diff --git a/backend/app/models.py b/backend/app/models.py
index 2a848fb02f9b75aa6dc30f88ae85c2bbe1e25ba5..c4d97933d7c5f5c24cc7b929bd9897f8c072b165 100644
--- a/backend/app/models.py
+++ b/backend/app/models.py
@@ -278,10 +278,14 @@ class Results(Base):
     __tablename__ = "results"
 
     id = Column(Integer, primary_key=True, index=True, autoincrement=True)
-    #    pgroup = Column(String(255), nullable=False)
-    result = Column(JSON, nullable=True)
-    result_id = Column(Integer, ForeignKey("experiment_parameters.id"), nullable=False)
+    result = Column(JSON, nullable=False)  # store the full result object as JSON
     sample_id = Column(Integer, ForeignKey("samples.id"), nullable=False)
+    run_id = Column(Integer, ForeignKey("experiment_parameters.id"), nullable=False)
+
+    # optional relationships if you wish to query easily
+    # sample = relationship("SampleModel", backref="results")
+    # experiment_parameters = relationship("ExperimentParametersModel",
+    # backref="results")
 
 
 #    method = Column(String(255), nullable=False)
diff --git a/backend/app/routers/sample.py b/backend/app/routers/sample.py
index 465719ba95b823d262a15da4be6b127f390d0b1d..4f89135860b736c1367a6ff406679be530d286ca 100644
--- a/backend/app/routers/sample.py
+++ b/backend/app/routers/sample.py
@@ -14,8 +14,9 @@ from app.schemas import (
     SampleResult,
     ExperimentParametersCreate,
     ExperimentParametersRead,
-    # ResultResponse,
-    # ResultCreate,
+    ImageInfo,
+    ResultResponse,
+    ResultCreate,
 )
 from app.models import (
     Puck as PuckModel,
@@ -25,7 +26,7 @@ from app.models import (
     Dewar as DewarModel,
     ExperimentParameters as ExperimentParametersModel,
     # ExperimentParameters,
-    # Results,
+    Results as ResultsModel,
 )
 from app.dependencies import get_db
 import logging
@@ -246,8 +247,13 @@ async def get_sample_results(active_pgroup: str, db: Session = Depends(get_db)):
 
     results = []
     for sample in samples:
-        # Query images associated with the sample.
-        images = db.query(ImageModel).filter(ImageModel.sample_id == sample.id).all()
+        # Query images associated with the sample, including the related event_type
+        images = (
+            db.query(ImageModel)
+            .options(joinedload(ImageModel.sample_event))
+            .filter(ImageModel.sample_id == sample.id)
+            .all()
+        )
 
         # Query experiment parameters (which include beamline parameters) for the
         # sample.
@@ -259,27 +265,34 @@ async def get_sample_results(active_pgroup: str, db: Session = Depends(get_db)):
         print("Experiment Parameters for sample", sample.id, experiment_parameters)
 
         results.append(
-            {
-                "sample_id": sample.id,
-                "sample_name": sample.sample_name,
-                "puck_name": sample.puck.puck_name if sample.puck else None,
-                "dewar_name": sample.puck.dewar.dewar_name
+            SampleResult(
+                sample_id=sample.id,
+                sample_name=sample.sample_name,
+                puck_name=sample.puck.puck_name if sample.puck else None,
+                dewar_name=sample.puck.dewar.dewar_name
                 if (sample.puck and sample.puck.dewar)
                 else None,
-                "images": [
-                    {"id": img.id, "filepath": img.filepath, "comment": img.comment}
+                images=[
+                    ImageInfo(
+                        id=img.id,
+                        filepath=img.filepath,
+                        event_type=img.sample_event.event_type
+                        if img.sample_event
+                        else "Unknown",
+                        comment=img.comment,
+                    )
                     for img in images
                 ],
-                "experiment_runs": [
-                    {
-                        "id": ex.id,
-                        "run_number": ex.run_number,
-                        "beamline_parameters": ex.beamline_parameters,
-                        "sample_id": ex.sample_id,
-                    }
+                experiment_runs=[
+                    ExperimentParametersRead(
+                        id=ex.id,
+                        run_number=ex.run_number,
+                        beamline_parameters=ex.beamline_parameters,
+                        sample_id=ex.sample_id,
+                    )
                     for ex in experiment_parameters
                 ],
-            }
+            )
         )
 
     return results
@@ -318,32 +331,49 @@ def create_experiment_parameters_for_sample(
     db.commit()
     db.refresh(new_exp)
 
+    # Create a "Collecting" sample event associated with the new experiment parameters
+    new_event = SampleEventModel(
+        sample_id=sample_id,
+        event_type="Collecting",  # The event type
+        timestamp=datetime.now(),  # Use current timestamp
+    )
+    db.add(new_event)
+    db.commit()
+
     return new_exp
 
