diff --git a/examples/header.h5 b/examples/header.h5
index ccb68dce024d304dd03651a1779a648511df20db..366c452174f04e4e8b965d56a191fc980b376c87 100644
Binary files a/examples/header.h5 and b/examples/header.h5 differ
diff --git a/examples/projection.h5 b/examples/projection.h5
index 2108942efaabed2f349b99d5756098b5395640e6..f1ad6b84c210a3aa483789e5e64199d863689462 100644
Binary files a/examples/projection.h5 and b/examples/projection.h5 differ
diff --git a/examples/sync.h5 b/examples/sync.h5
new file mode 100644
index 0000000000000000000000000000000000000000..c8e95806610f84970fa47d313f8ce79d1f9b3b41
Binary files /dev/null and b/examples/sync.h5 differ
diff --git a/pyproject.toml b/pyproject.toml
index 38f999c52026044fcdcba4204a10e98f550477f9..4d7878f8acc2fb669ef45eadf1d0e976b3ec4445 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "h5schemas"
-version = "0.1.21"
+version = "0.1.22"
 description = "Add your description here"
 readme = "README.md"
 authors = [
@@ -10,6 +10,9 @@ requires-python = ">=3.10"
 dependencies = [
     "h5py>=3.13.0",
     "jsonref>=1.1.0",
+    "numpy<=2.1.0",
+    "pandas>=2.2.3",
+    "tables>=3.10.1",
     "thd-json>=0.1.11",
 ]
 
diff --git a/src/h5schemas/__init__.py b/src/h5schemas/__init__.py
index b2f4b30abdcc5bdc9daf5e131532712ef3880f74..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 100644
--- a/src/h5schemas/__init__.py
+++ b/src/h5schemas/__init__.py
@@ -1,2 +0,0 @@
-def hello() -> str:
-    return "Hello from h5schemas!"
diff --git a/src/h5schemas/detector/add_detector.py b/src/h5schemas/detector/add_detector.py
index 420769eb3f133817980a21db2b6a3a14b5066d63..85911b5f353dcbf846bfdbf3c59203088246598b 100644
--- a/src/h5schemas/detector/add_detector.py
+++ b/src/h5schemas/detector/add_detector.py
@@ -22,20 +22,19 @@ def add_detector_sample(
 ):
     dst = h5_file["image_dimensions_px/u"]
     dst.resize((dst.shape[0] + 1,))
-    dst[-1,] =  detector_image_dimensions_px[0]
+    dst[-1,] = detector_image_dimensions_px[0]
 
     dst = h5_file["image_dimensions_px/v"]
     dst.resize((dst.shape[0] + 1,))
-    dst[-1,] =  detector_image_dimensions_px[1]
+    dst[-1,] = detector_image_dimensions_px[1]
 
     dst = h5_file["pixel_pitch_mm/u"]
     dst.resize((dst.shape[0] + 1,))
-    dst[-1,] =  pixel_pitch_mm[0]
+    dst[-1,] = pixel_pitch_mm[0]
 
     dst = h5_file["pixel_pitch_mm/v"]
     dst.resize((dst.shape[0] + 1,))
-    dst[-1,] =  pixel_pitch_mm[1]
-
+    dst[-1,] = pixel_pitch_mm[1]
 
 
 def get_detector_schemas():
diff --git a/src/h5schemas/h5_types/base_dataset.py b/src/h5schemas/h5_types/base_dataset.py
index df8b869c0539511a392a48d7af79b16130276adc..29fc24db7f2ed4eafb410bd4ed19f485fcc5f511 100644
--- a/src/h5schemas/h5_types/base_dataset.py
+++ b/src/h5schemas/h5_types/base_dataset.py
@@ -20,11 +20,11 @@ class BaseDataset:
     @property
     def group(self) -> str | None:
         return self._group
-    
+
     @group.setter
     def group(self, group_value: str | None):
         if len(group_value) == 0:
-            group_value = '/'
+            group_value = "/"
         self._group = group_value
 
