',\n",
+       "       'z_Chi2', 'z_G12', 'z_G12Err', 'z_H', 'z_H_zG12_Cov', 'z_HErr',\n",
+       "       'z_Ndata'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ssobject_table.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "e6c8b5ed-cd14-4e7c-a0f0-39d2b628d224",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.036469Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.036288Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.050233Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.049633Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.036455Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0     99\n",
+       "1     34\n",
+       "2     32\n",
+       "3    109\n",
+       "4     38\n",
+       "Name: r_Ndata, dtype: int32"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ssobject_table[\"r_Ndata\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "ec6419b0-64d0-4056-9579-65085b35fa17",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.051356Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.050979Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.062716Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.062172Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.051339Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# mpcorb_sql_query = f\"\"\"\n",
+    "#             SELECT\n",
+    "#                 *\n",
+    "#             FROM\n",
+    "#                 dp03_catalogs_10yr.MPCORB\n",
+    "#             WHERE\n",
+    "#                 ssObjectId = {ssoid}\n",
+    "#             \"\"\"\n",
+    "mpcorb_sql_query = f\"\"\"\n",
+    "            SELECT\n",
+    "                *\n",
+    "            FROM\n",
+    "                dp03_catalogs_10yr.MPCORB\n",
+    "            WHERE\n",
+    "                ssObjectId in {ssoid_list}\n",
+    "            \"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "51e6994a-88ed-4b92-ba03-56aba4ec8066",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.063608Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.063397Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.233428Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.232820Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.063570Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "mpcorb_table = service.search(mpcorb_sql_query).to_table().to_pandas()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "c356b4b3-5da8-417c-93b4-106ee0899e6f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.234396Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.234208Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.253335Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.252826Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.234380Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>arc</th>\n",
+       "      <th>arcEnd</th>\n",
+       "      <th>arcStart</th>\n",
+       "      <th>computer</th>\n",
+       "      <th>e</th>\n",
+       "      <th>epoch</th>\n",
+       "      <th>flags</th>\n",
+       "      <th>fullDesignation</th>\n",
+       "      <th>incl</th>\n",
+       "      <th>lastIncludedObservation</th>\n",
+       "      <th>...</th>\n",
+       "      <th>nopp</th>\n",
+       "      <th>peri</th>\n",
+       "      <th>pertsLong</th>\n",
+       "      <th>pertsShort</th>\n",
+       "      <th>q</th>\n",
+       "      <th>reference</th>\n",
+       "      <th>rms</th>\n",
+       "      <th>ssObjectId</th>\n",
+       "      <th>tperi</th>\n",
+       "      <th>uncertaintyParameter</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.095122</td>\n",
+       "      <td>60065.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2011 2012 AA35</td>\n",
+       "      <td>5.07716</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>17.125305</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>2.037489</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2150553186630</td>\n",
+       "      <td>59579.605855</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.209602</td>\n",
+       "      <td>60065.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2011 S100h4WYa</td>\n",
+       "      <td>7.78333</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>136.833063</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>1.842686</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3369984299447</td>\n",
+       "      <td>59826.524077</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.090991</td>\n",
+       "      <td>60065.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2011 S100uH5sa</td>\n",
+       "      <td>12.13587</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>289.224457</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>2.720239</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5992863104062</td>\n",
+       "      <td>60859.148369</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.139678</td>\n",
+       "      <td>60065.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2011 2007 YP19</td>\n",
+       "      <td>4.44057</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>201.500952</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>2.721865</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>6098332225018</td>\n",
+       "      <td>60673.714400</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.716881</td>\n",
+       "      <td>60065.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2011 2014 QL433</td>\n",
+       "      <td>4.42757</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>260.546820</td>\n",
+       "      <td></td>\n",
+       "      <td></td>\n",
+       "      <td>0.589829</td>\n",
+       "      <td></td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>8268570668335894776</td>\n",
+       "      <td>60112.792837</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 27 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   arc arcEnd arcStart computer         e    epoch  flags  fullDesignation  \\\n",
+       "0  NaN                           0.095122  60065.0      0   2011 2012 AA35   \n",
+       "1  NaN                           0.209602  60065.0      0   2011 S100h4WYa   \n",
+       "2  NaN                           0.090991  60065.0      0   2011 S100uH5sa   \n",
+       "3  NaN                           0.139678  60065.0      0   2011 2007 YP19   \n",
+       "4  NaN                           0.716881  60065.0      0  2011 2014 QL433   \n",
+       "\n",
+       "       incl  lastIncludedObservation  ... nopp        peri  pertsLong  \\\n",
+       "0   5.07716                      NaN  ...    0   17.125305              \n",
+       "1   7.78333                      NaN  ...    0  136.833063              \n",
+       "2  12.13587                      NaN  ...    0  289.224457              \n",
+       "3   4.44057                      NaN  ...    0  201.500952              \n",
+       "4   4.42757                      NaN  ...    0  260.546820              \n",
+       "\n",
+       "   pertsShort         q  reference  rms           ssObjectId         tperi  \\\n",
+       "0              2.037489             NaN        2150553186630  59579.605855   \n",
+       "1              1.842686             NaN        3369984299447  59826.524077   \n",
+       "2              2.720239             NaN        5992863104062  60859.148369   \n",
+       "3              2.721865             NaN        6098332225018  60673.714400   \n",
+       "4              0.589829             NaN  8268570668335894776  60112.792837   \n",
+       "\n",
+       "  uncertaintyParameter  \n",
+       "0                       \n",
+       "1                       \n",
+       "2                       \n",
+       "3                       \n",
+       "4                       \n",
+       "\n",
+       "[5 rows x 27 columns]"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "mpcorb_table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "03a065dd-099c-4913-a9ca-5590e1c26534",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.254349Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.254159Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.257129Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.256504Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.254335Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# add a new fake object"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "8e182829-078d-42d6-af0f-27e1e071aa5b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.261486Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.261304Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.286690Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.286201Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.261472Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>band</th>\n",
+       "      <th>ccdVisitId</th>\n",
+       "      <th>dec</th>\n",
+       "      <th>decErr</th>\n",
+       "      <th>decTrue</th>\n",
+       "      <th>diaObjectId</th>\n",
+       "      <th>diaSourceId</th>\n",
+       "      <th>mag</th>\n",
+       "      <th>magErr</th>\n",
+       "      <th>magTrueVband</th>\n",
+       "      <th>midPointMjdTai</th>\n",
+       "      <th>nameTrue</th>\n",
+       "      <th>ra</th>\n",