 
-# @router.post("/results", response_model=ResultResponse)
-# def create_result(result: ResultCreate, db: Session = Depends(get_db)):
-#    # Validate sample_id and result_id (optional but recommended)
-#    sample = db.query(SampleModel).filter_by(id=result.sample_id).first()
-#    if not sample:
-#        raise HTTPException(status_code=404, detail="Sample not found")
-#
-#    experiment = db.query(ExperimentParameters).filter_by(id=result.result_id).first()
-#    if not experiment:
-#        raise HTTPException(status_code=404, detail="Experiment parameters not found")
-#
-#    # Create a new Results entry
-#    result_obj = Results(
-#        sample_id=result.sample_id,
-#        result_id=result.result_id,
-#        result=result.result
-#    )
-#    db.add(result_obj)
-#    db.commit()
-#    db.refresh(result_obj)
-#
-#    return result_obj
-#
+@router.post("/processing-results", response_model=ResultResponse)
+def create_result(payload: ResultCreate, db: Session = Depends(get_db)):
+    # Check experiment existence
+    experiment = (
+        db.query(ExperimentParametersModel)
+        .filter(ExperimentParametersModel.id == payload.run_id)
+        .first()
+    )
+    if not experiment:
+        raise HTTPException(
+            status_code=404, detail="Experiment parameters (run) not found"
+        )
+
+    result_entry = ResultsModel(
+        sample_id=payload.sample_id,
+        run_id=payload.run_id,
+        result=payload.result.model_dump(),  # Serialize entire result to JSON
+    )
+
+    db.add(result_entry)
+    db.commit()
+    db.refresh(result_entry)
+
+    return ResultResponse(
+        id=result_entry.id,
+        sample_id=result_entry.sample_id,
+        run_id=result_entry.run_id,
+        result=payload.result,  # return original payload directly
+    )
+
+
 # @router.get("/results", response_model=list[ResultResponse])
 # def get_results(sample_id: int, result_id: int, db: Session = Depends(get_db)):
 #    query = db.query(Results)
diff --git a/backend/app/schemas.py b/backend/app/schemas.py
index c00d2cb8e3b3c3f5b409bc7d3af16080331bad93..1566b42ae55ed59058c42d307a481006e799a3b9 100644
--- a/backend/app/schemas.py
+++ b/backend/app/schemas.py
@@ -352,16 +352,6 @@ class SampleEventCreate(BaseModel):
     event_type: Literal[
         "Mounting", "Centering", "Failed", "Lost", "Collecting", "Unmounting"
     ]
-    # event_type: str
-    # Validate event_type against accepted event types
-    # @field_validator("event_type", mode="before")
-    # def validate_event_type(cls, value):
-    #    allowed = {"Mounting", "Centering", "Failed",
-    #    "Lost", "Collecting", "Unmounting"}
-    #    if value not in allowed:
-    #        raise ValueError(f"Invalid event_type: {value}.
-    #        Accepted values are: {allowed}")
-    #    return value
 
 
 class SampleEventResponse(SampleEventCreate):
@@ -374,10 +364,7 @@ class SampleEventResponse(SampleEventCreate):
 
 
 class Results(BaseModel):
-    id: int
-    pgroup: str
-    sample_id: int
-    method: str
+    pipeline: str
     resolution: float
     unit_cell: str
     spacegroup: str
@@ -393,10 +380,6 @@ class Results(BaseModel):
     unique_refl: int
     comments: Optional[constr(max_length=200)] = None
 
-    # Define attributes for Results here
-    class Config:
-        from_attributes = True
-
 
 class ContactCreate(BaseModel):
     pgroups: str
@@ -822,6 +805,21 @@ class ImageInfo(BaseModel):
     id: int
     filepath: str
     comment: Optional[str] = None
+    event_type: str
+    # run_number: Optional[int]
+
+    class Config:
+        from_attributes = True
+
+
+class characterizationParameters(BaseModel):
+    omegaStart_deg: float
+    oscillation_deg: float
+    omegaStep: float
+    chi: float
+    phi: float
+    numberOfImages: int
+    exposureTime_s: float
 
 
 class RotationParameters(BaseModel):
@@ -882,6 +880,7 @@ class BeamlineParameters(BaseModel):
     beamSizeWidth: Optional[float] = None
     beamSizeHeight: Optional[float] = None
     # dose_MGy: float
+    characterization: Optional[characterizationParameters] = None
     rotation: Optional[RotationParameters] = None
     gridScan: Optional[gridScanParamers] = None
     jet: Optional[jetParameters] = None
@@ -922,15 +921,18 @@ class SampleResult(BaseModel):
 
 class ResultCreate(BaseModel):
     sample_id: int
-    result_id: int
-    result: Optional[dict]
+    run_id: int
+    result: Results
+
+    class Config:
+        from_attributes = True
 
 
 class ResultResponse(BaseModel):
     id: int
     sample_id: int
-    result_id: int
-    result: Optional[dict]
+    run_id: int
+    result: Results
 
     class Config:
         from_attributes = True
diff --git a/backend/main.py b/backend/main.py
index 272c5fad5ee068a0414875988eabb8c8399e459f..228bcecba29d5b59a13cfafd850e0c2132b4c6cb 100644
--- a/backend/main.py
+++ b/backend/main.py
@@ -156,8 +156,8 @@ def on_startup():
             load_slots_data(db)
         else:  # dev or test environments
             print(f"{environment.capitalize()} environment: Regenerating database.")
-            Base.metadata.drop_all(bind=engine)
-            Base.metadata.create_all(bind=engine)
+            # Base.metadata.drop_all(bind=engine)
+            # Base.metadata.create_all(bind=engine)
             # from sqlalchemy.engine import reflection
             # from app.models import ExperimentParameters  # adjust the import as needed
             # inspector = reflection.Inspector.from_engine(engine)
diff --git a/backend/tests/test_results.py b/backend/tests/test_results.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/frontend/fetch-openapi.js b/frontend/fetch-openapi.js
index 2166ff8f1bd2a77a7f52848d7d55301f0962e64a..e718fe71351db3308f3baa3906deec96f9517a6e 100644
--- a/frontend/fetch-openapi.js
+++ b/frontend/fetch-openapi.js
@@ -171,12 +171,12 @@ async function fetchAndGenerate() {
 const backendDirectory = (() => {
     switch (nodeEnv) {
         case 'prod':
-            return path.resolve('/home/jungfrau/heidi-v2/backend/app'); // Production path
+            return path.resolve('/home/jungfrau/aaredb/backend/app'); // Production path
         case 'test':
-            return path.resolve('/home/jungfrau/heidi-v2/backend/app'); // Test path
+            return path.resolve('/home/jungfrau/aaredb/backend/app'); // Test path
         case 'dev':
         default:
-            return path.resolve('/Users/gotthardg/PycharmProjects/heidi-v2/backend/app'); // Development path
+            return path.resolve('/Users/gotthardg/PycharmProjects/aaredb/backend/app'); // Development path
     }
 })();
 
diff --git a/frontend/src/components/ResultGrid.tsx b/frontend/src/components/ResultGrid.tsx
index 09ad8da29906227181c000561883fdd470b3aff9..cfc6228a19050f00d2a3937cfe4c6eb7575f6fe3 100644
--- a/frontend/src/components/ResultGrid.tsx
+++ b/frontend/src/components/ResultGrid.tsx
@@ -11,6 +11,8 @@ interface ImageInfo {
     id: number;
     filepath: string;
     comment?: string;
+    event_type: string;
+    run_number?:number;
 }
 