     @classmethod
diff --git a/src/h5schemas/h5_types/image.py b/src/h5schemas/h5_types/image.py
index 8a844fc34bb5a0108562f47bc1f57441a73c743c..b249e87a19e868b17ce3e8a35ab82bbfef7f647e 100644
--- a/src/h5schemas/h5_types/image.py
+++ b/src/h5schemas/h5_types/image.py
@@ -16,6 +16,6 @@ class ImageDataset(BaseDataset):
             name=self.dataset_name,
             shape=(0, 0, 0),
             dtype=self.dtype,
-            chunks=True,
+            chunks=(1, 64, 64),
             maxshape=(None, 3072, 3072),
         )
diff --git a/src/h5schemas/header/add_header.py b/src/h5schemas/header/add_header.py
index 4c1605d3b372b7bc39ff9bd3d9cd73ca77833006..fb4642a0b3917df6c0a7f28b17aad4e92b07ffe2 100644
--- a/src/h5schemas/header/add_header.py
+++ b/src/h5schemas/header/add_header.py
@@ -29,7 +29,9 @@ def check_uuid_time_stamp(uuid: str | None = None, timestamp: int | None = None)
 
 
 def add_header_sample(
-    h5_file: File | Group, uuid: str | np.ndarray | None, timestamp: float | np.ndarray | None = None
+    h5_file: File | Group,
+    uuid: str | np.ndarray | None,
+    timestamp: float | np.ndarray | None = None,
 ):
     uuid, timestamp = check_uuid_time_stamp(uuid, timestamp)
 
@@ -55,11 +57,20 @@ def uuid_time_from_json_header(json_header_obj: header.JsonHeader) -> tuple[str,
 
 if __name__ == "__main__":
     from h5schemas.header.overwrite_header import overwrite_header_at_index
-    test_file = File("./examples/header.h5", "w")
+    import pandas as pd
+    from pathlib import Path
+
+    path = Path("./examples/header.h5")
+    test_file = File(path, "w")
     init_header(test_file)
 
     add_header_sample(test_file, None)
     add_header_sample(test_file, None)
     add_header_sample(test_file, None)
     add_header_sample(test_file, *uuid_time_from_json_header(header.generate_header()))
-    overwrite_header_at_index(test_file, 0, 'test', 0.0)
\ No newline at end of file
+    overwrite_header_at_index(test_file, 0, "test", 0.0)
+
+    df = pd.DataFrame({"A": [1, 2, 3], "B": [4, 5, 6]}, index=["a", "b", "c"])
+
+    test_file.close()
+    df.to_hdf(path, key="df/test1", mode="a")
diff --git a/src/h5schemas/header/overwrite_header.py b/src/h5schemas/header/overwrite_header.py
index 9e5ee8c587857e672055f1a896c5d94569d114df..d326b23275c0051877ee15ab2f9a6c5b99883aad 100644
--- a/src/h5schemas/header/overwrite_header.py
+++ b/src/h5schemas/header/overwrite_header.py
@@ -11,4 +11,4 @@ def overwrite_header_at_index(
     dst[index] = uuid
 
     dst = h5_file["timestamp"]
-    dst[index] = timestamp
\ No newline at end of file
+    dst[index] = timestamp
diff --git a/src/h5schemas/image/add_image.py b/src/h5schemas/image/add_image.py
index 5abbabf86a0c62982353149ab82313aabb77155b..fafd94248d305f909ad9f4d6b9f61e5bf2bc5a47 100644
--- a/src/h5schemas/image/add_image.py
+++ b/src/h5schemas/image/add_image.py
@@ -20,14 +20,13 @@ def add_image_sample(
     uuid: str | None = None,
     timestamp: int | None = None,
 ):
-
     if isinstance(image, Path):
         dst = h5_file["image_path"]
         dst.resize((dst.shape[0] + 1,))
         dst[-1,] = str(image)
     else:
         dst = h5_file["image_array"]
-        
+
         if len(image.shape) == 2:
             image = np.expand_dims(image, 0)
 
