diff --git a/.gitignore b/.gitignore
index efa2e63b..f807c6e8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -10,6 +10,7 @@ database/contrib_to_do.md
 # Ignore testing files
 testing/*
 tutorials/Data_Cleaning.ipynb
+tutorials/*.json
 
 # Ignore operating system files
 .DS_Store
diff --git a/squadds/core/db.py b/squadds/core/db.py
index 65e79f8e..c350ad07 100644
--- a/squadds/core/db.py
+++ b/squadds/core/db.py
@@ -4,6 +4,38 @@
 from tabulate import tabulate
 import pprint
 import pandas as pd
+from addict import Dict
+import numpy as np
+
+# Function to convert numpy arrays to lists within an object
+def convert_numpy(obj):
+    if isinstance(obj, np.ndarray):
+        return obj.tolist()
+    elif isinstance(obj, dict):
+        return {k: convert_numpy(v) for k, v in obj.items()}
+    elif isinstance(obj, list):
+        return [convert_numpy(v) for v in obj]
+    return obj
+
+# Function to create a unified design_options dictionary
+def create_unified_design_options(row):
+    cavity_dict = convert_numpy(row["design_options_cavity_claw"])
+    coupler_type = row["coupler_type"]
+    qubit_dict = convert_numpy(row["design_options_qubit"])
+
+    device_dict = {
+        "cavity_claw_options": {
+            "coupling_type": coupler_type,
+            "coupler_options": cavity_dict.get("cplr_opts", {}),
+            "cpw_options": {
+                "left_options": cavity_dict.get("cpw_opts", {})
+            }
+        },
+        "qubit_options": qubit_dict
+    }
+
+    return device_dict
+
 
 def flatten_df_second_level(df):
     # Initialize an empty dictionary to collect flattened data
@@ -364,15 +396,21 @@ def selected_system_df(self):
         return df
 
     def create_qubit_cavity_df(self, qubit_df, cavity_df, merger_terms=None):
-        # process the dfs to make them ready for merger
+        for merger_term in merger_terms:
+            # process the dfs to make them ready for merger
+            qubit_df[merger_term] = qubit_df['design_options'].apply(lambda x: x['connection_pads']['c'][merger_term])
+            cavity_df[merger_term] = cavity_df['design_options'].apply(lambda x: x['claw_opts']['connection_pads']['readout'][merger_term])
 
-        df = pd.merge(qubit_df, cavity_df, 
-                   on=merger_terms, 
-                   how='inner',
-                   suffixes=('_qubit', '_cavity'))
-        # process df to be in SQuADDS df format
+        # Merging the data frames based on merger terms
+        merged_df = pd.merge(qubit_df, cavity_df, on=merger_terms, how="inner", suffixes=('_qubit', '_cavity_claw'))
 
-        return df
+        # Dropping the merger terms
+        merged_df.drop(columns=merger_terms, inplace=True)
+
+        # Combining the qubit and cavity design options into one
+        merged_df['design_options'] = merged_df.apply(create_unified_design_options, axis=1)
+
+        return merged_df
 
     def unselect_all(self):
         self.selected_component_name = None
diff --git a/squadds/core/metrics.py b/squadds/core/metrics.py
index cc37f6fe..053aec5a 100644
--- a/squadds/core/metrics.py
+++ b/squadds/core/metrics.py
@@ -2,7 +2,9 @@
 import pandas as pd
 import numpy as np
 from numpy import linalg as LA
-from squadds import logging
+import logging
+logging.basicConfig(level=logging.INFO)
+
 
 class MetricStrategy(ABC):
     """Abstract class for metric strategies."""
diff --git a/tutorials/Tutorial-1_Getting_Started_with_SQuADDS.ipynb b/tutorials/Tutorial-1_Getting_Started_with_SQuADDS.ipynb
index 35a5f0ca..397a9bf6 100644
--- a/tutorials/Tutorial-1_Getting_Started_with_SQuADDS.ipynb
+++ b/tutorials/Tutorial-1_Getting_Started_with_SQuADDS.ipynb
@@ -19,18 +19,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%load_ext autoreload\n",
     "%autoreload 2"
@@ -38,25 +29,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Obtaining file:///Users/shanto/LFL/SQuADDS/SQuADDS\n",
-      "  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
-      "\u001b[?25hInstalling collected packages: SQuADDS\n",
-      "  Attempting uninstall: SQuADDS\n",
-      "    Found existing installation: SQuADDS 0.1\n",
-      "    Uninstalling SQuADDS-0.1:\n",
-      "      Successfully uninstalled SQuADDS-0.1\n",
-      "  Running setup.py develop for SQuADDS\n",
-      "Successfully installed SQuADDS-0.1\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!pip install -e ../."
    ]
@@ -121,7 +96,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -133,19 +108,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['qubit', 'cavity_claw', 'coupler']\n",
-      "['TransmonCross', 'RouterMeander', 'NCap']\n",
-      "['cap_matrix', 'eigenmode', 'cap_matrix']\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "components = []\n",
     "component_names = []\n",
@@ -190,7 +155,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 161,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -199,16 +164,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 162,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "9da5d152d56247fcbf33fb5fcfa38de8",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Downloading readme:   0%|          | 0.00/2.35k [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "db = SQuADDS_DB()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -233,9 +213,74 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "db.get_dataset_info(component=\"qubit\", component_name=\"TransmonCross\", data_type=\"cap_matrix\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "6e2c08fde7e841d68cea700d41d40e83",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Downloading data files:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "a2fd5c73b57e40afb98d11f1a457d647",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Downloading data:   0%|          | 0.00/770k [00:00<?, ?B/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "cc0ed3b0ed1d406e8f751f800fc7cc0d",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Extracting data files:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "51f6dd41334545ddb531cdef8d610b16",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Generating train split: 0 examples [00:00, ? examples/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -247,18 +292,14 @@
       "                 'group': Value(dtype='string', id=None),\n",
       "                 'institution': Value(dtype='string', id=None),\n",
       "                 'uploader': Value(dtype='string', id=None)},\n",
-      " 'design': {'design_options': {...},\n",
-      "            'design_tool': Value(dtype='string', id=None)},\n",
+      " 'design': {'coupler_type': Value(dtype='string', id=None),\n",
+      "            'design_options': {...},\n",
+      "            'design_tool': Value(dtype='string', id=None),\n",
+      "            'resonator_type': Value(dtype='string', id=None)},\n",
       " 'notes': {},\n",
-      " 'sim_options': {'renderer_options': {...},\n",
-      "                 'setup': {...},\n",
-      "                 'simulator': Value(dtype='string', id=None)},\n",
-      " 'sim_results': {'claw_to_claw': Value(dtype='float64', id=None),\n",
-      "                 'claw_to_ground': Value(dtype='float64', id=None),\n",
-      "                 'cross_to_claw': Value(dtype='float64', id=None),\n",
-      "                 'cross_to_cross': Value(dtype='float64', id=None),\n",
-      "                 'cross_to_ground': Value(dtype='float64', id=None),\n",
-      "                 'ground_to_ground': Value(dtype='float64', id=None),\n",
+      " 'sim_options': {'setup': {...}, 'simulator': Value(dtype='string', id=None)},\n",
+      " 'sim_results': {'cavity_frequency': Value(dtype='float64', id=None),\n",
+      "                 'kappa': Value(dtype='float64', id=None),\n",
       "                 'units': Value(dtype='string', id=None)}}\n",
       "\n",
       "Dataset Description:\n",
@@ -274,65 +315,169 @@
       "\n",
       "\n",
       "Dataset Size in Bytes:\n",
-      "9700839\n",
+      "891279\n",
       "================================================================================\n"
      ]
     }
    ],
    "source": [
-    "db.get_dataset_info(component=\"qubit\", component_name=\"TransmonCross\", data_type=\"cap_matrix\")"
+    "db.get_dataset_info(component=\"cavity_claw\", component_name=\"RouteMeander\", data_type=\"eigenmode\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "db.get_dataset(component=\"qubit\", component_name=\"TransmonCross\", data_type=\"cap_matrix\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "db.get_configs()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "db.view_contributors_of(\"qubit\", \"TransmonCross\", \"cap_matrix\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "db.view_all_contributors()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Querying for the a target qubit design"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "db.select_system(\"qubit\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "db.select_qubit(\"TransmonCross\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "db.selected_system"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = db.selected_system_df()\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Querying for a target cavity design"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "db.unselect_all()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "db.select_system(\"cavity_claw\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "db.select_cavity_claw(\"RouteMeander\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "db.select_coupler(\"CLT\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 87,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "================================================================================\n",