 // This represents an experiment run as returned by your API.
@@ -87,7 +89,7 @@ interface TreeRow {
     sample_name?: string;
     puck_name?: string;
     dewar_name?: string;
-    images?: ImageInfo[];
+    images?: ImageInfo[];  // Images associated explicitly with this row (especially run items)
     run_number?: number;
     beamline_parameters?: ExperimentParameters['beamline_parameters'];
     experimentType?: string;
@@ -176,7 +178,13 @@ const ResultGrid: React.FC<ResultGridProps> = ({ activePgroup }) => {
     }, []);
 
     useEffect(() => {
-        // Fetch sample details and construct rows
+        if (!OpenAPI.BASE) {
+            console.error('OpenAPI.BASE is not set. Falling back to a default value.');
+            return;
+        }
+
+        setBasePath(`${OpenAPI.BASE}/`);
+
         SamplesService.getSampleResultsSamplesResultsGet(activePgroup)
             .then((response: SampleResult[]) => {
                 const treeRows: TreeRow[] = [];
@@ -190,28 +198,27 @@ const ResultGrid: React.FC<ResultGridProps> = ({ activePgroup }) => {
                         sample_name: sample.sample_name,
                         puck_name: sample.puck_name,
                         dewar_name: sample.dewar_name,
-                        images: sample.images,
+                        images: sample.images.filter(img => img.event_type === "Centering"),
                     };
                     treeRows.push(sampleRow);
 
-                    if (sample.experiment_runs) {
-                        sample.experiment_runs.forEach((run) => {
-                            const experimentType = getExperimentType(run);
-                            const numImages = getNumberOfImages(run);
-                            const runRow: TreeRow = {
-                                id: `run-${sample.sample_id}-${run.run_number}`,
-                                hierarchy: [sample.sample_id, run.run_number],
-                                type: 'run',
-                                sample_id: sample.sample_id,
-                                run_number: run.run_number,
-                                beamline_parameters: run.beamline_parameters,
-                                experimentType,
-                                numberOfImages: numImages,
-                                images: sample.images,
-                            };
-                            treeRows.push(runRow);
-                        });
-                    }
+                    sample.experiment_runs?.forEach(run => {
+                        const experimentType = getExperimentType(run);
+                        const numImages = getNumberOfImages(run);
+                        const runRow: TreeRow = {
+                            id: `run-${sample.sample_id}-${run.run_number}`,
+                            hierarchy: [sample.sample_id, run.run_number],
+                            type: 'run',
+                            sample_id: sample.sample_id,
+                            run_number: run.run_number,
+                            beamline_parameters: run.beamline_parameters,
+                            experimentType,
+                            numberOfImages: numImages,
+                            images: sample.images.filter(img =>
+                            img.event_type === "Collecting" ),
+                        };
+                        treeRows.push(runRow);
+                    });
                 });
 
                 setRows(treeRows);
@@ -221,6 +228,7 @@ const ResultGrid: React.FC<ResultGridProps> = ({ activePgroup }) => {
             });
     }, [activePgroup]);
 