diff --git a/src/h5schemas/image/overwrite_image.py b/src/h5schemas/image/overwrite_image.py
index 76d06852f74aca5f2a8c3729f561094b5ac3f21d..f57cfca7db560e16bc9152f4aeb2b76d5896d81e 100644
--- a/src/h5schemas/image/overwrite_image.py
+++ b/src/h5schemas/image/overwrite_image.py
@@ -4,8 +4,10 @@ from pathlib import Path
 
 from h5schemas.header.overwrite_header import overwrite_header_at_index
 
-def overwrite_image_at_index(h5_file: File | Group,
-    index: int, 
+
+def overwrite_image_at_index(
+    h5_file: File | Group,
+    index: int,
     image: Path | np.ndarray,
     uuid: str | None = None,
     timestamp: int | None = None,
@@ -17,4 +19,4 @@ def overwrite_image_at_index(h5_file: File | Group,
         dst = h5_file["image_array"]
         dst[index, :, :] = image
 
-    overwrite_header_at_index(h5_file["header"], index, uuid, timestamp)
\ No newline at end of file
+    overwrite_header_at_index(h5_file["header"], index, uuid, timestamp)
diff --git a/src/h5schemas/load_utilities/projection_geometry.py b/src/h5schemas/load_utilities/projection_geometry.py
index 7c9aecb83f6c71ec1145980c7ecddfd2ff141c52..9d2a6472dc2dc50d6d6bc830ead175747c1b76a2 100644
--- a/src/h5schemas/load_utilities/projection_geometry.py
+++ b/src/h5schemas/load_utilities/projection_geometry.py
@@ -14,27 +14,40 @@ class ProjectionGeometry(NamedTuple):
     timestamp: np.ndarray
 
 
-
 def extract_projection_geometry(h5_group: Group, indices: slice) -> ProjectionGeometry:
-    detector_center_position_mm = extract_vector(h5_group['detector_center_position_mm'], indices, CommonVectors.XYZ)
-    detector_center_orientation_quat = extract_vector(h5_group['detector_center_orientation_quat'], indices, CommonVectors.QUAT)
-    focal_spot_position_mm = extract_vector(h5_group['focal_spot_position_mm'], indices, CommonVectors.XYZ)
-    focal_spot_orientation_quat = extract_vector(h5_group['focal_spot_orientation_quat'], indices, CommonVectors.QUAT)
-
-    uuid = h5_group['header']['uuid'][indices]
-    timestamp = h5_group['header']['timestamp'][indices]
-
-    return ProjectionGeometry(detector_center_position_mm, detector_center_orientation_quat, focal_spot_position_mm, focal_spot_orientation_quat, uuid, timestamp)
-
-
-if __name__ == '__main__':
+    detector_center_position_mm = extract_vector(
+        h5_group["detector_center_position_mm"], indices, CommonVectors.XYZ
+    )
+    detector_center_orientation_quat = extract_vector(
+        h5_group["detector_center_orientation_quat"], indices, CommonVectors.QUAT
+    )
+    focal_spot_position_mm = extract_vector(
+        h5_group["focal_spot_position_mm"], indices, CommonVectors.XYZ
+    )
+    focal_spot_orientation_quat = extract_vector(
+        h5_group["focal_spot_orientation_quat"], indices, CommonVectors.QUAT
+    )
+
+    uuid = h5_group["header"]["uuid"][indices]
+    timestamp = h5_group["header"]["timestamp"][indices]
+
+    return ProjectionGeometry(
+        detector_center_position_mm,
+        detector_center_orientation_quat,
+        focal_spot_position_mm,
+        focal_spot_orientation_quat,
+        uuid,
+        timestamp,
+    )
+
+
+if __name__ == "__main__":
     from h5py import File
 