-      "Dataset Features:\n",
-      "{'contributor': {'PI': Value(dtype='string', id=None),\n",
-      "                 'date_created': Value(dtype='string', id=None),\n",
-      "                 'group': Value(dtype='string', id=None),\n",
-      "                 'institution': Value(dtype='string', id=None),\n",
-      "                 'uploader': Value(dtype='string', id=None)},\n",
-      " 'design': {'coupler_type': Value(dtype='string', id=None),\n",
-      "            'design_options': {...},\n",
-      "            'design_tool': Value(dtype='string', id=None)},\n",
-      " 'notes': {},\n",
-      " 'sim_options': {'setup': {...}, 'simulator': Value(dtype='string', id=None)},\n",
-      " 'sim_results': {'cavity_frequency': Value(dtype='float64', id=None),\n",
-      "                 'kappa': Value(dtype='float64', id=None),\n",
-      "                 'units': Value(dtype='string', id=None)}}\n",
-      "\n",
-      "Dataset Description:\n",
-      "\n",
-      "\n",
-      "Dataset Citation:\n",
-      "\n",
-      "\n",
-      "Dataset Homepage:\n",
-      "\n",
-      "\n",
-      "Dataset License:\n",
-      "\n",
-      "\n",
-      "Dataset Size in Bytes:\n",
-      "879111\n",
-      "================================================================================\n"
+      "Selected component:  cavity_claw\n",
+      "Selected component name:  RouteMeander\n",
+      "Selected data type:  eigenmode\n",
+      "Selected system:  cavity_claw\n",
+      "Selected coupler:  CLT\n"
      ]
     }
    ],
    "source": [
-    "db.get_dataset_info(component=\"cavity_claw\", component_name=\"RouteMeander\", data_type=\"eigenmode\")"
+    "db.show_selections()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 205,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -356,125 +501,107 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>design_options</th>\n",
-       "      <th>design_tool</th>\n",
+       "      <th>cavity_frequency</th>\n",
+       "      <th>kappa</th>\n",
+       "      <th>units</th>\n",
        "      <th>PI</th>\n",
        "      <th>date_created</th>\n",
        "      <th>group</th>\n",
        "      <th>institution</th>\n",
        "      <th>uploader</th>\n",
-       "      <th>claw_to_claw</th>\n",
-       "      <th>claw_to_ground</th>\n",
-       "      <th>cross_to_claw</th>\n",
-       "      <th>cross_to_cross</th>\n",
-       "      <th>cross_to_ground</th>\n",
-       "      <th>ground_to_ground</th>\n",
-       "      <th>units</th>\n",
-       "      <th>renderer_options</th>\n",
        "      <th>setup</th>\n",
        "      <th>simulator</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
+       "      <th>coupler_type</th>\n",
+       "      <th>design_options</th>\n",
+       "      <th>design_tool</th>\n",
+       "      <th>resonator_type</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
+       "      <td>5.353550e+09</td>\n",
+       "      <td>161106.598429</td>\n",
+       "      <td>Hz</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-09-20-142547</td>\n",
+       "      <td>2023-12-01-170608</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>94.97421</td>\n",
-       "      <td>90.86585</td>\n",
-       "      <td>3.73363</td>\n",
-       "      <td>158.40783</td>\n",
-       "      <td>158.40783</td>\n",
-       "      <td>311.25590</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
+       "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
+       "      <td>CLT</td>\n",
+       "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
+       "      <td>qiskit-metal</td>\n",
+       "      <td>quarter</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
+       "      <td>8.399241e+09</td>\n",
+       "      <td>268412.116632</td>\n",
+       "      <td>Hz</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-10-25-153123</td>\n",
+       "      <td>2023-12-04-124953</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>82.44280</td>\n",
-       "      <td>79.19378</td>\n",
-       "      <td>2.93820</td>\n",
-       "      <td>188.15089</td>\n",
-       "      <td>188.15089</td>\n",
-       "      <td>333.52997</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
+       "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
+       "      <td>CLT</td>\n",
+       "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
+       "      <td>qiskit-metal</td>\n",
+       "      <td>quarter</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
+       "      <td>8.694845e+09</td>\n",
+       "      <td>255873.654612</td>\n",
+       "      <td>Hz</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-09-20-142547</td>\n",
+       "      <td>2023-12-09-204334</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>83.76412</td>\n",
-       "      <td>80.18130</td>\n",
-       "      <td>3.16131</td>\n",
-       "      <td>104.35340</td>\n",
-       "      <td>104.35340</td>\n",
-       "      <td>237.02548</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
+       "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
+       "      <td>CLT</td>\n",
+       "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
+       "      <td>qiskit-metal</td>\n",
+       "      <td>quarter</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
+       "      <td>6.616574e+09</td>\n",
+       "      <td>30459.761161</td>\n",
+       "      <td>Hz</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-10-25-153126</td>\n",
+       "      <td>2023-12-08-173545</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>103.37057</td>\n",
-       "      <td>97.22405</td>\n",
-       "      <td>5.77590</td>\n",
-       "      <td>174.13928</td>\n",
-       "      <td>174.13928</td>\n",
-       "      <td>335.31609</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
+       "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
+       "      <td>CLT</td>\n",
+       "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
+       "      <td>qiskit-metal</td>\n",
+       "      <td>quarter</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
+       "      <td>7.986835e+09</td>\n",
+       "      <td>208304.221064</td>\n",
+       "      <td>Hz</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-09-20-142547</td>\n",
+       "      <td>2023-12-09-204334</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>68.92854</td>\n",
-       "      <td>65.68607</td>\n",
-       "      <td>2.87375</td>\n",
-       "      <td>120.03923</td>\n",
-       "      <td>120.03923</td>\n",
-       "      <td>240.34085</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
+       "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
+       "      <td>CLT</td>\n",
+       "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
+       "      <td>qiskit-metal</td>\n",
+       "      <td>quarter</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -492,319 +619,241 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1929</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
+       "      <th>229</th>\n",
+       "      <td>4.949469e+09</td>\n",
+       "      <td>126438.881378</td>\n",
+       "      <td>Hz</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-09-20-142547</td>\n",
+       "      <td>2023-12-01-170608</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>106.43025</td>\n",
-       "      <td>101.53197</td>\n",
-       "      <td>4.45645</td>\n",
-       "      <td>174.46380</td>\n",
-       "      <td>174.46380</td>\n",
-       "      <td>340.62919</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
+       "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
+       "      <td>CLT</td>\n",
+       "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
+       "      <td>qiskit-metal</td>\n",
+       "      <td>quarter</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1930</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
+       "      <th>230</th>\n",
+       "      <td>8.805442e+09</td>\n",
+       "      <td>291439.656224</td>\n",
+       "      <td>Hz</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-09-20-142549</td>\n",
+       "      <td>2023-12-04-124953</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>121.10943</td>\n",