+
     // Define the grid columns
     const columns: GridColDef[] = [
         {
diff --git a/testfunctions.ipynb b/testfunctions.ipynb
index 2b392781ecb861bb3e9f769bc48a59aedcfa3e37..093c6a53baf1abf7226629db195fe4574e48a358 100644
--- a/testfunctions.ipynb
+++ b/testfunctions.ipynb
@@ -3,8 +3,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-14T12:34:36.688448Z",
-     "start_time": "2025-03-14T12:34:36.274011Z"
+     "end_time": "2025-03-17T10:32:07.119518Z",
+     "start_time": "2025-03-17T10:32:06.622836Z"
     }
    },
    "cell_type": "code",
@@ -17,6 +17,8 @@
     "from aareDBclient.rest import ApiException\n",
     "from pprint import pprint\n",
     "\n",
+    "from app.schemas import characterizationParameters, ResultCreate\n",
+    "\n",
     "#from app.data.data import sample\n",
     "\n",
     "#from aareDBclient import SamplesApi, ShipmentsApi, PucksApi\n",
@@ -383,8 +385,21 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-07T20:50:06.182786Z",
-     "start_time": "2025-03-07T20:50:06.165153Z"
+     "end_time": "2025-03-17T10:32:10.718097Z",
+     "start_time": "2025-03-17T10:32:10.716192Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "sample_id = 247",
+   "id": "54d4d46ca558e7b9",
+   "outputs": [],
+   "execution_count": 2
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-14T19:35:49.714724Z",
+     "start_time": "2025-03-14T19:35:49.691388Z"
     }
    },
    "cell_type": "code",
@@ -396,12 +411,13 @@
     "with aareDBclient.ApiClient(configuration) as api_client:\n",
     "    # Instance of the API client\n",
     "    api_instance = aareDBclient.SamplesApi(api_client)\n",
-    "    sample_id=258\n",
+    "    #sample_id=293\n",
     "    try:\n",
     "        # Define the payload with only `event_type`\n",
     "        sample_event_create = SampleEventCreate(\n",
     "            sample_id=sample_id,\n",
     "            event_type=\"Centering\"  # Valid event type\n",
+    "            #event_type=\"Collecting\"  # Valid event type\n",
     "        )\n",
     "\n",
     "        # Debug the payload before sending\n",
@@ -428,6 +444,16 @@
    ],
    "id": "4a0665f92756b486",
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): 127.0.0.1:8000\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/urllib3/connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '127.0.0.1'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n",
+      "  warnings.warn(\n",
+      "DEBUG:urllib3.connectionpool:https://127.0.0.1:8000 \"POST /samples/samples/247/events HTTP/1.1\" 200 405\n"
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
@@ -435,31 +461,23 @@
       "Payload being sent to API:\n",
       "{\"event_type\":\"Centering\"}\n",
       "API response:\n",
-      "('id', 258)\n",
-      "('sample_name', 'Sample258')\n",
-      "('position', 14)\n",
-      "('puck_id', 26)\n",
+      "('id', 247)\n",
+      "('sample_name', 'Sample247')\n",
+      "('position', 16)\n",
+      "('puck_id', 30)\n",
       "('crystalname', None)\n",
       "('proteinname', None)\n",
       "('positioninpuck', None)\n",
       "('priority', None)\n",
       "('comments', None)\n",
       "('data_collection_parameters', None)\n",
-      "('events', [SampleEventResponse(id=492, sample_id=258, event_type='Mounting', timestamp=datetime.datetime(2025, 3, 6, 13, 50)), SampleEventResponse(id=493, sample_id=258, event_type='Unmounting', timestamp=datetime.datetime(2025, 3, 6, 13, 50, 50)), SampleEventResponse(id=573, sample_id=258, event_type='Centering', timestamp=datetime.datetime(2025, 3, 7, 21, 50, 6))])\n",
+      "('events', [SampleEventResponse(event_type='Mounting', id=482, sample_id=247, timestamp=datetime.datetime(2025, 3, 13, 13, 39)), SampleEventResponse(event_type='Centering', id=483, sample_id=247, timestamp=datetime.datetime(2025, 3, 14, 20, 35, 49))])\n",
       "('mount_count', 0)\n",
       "('unmount_count', 0)\n"
      ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/urllib3/connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '127.0.0.1'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n",
-      "  warnings.warn(\n"
-     ]
     }
    ],
-   "execution_count": 46
+   "execution_count": 5
   },
   {
    "metadata": {},
@@ -486,8 +504,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-14T12:37:36.649779Z",
-     "start_time": "2025-03-14T12:37:36.597340Z"
+     "end_time": "2025-03-14T19:55:02.036739Z",
+     "start_time": "2025-03-14T19:55:02.011806Z"
     }
    },
    "cell_type": "code",
@@ -506,11 +524,15 @@
     "#    \"backend/tests/sample_image/90_700.jpg\",\n",
     "#]\n",
     "\n",
-    "file_paths = [\"backend/tests/sample_image/mount.jpeg.jpg\"]\n",
+    "#file_paths = [\"backend/tests/sample_image/mount.jpeg.jpg\"]\n",
+    "\n",
+    "#file_paths = [\n",
+    "#    \"backend/tests/sample_image/bb_raster_90.jpg\"\n",
+    "#]\n",
+    "\n",
+    "file_paths = [\"backend/tests/sample_image/after_dc.jpeg.jpg\"]\n",
     "\n",
     "\n",
-    "# Sample ID (ensure this exists on your backend)\n",
-    "sample_id = 299\n",
     "\n",
     "# Base URL for the upload endpoint\n",
     "url = f\"https://127.0.0.1:8000/samples/{sample_id}/upload-images\"\n",
@@ -548,25 +570,27 @@
    "id": "11f62976d2e7d9b1",
    "outputs": [
     {
-     "name": "stdout",
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Uploading mount.jpeg.jpg...\n",
-      "API Response for mount.jpeg.jpg:\n",
-      "404\n",
-      "{'detail': 'Sample not found'}\n"
+      "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): 127.0.0.1:8000\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/urllib3/connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '127.0.0.1'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n",
+      "  warnings.warn(\n",
+      "DEBUG:urllib3.connectionpool:https://127.0.0.1:8000 \"POST /samples/247/upload-images HTTP/1.1\" 200 205\n"
      ]
     },
     {
-     "name": "stderr",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/urllib3/connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '127.0.0.1'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n",
-      "  warnings.warn(\n"
+      "Uploading after_dc.jpeg.jpg...\n",
+      "API Response for after_dc.jpeg.jpg:\n",
+      "200\n",
+      "{'pgroup': 'p20003', 'sample_id': 247, 'sample_event_id': 486, 'filepath': 'images/p20003/2025-03-14/Dewar Five/PKK007/16/Collecting_2025-03-14_20-54-48/after_dc.jpeg.jpg', 'status': 'active', 'comment': None, 'id': 8}\n"
      ]
     }
    ],
-   "execution_count": 2
+   "execution_count": 12
   },
   {
    "metadata": {},
@@ -579,8 +603,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-11T15:05:58.348843Z",
-     "start_time": "2025-03-11T15:05:58.331240Z"
+     "end_time": "2025-03-14T19:54:48.102322Z",
+     "start_time": "2025-03-14T19:54:48.080070Z"
     }
    },