-
     test_file = File("./examples/projection_geometry.h5", "r")
 
     proj_geom = extract_projection_geometry(test_file, slice(2))
     print(proj_geom)
 
     proj_geom = extract_projection_geometry(test_file, 0)
-    print(proj_geom)
\ No newline at end of file
+    print(proj_geom)
diff --git a/src/h5schemas/load_utilities/vectors.py b/src/h5schemas/load_utilities/vectors.py
index 637c8097b250f6b50dfea30e1712ec7b90db5953..d161e5a80ef4ce9865ba4a597062ae172ad82116 100644
--- a/src/h5schemas/load_utilities/vectors.py
+++ b/src/h5schemas/load_utilities/vectors.py
@@ -4,34 +4,32 @@ from dataclasses import dataclass
 from typing import ClassVar, Literal
 
 
-
 @dataclass
 class CommonVectors:
-    UV: ClassVar[list[str]] = ['u', 'v']
-    XYZ: ClassVar[list[str]] = ['x', 'y', 'z']
-    QUAT: ClassVar[list[str]] = ['x', 'y', 'z', 'w']
+    UV: ClassVar[list[str]] = ["u", "v"]
+    XYZ: ClassVar[list[str]] = ["x", "y", "z"]
+    QUAT: ClassVar[list[str]] = ["x", "y", "z", "w"]
 
 
-UVElement = Literal['u', 'v']
-XYZElement = Literal['x', 'y', 'z']
-QUATElement = Literal['x', 'y', 'z', 'w']
+UVElement = Literal["u", "v"]
+XYZElement = Literal["x", "y", "z"]
+QUATElement = Literal["x", "y", "z", "w"]
 VectorElement = Literal[UVElement, XYZElement, QUATElement]
 
 
 def extract_vector(h5_group: Group, indices: slice, dataset_list: list[VectorElement]):
     extracted_data = np.stack(
-        [h5_group[element][indices] for element in dataset_list],
-        axis=-1
+        [h5_group[element][indices] for element in dataset_list], axis=-1
     )
     return extracted_data
 
 
-
-if __name__ == '__main__':
+if __name__ == "__main__":
     from h5py import File
 
-
     test_file = File("./examples/projection_geometry.h5", "r")
 
-    detector_center_position_mm = extract_vector(test_file['detector_center_position_mm'], slice(2), CommonVectors.XYZ)
-    print(detector_center_position_mm)
\ No newline at end of file
+    detector_center_position_mm = extract_vector(
+        test_file["detector_center_position_mm"], slice(2), CommonVectors.XYZ
+    )
+    print(detector_center_position_mm)
diff --git a/src/h5schemas/projection/add_projection.py b/src/h5schemas/projection/add_projection.py
index b2dd9397e457b5e1afbfba63006a14419e26b2d1..e683c90c7a415a12b502533017f02e58015c9c28 100644
--- a/src/h5schemas/projection/add_projection.py
+++ b/src/h5schemas/projection/add_projection.py
@@ -14,6 +14,8 @@ from h5schemas.source.add_source import add_source_sample
 import numpy as np
 from pathlib import Path
 
+from h5schemas.queue_saver import enqueue
+
 
 def init_projection_dataset(
     h5_file: File,
@@ -75,11 +77,13 @@ def add_projection_sample(
 
 if __name__ == "__main__":
     from h5schemas.projection.overwrite_projection import overwrite_projection_at_index
+    from h5schemas.queue_saver import enqueue, sync_queue
 
     test_file = File("./examples/projection.h5", "w")
     init_projection_dataset(test_file, False, (128, 128), (0.139, 0.139))
 