-       "      <td>112.62570</td>\n",
-       "      <td>7.95178</td>\n",
-       "      <td>187.43537</td>\n",
-       "      <td>187.43537</td>\n",
-       "      <td>367.34003</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
+       "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
+       "      <td>CLT</td>\n",
+       "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
+       "      <td>qiskit-metal</td>\n",
+       "      <td>quarter</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1931</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
+       "      <th>231</th>\n",
+       "      <td>6.597444e+09</td>\n",
+       "      <td>587144.918000</td>\n",
+       "      <td>Hz</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-10-25-153123</td>\n",
+       "      <td>2023-12-06-224829</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>144.56289</td>\n",
-       "      <td>136.36810</td>\n",
-       "      <td>7.65968</td>\n",
-       "      <td>172.14561</td>\n",
-       "      <td>172.14561</td>\n",
-       "      <td>372.39970</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
+       "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
+       "      <td>CLT</td>\n",
+       "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
+       "      <td>qiskit-metal</td>\n",
+       "      <td>quarter</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1932</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
+       "      <th>232</th>\n",
+       "      <td>8.116894e+09</td>\n",
+       "      <td>209744.544864</td>\n",
+       "      <td>Hz</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-09-20-142547</td>\n",
+       "      <td>2023-12-09-204334</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>68.76413</td>\n",
-       "      <td>65.78116</td>\n",
-       "      <td>2.48795</td>\n",
-       "      <td>56.75230</td>\n",
-       "      <td>56.75230</td>\n",
-       "      <td>166.57383</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
+       "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
+       "      <td>CLT</td>\n",
+       "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
+       "      <td>qiskit-metal</td>\n",
+       "      <td>quarter</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1933</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
+       "      <th>233</th>\n",
+       "      <td>5.145996e+09</td>\n",
+       "      <td>155139.565546</td>\n",
+       "      <td>Hz</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-09-20-142549</td>\n",
+       "      <td>2023-12-01-170608</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>58.45749</td>\n",
-       "      <td>55.50796</td>\n",
-       "      <td>2.54396</td>\n",
-       "      <td>62.01000</td>\n",
-       "      <td>62.01000</td>\n",
-       "      <td>162.42140</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
+       "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
+       "      <td>CLT</td>\n",
+       "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
+       "      <td>qiskit-metal</td>\n",
+       "      <td>quarter</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>1934 rows × 17 columns</p>\n",
+       "<p>234 rows × 14 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                         design_options   design_tool  \\\n",
-       "0     {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "1     {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "2     {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "3     {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "4     {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "...                                                 ...           ...   \n",
-       "1929  {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "1930  {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "1931  {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "1932  {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "1933  {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
+       "     cavity_frequency          kappa units                      PI  \\\n",
+       "0        5.353550e+09  161106.598429    Hz  Eli Levenson-Falk, PhD   \n",
+       "1        8.399241e+09  268412.116632    Hz  Eli Levenson-Falk, PhD   \n",
+       "2        8.694845e+09  255873.654612    Hz  Eli Levenson-Falk, PhD   \n",
+       "3        6.616574e+09   30459.761161    Hz  Eli Levenson-Falk, PhD   \n",
+       "4        7.986835e+09  208304.221064    Hz  Eli Levenson-Falk, PhD   \n",
+       "..                ...            ...   ...                     ...   \n",
+       "229      4.949469e+09  126438.881378    Hz  Eli Levenson-Falk, PhD   \n",
+       "230      8.805442e+09  291439.656224    Hz  Eli Levenson-Falk, PhD   \n",
+       "231      6.597444e+09  587144.918000    Hz  Eli Levenson-Falk, PhD   \n",
+       "232      8.116894e+09  209744.544864    Hz  Eli Levenson-Falk, PhD   \n",
+       "233      5.145996e+09  155139.565546    Hz  Eli Levenson-Falk, PhD   \n",
        "\n",
-       "                          PI       date_created group institution   uploader  \\\n",
-       "0     Eli Levenson-Falk, PhD  2023-09-20-142547   LFL         USC  Andre Kuo   \n",
-       "1     Eli Levenson-Falk, PhD  2023-10-25-153123   LFL         USC  Andre Kuo   \n",
-       "2     Eli Levenson-Falk, PhD  2023-09-20-142547   LFL         USC  Andre Kuo   \n",
-       "3     Eli Levenson-Falk, PhD  2023-10-25-153126   LFL         USC  Andre Kuo   \n",
-       "4     Eli Levenson-Falk, PhD  2023-09-20-142547   LFL         USC  Andre Kuo   \n",
-       "...                      ...                ...   ...         ...        ...   \n",
-       "1929  Eli Levenson-Falk, PhD  2023-09-20-142547   LFL         USC  Andre Kuo   \n",
-       "1930  Eli Levenson-Falk, PhD  2023-09-20-142549   LFL         USC  Andre Kuo   \n",
-       "1931  Eli Levenson-Falk, PhD  2023-10-25-153123   LFL         USC  Andre Kuo   \n",
-       "1932  Eli Levenson-Falk, PhD  2023-09-20-142547   LFL         USC  Andre Kuo   \n",
-       "1933  Eli Levenson-Falk, PhD  2023-09-20-142549   LFL         USC  Andre Kuo   \n",
+       "          date_created group institution   uploader  \\\n",
+       "0    2023-12-01-170608   LFL         USC  Andre Kuo   \n",
+       "1    2023-12-04-124953   LFL         USC  Andre Kuo   \n",
+       "2    2023-12-09-204334   LFL         USC  Andre Kuo   \n",
+       "3    2023-12-08-173545   LFL         USC  Andre Kuo   \n",
+       "4    2023-12-09-204334   LFL         USC  Andre Kuo   \n",
+       "..                 ...   ...         ...        ...   \n",
+       "229  2023-12-01-170608   LFL         USC  Andre Kuo   \n",
+       "230  2023-12-04-124953   LFL         USC  Andre Kuo   \n",
+       "231  2023-12-06-224829   LFL         USC  Andre Kuo   \n",
+       "232  2023-12-09-204334   LFL         USC  Andre Kuo   \n",
+       "233  2023-12-01-170608   LFL         USC  Andre Kuo   \n",
        "\n",
-       "      claw_to_claw  claw_to_ground  cross_to_claw  cross_to_cross  \\\n",
-       "0         94.97421        90.86585        3.73363       158.40783   \n",
-       "1         82.44280        79.19378        2.93820       188.15089   \n",
-       "2         83.76412        80.18130        3.16131       104.35340   \n",
-       "3        103.37057        97.22405        5.77590       174.13928   \n",
-       "4         68.92854        65.68607        2.87375       120.03923   \n",
-       "...            ...             ...            ...             ...   \n",
-       "1929     106.43025       101.53197        4.45645       174.46380   \n",
-       "1930     121.10943       112.62570        7.95178       187.43537   \n",
-       "1931     144.56289       136.36810        7.65968       172.14561   \n",
-       "1932      68.76413        65.78116        2.48795        56.75230   \n",
-       "1933      58.45749        55.50796        2.54396        62.01000   \n",
+       "                                                 setup   simulator  \\\n",
+       "0    {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS   \n",
+       "1    {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS   \n",
+       "2    {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS   \n",
+       "3    {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS   \n",
+       "4    {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS   \n",
+       "..                                                 ...         ...   \n",
+       "229  {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS   \n",
+       "230  {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS   \n",
+       "231  {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS   \n",
+       "232  {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS   \n",
+       "233  {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS   \n",
        "\n",
-       "      cross_to_ground  ground_to_ground units  \\\n",
