diff --git a/notebooks/curated/EDC_first-steps.ipynb b/notebooks/curated/EDC_first-steps.ipynb
index 1d6ab9e..75530c2 100644
--- a/notebooks/curated/EDC_first-steps.ipynb
+++ b/notebooks/curated/EDC_first-steps.ipynb
@@ -6,16 +6,16 @@
    "id": "e9eadbd8",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-24T07:58:44.978293Z",
-     "iopub.status.busy": "2023-10-24T07:58:44.977703Z",
-     "iopub.status.idle": "2023-10-24T07:58:45.036572Z",
-     "shell.execute_reply": "2023-10-24T07:58:45.036043Z"
+     "iopub.execute_input": "2023-10-24T13:38:48.761853Z",
+     "iopub.status.busy": "2023-10-24T13:38:48.761582Z",
+     "iopub.status.idle": "2023-10-24T13:38:48.941153Z",
+     "shell.execute_reply": "2023-10-24T13:38:48.940605Z"
     },
     "papermill": {
-     "duration": 0.080693,
-     "end_time": "2023-10-24T07:58:45.037853",
+     "duration": 0.203728,
+     "end_time": "2023-10-24T13:38:48.942310",
      "exception": false,
-     "start_time": "2023-10-24T07:58:44.957160",
+     "start_time": "2023-10-24T13:38:48.738582",
      "status": "completed"
     },
     "tags": []
@@ -41,7 +41,7 @@
     {
      "data": {
       "text/html": [
-       "This notebook is compatible with this base image version (user-2023.10-01)."
+       "This notebook is compatible with this base image version (user-2023.07-01)."
       ],
       "text/plain": [
        "<IPython.core.display.HTML object>"
@@ -71,7 +71,7 @@
    ],
    "source": [
     "from edc import check_compatibility\n",
-    "check_compatibility(\"user-2023.10-01\", dependencies=[\"SH\"])"
+    "check_compatibility(\"user-2023.07-01\", dependencies=[\"SH\"])"
    ]
   },
   {
@@ -79,10 +79,10 @@
    "id": "31cdfbf1",
    "metadata": {
     "papermill": {
-     "duration": 0.018039,
-     "end_time": "2023-10-24T07:58:45.096073",
+     "duration": 0.017893,
+     "end_time": "2023-10-24T13:38:49.003716",
      "exception": false,
-     "start_time": "2023-10-24T07:58:45.078034",
+     "start_time": "2023-10-24T13:38:48.985823",
      "status": "completed"
     },
     "tags": []
@@ -98,10 +98,10 @@
    "id": "80afadc6",
    "metadata": {
     "papermill": {
-     "duration": 0.017159,
-     "end_time": "2023-10-24T07:58:45.150963",
+     "duration": 0.018208,
+     "end_time": "2023-10-24T13:38:49.054491",
      "exception": false,
-     "start_time": "2023-10-24T07:58:45.133804",
+     "start_time": "2023-10-24T13:38:49.036283",
      "status": "completed"
     },
     "tags": []
@@ -119,16 +119,16 @@
    "id": "d84e90ca",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-24T07:58:45.201637Z",
-     "iopub.status.busy": "2023-10-24T07:58:45.201302Z",
-     "iopub.status.idle": "2023-10-24T07:58:45.206018Z",
-     "shell.execute_reply": "2023-10-24T07:58:45.205409Z"
+     "iopub.execute_input": "2023-10-24T13:38:49.106830Z",
+     "iopub.status.busy": "2023-10-24T13:38:49.106521Z",
+     "iopub.status.idle": "2023-10-24T13:38:49.110071Z",
+     "shell.execute_reply": "2023-10-24T13:38:49.109533Z"
     },
     "papermill": {
-     "duration": 0.024995,
-     "end_time": "2023-10-24T07:58:45.207596",
+     "duration": 0.023326,
+     "end_time": "2023-10-24T13:38:49.111073",
      "exception": false,
-     "start_time": "2023-10-24T07:58:45.182601",
+     "start_time": "2023-10-24T13:38:49.087747",
      "status": "completed"
     },
     "tags": []
@@ -155,10 +155,10 @@
    "id": "a98c129f",
    "metadata": {
     "papermill": {
-     "duration": 0.029442,
-     "end_time": "2023-10-24T07:58:45.269694",
+     "duration": 0.0174,
+     "end_time": "2023-10-24T13:38:49.160275",
      "exception": false,
-     "start_time": "2023-10-24T07:58:45.240252",
+     "start_time": "2023-10-24T13:38:49.142875",