    "cell_type": "code",
@@ -598,15 +622,25 @@
     "# Build the nested parameters\n",
     "rotation = RotationParameters(\n",
     "    omegaStart_deg=0.0,\n",
-    "    omegaStep=90.0,\n",
+    "    omegaStep=0.1,\n",
     "    phi=10.0,\n",
     "    chi=0.0,\n",
-    "    numberOfImages=4,\n",
+    "    numberOfImages=3600,\n",
     "    exposureTime_s=0.02\n",
     ")\n",
     "\n",
+    "#characterization = characterizationParameters(\n",
+    "#    omegaStart_deg=0.0,\n",
+    "#    omegaStep=90.0,\n",
+    "#    oscillation_deg=1.0,\n",
+    "#    phi=10.0,\n",
+    "#    chi=0.0,\n",
+    "#    numberOfImages=4,\n",
+    "#    exposureTime_s=0.02\n",
+    "#)\n",
+    "\n",
     "#gridscan = GridScanParamers(\n",
-    "#    xStart=0.0,\n",
+    "#    xStart=90.0,\n",
     "#    xStep=0.1,\n",
     "#    yStart=0.0,\n",
     "#    yStep= 0.1,\n",
@@ -644,6 +678,7 @@
     "    beamlineFluxAtSample_ph_s=0,\n",
     "    beamSizeWidth=30.0,\n",
     "    beamSizeHeight=30.0,\n",
+    "    #characterization=characterization\n",
     "    rotation=rotation  # Optional nested parameter\n",
     "    #gridScan=gridscan\n",
     "    # gridScan and jet are optional and can be added similarly\n",
@@ -655,7 +690,7 @@
     "experiment_params_payload = ExperimentParametersCreate(\n",
     "    # run_number can be omitted/ignored if computed on the server\n",
     "    beamline_parameters=beamline_params,\n",
-    "    sample_id=299  # change sample_id to an existing sample in your database\n",
+    "    sample_id=sample_id  # change sample_id to an existing sample in your database\n",
     ")\n",
     "\n",
     "# Now, use the API instance to send the POST request\n",
@@ -677,30 +712,119 @@
    ],
    "id": "421ba0710f29a5fa",
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): 127.0.0.1:8000\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/urllib3/connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '127.0.0.1'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n",
+      "  warnings.warn(\n",
+      "DEBUG:urllib3.connectionpool:https://127.0.0.1:8000 \"POST /samples/samples/247/experiment_parameters HTTP/1.1\" 200 860\n"
+     ]
+    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "API Response:\n",
-      "run_number=1 beamline_parameters=BeamlineParameters(synchrotron='Swiss Light Source', beamline='PXIII', detector=Detector(manufacturer='DECTRIS', model='PILATUS4 2M', type='photon-counting', serial_number='16684dscsd668468', detector_distance_mm=95.0, beam_center_x_px=512.0, beam_center_y_px=512.0, pixel_size_x_um=150.0, pixel_size_y_um=150.0), wavelength=1.0, ring_current_a=0.0, ring_mode='Machine Down', undulator=None, undulatorgap_mm=None, monochromator='Si111', transmission=1.0, focusing_optic='Kirkpatrick-Baez', beamline_flux_at_sample_ph_s=0.0, beam_size_width=30.0, beam_size_height=30.0, rotation=RotationParameters(omega_start_deg=0.0, omega_step=90.0, chi=0.0, phi=10.0, number_of_images=4, exposure_time_s=0.02), grid_scan=None, jet=None, cryojet_temperature_k=None, humidifier_temperature_k=None, humidifier_humidity=None) sample_id=299 id=1\n"
+      "run_number=3 beamline_parameters=BeamlineParameters(synchrotron='Swiss Light Source', beamline='PXIII', detector=Detector(manufacturer='DECTRIS', model='PILATUS4 2M', type='photon-counting', serial_number='16684dscsd668468', detector_distance_mm=95.0, beam_center_x_px=512.0, beam_center_y_px=512.0, pixel_size_x_um=150.0, pixel_size_y_um=150.0), wavelength=1.0, ring_current_a=0.0, ring_mode='Machine Down', undulator=None, undulatorgap_mm=None, monochromator='Si111', transmission=1.0, focusing_optic='Kirkpatrick-Baez', beamline_flux_at_sample_ph_s=0.0, beam_size_width=30.0, beam_size_height=30.0, characterization=None, rotation=RotationParameters(omega_start_deg=0.0, omega_step=0.1, chi=0.0, phi=10.0, number_of_images=3600, exposure_time_s=0.02), grid_scan=None, jet=None, cryojet_temperature_k=None, humidifier_temperature_k=None, humidifier_humidity=None) sample_id=247 id=3\n"
      ]
-    },
+    }
+   ],
+   "execution_count": 11
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-03-17T10:46:08.211213Z",
+     "start_time": "2025-03-17T10:46:08.193139Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "# %%\n",
+    "from app.schemas import ResultCreate, Results\n",
+    "from pprint import pprint\n",
+    "import random\n",
+    "import aareDBclient\n",
+    "from aareDBclient.rest import ApiException\n",
+    "\n",
+    "# Your actual sample and experiment IDs\n",
+    "sample_id = 123  # Replace with valid IDs\n",
+    "run_id = 1  # Replace with valid run_id\n",
+    "\n",
+    "# Create random Results payload\n",
+    "results_data = Results(\n",
+    "    pipeline=\"autoproc\",\n",
+    "    resolution=round(random.uniform(1.0, 4.0), 2),\n",
+    "    unit_cell=f\"{random.uniform(20, 120):.2f}, {random.uniform(20, 120):.2f}, \"\n",
+    "              f\"{random.uniform(20, 120):.2f}, {random.uniform(60, 120):.2f}, \"\n",
+    "              f\"{random.uniform(60, 120):.2f}, {random.uniform(60, 120):.2f}\",\n",
+    "    spacegroup=random.choice(['P212121', 'C2', 'P1', 'P21', 'P21212', 'P41212']),\n",
+    "    rmerge=round(random.uniform(0.02, 0.10), 3),\n",
+    "    rmeas=round(random.uniform(0.02, 0.15), 3),\n",
+    "    isig=round(random.uniform(1.0, 30.0), 2),\n",
+    "    cc=round(random.uniform(0.7, 1.0), 3),\n",
+    "    cchalf=round(random.uniform(0.7, 1.0), 3),\n",
+    "    completeness=round(random.uniform(85.0, 100.0), 2),\n",
+    "    multiplicity=round(random.uniform(1.0, 10.0), 2),\n",
+    "    nobs=random.randint(10000, 500000),\n",
+    "    total_refl=random.randint(5000, 250000),\n",
+    "    unique_refl=random.randint(5000, 100000),\n",
+    "    comments=\"Random auto-generated test entry\"\n",
+    ")\n",
+    "\n",
+    "payload = ResultCreate(sample_id=sample_id, run_id=run_id, result=results_data)\n",
+    "\n",
+    "# correct serialization, passing exact required dict structure\n",
+    "payload_dict = {\n",
+    "    \"sample_id\": sample_id,\n",
+    "    \"run_id\": run_id,\n",
+    "    \"result\": results_data.model_dump(),\n",
+    "}\n",
+    "\n",
+    "with aareDBclient.ApiClient(configuration) as api_client:\n",
+    "    api_instance = aareDBclient.SamplesApi(api_client)\n",
+    "\n",
+    "    try:\n",
+    "        api_response = api_instance.create_result_samples_processing_results_post(\n",
+    "            result_create=payload_dict\n",
+    "        )\n",
+    "\n",
+    "        print(\"API call successful:\")\n",
+    "        pprint(api_response)\n",
+    "\n",
+    "    except ApiException as e:\n",
+    "        print(f\"API call failed: {e}\")\n"
+   ],
+   "id": "3e3974d5df795c32",
+   "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
+      "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): 127.0.0.1:8000\n",