-       "0           158.40783         311.25590    nH   \n",
-       "1           188.15089         333.52997    nH   \n",
-       "2           104.35340         237.02548    nH   \n",
-       "3           174.13928         335.31609    nH   \n",
-       "4           120.03923         240.34085    nH   \n",
-       "...               ...               ...   ...   \n",
-       "1929        174.46380         340.62919    nH   \n",
-       "1930        187.43537         367.34003    nH   \n",
-       "1931        172.14561         372.39970    nH   \n",
-       "1932         56.75230         166.57383    nH   \n",
-       "1933         62.01000         162.42140    nH   \n",
-       "\n",
-       "                                       renderer_options  \\\n",
-       "0     {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "1     {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "2     {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "3     {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "4     {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "...                                                 ...   \n",
-       "1929  {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "1930  {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "1931  {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "1932  {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "1933  {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
+       "    coupler_type                                     design_options  \\\n",
+       "0            CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "1            CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "2            CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "3            CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "4            CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "..           ...                                                ...   \n",
+       "229          CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "230          CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "231          CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "232          CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "233          CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
        "\n",
-       "                                                  setup   simulator  \n",
-       "0     {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "1     {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "2     {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "3     {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "4     {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "...                                                 ...         ...  \n",
-       "1929  {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "1930  {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "1931  {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "1932  {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "1933  {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
+       "      design_tool resonator_type  \n",
+       "0    qiskit-metal        quarter  \n",
+       "1    qiskit-metal        quarter  \n",
+       "2    qiskit-metal        quarter  \n",
+       "3    qiskit-metal        quarter  \n",
+       "4    qiskit-metal        quarter  \n",
+       "..            ...            ...  \n",
+       "229  qiskit-metal        quarter  \n",
+       "230  qiskit-metal        quarter  \n",
+       "231  qiskit-metal        quarter  \n",
+       "232  qiskit-metal        quarter  \n",
+       "233  qiskit-metal        quarter  \n",
        "\n",
-       "[1934 rows x 17 columns]"
+       "[234 rows x 14 columns]"
       ]
      },
-     "execution_count": 205,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "db.get_dataset(component=\"qubit\", component_name=\"TransmonCross\", data_type=\"cap_matrix\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 108,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['qubit-TransmonCross-cap_matrix',\n",
-      " 'cavity_claw-RouteMeander-eigenmode',\n",
-      " 'coupler-NCap-cap_matrix']\n"
-     ]
-    }
-   ],
-   "source": [
-    "db.get_configs()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 109,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "╒════════════╤════════════════════════╤═════════╤═══════════════╕\n",
-      "│ uploader   │ PI                     │ group   │ institution   │\n",
-      "╞════════════╪════════════════════════╪═════════╪═══════════════╡\n",
-      "│ Andre Kuo  │ Eli Levenson-Falk, PhD │ LFL     │ USC           │\n",
-      "╘════════════╧════════════════════════╧═════════╧═══════════════╛\n"
-     ]
-    }
-   ],
-   "source": [
-    "db.view_contributors_of(\"qubit\", \"TransmonCross\", \"cap_matrix\")"
+    "db.selected_system_df()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 103,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "╒════════════╤════════════════════════╤═════════╤═══════════════╤════════════════════════════════════╕\n",
-      "│ uploader   │ PI                     │ group   │ institution   │ config                             │\n",
-      "╞════════════╪════════════════════════╪═════════╪═══════════════╪════════════════════════════════════╡\n",
-      "│ Andre Kuo  │ Eli Levenson-Falk, PhD │ LFL     │ USC           │ qubit-TransmonCross-cap_matrix     │\n",
-      "├────────────┼────────────────────────┼─────────┼───────────────┼────────────────────────────────────┤\n",
-      "│ Andre Kuo  │ Eli Levenson-Falk, PhD │ LFL     │ USC           │ cavity_claw-RouteMeander-eigenmode │\n",
-      "├────────────┼────────────────────────┼─────────┼───────────────┼────────────────────────────────────┤\n",
-      "│ Andre Kuo  │ Eli Levenson-Falk, PhD │ LFL     │ USC           │ coupler-NCap-cap_matrix            │\n",
-      "╘════════════╧════════════════════════╧═════════╧═══════════════╧════════════════════════════════════╛\n"
-     ]
-    }
-   ],
-   "source": [
-    "db.view_all_contributors()"
-   ]
+   "outputs": [],
+   "source": []
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Querying for the a target qubit design"
+    "### Querying for a target qubit-cavity design"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 249,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
-    "db.select_system(\"qubit\")"
+    "db.select_system([\"qubit\",\"cavity_claw\"])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 250,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
-    "db.select_qubit(\"TransmonCross\")"
+    "db.select_qubit(\"TransmonCross\")\n",
+    "db.select_cavity_claw(\"RouteMeander\")\n",
+    "db.select_coupler(\"CLT\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 251,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "'qubit'"
-      ]
-     },
-     "execution_count": 251,
-     "metadata": {},
-     "output_type": "execute_result"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Selected qubit:  TransmonCross\n",
+      "Selected cavity:  RouteMeander\n",
+      "Selected coupler:  CLT\n",
+      "Selected system:  ['qubit', 'cavity_claw']\n"
+     ]
     }
    ],
    "source": [
-    "db.selected_system"
+    "db.show_selections()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "merged_df = db.selected_system_df()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 252,
+   "execution_count": 79,
    "metadata": {},
    "outputs": [
     {
@@ -828,35 +877,32 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>design_options</th>\n",
-       "      <th>design_tool</th>\n",
-       "      <th>PI</th>\n",
-       "      <th>date_created</th>\n",
-       "      <th>group</th>\n",
-       "      <th>institution</th>\n",
-       "      <th>uploader</th>\n",
        "      <th>claw_to_claw</th>\n",
        "      <th>claw_to_ground</th>\n",
        "      <th>cross_to_claw</th>\n",
        "      <th>cross_to_cross</th>\n",
        "      <th>cross_to_ground</th>\n",
        "      <th>ground_to_ground</th>\n",
-       "      <th>units</th>\n",
-       "      <th>renderer_options</th>\n",
-       "      <th>setup</th>\n",
-       "      <th>simulator</th>\n",
+       "      <th>units_qubit</th>\n",
+       "      <th>PI_qubit</th>\n",
+       "      <th>date_created_qubit</th>\n",
+       "      <th>group_qubit</th>\n",
+       "      <th>...</th>\n",
+       "      <th>group_cavity_claw</th>\n",
+       "      <th>institution_cavity_claw</th>\n",
+       "      <th>uploader_cavity_claw</th>\n",
+       "      <th>setup_cavity_claw</th>\n",
+       "      <th>simulator_cavity_claw</th>\n",
+       "      <th>coupler_type</th>\n",
+       "      <th>design_options_cavity_claw</th>\n",
+       "      <th>design_tool_cavity_claw</th>\n",
+       "      <th>resonator_type</th>\n",
+       "      <th>design_options</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
-       "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-09-20-142547</td>\n",