+       "      <th>ra_dec_Cov</th>\n",
+       "      <th>raErr</th>\n",
+       "      <th>raTrue</th>\n",
+       "      <th>snr</th>\n",
+       "      <th>ssObjectId</th>\n",
+       "      <th>ssObjectReassocTime</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>r</td>\n",
+       "      <td>826978</td>\n",
+       "      <td>-22.958176</td>\n",
+       "      <td>0.000005</td>\n",
+       "      <td>-22.958163</td>\n",
+       "      <td>2905100135900213485</td>\n",
+       "      <td>18188774906504369</td>\n",
+       "      <td>22.122999</td>\n",
+       "      <td>0.041</td>\n",
+       "      <td>22.033504</td>\n",
+       "      <td>61648.28255</td>\n",
+       "      <td>2012 AA35</td>\n",
+       "      <td>323.890681</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000005</td>\n",
+       "      <td>323.890684</td>\n",
+       "      <td>22.464245</td>\n",
+       "      <td>2150553186630</td>\n",
+       "      <td>61648.28255</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>r</td>\n",
+       "      <td>2035180</td>\n",
+       "      <td>-14.553622</td>\n",
+       "      <td>0.000018</td>\n",
+       "      <td>-14.553617</td>\n",
+       "      <td>6644478959102540493</td>\n",
+       "      <td>87006313523607576</td>\n",
+       "      <td>23.186001</td>\n",
+       "      <td>0.176</td>\n",
+       "      <td>23.277239</td>\n",
+       "      <td>63793.11123</td>\n",
+       "      <td>2012 AA35</td>\n",
+       "      <td>220.572183</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000018</td>\n",
+       "      <td>220.572151</td>\n",
+       "      <td>5.233148</td>\n",
+       "      <td>2150553186630</td>\n",
+       "      <td>63793.11123</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>i</td>\n",
+       "      <td>538202</td>\n",
+       "      <td>1.090052</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>1.090046</td>\n",
+       "      <td>-1814395187774575115</td>\n",
+       "      <td>102043887374547575</td>\n",
+       "      <td>21.809999</td>\n",
+       "      <td>0.037</td>\n",
+       "      <td>21.941309</td>\n",
+       "      <td>61155.17906</td>\n",
+       "      <td>2012 AA35</td>\n",
+       "      <td>195.195758</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>195.195759</td>\n",
+       "      <td>24.892813</td>\n",
+       "      <td>2150553186630</td>\n",
+       "      <td>61155.17906</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>g</td>\n",
+       "      <td>1994507</td>\n",
+       "      <td>-14.133374</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>-14.133380</td>\n",
+       "      <td>-2764074387554066817</td>\n",
+       "      <td>149948551075835426</td>\n",
+       "      <td>22.665001</td>\n",
+       "      <td>0.049</td>\n",
+       "      <td>21.961533</td>\n",
+       "      <td>63715.30357</td>\n",
+       "      <td>2012 AA35</td>\n",
+       "      <td>230.760251</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>230.760246</td>\n",
+       "      <td>18.796614</td>\n",
+       "      <td>2150553186630</td>\n",
+       "      <td>63715.30357</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>g</td>\n",
+       "      <td>534253</td>\n",
+       "      <td>0.589982</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>0.589986</td>\n",
+       "      <td>-2101259887024488987</td>\n",
+       "      <td>186636841932196305</td>\n",
+       "      <td>22.417000</td>\n",
+       "      <td>0.028</td>\n",
+       "      <td>21.665754</td>\n",
+       "      <td>61145.18953</td>\n",
+       "      <td>2012 AA35</td>\n",
+       "      <td>197.511556</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>197.511556</td>\n",
+       "      <td>32.894073</td>\n",
+       "      <td>2150553186630</td>\n",
+       "      <td>61145.18953</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>845</th>\n",
+       "      <td>g</td>\n",
+       "      <td>7799</td>\n",
+       "      <td>-10.670760</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>-10.670763</td>\n",
+       "      <td>-874443130836536444</td>\n",
+       "      <td>-1345853232552594655</td>\n",
+       "      <td>22.945000</td>\n",
+       "      <td>0.046</td>\n",
+       "      <td>22.346977</td>\n",
+       "      <td>60228.05606</td>\n",
+       "      <td>2014 QL433</td>\n",
+       "      <td>323.532914</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>323.532914</td>\n",
+       "      <td>20.022480</td>\n",
+       "      <td>8268570668335894776</td>\n",
+       "      <td>60228.05606</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>846</th>\n",
+       "      <td>r</td>\n",
+       "      <td>1090090</td>\n",
+       "      <td>29.320428</td>\n",
+       "      <td>0.000035</td>\n",
+       "      <td>29.320468</td>\n",
+       "      <td>-7987737159207644782</td>\n",
+       "      <td>-1334792330958883646</td>\n",
+       "      <td>23.068001</td>\n",
+       "      <td>0.211</td>\n",
+       "      <td>23.155615</td>\n",
+       "      <td>62113.17449</td>\n",
+       "      <td>2014 QL433</td>\n",
+       "      <td>74.691787</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000035</td>\n",
+       "      <td>74.691838</td>\n",
+       "      <td>4.365090</td>\n",
+       "      <td>8268570668335894776</td>\n",
+       "      <td>62113.17449</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>847</th>\n",
+       "      <td>r</td>\n",
+       "      <td>4492</td>\n",
+       "      <td>-10.889507</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>-10.889517</td>\n",
+       "      <td>-5709489065863214846</td>\n",
+       "      <td>-786563943595319518</td>\n",
+       "      <td>22.143000</td>\n",
+       "      <td>0.057</td>\n",
+       "      <td>22.113560</td>\n",
+       "      <td>60223.98877</td>\n",
+       "      <td>2014 QL433</td>\n",
+       "      <td>322.778901</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>322.778904</td>\n",
+       "      <td>16.158491</td>\n",
+       "      <td>8268570668335894776</td>\n",
+       "      <td>60223.98877</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>848</th>\n",
+       "      <td>i</td>\n",
+       "      <td>1237285</td>\n",
+       "      <td>-18.625892</td>\n",
+       "      <td>0.000008</td>\n",
+       "      <td>-18.625884</td>\n",
+       "      <td>-713349703496633846</td>\n",
+       "      <td>-754458044377129801</td>\n",
+       "      <td>21.313000</td>\n",
+       "      <td>0.060</td>\n",
+       "      <td>21.484858</td>\n",
+       "      <td>62406.11472</td>\n",
+       "      <td>2014 QL433</td>\n",
+       "      <td>298.145886</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000008</td>\n",
+       "      <td>298.145887</td>\n",
+       "      <td>15.350567</td>\n",
+       "      <td>8268570668335894776</td>\n",
+       "      <td>62406.11472</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>849</th>\n",
+       "      <td>z</td>\n",
+       "      <td>1787</td>\n",
+       "      <td>-11.082800</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>-11.082798</td>\n",
+       "      <td>-5759155309338170925</td>\n",
+       "      <td>-169722849336337265</td>\n",
+       "      <td>21.724001</td>\n",
+       "      <td>0.054</td>\n",
+       "      <td>21.872181</td>\n",
+       "      <td>60220.04371</td>\n",
+       "      <td>2014 QL433</td>\n",
+       "      <td>322.114988</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>322.114986</td>\n",
+       "      <td>17.056187</td>\n",
+       "      <td>8268570668335894776</td>\n",
+       "      <td>60220.04371</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>850 rows × 19 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    band  ccdVisitId        dec    decErr    decTrue          diaObjectId  \\\n",
+       "0      r      826978 -22.958176  0.000005 -22.958163  2905100135900213485   \n",
+       "1      r     2035180 -14.553622  0.000018 -14.553617  6644478959102540493   \n",
+       "2      i      538202   1.090052  0.000003   1.090046 -1814395187774575115   \n",
+       "3      g     1994507 -14.133374  0.000004 -14.133380 -2764074387554066817   \n",
+       "4      g      534253   0.589982  0.000003   0.589986 -2101259887024488987   \n",
+       "..   ...         ...        ...       ...        ...                  ...   \n",
+       "845    g        7799 -10.670760  0.000004 -10.670763  -874443130836536444   \n",
+       "846    r     1090090  29.320428  0.000035  29.320468 -7987737159207644782   \n",
+       "847    r        4492 -10.889507  0.000006 -10.889517 -5709489065863214846   \n",
+       "848    i     1237285 -18.625892  0.000008 -18.625884  -713349703496633846   \n",
+       "849    z        1787 -11.082800  0.000004 -11.082798 -5759155309338170925   \n",
+       "\n",
+       "             diaSourceId        mag  magErr  magTrueVband  midPointMjdTai  \\\n",
+       "0      18188774906504369  22.122999   0.041     22.033504     61648.28255   \n",
+       "1      87006313523607576  23.186001   0.176     23.277239     63793.11123   \n",
+       "2     102043887374547575  21.809999   0.037     21.941309     61155.17906   \n",
+       "3     149948551075835426  22.665001   0.049     21.961533     63715.30357   \n",