      "status": "completed"
     },
     "tags": []
@@ -178,16 +178,16 @@
    "id": "36f59553",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-24T07:58:45.318995Z",
-     "iopub.status.busy": "2023-10-24T07:58:45.318573Z",
-     "iopub.status.idle": "2023-10-24T07:58:45.825948Z",
-     "shell.execute_reply": "2023-10-24T07:58:45.825458Z"
+     "iopub.execute_input": "2023-10-24T13:38:49.219655Z",
+     "iopub.status.busy": "2023-10-24T13:38:49.219236Z",
+     "iopub.status.idle": "2023-10-24T13:38:50.380200Z",
+     "shell.execute_reply": "2023-10-24T13:38:50.379731Z"
     },
     "papermill": {
-     "duration": 0.528428,
-     "end_time": "2023-10-24T07:58:45.827860",
+     "duration": 1.182629,
+     "end_time": "2023-10-24T13:38:50.381535",
      "exception": false,
-     "start_time": "2023-10-24T07:58:45.299432",
+     "start_time": "2023-10-24T13:38:49.198906",
      "status": "completed"
     },
     "tags": []
@@ -211,10 +211,10 @@
    "id": "b5927b0d",
    "metadata": {
     "papermill": {
-     "duration": 0.020376,
-     "end_time": "2023-10-24T07:58:45.882709",
+     "duration": 0.030139,
+     "end_time": "2023-10-24T13:38:50.448285",
      "exception": false,
-     "start_time": "2023-10-24T07:58:45.862333",
+     "start_time": "2023-10-24T13:38:50.418146",
      "status": "completed"
     },
     "tags": []
@@ -229,16 +229,16 @@
    "id": "a1792b33",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-10-24T07:58:45.933785Z",
-     "iopub.status.busy": "2023-10-24T07:58:45.933476Z",
-     "iopub.status.idle": "2023-10-24T07:58:46.657126Z",
-     "shell.execute_reply": "2023-10-24T07:58:46.656622Z"
+     "iopub.execute_input": "2023-10-24T13:38:50.506772Z",
+     "iopub.status.busy": "2023-10-24T13:38:50.506313Z",
+     "iopub.status.idle": "2023-10-24T13:38:52.725732Z",
+     "shell.execute_reply": "2023-10-24T13:38:52.725298Z"
     },
     "papermill": {
-     "duration": 0.745704,
-     "end_time": "2023-10-24T07:58:46.658447",
+     "duration": 2.240628,
+     "end_time": "2023-10-24T13:38:52.727295",
      "exception": false,
-     "start_time": "2023-10-24T07:58:45.912743",
+     "start_time": "2023-10-24T13:38:50.486667",
      "status": "completed"
     },
     "tags": []
@@ -617,7 +617,7 @@
        "Attributes:\n",
        "    units:          decimal_degrees\n",
        "    long_name:      latitude\n",
-       "    standard_name:  latitude</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'lat'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 1536</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-b381e39d-af55-4bd0-ac1a-3fc277630157' class='xr-array-in' type='checkbox' checked><label for='section-b381e39d-af55-4bd0-ac1a-3fc277630157' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>54.55 54.55 54.55 54.55 54.55 54.55 ... 54.27 54.27 54.27 54.27 54.27</span></div><div class='xr-array-data'><pre>array([54.54639, 54.54621, 54.54603, ..., 54.27045, 54.27027, 54.27009])</pre></div></div></li><li class='xr-section-item'><input id='section-f354744e-0eed-456e-9d8a-ea62c53d5b94' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f354744e-0eed-456e-9d8a-ea62c53d5b94' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>54.55 54.55 54.55 ... 54.27 54.27</div><input id='attrs-4d493c0b-395a-43b0-b023-18dbec2731a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4d493c0b-395a-43b0-b023-18dbec2731a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ea3248c3-58fe-4268-9968-de513ad321cd' class='xr-var-data-in' type='checkbox'><label for='data-ea3248c3-58fe-4268-9968-de513ad321cd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>decimal_degrees</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([54.54639, 54.54621, 54.54603, ..., 54.27045, 54.27027, 54.27009])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b0086bf7-beb0-4eff-8f37-6aca2ac2dabe' class='xr-section-summary-in' type='checkbox'  ><label for='section-b0086bf7-beb0-4eff-8f37-6aca2ac2dabe' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ed38e412-b76d-4a80-8d62-fb6addc7b365' class='xr-index-data-in' type='checkbox'/><label for='index-ed38e412-b76d-4a80-8d62-fb6addc7b365' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([          54.54639,           54.54621,           54.54603,\n",