-       "      <td>LFL</td>\n",
-       "      <td>USC</td>\n",
-       "      <td>Andre Kuo</td>\n",
        "      <td>94.97421</td>\n",
        "      <td>90.86585</td>\n",
        "      <td>3.73363</td>\n",
@@ -864,499 +910,116 @@
        "      <td>158.40783</td>\n",
        "      <td>311.25590</td>\n",
        "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
-       "      <td>Ansys HFSS</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-10-25-153123</td>\n",
+       "      <td>2023-09-20-142547</td>\n",
+       "      <td>LFL</td>\n",
+       "      <td>...</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>82.44280</td>\n",
-       "      <td>79.19378</td>\n",
-       "      <td>2.93820</td>\n",
-       "      <td>188.15089</td>\n",
-       "      <td>188.15089</td>\n",
-       "      <td>333.52997</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
+       "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
+       "      <td>CLT</td>\n",
+       "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
+       "      <td>qiskit-metal</td>\n",
+       "      <td>quarter</td>\n",
+       "      <td>{'cavity_claw_options': {'coupling_type': 'CLT...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
+       "      <th>1</th>\n",
+       "      <td>94.97421</td>\n",
+       "      <td>90.86585</td>\n",
+       "      <td>3.73363</td>\n",
+       "      <td>158.40783</td>\n",
+       "      <td>158.40783</td>\n",
+       "      <td>311.25590</td>\n",
+       "      <td>nH</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
        "      <td>2023-09-20-142547</td>\n",
        "      <td>LFL</td>\n",
-       "      <td>USC</td>\n",
-       "      <td>Andre Kuo</td>\n",
-       "      <td>83.76412</td>\n",
-       "      <td>80.18130</td>\n",
-       "      <td>3.16131</td>\n",
-       "      <td>104.35340</td>\n",
-       "      <td>104.35340</td>\n",
-       "      <td>237.02548</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
-       "      <td>Ansys HFSS</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
-       "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-10-25-153126</td>\n",
-       "      <td>LFL</td>\n",
-       "      <td>USC</td>\n",
-       "      <td>Andre Kuo</td>\n",
-       "      <td>103.37057</td>\n",
-       "      <td>97.22405</td>\n",
-       "      <td>5.77590</td>\n",
-       "      <td>174.13928</td>\n",
-       "      <td>174.13928</td>\n",
-       "      <td>335.31609</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
-       "      <td>Ansys HFSS</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
-       "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-09-20-142547</td>\n",
-       "      <td>LFL</td>\n",
-       "      <td>USC</td>\n",
-       "      <td>Andre Kuo</td>\n",
-       "      <td>68.92854</td>\n",
-       "      <td>65.68607</td>\n",
-       "      <td>2.87375</td>\n",
-       "      <td>120.03923</td>\n",
-       "      <td>120.03923</td>\n",
-       "      <td>240.34085</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
-       "      <td>Ansys HFSS</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",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1929</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
-       "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-09-20-142547</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>106.43025</td>\n",
-       "      <td>101.53197</td>\n",
-       "      <td>4.45645</td>\n",
-       "      <td>174.46380</td>\n",
-       "      <td>174.46380</td>\n",
-       "      <td>340.62919</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
+       "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1930</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
+       "      <td>CLT</td>\n",
+       "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
        "      <td>qiskit-metal</td>\n",
-       "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-09-20-142549</td>\n",
-       "      <td>LFL</td>\n",
-       "      <td>USC</td>\n",
-       "      <td>Andre Kuo</td>\n",
-       "      <td>121.10943</td>\n",
-       "      <td>112.62570</td>\n",
-       "      <td>7.95178</td>\n",
-       "      <td>187.43537</td>\n",
-       "      <td>187.43537</td>\n",
-       "      <td>367.34003</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
-       "      <td>Ansys HFSS</td>\n",
+       "      <td>quarter</td>\n",
+       "      <td>{'cavity_claw_options': {'coupling_type': 'CLT...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1931</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
-       "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-10-25-153123</td>\n",
-       "      <td>LFL</td>\n",
-       "      <td>USC</td>\n",
-       "      <td>Andre Kuo</td>\n",
-       "      <td>144.56289</td>\n",
-       "      <td>136.36810</td>\n",
-       "      <td>7.65968</td>\n",
-       "      <td>172.14561</td>\n",
-       "      <td>172.14561</td>\n",
-       "      <td>372.39970</td>\n",
+       "      <th>2</th>\n",
+       "      <td>94.97421</td>\n",
+       "      <td>90.86585</td>\n",
+       "      <td>3.73363</td>\n",
+       "      <td>158.40783</td>\n",
+       "      <td>158.40783</td>\n",
+       "      <td>311.25590</td>\n",
        "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
-       "      <td>Ansys HFSS</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1932</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
        "      <td>2023-09-20-142547</td>\n",
        "      <td>LFL</td>\n",
-       "      <td>USC</td>\n",
-       "      <td>Andre Kuo</td>\n",
-       "      <td>68.76413</td>\n",
-       "      <td>65.78116</td>\n",
-       "      <td>2.48795</td>\n",
-       "      <td>56.75230</td>\n",
-       "      <td>56.75230</td>\n",
-       "      <td>166.57383</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
-       "      <td>Ansys HFSS</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1933</th>\n",
-       "      <td>{'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...</td>\n",
-       "      <td>qiskit-metal</td>\n",
-       "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-09-20-142549</td>\n",
+       "      <td>...</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>58.45749</td>\n",
-       "      <td>55.50796</td>\n",
-       "      <td>2.54396</td>\n",
-       "      <td>62.01000</td>\n",
-       "      <td>62.01000</td>\n",
-       "      <td>162.42140</td>\n",
-       "      <td>nH</td>\n",
-       "      <td>{'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...</td>\n",
-       "      <td>{'auto_increase_solution_order': True, 'enable...</td>\n",
+       "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>1934 rows × 17 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                         design_options   design_tool  \\\n",
-       "0     {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "1     {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "2     {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "3     {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "4     {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "...                                                 ...           ...   \n",
-       "1929  {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "1930  {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "1931  {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "1932  {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "1933  {'aedt_hfss_capacitance': 0, 'aedt_hfss_induct...  qiskit-metal   \n",
-       "\n",
-       "                          PI       date_created group institution   uploader  \\\n",
-       "0     Eli Levenson-Falk, PhD  2023-09-20-142547   LFL         USC  Andre Kuo   \n",
-       "1     Eli Levenson-Falk, PhD  2023-10-25-153123   LFL         USC  Andre Kuo   \n",
-       "2     Eli Levenson-Falk, PhD  2023-09-20-142547   LFL         USC  Andre Kuo   \n",
-       "3     Eli Levenson-Falk, PhD  2023-10-25-153126   LFL         USC  Andre Kuo   \n",
-       "4     Eli Levenson-Falk, PhD  2023-09-20-142547   LFL         USC  Andre Kuo   \n",
-       "...                      ...                ...   ...         ...        ...   \n",
-       "1929  Eli Levenson-Falk, PhD  2023-09-20-142547   LFL         USC  Andre Kuo   \n",
-       "1930  Eli Levenson-Falk, PhD  2023-09-20-142549   LFL         USC  Andre Kuo   \n",
-       "1931  Eli Levenson-Falk, PhD  2023-10-25-153123   LFL         USC  Andre Kuo   \n",
-       "1932  Eli Levenson-Falk, PhD  2023-09-20-142547   LFL         USC  Andre Kuo   \n",
-       "1933  Eli Levenson-Falk, PhD  2023-09-20-142549   LFL         USC  Andre Kuo   \n",
-       "\n",
-       "      claw_to_claw  claw_to_ground  cross_to_claw  cross_to_cross  \\\n",
-       "0         94.97421        90.86585        3.73363       158.40783   \n",
-       "1         82.44280        79.19378        2.93820       188.15089   \n",
-       "2         83.76412        80.18130        3.16131       104.35340   \n",