+       "4     186636841932196305  22.417000   0.028     21.665754     61145.18953   \n",
+       "..                   ...        ...     ...           ...             ...   \n",
+       "845 -1345853232552594655  22.945000   0.046     22.346977     60228.05606   \n",
+       "846 -1334792330958883646  23.068001   0.211     23.155615     62113.17449   \n",
+       "847  -786563943595319518  22.143000   0.057     22.113560     60223.98877   \n",
+       "848  -754458044377129801  21.313000   0.060     21.484858     62406.11472   \n",
+       "849  -169722849336337265  21.724001   0.054     21.872181     60220.04371   \n",
+       "\n",
+       "       nameTrue          ra  ra_dec_Cov     raErr      raTrue        snr  \\\n",
+       "0     2012 AA35  323.890681         0.0  0.000005  323.890684  22.464245   \n",
+       "1     2012 AA35  220.572183         0.0  0.000018  220.572151   5.233148   \n",
+       "2     2012 AA35  195.195758         0.0  0.000003  195.195759  24.892813   \n",
+       "3     2012 AA35  230.760251         0.0  0.000004  230.760246  18.796614   \n",
+       "4     2012 AA35  197.511556         0.0  0.000003  197.511556  32.894073   \n",
+       "..          ...         ...         ...       ...         ...        ...   \n",
+       "845  2014 QL433  323.532914         0.0  0.000004  323.532914  20.022480   \n",
+       "846  2014 QL433   74.691787         0.0  0.000035   74.691838   4.365090   \n",
+       "847  2014 QL433  322.778901         0.0  0.000006  322.778904  16.158491   \n",
+       "848  2014 QL433  298.145886         0.0  0.000008  298.145887  15.350567   \n",
+       "849  2014 QL433  322.114988         0.0  0.000004  322.114986  17.056187   \n",
+       "\n",
+       "              ssObjectId ssObjectReassocTime  \n",
+       "0          2150553186630         61648.28255  \n",
+       "1          2150553186630         63793.11123  \n",
+       "2          2150553186630         61155.17906  \n",
+       "3          2150553186630         63715.30357  \n",
+       "4          2150553186630         61145.18953  \n",
+       "..                   ...                 ...  \n",
+       "845  8268570668335894776         60228.05606  \n",
+       "846  8268570668335894776         62113.17449  \n",
+       "847  8268570668335894776         60223.98877  \n",
+       "848  8268570668335894776         62406.11472  \n",
+       "849  8268570668335894776         60220.04371  \n",
+       "\n",
+       "[850 rows x 19 columns]"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "diatable"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "7753f35c-870e-465f-b40b-76405853bff6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.287883Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.287546Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.299875Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.299345Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.287862Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "diaSourceId\n",
+       "-9112763465827438840    1\n",
+       " 2014190870401796341    1\n",
+       " 2956629072724944049    1\n",
+       " 2953752972822018602    1\n",
+       " 2905571607555473454    1\n",
+       "                       ..\n",
+       "-3557787637099240757    1\n",
+       "-3611971859248121084    1\n",
+       "-3616614797387747902    1\n",
+       "-3673733155341467608    1\n",
+       " 9049818896742252656    1\n",
+       "Name: count, Length: 326, dtype: int64"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "diatable[(diatable[\"ssObjectId\"] == test_id)].value_counts(\"diaSourceId\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "a75c4bea-1054-45db-b5f6-8a2993092b86",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.300710Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.300509Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.312925Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.312445Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.300696Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "diaSourceId\n",
+       "-8989137328016011290    1\n",
+       " 1805778899780713919    1\n",
+       " 4172232680473561059    1\n",
+       " 4078564031605990189    1\n",
+       " 3990456179953581022    1\n",
+       "                       ..\n",
+       "-3973452237660372181    1\n",
+       "-4294335785927851736    1\n",
+       "-4457341712489589716    1\n",
+       "-4684177232370434022    1\n",
+       " 8731362318873589325    1\n",
+       "Name: count, Length: 109, dtype: int64"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "diatable[(diatable[\"ssObjectId\"] == test_id) & (diatable[\"band\"] == \"r\")].value_counts(\"diaSourceId\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "56b4b04a-3b22-4092-95a9-49aaa5c1d1ed",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.313863Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.313686Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.327018Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.326449Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.313849Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# df_dict = {\"dia\":diatable,\n",
+    "#            \"sss\":sssource_table,\n",
+    "#            \"sso\":ssobject_table,\n",
+    "#            \"mpc\":mpcorb_table}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "37bc252d-c1f3-47d8-97c2-3a19ca34b0f3",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.327817Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.327650Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.340474Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.339974Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.327804Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# for x in df_dict:\n",
+    "\n",
+    "#     _df = df_dict[x].copy()[df_dict[x][\"ssObjectId\"]==test_id]\n",
+    "#     _df[\"ssObjectId\"] = fake_id\n",
+    "#     df_dict[x] = pd.concat([df_dict[x],_df],axis = 0).reset_index(drop=True)\n",
+    "#     print(len(_df),len(df_dict[x]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "bf5045bb-2a7b-4d63-b5f3-1caeaf3c01f5",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.341321Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.341144Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.353407Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.352881Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.341308Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# diatable = df_dict[\"dia\"]\n",
+    "# sssource_table = df_dict[\"sss\"]\n",
+    "# ssobject_table = df_dict[\"sso\"]\n",
+    "# mpcorb_table = df_dict[\"mpc\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "6e1a1bdd-1b94-4225-bc95-b383233b6c2d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.354214Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.354045Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.366070Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.365497Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.354201Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# _df = diatable.copy()[diatable[\"ssObjectId\"]==test_id]\n",
+    "# _df[\"ssObjectId\"] = fake_id\n",
+    "# diatable = pd.concat([diatable,_df],axis = 0).reset_index(drop=True)\n",
+    "# # print(len(_df),len(df_dict[x]))\n",
+    "# _df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "26b6974b-ff98-4f4e-ab49-352a48ba895a",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.366988Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.366751Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.380019Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.379486Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.366974Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# # add an outburst\n",
+    "# t0 = 63100\n",
+    "# t1 = 63600\n",
+    "# mag_shift = -1.5\n",
+    "\n",
+    "# mask = ((diatable[\"ssObjectId\"] == fake_id) &\n",
+    "#         (diatable[\"midPointMjdTai\"] > t0) &\n",
+    "#         (diatable[\"midPointMjdTai\"] < t1))\n",
+    "\n",
+    "# diatable.loc[mask,\"mag\"] += mag_shift"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "0433626a-057a-45c2-8cd1-68f3de4022b6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.380986Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.380732Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.410063Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.409487Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.380971Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>band</th>\n",
+       "      <th>ccdVisitId</th>\n",
+       "      <th>dec</th>\n",
+       "      <th>decErr</th>\n",
+       "      <th>decTrue</th>\n",
+       "      <th>diaObjectId</th>\n",
+       "      <th>diaSourceId</th>\n",
+       "      <th>mag</th>\n",
+       "      <th>magErr</th>\n",
+       "      <th>magTrueVband</th>\n",
+       "      <th>midPointMjdTai</th>\n",
+       "      <th>nameTrue</th>\n",
+       "      <th>ra</th>\n",
+       "      <th>ra_dec_Cov</th>\n",
+       "      <th>raErr</th>\n",
+       "      <th>raTrue</th>\n",
+       "      <th>snr</th>\n",
+       "      <th>ssObjectId</th>\n",