       "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/urllib3/connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '127.0.0.1'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n",
-      "  warnings.warn(\n"
+      "  warnings.warn(\n",
+      "DEBUG:urllib3.connectionpool:https://127.0.0.1:8000 \"POST /samples/processing-results HTTP/1.1\" 200 369\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "API call successful:\n",
+      "ResultResponse(id=2, sample_id=123, run_id=1, result=Results(pipeline='autoproc', resolution=1.94, unit_cell='23.86, 89.07, 37.39, 63.99, 88.77, 81.42', spacegroup='P41212', rmerge=0.072, rmeas=0.07, isig=29.58, cc=0.758, cchalf=0.915, completeness=93.12, multiplicity=6.1, nobs=279922, total_refl=83994, unique_refl=47041, comments='Random auto-generated test entry'))\n"
      ]
     }
    ],
-   "execution_count": 49
+   "execution_count": 9
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-03-04T09:22:51.456656Z",
-     "start_time": "2025-03-04T09:22:51.403762Z"
+     "end_time": "2025-03-14T16:09:47.444375Z",
+     "start_time": "2025-03-14T16:09:47.402508Z"
     }
    },
    "cell_type": "code",
@@ -714,15 +838,15 @@
     "    # GET request: Fetch all pucks in the tell\n",
     "    try:\n",
     "        # Call the API method to fetch pucks\n",
-    "        all_results_response = api_instance.get_sample_results_samples_results_get(active_pgroup=\"p20001\")\n",
-    "\n",
-    "        # Debug response structure by printing it in JSON format\n",
-    "        formatted_response = json.dumps(\n",
-    "            [p.to_dict() for p in all_results_response],  # Assuming the API response can be converted to dicts\n",
-    "            indent=4  # Use indentation for readability\n",
-    "        )\n",
-    "        print(\"The response of PucksApi->get_all_pucks_in_tell (formatted):\\n\")\n",
-    "        print(formatted_response)\n",
+    "        all_results_response = api_instance.get_sample_results_samples_results_get(active_pgroup=\"p20003\")\n",
+    "        pprint(all_results_response)\n",
+    "        ## Debug response structure by printing it in JSON format\n",
+    "        #formatted_response = json.dumps(\n",
+    "        #    [p.to_dict() for p in all_results_response],  # Assuming the API response can be converted to dicts\n",
+    "        #    indent=4  # Use indentation for readability\n",
+    "        #)\n",
+    "        #print(\"The response of PucksApi->get_all_pucks_in_tell (formatted):\\n\")\n",
+    "        #print(formatted_response)\n",
     "\n",
     "        ## Iterate through each puck and print information\n",
     "        #for p in all_results_response:\n",
@@ -741,788 +865,52 @@
    "id": "6079a4f10102e906",
    "outputs": [
     {
-     "name": "stdout",
+     "name": "stderr",
      "output_type": "stream",
      "text": [
-      "The response of PucksApi->get_all_pucks_in_tell (formatted):\n",
-      "\n",
-      "[\n",
-      "    {\n",
-      "        \"sample_id\": 1,\n",
-      "        \"sample_name\": \"Sample001\",\n",
-      "        \"puck_name\": \"PUCK-001\",\n",
-      "        \"dewar_name\": \"Dewar One\",\n",
-      "        \"images\": [],\n",
-      "        \"experiment_runs\": []\n",
-      "    },\n",
-      "    {\n",
-      "        \"sample_id\": 2,\n",
-      "        \"sample_name\": \"Sample002\",\n",
-      "        \"puck_name\": \"PUCK-001\",\n",
-      "        \"dewar_name\": \"Dewar One\",\n",
-      "        \"images\": [],\n",
-      "        \"experiment_runs\": []\n",
-      "    },\n",
-      "    {\n",
-      "        \"sample_id\": 3,\n",
-      "        \"sample_name\": \"Sample003\",\n",
-      "        \"puck_name\": \"PUCK-001\",\n",
-      "        \"dewar_name\": \"Dewar One\",\n",
-      "        \"images\": [],\n",
-      "        \"experiment_runs\": []\n",
-      "    },\n",
-      "    {\n",
-      "        \"sample_id\": 4,\n",
-      "        \"sample_name\": \"Sample004\",\n",
-      "        \"puck_name\": \"PUCK-001\",\n",
-      "        \"dewar_name\": \"Dewar One\",\n",
-      "        \"images\": [],\n",
-      "        \"experiment_runs\": []\n",
-      "    },\n",
-      "    {\n",
-      "        \"sample_id\": 5,\n",
-      "        \"sample_name\": \"Sample005\",\n",
-      "        \"puck_name\": \"PUCK-001\",\n",
-      "        \"dewar_name\": \"Dewar One\",\n",
-      "        \"images\": [],\n",
-      "        \"experiment_runs\": []\n",
-      "    },\n",
-      "    {\n",
-      "        \"sample_id\": 6,\n",
-      "        \"sample_name\": \"Sample006\",\n",
-      "        \"puck_name\": \"PUCK-001\",\n",
-      "        \"dewar_name\": \"Dewar One\",\n",
-      "        \"images\": [],\n",
-      "        \"experiment_runs\": []\n",
-      "    },\n",
-      "    {\n",
-      "        \"sample_id\": 7,\n",
-      "        \"sample_name\": \"Sample007\",\n",
-      "        \"puck_name\": \"PUCK-001\",\n",
-      "        \"dewar_name\": \"Dewar One\",\n",
-      "        \"images\": [],\n",
-      "        \"experiment_runs\": []\n",
-      "    },\n",
-      "    {\n",
-      "        \"sample_id\": 8,\n",
-      "        \"sample_name\": \"Sample008\",\n",
-      "        \"puck_name\": \"PUCK-001\",\n",
-      "        \"dewar_name\": \"Dewar One\",\n",
-      "        \"images\": [],\n",
-      "        \"experiment_runs\": []\n",
-      "    },\n",
-      "    {\n",
-      "        \"sample_id\": 9,\n",
-      "        \"sample_name\": \"Sample009\",\n",
-      "        \"puck_name\": \"PUCK-001\",\n",
-      "        \"dewar_name\": \"Dewar One\",\n",
-      "        \"images\": [],\n",
-      "        \"experiment_runs\": []\n",
-      "    },\n",
-      "    {\n",
-      "        \"sample_id\": 10,\n",
-      "        \"sample_name\": \"Sample010\",\n",
-      "        \"puck_name\": \"PUCK-001\",\n",
-      "        \"dewar_name\": \"Dewar One\",\n",
-      "        \"images\": [],\n",
-      "        \"experiment_runs\": []\n",
-      "    },\n",
-      "    {\n",
-      "        \"sample_id\": 11,\n",
-      "        \"sample_name\": \"Sample011\",\n",
-      "        \"puck_name\": \"PUCK-001\",\n",
-      "        \"dewar_name\": \"Dewar One\",\n",
-      "        \"images\": [],\n",
-      "        \"experiment_runs\": []\n",
-      "    },\n",
-      "    {\n",
-      "        \"sample_id\": 12,\n",
-      "        \"sample_name\": \"Sample012\",\n",
-      "        \"puck_name\": \"PUCK-001\",\n",
-      "        \"dewar_name\": \"Dewar One\",\n",
-      "        \"images\": [],\n",
-      "        \"experiment_runs\": []\n",
-      "    },\n",
-      "    {\n",
-      "        \"sample_id\": 13,\n",
-      "        \"sample_name\": \"Sample013\",\n",
-      "        \"puck_name\": \"PUCK-001\",\n",
-      "        \"dewar_name\": \"Dewar One\",\n",