-       "3        103.37057        97.22405        5.77590       174.13928   \n",
-       "4         68.92854        65.68607        2.87375       120.03923   \n",
-       "...            ...             ...            ...             ...   \n",
-       "1929     106.43025       101.53197        4.45645       174.46380   \n",
-       "1930     121.10943       112.62570        7.95178       187.43537   \n",
-       "1931     144.56289       136.36810        7.65968       172.14561   \n",
-       "1932      68.76413        65.78116        2.48795        56.75230   \n",
-       "1933      58.45749        55.50796        2.54396        62.01000   \n",
-       "\n",
-       "      cross_to_ground  ground_to_ground units  \\\n",
-       "0           158.40783         311.25590    nH   \n",
-       "1           188.15089         333.52997    nH   \n",
-       "2           104.35340         237.02548    nH   \n",
-       "3           174.13928         335.31609    nH   \n",
-       "4           120.03923         240.34085    nH   \n",
-       "...               ...               ...   ...   \n",
-       "1929        174.46380         340.62919    nH   \n",
-       "1930        187.43537         367.34003    nH   \n",
-       "1931        172.14561         372.39970    nH   \n",
-       "1932         56.75230         166.57383    nH   \n",
-       "1933         62.01000         162.42140    nH   \n",
-       "\n",
-       "                                       renderer_options  \\\n",
-       "0     {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "1     {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "2     {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "3     {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "4     {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "...                                                 ...   \n",
-       "1929  {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "1930  {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "1931  {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "1932  {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "1933  {'Cj': 0, 'Lj': '10nH', '_Rj': 0, 'design_name...   \n",
-       "\n",
-       "                                                  setup   simulator  \n",
-       "0     {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "1     {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "2     {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "3     {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "4     {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "...                                                 ...         ...  \n",
-       "1929  {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "1930  {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "1931  {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "1932  {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "1933  {'auto_increase_solution_order': True, 'enable...  Ansys HFSS  \n",
-       "\n",
-       "[1934 rows x 17 columns]"
-      ]
-     },
-     "execution_count": 252,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df = db.selected_system_df()\n",
-    "df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Querying for a target cavity design"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 309,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "db.unselect_all()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 310,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "db.select_system(\"cavity_claw\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 311,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "db.select_cavity_claw(\"RouteMeander\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 312,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "db.select_coupler(\"CLT\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 313,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Selected component:  cavity_claw\n",
-      "Selected component name:  RouteMeander\n",
-      "Selected data type:  eigenmode\n",
-      "Selected system:  cavity_claw\n",
-      "Selected coupler:  CLT\n"
-     ]
-    }
-   ],
-   "source": [
-    "db.show_selections()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 294,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>coupler_type</th>\n",
-       "      <th>design_options</th>\n",
-       "      <th>design_tool</th>\n",
-       "      <th>PI</th>\n",
-       "      <th>date_created</th>\n",
-       "      <th>group</th>\n",
-       "      <th>institution</th>\n",
-       "      <th>uploader</th>\n",
-       "      <th>cavity_frequency</th>\n",
-       "      <th>kappa</th>\n",
-       "      <th>units</th>\n",
-       "      <th>setup</th>\n",
-       "      <th>simulator</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
        "      <td>CLT</td>\n",
        "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
        "      <td>qiskit-metal</td>\n",
-       "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-12-01-170608</td>\n",
-       "      <td>LFL</td>\n",
-       "      <td>USC</td>\n",
-       "      <td>Andre Kuo</td>\n",
-       "      <td>5.353550e+09</td>\n",
-       "      <td>161106.598429</td>\n",
-       "      <td>Hz</td>\n",
-       "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
-       "      <td>Ansys HFSS</td>\n",
+       "      <td>quarter</td>\n",
+       "      <td>{'cavity_claw_options': {'coupling_type': 'CLT...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>CLT</td>\n",
-       "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
-       "      <td>qiskit-metal</td>\n",
+       "      <th>3</th>\n",
+       "      <td>94.97421</td>\n",
+       "      <td>90.86585</td>\n",
+       "      <td>3.73363</td>\n",
+       "      <td>158.40783</td>\n",
+       "      <td>158.40783</td>\n",
+       "      <td>311.25590</td>\n",
+       "      <td>nH</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-12-04-124953</td>\n",
+       "      <td>2023-09-20-142547</td>\n",
+       "      <td>LFL</td>\n",
+       "      <td>...</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>8.399241e+09</td>\n",
-       "      <td>268412.116632</td>\n",
-       "      <td>Hz</td>\n",
        "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
        "      <td>CLT</td>\n",
        "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
        "      <td>qiskit-metal</td>\n",
-       "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-12-09-204334</td>\n",
-       "      <td>LFL</td>\n",
-       "      <td>USC</td>\n",
-       "      <td>Andre Kuo</td>\n",
-       "      <td>8.694845e+09</td>\n",
-       "      <td>255873.654612</td>\n",
-       "      <td>Hz</td>\n",
-       "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
-       "      <td>Ansys HFSS</td>\n",
+       "      <td>quarter</td>\n",
+       "      <td>{'cavity_claw_options': {'coupling_type': 'CLT...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>CLT</td>\n",
-       "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
-       "      <td>qiskit-metal</td>\n",
+       "      <th>4</th>\n",
+       "      <td>94.97421</td>\n",
+       "      <td>90.86585</td>\n",
+       "      <td>3.73363</td>\n",
+       "      <td>158.40783</td>\n",
+       "      <td>158.40783</td>\n",
+       "      <td>311.25590</td>\n",
+       "      <td>nH</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-12-08-173545</td>\n",
+       "      <td>2023-09-20-142547</td>\n",
+       "      <td>LFL</td>\n",
+       "      <td>...</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>6.616574e+09</td>\n",
-       "      <td>30459.761161</td>\n",
-       "      <td>Hz</td>\n",
        "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
        "      <td>CLT</td>\n",
        "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
        "      <td>qiskit-metal</td>\n",
-       "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-12-09-204334</td>\n",
-       "      <td>LFL</td>\n",
-       "      <td>USC</td>\n",
-       "      <td>Andre Kuo</td>\n",
-       "      <td>7.986835e+09</td>\n",
-       "      <td>208304.221064</td>\n",
-       "      <td>Hz</td>\n",
-       "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
-       "      <td>Ansys HFSS</td>\n",
+       "      <td>quarter</td>\n",
+       "      <td>{'cavity_claw_options': {'coupling_type': 'CLT...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -1373,225 +1036,295 @@
        "      <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>229</th>\n",
-       "      <td>CLT</td>\n",
-       "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
-       "      <td>qiskit-metal</td>\n",
+       "      <th>11599</th>\n",
+       "      <td>183.80802</td>\n",
+       "      <td>168.04023</td>\n",
+       "      <td>15.11184</td>\n",
+       "      <td>214.45993</td>\n",
+       "      <td>214.45993</td>\n",
+       "      <td>454.60312</td>\n",