+       "      <th>ssObjectReassocTime</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>r</td>\n",
+       "      <td>826978</td>\n",
+       "      <td>-22.958176</td>\n",
+       "      <td>0.000005</td>\n",
+       "      <td>-22.958163</td>\n",
+       "      <td>2905100135900213485</td>\n",
+       "      <td>18188774906504369</td>\n",
+       "      <td>22.122999</td>\n",
+       "      <td>0.041</td>\n",
+       "      <td>22.033504</td>\n",
+       "      <td>61648.28255</td>\n",
+       "      <td>2012 AA35</td>\n",
+       "      <td>323.890681</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000005</td>\n",
+       "      <td>323.890684</td>\n",
+       "      <td>22.464245</td>\n",
+       "      <td>2150553186630</td>\n",
+       "      <td>61648.28255</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>r</td>\n",
+       "      <td>2035180</td>\n",
+       "      <td>-14.553622</td>\n",
+       "      <td>0.000018</td>\n",
+       "      <td>-14.553617</td>\n",
+       "      <td>6644478959102540493</td>\n",
+       "      <td>87006313523607576</td>\n",
+       "      <td>23.186001</td>\n",
+       "      <td>0.176</td>\n",
+       "      <td>23.277239</td>\n",
+       "      <td>63793.11123</td>\n",
+       "      <td>2012 AA35</td>\n",
+       "      <td>220.572183</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000018</td>\n",
+       "      <td>220.572151</td>\n",
+       "      <td>5.233148</td>\n",
+       "      <td>2150553186630</td>\n",
+       "      <td>63793.11123</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>i</td>\n",
+       "      <td>538202</td>\n",
+       "      <td>1.090052</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>1.090046</td>\n",
+       "      <td>-1814395187774575115</td>\n",
+       "      <td>102043887374547575</td>\n",
+       "      <td>21.809999</td>\n",
+       "      <td>0.037</td>\n",
+       "      <td>21.941309</td>\n",
+       "      <td>61155.17906</td>\n",
+       "      <td>2012 AA35</td>\n",
+       "      <td>195.195758</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>195.195759</td>\n",
+       "      <td>24.892813</td>\n",
+       "      <td>2150553186630</td>\n",
+       "      <td>61155.17906</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>g</td>\n",
+       "      <td>1994507</td>\n",
+       "      <td>-14.133374</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>-14.133380</td>\n",
+       "      <td>-2764074387554066817</td>\n",
+       "      <td>149948551075835426</td>\n",
+       "      <td>22.665001</td>\n",
+       "      <td>0.049</td>\n",
+       "      <td>21.961533</td>\n",
+       "      <td>63715.30357</td>\n",
+       "      <td>2012 AA35</td>\n",
+       "      <td>230.760251</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>230.760246</td>\n",
+       "      <td>18.796614</td>\n",
+       "      <td>2150553186630</td>\n",
+       "      <td>63715.30357</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>g</td>\n",
+       "      <td>534253</td>\n",
+       "      <td>0.589982</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>0.589986</td>\n",
+       "      <td>-2101259887024488987</td>\n",
+       "      <td>186636841932196305</td>\n",
+       "      <td>22.417000</td>\n",
+       "      <td>0.028</td>\n",
+       "      <td>21.665754</td>\n",
+       "      <td>61145.18953</td>\n",
+       "      <td>2012 AA35</td>\n",
+       "      <td>197.511556</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>197.511556</td>\n",
+       "      <td>32.894073</td>\n",
+       "      <td>2150553186630</td>\n",
+       "      <td>61145.18953</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>845</th>\n",
+       "      <td>g</td>\n",
+       "      <td>7799</td>\n",
+       "      <td>-10.670760</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>-10.670763</td>\n",
+       "      <td>-874443130836536444</td>\n",
+       "      <td>-1345853232552594655</td>\n",
+       "      <td>22.945000</td>\n",
+       "      <td>0.046</td>\n",
+       "      <td>22.346977</td>\n",
+       "      <td>60228.05606</td>\n",
+       "      <td>2014 QL433</td>\n",
+       "      <td>323.532914</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>323.532914</td>\n",
+       "      <td>20.022480</td>\n",
+       "      <td>8268570668335894776</td>\n",
+       "      <td>60228.05606</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>846</th>\n",
+       "      <td>r</td>\n",
+       "      <td>1090090</td>\n",
+       "      <td>29.320428</td>\n",
+       "      <td>0.000035</td>\n",
+       "      <td>29.320468</td>\n",
+       "      <td>-7987737159207644782</td>\n",
+       "      <td>-1334792330958883646</td>\n",
+       "      <td>23.068001</td>\n",
+       "      <td>0.211</td>\n",
+       "      <td>23.155615</td>\n",
+       "      <td>62113.17449</td>\n",
+       "      <td>2014 QL433</td>\n",
+       "      <td>74.691787</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000035</td>\n",
+       "      <td>74.691838</td>\n",
+       "      <td>4.365090</td>\n",
+       "      <td>8268570668335894776</td>\n",
+       "      <td>62113.17449</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>847</th>\n",
+       "      <td>r</td>\n",
+       "      <td>4492</td>\n",
+       "      <td>-10.889507</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>-10.889517</td>\n",
+       "      <td>-5709489065863214846</td>\n",
+       "      <td>-786563943595319518</td>\n",
+       "      <td>22.143000</td>\n",
+       "      <td>0.057</td>\n",
+       "      <td>22.113560</td>\n",
+       "      <td>60223.98877</td>\n",
+       "      <td>2014 QL433</td>\n",
+       "      <td>322.778901</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000006</td>\n",
+       "      <td>322.778904</td>\n",
+       "      <td>16.158491</td>\n",
+       "      <td>8268570668335894776</td>\n",
+       "      <td>60223.98877</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>848</th>\n",
+       "      <td>i</td>\n",
+       "      <td>1237285</td>\n",
+       "      <td>-18.625892</td>\n",
+       "      <td>0.000008</td>\n",
+       "      <td>-18.625884</td>\n",
+       "      <td>-713349703496633846</td>\n",
+       "      <td>-754458044377129801</td>\n",
+       "      <td>21.313000</td>\n",
+       "      <td>0.060</td>\n",
+       "      <td>21.484858</td>\n",
+       "      <td>62406.11472</td>\n",
+       "      <td>2014 QL433</td>\n",
+       "      <td>298.145886</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000008</td>\n",
+       "      <td>298.145887</td>\n",
+       "      <td>15.350567</td>\n",
+       "      <td>8268570668335894776</td>\n",
+       "      <td>62406.11472</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>849</th>\n",
+       "      <td>z</td>\n",
+       "      <td>1787</td>\n",
+       "      <td>-11.082800</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>-11.082798</td>\n",
+       "      <td>-5759155309338170925</td>\n",
+       "      <td>-169722849336337265</td>\n",
+       "      <td>21.724001</td>\n",
+       "      <td>0.054</td>\n",
+       "      <td>21.872181</td>\n",
+       "      <td>60220.04371</td>\n",
+       "      <td>2014 QL433</td>\n",
+       "      <td>322.114988</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>322.114986</td>\n",
+       "      <td>17.056187</td>\n",
+       "      <td>8268570668335894776</td>\n",
+       "      <td>60220.04371</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>850 rows × 19 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    band  ccdVisitId        dec    decErr    decTrue          diaObjectId  \\\n",
+       "0      r      826978 -22.958176  0.000005 -22.958163  2905100135900213485   \n",
+       "1      r     2035180 -14.553622  0.000018 -14.553617  6644478959102540493   \n",
+       "2      i      538202   1.090052  0.000003   1.090046 -1814395187774575115   \n",
+       "3      g     1994507 -14.133374  0.000004 -14.133380 -2764074387554066817   \n",
+       "4      g      534253   0.589982  0.000003   0.589986 -2101259887024488987   \n",
+       "..   ...         ...        ...       ...        ...                  ...   \n",
+       "845    g        7799 -10.670760  0.000004 -10.670763  -874443130836536444   \n",
+       "846    r     1090090  29.320428  0.000035  29.320468 -7987737159207644782   \n",
+       "847    r        4492 -10.889507  0.000006 -10.889517 -5709489065863214846   \n",
+       "848    i     1237285 -18.625892  0.000008 -18.625884  -713349703496633846   \n",
+       "849    z        1787 -11.082800  0.000004 -11.082798 -5759155309338170925   \n",
+       "\n",
+       "             diaSourceId        mag  magErr  magTrueVband  midPointMjdTai  \\\n",
+       "0      18188774906504369  22.122999   0.041     22.033504     61648.28255   \n",
+       "1      87006313523607576  23.186001   0.176     23.277239     63793.11123   \n",
+       "2     102043887374547575  21.809999   0.037     21.941309     61155.17906   \n",
+       "3     149948551075835426  22.665001   0.049     21.961533     63715.30357   \n",
+       "4     186636841932196305  22.417000   0.028     21.665754     61145.18953   \n",
+       "..                   ...        ...     ...           ...             ...   \n",