-      "        \"images\": [],\n",
-      "        \"experiment_runs\": []\n",
-      "    },\n",
-      "    {\n",
-      "        \"sample_id\": 14,\n",
-      "        \"sample_name\": \"Sample014\",\n",
-      "        \"puck_name\": \"PUCK-001\",\n",
-      "        \"dewar_name\": \"Dewar One\",\n",
-      "        \"images\": [],\n",
-      "        \"experiment_runs\": []\n",
-      "    },\n",
-      "    {\n",
-      "        \"sample_id\": 15,\n",
-      "        \"sample_name\": \"Sample015\",\n",
-      "        \"puck_name\": \"PUCK-001\",\n",
-      "        \"dewar_name\": \"Dewar One\",\n",
-      "        \"images\": [],\n",
-      "        \"experiment_runs\": [\n",
-      "            {\n",
-      "                \"run_number\": 1,\n",
-      "                \"beamline_parameters\": {\n",
-      "                    \"synchrotron\": \"Swiss Light Source\",\n",
-      "                    \"beamline\": \"PXIII\",\n",
-      "                    \"detector\": {\n",
-      "                        \"manufacturer\": \"DECTRIS\",\n",
-      "                        \"model\": \"PILATUS4 2M\",\n",
-      "                        \"type\": \"photon-counting\",\n",
-      "                        \"serialNumber\": \"16684dscsd668468\",\n",
-      "                        \"detectorDistance_mm\": 95.0,\n",
-      "                        \"beamCenterX_px\": 512.0,\n",
-      "                        \"beamCenterY_px\": 512.0,\n",
-      "                        \"pixelSizeX_um\": 150.0,\n",
-      "                        \"pixelSizeY_um\": 150.0\n",
-      "                    },\n",
-      "                    \"wavelength\": 1.0,\n",
-      "                    \"ringCurrent_A\": 0.0,\n",
-      "                    \"ringMode\": \"Machine Down\",\n",
-      "                    \"monochromator\": \"Si111\",\n",
-      "                    \"transmission\": 1.0,\n",
-      "                    \"focusingOptic\": \"Kirkpatrick-Baez\",\n",
-      "                    \"beamlineFluxAtSample_ph_s\": 0.0,\n",
-      "                    \"beamSizeWidth\": 30.0,\n",
-      "                    \"beamSizeHeight\": 30.0,\n",
-      "                    \"rotation\": {\n",
-      "                        \"omegaStart_deg\": 0.0,\n",
-      "                        \"omegaStep\": 0.5,\n",
-      "                        \"chi\": 0.0,\n",
-      "                        \"phi\": 10.0,\n",
-      "                        \"numberOfImages\": 3600,\n",
-      "                        \"exposureTime_s\": 0.02\n",
-      "                    },\n",
-      "                    \"undulator\": null,\n",
-      "                    \"undulatorgap_mm\": null,\n",
-      "                    \"gridScan\": null,\n",
-      "                    \"jet\": null,\n",
-      "                    \"cryojetTemperature_K\": null,\n",
-      "                    \"humidifierTemperature_K\": null,\n",
-      "                    \"humidifierHumidity\": null\n",
-      "                },\n",
-      "                \"sample_id\": 15,\n",
-      "                \"id\": 8\n",
-      "            },\n",
-      "            {\n",
-      "                \"run_number\": 2,\n",
-      "                \"beamline_parameters\": {\n",
-      "                    \"synchrotron\": \"Swiss Light Source\",\n",
-      "                    \"beamline\": \"PXIII\",\n",
-      "                    \"detector\": {\n",
-      "                        \"manufacturer\": \"DECTRIS\",\n",
-      "                        \"model\": \"PILATUS4 2M\",\n",
-      "                        \"type\": \"photon-counting\",\n",
-      "                        \"serialNumber\": \"16684dscsd668468\",\n",
-      "                        \"detectorDistance_mm\": 95.0,\n",
-      "                        \"beamCenterX_px\": 512.0,\n",
-      "                        \"beamCenterY_px\": 512.0,\n",
-      "                        \"pixelSizeX_um\": 150.0,\n",
-      "                        \"pixelSizeY_um\": 150.0\n",
-      "                    },\n",
-      "                    \"wavelength\": 1.0,\n",
-      "                    \"ringCurrent_A\": 0.0,\n",
-      "                    \"ringMode\": \"Machine Down\",\n",
-      "                    \"monochromator\": \"Si111\",\n",
-      "                    \"transmission\": 1.0,\n",
-      "                    \"focusingOptic\": \"Kirkpatrick-Baez\",\n",
-      "                    \"beamlineFluxAtSample_ph_s\": 0.0,\n",
-      "                    \"beamSizeWidth\": 30.0,\n",
-      "                    \"beamSizeHeight\": 30.0,\n",
-      "                    \"rotation\": {\n",
-      "                        \"omegaStart_deg\": 0.0,\n",
-      "                        \"omegaStep\": 90.0,\n",
-      "                        \"chi\": 0.0,\n",
-      "                        \"phi\": 10.0,\n",
-      "                        \"numberOfImages\": 4,\n",
-      "                        \"exposureTime_s\": 0.02\n",
-      "                    },\n",
-      "                    \"undulator\": null,\n",
-      "                    \"undulatorgap_mm\": null,\n",
-      "                    \"gridScan\": null,\n",
-      "                    \"jet\": null,\n",
-      "                    \"cryojetTemperature_K\": null,\n",
-      "                    \"humidifierTemperature_K\": null,\n",
-      "                    \"humidifierHumidity\": null\n",
-      "                },\n",
-      "                \"sample_id\": 15,\n",
-      "                \"id\": 9\n",
-      "            },\n",
-      "            {\n",
-      "                \"run_number\": 3,\n",
-      "                \"beamline_parameters\": {\n",
-      "                    \"synchrotron\": \"Swiss Light Source\",\n",
-      "                    \"beamline\": \"PXIII\",\n",
-      "                    \"detector\": {\n",
-      "                        \"manufacturer\": \"DECTRIS\",\n",
-      "                        \"model\": \"PILATUS4 2M\",\n",
-      "                        \"type\": \"photon-counting\",\n",
-      "                        \"serialNumber\": \"16684dscsd668468\",\n",
-      "                        \"detectorDistance_mm\": 95.0,\n",
-      "                        \"beamCenterX_px\": 512.0,\n",
-      "                        \"beamCenterY_px\": 512.0,\n",
-      "                        \"pixelSizeX_um\": 150.0,\n",
-      "                        \"pixelSizeY_um\": 150.0\n",
-      "                    },\n",
-      "                    \"wavelength\": 1.0,\n",
-      "                    \"ringCurrent_A\": 0.0,\n",
-      "                    \"ringMode\": \"Machine Down\",\n",
-      "                    \"monochromator\": \"Si111\",\n",
-      "                    \"transmission\": 1.0,\n",
-      "                    \"focusingOptic\": \"Kirkpatrick-Baez\",\n",