+       "    standard_name:  latitude</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'lat'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 1536</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-1401a5aa-ebc1-4783-bb66-025f920000b2' class='xr-array-in' type='checkbox' checked><label for='section-1401a5aa-ebc1-4783-bb66-025f920000b2' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>54.55 54.55 54.55 54.55 54.55 54.55 ... 54.27 54.27 54.27 54.27 54.27</span></div><div class='xr-array-data'><pre>array([54.54639, 54.54621, 54.54603, ..., 54.27045, 54.27027, 54.27009])</pre></div></div></li><li class='xr-section-item'><input id='section-ff9bfc9b-07c1-41a8-a0ac-72ee8bd0502f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ff9bfc9b-07c1-41a8-a0ac-72ee8bd0502f' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>54.55 54.55 54.55 ... 54.27 54.27</div><input id='attrs-e517f4f1-0357-401d-a173-6590182ca164' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e517f4f1-0357-401d-a173-6590182ca164' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-aff7b41b-d855-4b39-9431-f645e31696eb' class='xr-var-data-in' type='checkbox'><label for='data-aff7b41b-d855-4b39-9431-f645e31696eb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>decimal_degrees</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([54.54639, 54.54621, 54.54603, ..., 54.27045, 54.27027, 54.27009])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8c687314-afee-4947-a7bd-cc07b3c9870f' class='xr-section-summary-in' type='checkbox'  ><label for='section-8c687314-afee-4947-a7bd-cc07b3c9870f' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-07e5edd3-b23f-422d-865e-973a65d6a768' class='xr-index-data-in' type='checkbox'/><label for='index-07e5edd3-b23f-422d-865e-973a65d6a768' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([          54.54639,           54.54621,           54.54603,\n",
        "                        54.54585,           54.54567,           54.54549,\n",
        "                        54.54531,           54.54513,           54.54495,\n",
        "                        54.54477,\n",
@@ -626,7 +626,7 @@
        "              54.271170000000005, 54.270990000000005, 54.270810000000004,\n",
        "              54.270630000000004, 54.270450000000004, 54.270270000000004,\n",
        "                        54.27009],\n",
-       "             dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=1536))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9eb0f6b8-692c-497b-ac6a-5aa446187dd5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9eb0f6b8-692c-497b-ac6a-5aa446187dd5' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>decimal_degrees</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div></li></ul></div></div>"
+       "             dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=1536))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ec1a714c-96e5-491c-a1c9-db5a6a425554' class='xr-section-summary-in' type='checkbox'  checked><label for='section-ec1a714c-96e5-491c-a1c9-db5a6a425554' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>decimal_degrees</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd></dl></div></li></ul></div></div>"