+       "845 -1345853232552594655  22.945000   0.046     22.346977     60228.05606   \n",
+       "846 -1334792330958883646  23.068001   0.211     23.155615     62113.17449   \n",
+       "847  -786563943595319518  22.143000   0.057     22.113560     60223.98877   \n",
+       "848  -754458044377129801  21.313000   0.060     21.484858     62406.11472   \n",
+       "849  -169722849336337265  21.724001   0.054     21.872181     60220.04371   \n",
+       "\n",
+       "       nameTrue          ra  ra_dec_Cov     raErr      raTrue        snr  \\\n",
+       "0     2012 AA35  323.890681         0.0  0.000005  323.890684  22.464245   \n",
+       "1     2012 AA35  220.572183         0.0  0.000018  220.572151   5.233148   \n",
+       "2     2012 AA35  195.195758         0.0  0.000003  195.195759  24.892813   \n",
+       "3     2012 AA35  230.760251         0.0  0.000004  230.760246  18.796614   \n",
+       "4     2012 AA35  197.511556         0.0  0.000003  197.511556  32.894073   \n",
+       "..          ...         ...         ...       ...         ...        ...   \n",
+       "845  2014 QL433  323.532914         0.0  0.000004  323.532914  20.022480   \n",
+       "846  2014 QL433   74.691787         0.0  0.000035   74.691838   4.365090   \n",
+       "847  2014 QL433  322.778901         0.0  0.000006  322.778904  16.158491   \n",
+       "848  2014 QL433  298.145886         0.0  0.000008  298.145887  15.350567   \n",
+       "849  2014 QL433  322.114988         0.0  0.000004  322.114986  17.056187   \n",
+       "\n",
+       "              ssObjectId ssObjectReassocTime  \n",
+       "0          2150553186630         61648.28255  \n",
+       "1          2150553186630         63793.11123  \n",
+       "2          2150553186630         61155.17906  \n",
+       "3          2150553186630         63715.30357  \n",
+       "4          2150553186630         61145.18953  \n",
+       "..                   ...                 ...  \n",
+       "845  8268570668335894776         60228.05606  \n",
+       "846  8268570668335894776         62113.17449  \n",
+       "847  8268570668335894776         60223.98877  \n",
+       "848  8268570668335894776         62406.11472  \n",
+       "849  8268570668335894776         60220.04371  \n",
+       "\n",
+       "[850 rows x 19 columns]"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "diatable"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "a4a41ba6-b8bc-4a24-9e6d-e69d0dc19866",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.411036Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.410846Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.496166Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.495588Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.411022Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "850"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# diatable.to_sql(\"diaSource\", con=cnx, if_exists=\"append\", index=False)\n",
+    "diatable.to_sql(\"diaSource\", con=cnx, if_exists=\"replace\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "aaab53fe-5391-42f4-9458-c80f8201626f",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.497155Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.496952Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.566910Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.566241Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.497140Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "850"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# sssource_table.to_sql(\"ssSource\", con=cnx, if_exists=\"append\", index=False)\n",
+    "sssource_table.to_sql(\"ssSource\", con=cnx, if_exists=\"replace\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "00e59db2-d3d5-47ba-b166-e9baa38a18ca",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.567972Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.567727Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.620969Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.620385Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.567954Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# ssobject_table.to_sql(\"ssObject\", con=cnx, if_exists=\"append\", index=False)\n",
+    "ssobject_table.to_sql(\"ssObject\", con=cnx, if_exists=\"replace\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "2ef861b6-a2f7-48d3-9494-775525288635",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.621931Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.621730Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.670994Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.670462Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.621916Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# mpcorb_table.to_sql(\"MPCORB\", con=cnx, if_exists=\"append\", index=False)\n",
+    "mpcorb_table.to_sql(\"MPCORB\", con=cnx, if_exists=\"replace\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "dbef0ea3-614e-46f1-9ef6-dd8373fe51c6",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.671900Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.671714Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.703052Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.702557Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.671885Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "326"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "_diatable = diatable.copy()[diatable[\"ssObjectId\"] == test_id]\n",
+    "_diatable[\"ssObjectId\"] = fake_id\n",
+    "_diatable[\"diaSourceId\"] = _diatable[\"diaSourceId\"] * 1000\n",
+    "\n",
+    "# add an outburst\n",
+    "t0 = 63100\n",
+    "t1 = 63600\n",
+    "mag_shift = -1.5\n",
+    "\n",
+    "mask = (\n",
+    "    (_diatable[\"ssObjectId\"] == fake_id)\n",
+    "    & (_diatable[\"midPointMjdTai\"] > t0)\n",
+    "    & (_diatable[\"midPointMjdTai\"] < t1)\n",
+    ")\n",
+    "\n",
+    "_diatable.loc[mask, \"mag\"] += mag_shift\n",
+    "\n",
+    "_diatable.to_sql(\"diaSource\", con=cnx, if_exists=\"append\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "e3bb4edd-844f-436c-acec-cf75075a216e",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.703989Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.703796Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.724554Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.724027Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.703975Z"
+    }
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_52725/2339136216.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
+      "  _diatable[diatable[\"band\"]==\"r\"]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>band</th>\n",
+       "      <th>ccdVisitId</th>\n",
+       "      <th>dec</th>\n",
+       "      <th>decErr</th>\n",
+       "      <th>decTrue</th>\n",
+       "      <th>diaObjectId</th>\n",
+       "      <th>diaSourceId</th>\n",
+       "      <th>mag</th>\n",
+       "      <th>magErr</th>\n",
+       "      <th>magTrueVband</th>\n",
+       "      <th>midPointMjdTai</th>\n",
+       "      <th>nameTrue</th>\n",
+       "      <th>ra</th>\n",
+       "      <th>ra_dec_Cov</th>\n",
+       "      <th>raErr</th>\n",
+       "      <th>raTrue</th>\n",
+       "      <th>snr</th>\n",
+       "      <th>ssObjectId</th>\n",
+       "      <th>ssObjectReassocTime</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>430</th>\n",
+       "      <td>r</td>\n",
+       "      <td>1559730</td>\n",
+       "      <td>7.863010</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>7.863015</td>\n",
+       "      <td>-3580038114250342596</td>\n",
+       "      <td>2887483772454859384</td>\n",
+       "      <td>20.820000</td>\n",
+       "      <td>0.022</td>\n",
+       "      <td>20.833990</td>\n",
+       "      <td>62949.16153</td>\n",
+       "      <td>2007 YP19</td>\n",
+       "      <td>144.570527</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>144.570536</td>\n",
+       "      <td>41.865185</td>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>62949.16153</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>433</th>\n",
+       "      <td>r</td>\n",
+       "      <td>780833</td>\n",
+       "      <td>-22.900968</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>-22.900965</td>\n",
+       "      <td>-521206056487428976</td>\n",
+       "      <td>9031080621074865304</td>\n",
+       "      <td>21.375999</td>\n",
+       "      <td>0.014</td>\n",
+       "      <td>21.343254</td>\n",
+       "      <td>61586.24199</td>\n",
+       "      <td>2007 YP19</td>\n",
+       "      <td>270.687276</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>270.687274</td>\n",
+       "      <td>65.788147</td>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>61586.24199</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>436</th>\n",
+       "      <td>r</td>\n",
+       "      <td>1525503</td>\n",
+       "      <td>4.891761</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>4.891765</td>\n",
+       "      <td>-2089631523328994047</td>\n",
+       "      <td>-9018027133072812392</td>\n",
+       "      <td>20.544001</td>\n",
+       "      <td>0.014</td>\n",
+       "      <td>20.540991</td>\n",
+       "      <td>62893.29190</td>\n",