+       "      <td>nH</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-12-01-170608</td>\n",
+       "      <td>2023-09-20-142547</td>\n",
+       "      <td>LFL</td>\n",
+       "      <td>...</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>4.949469e+09</td>\n",
-       "      <td>126438.881378</td>\n",
-       "      <td>Hz</td>\n",
        "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>230</th>\n",
        "      <td>CLT</td>\n",
        "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
        "      <td>qiskit-metal</td>\n",
+       "      <td>quarter</td>\n",
+       "      <td>{'cavity_claw_options': {'coupling_type': 'CLT...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11600</th>\n",
+       "      <td>183.80802</td>\n",
+       "      <td>168.04023</td>\n",
+       "      <td>15.11184</td>\n",
+       "      <td>214.45993</td>\n",
+       "      <td>214.45993</td>\n",
+       "      <td>454.60312</td>\n",
+       "      <td>nH</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-12-04-124953</td>\n",
+       "      <td>2023-09-20-142547</td>\n",
+       "      <td>LFL</td>\n",
+       "      <td>...</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>8.805442e+09</td>\n",
-       "      <td>291439.656224</td>\n",
-       "      <td>Hz</td>\n",
        "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>231</th>\n",
        "      <td>CLT</td>\n",
        "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
        "      <td>qiskit-metal</td>\n",
+       "      <td>quarter</td>\n",
+       "      <td>{'cavity_claw_options': {'coupling_type': 'CLT...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11601</th>\n",
+       "      <td>183.80802</td>\n",
+       "      <td>168.04023</td>\n",
+       "      <td>15.11184</td>\n",
+       "      <td>214.45993</td>\n",
+       "      <td>214.45993</td>\n",
+       "      <td>454.60312</td>\n",
+       "      <td>nH</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-12-06-224829</td>\n",
+       "      <td>2023-09-20-142547</td>\n",
+       "      <td>LFL</td>\n",
+       "      <td>...</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>6.597444e+09</td>\n",
-       "      <td>587144.918000</td>\n",
-       "      <td>Hz</td>\n",
        "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>232</th>\n",
        "      <td>CLT</td>\n",
        "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
        "      <td>qiskit-metal</td>\n",
+       "      <td>quarter</td>\n",
+       "      <td>{'cavity_claw_options': {'coupling_type': 'CLT...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11602</th>\n",
+       "      <td>183.80802</td>\n",
+       "      <td>168.04023</td>\n",
+       "      <td>15.11184</td>\n",
+       "      <td>214.45993</td>\n",
+       "      <td>214.45993</td>\n",
+       "      <td>454.60312</td>\n",
+       "      <td>nH</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-12-09-204334</td>\n",
+       "      <td>2023-09-20-142547</td>\n",
+       "      <td>LFL</td>\n",
+       "      <td>...</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>8.116894e+09</td>\n",
-       "      <td>209744.544864</td>\n",
-       "      <td>Hz</td>\n",
        "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>233</th>\n",
        "      <td>CLT</td>\n",
        "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
        "      <td>qiskit-metal</td>\n",
+       "      <td>quarter</td>\n",
+       "      <td>{'cavity_claw_options': {'coupling_type': 'CLT...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11603</th>\n",
+       "      <td>183.80802</td>\n",
+       "      <td>168.04023</td>\n",
+       "      <td>15.11184</td>\n",
+       "      <td>214.45993</td>\n",
+       "      <td>214.45993</td>\n",
+       "      <td>454.60312</td>\n",
+       "      <td>nH</td>\n",
        "      <td>Eli Levenson-Falk, PhD</td>\n",
-       "      <td>2023-12-01-170608</td>\n",
+       "      <td>2023-09-20-142547</td>\n",
+       "      <td>LFL</td>\n",
+       "      <td>...</td>\n",
        "      <td>LFL</td>\n",
        "      <td>USC</td>\n",
        "      <td>Andre Kuo</td>\n",
-       "      <td>5.145996e+09</td>\n",
-       "      <td>155139.565546</td>\n",
-       "      <td>Hz</td>\n",
        "      <td>{'basis_order': 1, 'max_delta_f': 0.05, 'max_p...</td>\n",
        "      <td>Ansys HFSS</td>\n",
+       "      <td>CLT</td>\n",
+       "      <td>{'claw_opts': {'connection_pads': {'readout': ...</td>\n",
+       "      <td>qiskit-metal</td>\n",
+       "      <td>quarter</td>\n",
+       "      <td>{'cavity_claw_options': {'coupling_type': 'CLT...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>234 rows × 13 columns</p>\n",
+       "<p>11604 rows × 32 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "    coupler_type                                     design_options  \\\n",
-       "0            CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
-       "1            CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
-       "2            CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
-       "3            CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
-       "4            CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
-       "..           ...                                                ...   \n",
-       "229          CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
-       "230          CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
-       "231          CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
-       "232          CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
-       "233          CLT  {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "       claw_to_claw  claw_to_ground  cross_to_claw  cross_to_cross  \\\n",
+       "0          94.97421        90.86585        3.73363       158.40783   \n",
+       "1          94.97421        90.86585        3.73363       158.40783   \n",
+       "2          94.97421        90.86585        3.73363       158.40783   \n",
+       "3          94.97421        90.86585        3.73363       158.40783   \n",
+       "4          94.97421        90.86585        3.73363       158.40783   \n",
+       "...             ...             ...            ...             ...   \n",
+       "11599     183.80802       168.04023       15.11184       214.45993   \n",
+       "11600     183.80802       168.04023       15.11184       214.45993   \n",
+       "11601     183.80802       168.04023       15.11184       214.45993   \n",
+       "11602     183.80802       168.04023       15.11184       214.45993   \n",
+       "11603     183.80802       168.04023       15.11184       214.45993   \n",
        "\n",
-       "      design_tool                      PI       date_created group  \\\n",
-       "0    qiskit-metal  Eli Levenson-Falk, PhD  2023-12-01-170608   LFL   \n",
-       "1    qiskit-metal  Eli Levenson-Falk, PhD  2023-12-04-124953   LFL   \n",
-       "2    qiskit-metal  Eli Levenson-Falk, PhD  2023-12-09-204334   LFL   \n",
-       "3    qiskit-metal  Eli Levenson-Falk, PhD  2023-12-08-173545   LFL   \n",
-       "4    qiskit-metal  Eli Levenson-Falk, PhD  2023-12-09-204334   LFL   \n",
-       "..            ...                     ...                ...   ...   \n",
-       "229  qiskit-metal  Eli Levenson-Falk, PhD  2023-12-01-170608   LFL   \n",
-       "230  qiskit-metal  Eli Levenson-Falk, PhD  2023-12-04-124953   LFL   \n",
-       "231  qiskit-metal  Eli Levenson-Falk, PhD  2023-12-06-224829   LFL   \n",
-       "232  qiskit-metal  Eli Levenson-Falk, PhD  2023-12-09-204334   LFL   \n",
-       "233  qiskit-metal  Eli Levenson-Falk, PhD  2023-12-01-170608   LFL   \n",
+       "       cross_to_ground  ground_to_ground units_qubit                PI_qubit  \\\n",
+       "0            158.40783         311.25590          nH  Eli Levenson-Falk, PhD   \n",
+       "1            158.40783         311.25590          nH  Eli Levenson-Falk, PhD   \n",
+       "2            158.40783         311.25590          nH  Eli Levenson-Falk, PhD   \n",
+       "3            158.40783         311.25590          nH  Eli Levenson-Falk, PhD   \n",
+       "4            158.40783         311.25590          nH  Eli Levenson-Falk, PhD   \n",
+       "...                ...               ...         ...                     ...   \n",
+       "11599        214.45993         454.60312          nH  Eli Levenson-Falk, PhD   \n",
+       "11600        214.45993         454.60312          nH  Eli Levenson-Falk, PhD   \n",
+       "11601        214.45993         454.60312          nH  Eli Levenson-Falk, PhD   \n",
+       "11602        214.45993         454.60312          nH  Eli Levenson-Falk, PhD   \n",
+       "11603        214.45993         454.60312          nH  Eli Levenson-Falk, PhD   \n",
        "\n",
-       "    institution   uploader  cavity_frequency          kappa units  \\\n",
-       "0           USC  Andre Kuo      5.353550e+09  161106.598429    Hz   \n",