-      "                    \"beamlineFluxAtSample_ph_s\": 0.0,\n",
-      "                    \"beamSizeWidth\": 30.0,\n",
-      "                    \"beamSizeHeight\": 30.0,\n",
-      "                    \"gridScan\": {\n",
-      "                        \"xStart\": 0.0,\n",
-      "                        \"xStep\": 0.1,\n",
-      "                        \"yStart\": 0.0,\n",
-      "                        \"yStep\": 0.1,\n",
-      "                        \"zStart\": 0.0,\n",
-      "                        \"zStep\": 0.0,\n",
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-      "                },\n",
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-      "                \"id\": 10\n",
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-      "    },\n",
-      "    {\n",
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-      "        \"sample_name\": \"Sample016\",\n",
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-      "                \"filepath\": \"images/p20001/2025-02-26/Dewar One/PUCK-001/16/bb_raster_0.jpg\",\n",
-      "                \"comment\": null\n",
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-      "                \"comment\": null\n",
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-      "                \"run_number\": 1,\n",
-      "                \"beamline_parameters\": {\n",
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-      "                    \"detector\": {\n",
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-      "                        \"model\": \"PILATUS4 2M\",\n",
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-      "                        \"serialNumber\": \"16684dscsd668468\",\n",
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-      "                },\n",
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-      "                \"id\": 6\n",
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-      "        \"dewar_name\": \"Dewar One\",\n",
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-      "    {\n",
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-      "        \"puck_name\": \"PUCK007\",\n",
-      "        \"dewar_name\": \"Dewar One\",\n",
-      "        \"images\": [],\n",
-      "        \"experiment_runs\": []\n",
-      "    }\n",
-      "]\n"
+      "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): 127.0.0.1:8000\n",
+      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/urllib3/connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '127.0.0.1'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n",
+      "  warnings.warn(\n",
+      "DEBUG:urllib3.connectionpool:https://127.0.0.1:8000 \"GET /samples/results?active_pgroup=p20003 HTTP/1.1\" 200 4243\n"
      ]
     },
     {
-     "name": "stderr",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "/Library/Frameworks/Python.framework/Versions/3.12/lib/python3.12/site-packages/urllib3/connectionpool.py:1097: InsecureRequestWarning: Unverified HTTPS request is being made to host '127.0.0.1'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/latest/advanced-usage.html#tls-warnings\n",
-      "  warnings.warn(\n"
+      "[SampleResult(sample_id=215, sample_name='Sample215', puck_name='PKK004', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=216, sample_name='Sample216', puck_name='PKK004', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=217, sample_name='Sample217', puck_name='PKK005', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=218, sample_name='Sample218', puck_name='PKK005', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=219, sample_name='Sample219', puck_name='PKK005', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=220, sample_name='Sample220', puck_name='PKK005', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=221, sample_name='Sample221', puck_name='PKK005', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=222, sample_name='Sample222', puck_name='PKK005', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=223, sample_name='Sample223', puck_name='PKK005', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=224, sample_name='Sample224', puck_name='PKK005', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=225, sample_name='Sample225', puck_name='PKK005', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=226, sample_name='Sample226', puck_name='PKK005', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=227, sample_name='Sample227', puck_name='PKK005', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=228, sample_name='Sample228', puck_name='PKK005', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=229, sample_name='Sample229', puck_name='PKK005', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=230, sample_name='Sample230', puck_name='PKK005', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=231, sample_name='Sample231', puck_name='PKK006', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=232, sample_name='Sample232', puck_name='PKK006', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=233, sample_name='Sample233', puck_name='PKK006', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=234, sample_name='Sample234', puck_name='PKK006', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=235, sample_name='Sample235', puck_name='PKK006', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=236, sample_name='Sample236', puck_name='PKK007', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=237, sample_name='Sample237', puck_name='PKK007', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=238, sample_name='Sample238', puck_name='PKK007', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=239, sample_name='Sample239', puck_name='PKK007', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=240, sample_name='Sample240', puck_name='PKK007', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=241, sample_name='Sample241', puck_name='PKK007', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=242, sample_name='Sample242', puck_name='PKK007', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=243, sample_name='Sample243', puck_name='PKK007', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=244, sample_name='Sample244', puck_name='PKK007', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=245, sample_name='Sample245', puck_name='PKK007', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=246, sample_name='Sample246', puck_name='PKK007', dewar_name='Dewar Five', images=[], experiment_runs=[]),\n",
+      " SampleResult(sample_id=247, sample_name='Sample247', puck_name='PKK007', dewar_name='Dewar Five', images=[ImageInfo(id=1, filepath='images/p20003/2025-03-14/Dewar Five/PKK007/16/Mounting_2025-03-13_13-39-00/mount.jpeg.jpg', comment=None, event_type='Mounting')], experiment_runs=[])]\n"
      ]
     }
    ],