+       "      <td>2007 YP19</td>\n",
+       "      <td>153.876449</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>153.876452</td>\n",
+       "      <td>65.788147</td>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>62893.2919</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>437</th>\n",
+       "      <td>r</td>\n",
+       "      <td>1518294</td>\n",
+       "      <td>4.769100</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>4.769100</td>\n",
+       "      <td>8562264045153953494</td>\n",
+       "      <td>-8347653590176410624</td>\n",
+       "      <td>20.754000</td>\n",
+       "      <td>0.012</td>\n",
+       "      <td>20.740877</td>\n",
+       "      <td>62883.29148</td>\n",
+       "      <td>2007 YP19</td>\n",
+       "      <td>155.143920</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>155.143925</td>\n",
+       "      <td>76.752838</td>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>62883.29148</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>439</th>\n",
+       "      <td>r</td>\n",
+       "      <td>803754</td>\n",
+       "      <td>-22.478758</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>-22.478761</td>\n",
+       "      <td>-3629038990732461328</td>\n",
+       "      <td>-2246078978940982088</td>\n",
+       "      <td>21.924000</td>\n",
+       "      <td>0.034</td>\n",
+       "      <td>21.922724</td>\n",
+       "      <td>61616.00915</td>\n",
+       "      <td>2007 YP19</td>\n",
+       "      <td>265.896019</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000004</td>\n",
+       "      <td>265.896015</td>\n",
+       "      <td>27.089237</td>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>61616.00915</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>744</th>\n",
+       "      <td>r</td>\n",
+       "      <td>1578191</td>\n",
+       "      <td>8.436433</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>8.436428</td>\n",
+       "      <td>-3020165854097591068</td>\n",
+       "      <td>-6304576322577092128</td>\n",
+       "      <td>21.493000</td>\n",
+       "      <td>0.023</td>\n",
+       "      <td>21.428377</td>\n",
+       "      <td>62979.98330</td>\n",
+       "      <td>2007 YP19</td>\n",
+       "      <td>144.908269</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>144.908267</td>\n",
+       "      <td>40.044960</td>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>62979.9833</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>747</th>\n",
+       "      <td>r</td>\n",
+       "      <td>14134</td>\n",
+       "      <td>10.709536</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>10.709537</td>\n",
+       "      <td>-3499583069220269056</td>\n",
+       "      <td>-758838375483899976</td>\n",
+       "      <td>20.813999</td>\n",
+       "      <td>0.012</td>\n",
+       "      <td>20.796556</td>\n",
+       "      <td>60236.10681</td>\n",
+       "      <td>2007 YP19</td>\n",
+       "      <td>9.406403</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>9.406405</td>\n",
+       "      <td>76.752838</td>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>60236.10681</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>748</th>\n",
+       "      <td>r</td>\n",
+       "      <td>771981</td>\n",
+       "      <td>-23.210095</td>\n",
+       "      <td>0.000005</td>\n",
+       "      <td>-23.210088</td>\n",
+       "      <td>-3336099871633094386</td>\n",
+       "      <td>-2618953178366439064</td>\n",
+       "      <td>21.737000</td>\n",
+       "      <td>0.034</td>\n",
+       "      <td>21.680283</td>\n",
+       "      <td>61556.35286</td>\n",
+       "      <td>2007 YP19</td>\n",
+       "      <td>276.470667</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000005</td>\n",
+       "      <td>276.470674</td>\n",
+       "      <td>27.089237</td>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>61556.35286</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>753</th>\n",
+       "      <td>r</td>\n",
+       "      <td>1546446</td>\n",
+       "      <td>6.433843</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>6.433845</td>\n",
+       "      <td>-2893420366368583536</td>\n",
+       "      <td>-3813093290538167840</td>\n",
+       "      <td>20.277000</td>\n",
+       "      <td>0.009</td>\n",
+       "      <td>20.259291</td>\n",
+       "      <td>62924.23636</td>\n",
+       "      <td>2007 YP19</td>\n",
+       "      <td>148.071518</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000002</td>\n",
+       "      <td>148.071521</td>\n",
+       "      <td>102.337112</td>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>62924.23636</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>754</th>\n",
+       "      <td>r</td>\n",
+       "      <td>2064499</td>\n",
+       "      <td>-19.644018</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>-19.644014</td>\n",
+       "      <td>6417447345348174851</td>\n",
+       "      <td>5060612119268854312</td>\n",
+       "      <td>21.917000</td>\n",
+       "      <td>0.026</td>\n",
+       "      <td>21.933878</td>\n",
+       "      <td>63829.18817</td>\n",
+       "      <td>2007 YP19</td>\n",
+       "      <td>287.289653</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000003</td>\n",
+       "      <td>287.289648</td>\n",
+       "      <td>35.424385</td>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>63829.18817</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>109 rows × 19 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    band  ccdVisitId        dec    decErr    decTrue          diaObjectId  \\\n",
+       "430    r     1559730   7.863010  0.000004   7.863015 -3580038114250342596   \n",
+       "433    r      780833 -22.900968  0.000002 -22.900965  -521206056487428976   \n",
+       "436    r     1525503   4.891761  0.000003   4.891765 -2089631523328994047   \n",
+       "437    r     1518294   4.769100  0.000002   4.769100  8562264045153953494   \n",
+       "439    r      803754 -22.478758  0.000004 -22.478761 -3629038990732461328   \n",
+       "..   ...         ...        ...       ...        ...                  ...   \n",
+       "744    r     1578191   8.436433  0.000003   8.436428 -3020165854097591068   \n",
+       "747    r       14134  10.709536  0.000002  10.709537 -3499583069220269056   \n",
+       "748    r      771981 -23.210095  0.000005 -23.210088 -3336099871633094386   \n",
+       "753    r     1546446   6.433843  0.000002   6.433845 -2893420366368583536   \n",
+       "754    r     2064499 -19.644018  0.000003 -19.644014  6417447345348174851   \n",
+       "\n",
+       "             diaSourceId        mag  magErr  magTrueVband  midPointMjdTai  \\\n",
+       "430  2887483772454859384  20.820000   0.022     20.833990     62949.16153   \n",
+       "433  9031080621074865304  21.375999   0.014     21.343254     61586.24199   \n",
+       "436 -9018027133072812392  20.544001   0.014     20.540991     62893.29190   \n",
+       "437 -8347653590176410624  20.754000   0.012     20.740877     62883.29148   \n",
+       "439 -2246078978940982088  21.924000   0.034     21.922724     61616.00915   \n",
+       "..                   ...        ...     ...           ...             ...   \n",
+       "744 -6304576322577092128  21.493000   0.023     21.428377     62979.98330   \n",
+       "747  -758838375483899976  20.813999   0.012     20.796556     60236.10681   \n",
+       "748 -2618953178366439064  21.737000   0.034     21.680283     61556.35286   \n",
+       "753 -3813093290538167840  20.277000   0.009     20.259291     62924.23636   \n",
+       "754  5060612119268854312  21.917000   0.026     21.933878     63829.18817   \n",
+       "\n",
+       "      nameTrue          ra  ra_dec_Cov     raErr      raTrue         snr  \\\n",
+       "430  2007 YP19  144.570527         0.0  0.000004  144.570536   41.865185   \n",
+       "433  2007 YP19  270.687276         0.0  0.000002  270.687274   65.788147   \n",
+       "436  2007 YP19  153.876449         0.0  0.000003  153.876452   65.788147   \n",
+       "437  2007 YP19  155.143920         0.0  0.000002  155.143925   76.752838   \n",
+       "439  2007 YP19  265.896019         0.0  0.000004  265.896015   27.089237   \n",
+       "..         ...         ...         ...       ...         ...         ...   \n",
+       "744  2007 YP19  144.908269         0.0  0.000003  144.908267   40.044960   \n",
+       "747  2007 YP19    9.406403         0.0  0.000002    9.406405   76.752838   \n",
+       "748  2007 YP19  276.470667         0.0  0.000005  276.470674   27.089237   \n",
+       "753  2007 YP19  148.071518         0.0  0.000002  148.071521  102.337112   \n",
+       "754  2007 YP19  287.289653         0.0  0.000003  287.289648   35.424385   \n",
+       "\n",
+       "           ssObjectId ssObjectReassocTime  \n",
+       "430  6098332225018000         62949.16153  \n",
+       "433  6098332225018000         61586.24199  \n",
+       "436  6098332225018000          62893.2919  \n",
+       "437  6098332225018000         62883.29148  \n",
+       "439  6098332225018000         61616.00915  \n",
+       "..                ...                 ...  \n",