-       "1           USC  Andre Kuo      8.399241e+09  268412.116632    Hz   \n",
-       "2           USC  Andre Kuo      8.694845e+09  255873.654612    Hz   \n",
-       "3           USC  Andre Kuo      6.616574e+09   30459.761161    Hz   \n",
-       "4           USC  Andre Kuo      7.986835e+09  208304.221064    Hz   \n",
-       "..          ...        ...               ...            ...   ...   \n",
-       "229         USC  Andre Kuo      4.949469e+09  126438.881378    Hz   \n",
-       "230         USC  Andre Kuo      8.805442e+09  291439.656224    Hz   \n",
-       "231         USC  Andre Kuo      6.597444e+09  587144.918000    Hz   \n",
-       "232         USC  Andre Kuo      8.116894e+09  209744.544864    Hz   \n",
-       "233         USC  Andre Kuo      5.145996e+09  155139.565546    Hz   \n",
+       "      date_created_qubit group_qubit  ... group_cavity_claw  \\\n",
+       "0      2023-09-20-142547         LFL  ...               LFL   \n",
+       "1      2023-09-20-142547         LFL  ...               LFL   \n",
+       "2      2023-09-20-142547         LFL  ...               LFL   \n",
+       "3      2023-09-20-142547         LFL  ...               LFL   \n",
+       "4      2023-09-20-142547         LFL  ...               LFL   \n",
+       "...                  ...         ...  ...               ...   \n",
+       "11599  2023-09-20-142547         LFL  ...               LFL   \n",
+       "11600  2023-09-20-142547         LFL  ...               LFL   \n",
+       "11601  2023-09-20-142547         LFL  ...               LFL   \n",
+       "11602  2023-09-20-142547         LFL  ...               LFL   \n",
+       "11603  2023-09-20-142547         LFL  ...               LFL   \n",
        "\n",
-       "                                                 setup   simulator  \n",
-       "0    {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS  \n",
-       "1    {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS  \n",
-       "2    {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS  \n",
-       "3    {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS  \n",
-       "4    {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS  \n",
-       "..                                                 ...         ...  \n",
-       "229  {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS  \n",
-       "230  {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS  \n",
-       "231  {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS  \n",
-       "232  {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS  \n",
-       "233  {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...  Ansys HFSS  \n",
+       "      institution_cavity_claw uploader_cavity_claw  \\\n",
+       "0                         USC            Andre Kuo   \n",
+       "1                         USC            Andre Kuo   \n",
+       "2                         USC            Andre Kuo   \n",
+       "3                         USC            Andre Kuo   \n",
+       "4                         USC            Andre Kuo   \n",
+       "...                       ...                  ...   \n",
+       "11599                     USC            Andre Kuo   \n",
+       "11600                     USC            Andre Kuo   \n",
+       "11601                     USC            Andre Kuo   \n",
+       "11602                     USC            Andre Kuo   \n",
+       "11603                     USC            Andre Kuo   \n",
        "\n",
-       "[234 rows x 13 columns]"
+       "                                       setup_cavity_claw  \\\n",
+       "0      {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...   \n",
+       "1      {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...   \n",
+       "2      {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...   \n",
+       "3      {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...   \n",
+       "4      {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...   \n",
+       "...                                                  ...   \n",
+       "11599  {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...   \n",
+       "11600  {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...   \n",
+       "11601  {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...   \n",
+       "11602  {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...   \n",
+       "11603  {'basis_order': 1, 'max_delta_f': 0.05, 'max_p...   \n",
+       "\n",
+       "      simulator_cavity_claw coupler_type  \\\n",
+       "0                Ansys HFSS          CLT   \n",
+       "1                Ansys HFSS          CLT   \n",
+       "2                Ansys HFSS          CLT   \n",
+       "3                Ansys HFSS          CLT   \n",
+       "4                Ansys HFSS          CLT   \n",
+       "...                     ...          ...   \n",
+       "11599            Ansys HFSS          CLT   \n",
+       "11600            Ansys HFSS          CLT   \n",
+       "11601            Ansys HFSS          CLT   \n",
+       "11602            Ansys HFSS          CLT   \n",
+       "11603            Ansys HFSS          CLT   \n",
+       "\n",
+       "                              design_options_cavity_claw  \\\n",
+       "0      {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "1      {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "2      {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "3      {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "4      {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "...                                                  ...   \n",
+       "11599  {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "11600  {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "11601  {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "11602  {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "11603  {'claw_opts': {'connection_pads': {'readout': ...   \n",
+       "\n",
+       "       design_tool_cavity_claw  resonator_type  \\\n",
+       "0                 qiskit-metal         quarter   \n",
+       "1                 qiskit-metal         quarter   \n",
+       "2                 qiskit-metal         quarter   \n",
+       "3                 qiskit-metal         quarter   \n",
+       "4                 qiskit-metal         quarter   \n",
+       "...                        ...             ...   \n",
+       "11599             qiskit-metal         quarter   \n",
+       "11600             qiskit-metal         quarter   \n",
+       "11601             qiskit-metal         quarter   \n",
+       "11602             qiskit-metal         quarter   \n",
+       "11603             qiskit-metal         quarter   \n",
+       "\n",
+       "                                          design_options  \n",
+       "0      {'cavity_claw_options': {'coupling_type': 'CLT...  \n",
+       "1      {'cavity_claw_options': {'coupling_type': 'CLT...  \n",
+       "2      {'cavity_claw_options': {'coupling_type': 'CLT...  \n",
+       "3      {'cavity_claw_options': {'coupling_type': 'CLT...  \n",
+       "4      {'cavity_claw_options': {'coupling_type': 'CLT...  \n",
+       "...                                                  ...  \n",
+       "11599  {'cavity_claw_options': {'coupling_type': 'CLT...  \n",
+       "11600  {'cavity_claw_options': {'coupling_type': 'CLT...  \n",
+       "11601  {'cavity_claw_options': {'coupling_type': 'CLT...  \n",
+       "11602  {'cavity_claw_options': {'coupling_type': 'CLT...  \n",
+       "11603  {'cavity_claw_options': {'coupling_type': 'CLT...  \n",
+       "\n",
+       "[11604 rows x 32 columns]"
       ]
      },
-     "execution_count": 294,
+     "execution_count": 79,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "db.selected_system_df()"
+    "merged_df"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Querying for a target qubit-cavity design"
+    "### Simulating the \"best-guess\" design"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 314,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "db.select_system([\"qubit\",\"cavity_claw\"])"
+    "cavity_df.iloc[0][\"design_options\"][\"claw_opts\"][\"connection_pads\"][\"readout\"]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 315,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "db.select_qubit(\"TransmonCross\")\n",
-    "db.select_cavity_claw(\"RouteMeander\")\n",
-    "db.select_coupler(\"CLT\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 316,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Selected qubit:  TransmonCross\n",
-      "Selected cavity:  RouteMeander\n",
-      "Selected coupler:  CLT\n",
-      "Selected system:  ['qubit', 'cavity_claw']\n"
-     ]
-    }
-   ],
-   "source": [
-    "db.show_selections()"
+    "qubit_df.iloc[0][\"design_options\"][\"connection_pads\"][\"c\"]"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Simulating the \"best-guess\" design"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "markdown",
    "metadata": {},