       ],
       "text/plain": [
        "<xarray.DataArray 'lat' (lat: 1536)>\n",
@@ -655,10 +655,10 @@
    "id": "362634d7",
    "metadata": {
     "papermill": {
-     "duration": 0.019681,
-     "end_time": "2023-10-24T07:58:46.708893",
+     "duration": 0.020601,
+     "end_time": "2023-10-24T13:38:52.786326",
      "exception": false,
-     "start_time": "2023-10-24T07:58:46.689212",
+     "start_time": "2023-10-24T13:38:52.765725",
      "status": "completed"
     },
     "tags": []
@@ -677,16 +677,16 @@
    "id": "2035b204",
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-     "iopub.execute_input": "2023-10-24T07:58:46.760244Z",
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-     "iopub.status.idle": "2023-10-24T07:58:46.763384Z",
-     "shell.execute_reply": "2023-10-24T07:58:46.762777Z"
+     "iopub.execute_input": "2023-10-24T13:38:52.851130Z",
+     "iopub.status.busy": "2023-10-24T13:38:52.850527Z",
+     "iopub.status.idle": "2023-10-24T13:38:52.853674Z",
+     "shell.execute_reply": "2023-10-24T13:38:52.853256Z"
     },
     "papermill": {
-     "duration": 0.024262,
-     "end_time": "2023-10-24T07:58:46.764802",
+     "duration": 0.030342,
+     "end_time": "2023-10-24T13:38:52.854613",
      "exception": false,
-     "start_time": "2023-10-24T07:58:46.740540",
+     "start_time": "2023-10-24T13:38:52.824271",
      "status": "completed"
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     "tags": []
@@ -701,10 +701,10 @@
    "id": "b7c9c3e5",
    "metadata": {
     "papermill": {
-     "duration": 0.021787,
-     "end_time": "2023-10-24T07:58:46.819607",
+     "duration": 0.022493,
+     "end_time": "2023-10-24T13:38:52.910485",
      "exception": false,
-     "start_time": "2023-10-24T07:58:46.797820",
+     "start_time": "2023-10-24T13:38:52.887992",
      "status": "completed"
     },
     "tags": []
@@ -719,16 +719,16 @@
    "id": "25b9e6aa",
    "metadata": {
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-     "iopub.status.busy": "2023-10-24T07:58:46.870699Z",
-     "iopub.status.idle": "2023-10-24T07:58:46.873671Z",
-     "shell.execute_reply": "2023-10-24T07:58:46.873225Z"
+     "iopub.execute_input": "2023-10-24T13:38:52.968232Z",
+     "iopub.status.busy": "2023-10-24T13:38:52.967920Z",
+     "iopub.status.idle": "2023-10-24T13:38:52.970584Z",
+     "shell.execute_reply": "2023-10-24T13:38:52.970169Z"
     },
     "papermill": {
-     "duration": 0.024346,
-     "end_time": "2023-10-24T07:58:46.874681",
+     "duration": 0.024747,
+     "end_time": "2023-10-24T13:38:52.971564",
      "exception": false,
-     "start_time": "2023-10-24T07:58:46.850335",
+     "start_time": "2023-10-24T13:38:52.946817",
      "status": "completed"
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@@ -743,10 +743,10 @@
    "id": "43789aa5-dfdf-4ba1-b925-dfceacc0c151",
    "metadata": {
     "papermill": {
-     "duration": 0.018511,
-     "end_time": "2023-10-24T07:58:46.926149",
+     "duration": 0.020522,
+     "end_time": "2023-10-24T13:38:53.026394",
      "exception": false,
-     "start_time": "2023-10-24T07:58:46.907638",
+     "start_time": "2023-10-24T13:38:53.005872",
      "status": "completed"
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@@ -761,16 +761,16 @@
    "id": "cbf98f45-305b-4564-9c3b-e4202a035153",
    "metadata": {
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-     "iopub.status.idle": "2023-10-24T07:58:47.130594Z",
-     "shell.execute_reply": "2023-10-24T07:58:47.130139Z"
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@@ -865,7 +865,7 @@
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+}
\ No newline at end of file