+       "744  6098332225018000          62979.9833  \n",
+       "747  6098332225018000         60236.10681  \n",
+       "748  6098332225018000         61556.35286  \n",
+       "753  6098332225018000         62924.23636  \n",
+       "754  6098332225018000         63829.18817  \n",
+       "\n",
+       "[109 rows x 19 columns]"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "_diatable[diatable[\"band\"] == \"r\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "53f27516-1c24-4567-b1f6-11b93cde07e8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.725408Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.725225Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.788111Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.787591Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.725393Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "_sssource_table = sssource_table.copy()[sssource_table[\"ssObjectId\"] == test_id]\n",
+    "_sssource_table[\"ssObjectId\"] = fake_id\n",
+    "_sssource_table[\"diaSourceId\"] = _sssource_table[\"diaSourceId\"] * 1000\n",
+    "_sssource_table.to_sql(\"ssSource\", con=cnx, if_exists=\"append\", index=False)\n",
+    "\n",
+    "_ssobject_table = ssobject_table.copy()[ssobject_table[\"ssObjectId\"] == test_id]\n",
+    "_ssobject_table[\"ssObjectId\"] = fake_id\n",
+    "_ssobject_table.to_sql(\"ssObject\", con=cnx, if_exists=\"append\", index=False)\n",
+    "\n",
+    "_mpcorb_table = mpcorb_table.copy()[mpcorb_table[\"ssObjectId\"] == test_id]\n",
+    "_mpcorb_table[\"ssObjectId\"] = fake_id\n",
+    "_mpcorb_table.to_sql(\"MPCORB\", con=cnx, if_exists=\"append\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "5935a89f-ddae-4587-9546-0dce6f91789c",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.788992Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.788810Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.792091Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.791606Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.788978Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "cnx.close()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b62d7ab4-3ee7-46b2-9d30-f0b740c88068",
+   "metadata": {},
+   "source": [
+    "Testing everything went correctly..."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "7a53c503-3a1a-44f3-b8c2-0aa5dde7a397",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.792894Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.792718Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.804834Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.804254Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.792880Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "cnx = sqlite3.connect(db_fname)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "06b38c09-3fe4-4eb9-811b-37a97052b0c8",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.805587Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.805408Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.816695Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.816120Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.805560Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "# example_query = f\"\"\"\n",
+    "#                 SELECT\n",
+    "#                     ssObject.ssObjectId, mag, magErr, band, midpointMjdTai, ra, dec, phaseAngle,\n",
+    "#                     topocentricDist, heliocentricDist\n",
+    "#                 FROM\n",
+    "#                     ssObject\n",
+    "#                     JOIN diaSource ON ssObject.ssObjectId   = diaSource.ssObjectId\n",
+    "#                     JOIN ssSource  ON diaSource.diaSourceId = ssSource.diaSourceId\n",
+    "#                 WHERE\n",
+    "#                     ssObject.ssObjectId = {ssoid}\n",
+    "#                 \"\"\"\n",
+    "# example_query = f\"\"\"\n",
+    "#                 SELECT\n",
+    "#                     ssObject.ssObjectId, mag, magErr, band, midpointMjdTai, ra, dec, phaseAngle,\n",
+    "#                     topocentricDist, heliocentricDist\n",
+    "#                 FROM\n",
+    "#                     ssObject\n",
+    "#                     JOIN diaSource ON ssObject.ssObjectId   = diaSource.ssObjectId\n",
+    "#                     JOIN ssSource  ON diaSource.diaSourceId = ssSource.diaSourceId\n",
+    "#                 WHERE\n",
+    "#                     ssObject.ssObjectId in {ssoid_list}\n",
+    "#                 \"\"\"\n",
+    "\n",
+    "example_query = f\"\"\"\n",
+    "                SELECT\n",
+    "                    ssObject.ssObjectId, ssSource.diaSourceId, mag, magErr, band, midpointMjdTai, ra, dec, phaseAngle,\n",
+    "                    topocentricDist, heliocentricDist\n",
+    "                FROM\n",
+    "                    ssObject\n",
+    "                    JOIN diaSource ON ssObject.ssObjectId   = diaSource.ssObjectId\n",
+    "                    JOIN ssSource  ON diaSource.diaSourceId = ssSource.diaSourceId\n",
+    "                WHERE\n",
+    "                    ssObject.ssObjectId = {fake_id} and band = 'r'\n",
+    "                \"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "53b44a8b-0aed-4d90-8397-aed7c6ba4514",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.817506Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.817322Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.849053Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.848475Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.817493Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>ssObjectId</th>\n",
+       "      <th>diaSourceId</th>\n",
+       "      <th>mag</th>\n",
+       "      <th>magErr</th>\n",
+       "      <th>band</th>\n",
+       "      <th>midPointMjdTai</th>\n",
+       "      <th>ra</th>\n",
+       "      <th>dec</th>\n",
+       "      <th>phaseAngle</th>\n",
+       "      <th>topocentricDist</th>\n",
+       "      <th>heliocentricDist</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>7572962361378202184</td>\n",
+       "      <td>22.760000</td>\n",
+       "      <td>0.069</td>\n",
+       "      <td>r</td>\n",
+       "      <td>61469.38552</td>\n",
+       "      <td>272.404111</td>\n",
+       "      <td>-24.234828</td>\n",
+       "      <td>15.537251</td>\n",
+       "      <td>3.699083</td>\n",
+       "      <td>3.521290</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>5959460032317872944</td>\n",
+       "      <td>22.643999</td>\n",
+       "      <td>0.060</td>\n",
+       "      <td>r</td>\n",
+       "      <td>61473.39835</td>\n",
+       "      <td>273.311348</td>\n",
+       "      <td>-24.189850</td>\n",
+       "      <td>15.804915</td>\n",
+       "      <td>3.644592</td>\n",
+       "      <td>3.524037</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>316593712646882056</td>\n",
+       "      <td>22.708000</td>\n",
+       "      <td>0.114</td>\n",
+       "      <td>r</td>\n",
+       "      <td>61477.39732</td>\n",
+       "      <td>274.162500</td>\n",
+       "      <td>-24.140413</td>\n",
+       "      <td>16.024870</td>\n",
+       "      <td>3.589410</td>\n",
+       "      <td>3.526729</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>-8909479090051372512</td>\n",
+       "      <td>22.575001</td>\n",
+       "      <td>0.068</td>\n",
+       "      <td>r</td>\n",
+       "      <td>61485.38436</td>\n",
+       "      <td>275.693450</td>\n",
+       "      <td>-24.031717</td>\n",
+       "      <td>16.314137</td>\n",
+       "      <td>3.477325</td>\n",
+       "      <td>3.531972</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>-3412259241410896528</td>\n",
+       "      <td>22.465000</td>\n",
+       "      <td>0.042</td>\n",
+       "      <td>r</td>\n",
+       "      <td>61497.32416</td>\n",
+       "      <td>277.520845</td>\n",
+       "      <td>-23.855948</td>\n",
+       "      <td>16.335381</td>\n",
+       "      <td>3.307792</td>\n",
+       "      <td>3.539473</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>104</th>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>7264874908728208176</td>\n",
+       "      <td>20.311001</td>\n",
+       "      <td>0.013</td>\n",
+       "      <td>r</td>\n",
+       "      <td>60705.11646</td>\n",
+       "      <td>109.793814</td>\n",
+       "      <td>18.921026</td>\n",
+       "      <td>7.616888</td>\n",
+       "      <td>1.799676</td>\n",
+       "      <td>2.739629</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>105</th>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>3063975096637317000</td>\n",
+       "      <td>20.304001</td>\n",
+       "      <td>0.016</td>\n",
+       "      <td>r</td>\n",
+       "      <td>60706.12867</td>\n",
+       "      <td>109.613810</td>\n",
+       "      <td>18.928812</td>\n",
+       "      <td>8.016209</td>\n",
+       "      <td>1.804875</td>\n",
+       "      <td>2.739833</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>106</th>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>-2831084673266836416</td>\n",
+       "      <td>20.698000</td>\n",
+       "      <td>0.012</td>\n",
+       "      <td>r</td>\n",
+       "      <td>62469.15210</td>\n",
+       "      <td>37.696298</td>\n",
+       "      <td>19.070094</td>\n",
+       "      <td>8.446361</td>\n",
+       "      <td>1.985002</td>\n",
+       "      <td>2.905847</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>107</th>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>-4735777048316064960</td>\n",
+       "      <td>20.289000</td>\n",
+       "      <td>0.012</td>\n",
+       "      <td>r</td>\n",
+       "      <td>62445.22742</td>\n",
+       "      <td>42.202635</td>\n",
+       "      <td>21.014299</td>\n",
+       "      <td>1.922925</td>\n",
+       "      <td>1.945042</td>\n",
+       "      <td>2.933355</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>108</th>\n",
+       "      <td>6098332225018000</td>\n",
+       "      <td>-6361267151139565584</td>\n",
+       "      <td>20.368000</td>\n",
+       "      <td>0.016</td>\n",
+       "      <td>r</td>\n",
+       "      <td>62442.23218</td>\n",
+       "      <td>42.815893</td>\n",
+       "      <td>21.233897</td>\n",
+       "      <td>2.826932</td>\n",
+       "      <td>1.951639</td>\n",
+       "      <td>2.936889</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>109 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           ssObjectId          diaSourceId        mag  magErr band  \\\n",
+       "0    6098332225018000  7572962361378202184  22.760000   0.069    r   \n",
+       "1    6098332225018000  5959460032317872944  22.643999   0.060    r   \n",
+       "2    6098332225018000   316593712646882056  22.708000   0.114    r   \n",
+       "3    6098332225018000 -8909479090051372512  22.575001   0.068    r   \n",
+       "4    6098332225018000 -3412259241410896528  22.465000   0.042    r   \n",
+       "..                ...                  ...        ...     ...  ...   \n",
+       "104  6098332225018000  7264874908728208176  20.311001   0.013    r   \n",
+       "105  6098332225018000  3063975096637317000  20.304001   0.016    r   \n",
+       "106  6098332225018000 -2831084673266836416  20.698000   0.012    r   \n",
+       "107  6098332225018000 -4735777048316064960  20.289000   0.012    r   \n",
+       "108  6098332225018000 -6361267151139565584  20.368000   0.016    r   \n",
+       "\n",
+       "     midPointMjdTai          ra        dec  phaseAngle  topocentricDist  \\\n",
+       "0       61469.38552  272.404111 -24.234828   15.537251         3.699083   \n",
+       "1       61473.39835  273.311348 -24.189850   15.804915         3.644592   \n",
+       "2       61477.39732  274.162500 -24.140413   16.024870         3.589410   \n",
+       "3       61485.38436  275.693450 -24.031717   16.314137         3.477325   \n",
+       "4       61497.32416  277.520845 -23.855948   16.335381         3.307792   \n",
+       "..              ...         ...        ...         ...              ...   \n",
+       "104     60705.11646  109.793814  18.921026    7.616888         1.799676   \n",
+       "105     60706.12867  109.613810  18.928812    8.016209         1.804875   \n",
+       "106     62469.15210   37.696298  19.070094    8.446361         1.985002   \n",
+       "107     62445.22742   42.202635  21.014299    1.922925         1.945042   \n",
+       "108     62442.23218   42.815893  21.233897    2.826932         1.951639   \n",
+       "\n",
+       "     heliocentricDist  \n",
+       "0            3.521290  \n",
+       "1            3.524037  \n",
+       "2            3.526729  \n",
+       "3            3.531972  \n",
+       "4            3.539473  \n",
+       "..                ...  \n",
+       "104          2.739629  \n",
+       "105          2.739833  \n",
+       "106          2.905847  \n",
+       "107          2.933355  \n",
+       "108          2.936889  \n",
+       "\n",
+       "[109 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.read_sql_query(example_query, cnx)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "90d6c5fc-4848-4d4f-84c7-5f247f08de7d",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.849938Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.849750Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.852669Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.852185Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.849924Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "cur = cnx.cursor()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "e8d59efa-1e98-4cd2-9e1a-3609df99934b",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.853526Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.853344Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.867448Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.866908Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.853512Z"
+    }
+   },
+   "outputs": [],
+   "source": [
+    "res = cur.execute(\"SELECT * FROM sqlite_schema\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "7c087e1b-8bfe-4572-accf-49585a6a08a1",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2024-05-16T15:51:17.868644Z",
+     "iopub.status.busy": "2024-05-16T15:51:17.868421Z",
+     "iopub.status.idle": "2024-05-16T15:51:17.880840Z",
+     "shell.execute_reply": "2024-05-16T15:51:17.880300Z",
+     "shell.execute_reply.started": "2024-05-16T15:51:17.868629Z"
+    }
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[('table',\n",
+       "  'diaSource',\n",
+       "  'diaSource',\n",
+       "  2,\n",
+       "  'CREATE TABLE \"diaSource\" (\\n\"band\" TEXT,\\n  \"ccdVisitId\" INTEGER,\\n  \"dec\" REAL,\\n  \"decErr\" REAL,\\n  \"decTrue\" REAL,\\n  \"diaObjectId\" INTEGER,\\n  \"diaSourceId\" INTEGER,\\n  \"mag\" REAL,\\n  \"magErr\" REAL,\\n  \"magTrueVband\" REAL,\\n  \"midPointMjdTai\" REAL,\\n  \"nameTrue\" TEXT,\\n  \"ra\" REAL,\\n  \"ra_dec_Cov\" REAL,\\n  \"raErr\" REAL,\\n  \"raTrue\" REAL,\\n  \"snr\" REAL,\\n  \"ssObjectId\" INTEGER,\\n  \"ssObjectReassocTime\" TEXT\\n)'),\n",
+       " ('table',\n",
+       "  'ssSource',\n",
+       "  'ssSource',\n",
+       "  3,\n",
+       "  'CREATE TABLE \"ssSource\" (\\n\"diaSourceId\" INTEGER,\\n  \"eclipticBeta\" REAL,\\n  \"eclipticLambda\" REAL,\\n  \"galacticB\" REAL,\\n  \"galacticL\" REAL,\\n  \"heliocentricDist\" REAL,\\n  \"heliocentricVX\" REAL,\\n  \"heliocentricVY\" REAL,\\n  \"heliocentricVZ\" REAL,\\n  \"heliocentricX\" REAL,\\n  \"heliocentricY\" REAL,\\n  \"heliocentricZ\" REAL,\\n  \"mpcUniqueId\" INTEGER,\\n  \"phaseAngle\" REAL,\\n  \"predictedDecErr\" REAL,\\n  \"predictedMagnitude\" REAL,\\n  \"predictedMagnitudeErr\" REAL,\\n  \"predictedRaDecCov\" REAL,\\n  \"predictedRaErr\" REAL,\\n  \"residualDec\" REAL,\\n  \"residualRa\" REAL,\\n  \"ssObjectId\" INTEGER,\\n  \"topocentricDist\" REAL,\\n  \"topocentricVX\" REAL,\\n  \"topocentricVY\" REAL,\\n  \"topocentricVZ\" REAL,\\n  \"topocentricX\" REAL,\\n  \"topocentricY\" REAL,\\n  \"topocentricZ\" REAL\\n)'),\n",
+       " ('table',\n",
+       "  'ssObject',\n",
+       "  'ssObject',\n",
+       "  5,\n",
+       "  'CREATE TABLE \"ssObject\" (\\n\"arc\" REAL,\\n  \"discoverySubmissionDate\" REAL,\\n  \"firstObservationDate\" REAL,\\n  \"flags\" INTEGER,\\n  \"g_Chi2\" REAL,\\n  \"g_G12\" REAL,\\n  \"g_G12Err\" REAL,\\n  \"g_H\" REAL,\\n  \"g_H_gG12_Cov\" REAL,\\n  \"g_HErr\" REAL,\\n  \"g_Ndata\" INTEGER,\\n  \"i_Chi2\" REAL,\\n  \"i_G12\" REAL,\\n  \"i_G12Err\" REAL,\\n  \"i_H\" REAL,\\n  \"i_H_iG12_Cov\" REAL,\\n  \"i_HErr\" REAL,\\n  \"i_Ndata\" INTEGER,\\n  \"maxExtendedness\" REAL,\\n  \"medianExtendedness\" REAL,\\n  \"minExtendedness\" REAL,\\n  \"MOID\" REAL,\\n  \"MOIDDeltaV\" REAL,\\n  \"MOIDEclipticLongitude\" REAL,\\n  \"MOIDTrueAnomaly\" REAL,\\n  \"numObs\" INTEGER,\\n  \"r_Chi2\" REAL,\\n  \"r_G12\" REAL,\\n  \"r_G12Err\" REAL,\\n  \"r_H\" REAL,\\n  \"r_H_rG12_Cov\" REAL,\\n  \"r_HErr\" REAL,\\n  \"r_Ndata\" INTEGER,\\n  \"ssObjectId\" INTEGER,\\n  \"u_Chi2\" REAL,\\n  \"u_G12\" REAL,\\n  \"u_G12Err\" REAL,\\n  \"u_H\" REAL,\\n  \"u_H_uG12_Cov\" REAL,\\n  \"u_HErr\" REAL,\\n  \"u_Ndata\" INTEGER,\\n  \"y_Chi2\" REAL,\\n  \"y_G12\" REAL,\\n  \"y_G12Err\" REAL,\\n  \"y_H\" REAL,\\n  \"y_H_yG12_Cov\" REAL,\\n  \"y_HErr\" REAL,\\n  \"y_Ndata\" INTEGER,\\n  \"z_Chi2\" REAL,\\n  \"z_G12\" REAL,\\n  \"z_G12Err\" REAL,\\n  \"z_H\" REAL,\\n  \"z_H_zG12_Cov\" REAL,\\n  \"z_HErr\" REAL,\\n  \"z_Ndata\" INTEGER\\n)'),\n",
+       " ('table',\n",
+       "  'MPCORB',\n",
+       "  'MPCORB',\n",
+       "  6,\n",
+       "  'CREATE TABLE \"MPCORB\" (\\n\"arc\" REAL,\\n  \"arcEnd\" TEXT,\\n  \"arcStart\" TEXT,\\n  \"computer\" TEXT,\\n  \"e\" REAL,\\n  \"epoch\" REAL,\\n  \"flags\" INTEGER,\\n  \"fullDesignation\" TEXT,\\n  \"incl\" REAL,\\n  \"lastIncludedObservation\" REAL,\\n  \"mpcDesignation\" TEXT,\\n  \"mpcG\" REAL,\\n  \"mpcH\" REAL,\\n  \"mpcNumber\" INTEGER,\\n  \"n\" REAL,\\n  \"nobs\" INTEGER,\\n  \"node\" REAL,\\n  \"nopp\" INTEGER,\\n  \"peri\" REAL,\\n  \"pertsLong\" TEXT,\\n  \"pertsShort\" TEXT,\\n  \"q\" REAL,\\n  \"reference\" TEXT,\\n  \"rms\" REAL,\\n  \"ssObjectId\" INTEGER,\\n  \"tperi\" REAL,\\n  \"uncertaintyParameter\" TEXT\\n)')]"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "res.fetchall()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d6da55b0-dc55-4762-8735-c5531fdcef9c",
+   "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": "3.11.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}