-    add_projection_sample(
+    enqueue(
+        add_projection_sample,
         test_file,
         1e5 * np.random.random((128, 128)),
         [0.0, 1.0, 2.0],
@@ -106,6 +110,32 @@ if __name__ == "__main__":
         [3.0, 4.0, 5.0, 6.0],
         [7.0, 8.0, 9.0],
         [10.0, 11.0, 12.0, 13],
-        current_ma=69.,
-        voltage_kv=420.
+        current_ma=69.0,
+        voltage_kv=420.0,
     )
+
+    sync_queue()
+    test_file.close()
+
+    from time import time
+
+    sync = File("./examples/sync.h5", "w")
+    init_projection_dataset(sync, False, (3072, 3072), (0.139, 0.139))
+
+    tic = time()
+    for i in range(10):
+        enqueue(
+            add_projection_sample,
+            sync,
+            1e5 * np.random.random((3072, 3072)),
+            [0.0, 1.0, 2.0],
+            [3.0, 4.0, 5.0, 6.0],
+            [7.0, 8.0, 9.0],
+            [10.0, 11.0, 12.0, 13],
+        )
+    toc = time()
+    print(f"Sync: \t\t{(toc - tic) / 100.0:4.4f}s")
+
+    sync_queue()
+    tac = time()
+    print(f"Overtime: \t{(tac - toc) / 100.0:4.4f}s")
diff --git a/src/h5schemas/projection/overwrite_projection.py b/src/h5schemas/projection/overwrite_projection.py
index 2b043535796632bee0b83b4673cf4774d2539ad6..711fe49ee87ab069e00b47d7abcad7fc7a68b7b2 100644
--- a/src/h5schemas/projection/overwrite_projection.py
+++ b/src/h5schemas/projection/overwrite_projection.py
@@ -1,10 +1,12 @@
-from h5py import File, Group
+from h5py import File
 from pathlib import Path
 import numpy as np
 
 from h5schemas.header.add_header import check_uuid_time_stamp
 from h5schemas.image.overwrite_image import overwrite_image_at_index
-from h5schemas.projection_geometry.overwrite_projection_geometry import overwrite_projection_geometry_at_index
+from h5schemas.projection_geometry.overwrite_projection_geometry import (
+    overwrite_projection_geometry_at_index,
+)
 from h5schemas.source.overwrite_source import overwrite_source_at_index
 
 
@@ -24,7 +26,6 @@ def overwrite_projection_at_index(
     uuid, timestamp = check_uuid_time_stamp(uuid, timestamp)
     overwrite_image_at_index(h5_file["/image"], index, image, uuid, timestamp)
 
-
     overwrite_projection_geometry_at_index(
         h5_file["/projection_geometry"],
         index,
diff --git a/src/h5schemas/projection_geometry/add_projection_geometry.py b/src/h5schemas/projection_geometry/add_projection_geometry.py
index 32f8bff68b369834e7456b3481179f37aa968bda..54a3712b2504787563c8872e5c3b28cdbfb66b1c 100644
--- a/src/h5schemas/projection_geometry/add_projection_geometry.py
+++ b/src/h5schemas/projection_geometry/add_projection_geometry.py
@@ -101,7 +101,10 @@ def add_projection_geometry_sample(
 
 
 if __name__ == "__main__":
-    from h5schemas.projection_geometry.overwrite_projection_geometry import overwrite_projection_geometry_at_index
+    from h5schemas.projection_geometry.overwrite_projection_geometry import (
+        overwrite_projection_geometry_at_index,
+    )
+
     test_file = File("./examples/projection_geometry.h5", "w")
     init_projection_geometry(test_file)
     add_projection_geometry_sample(
@@ -116,11 +119,11 @@ if __name__ == "__main__":
     )
 
     overwrite_projection_geometry_at_index(
-        test_file, 
-        0, 
+        test_file,
+        0,
         [1.0, 1.0, 1.0],
         [3.0, 4.0, 5.0, 6.0],
         [1.0, 1.0, 1.0],
         [10.0, 11.0, 12.0, 13],
-        uuid='test',
-    )
\ No newline at end of file
+        uuid="test",
+    )
diff --git a/src/h5schemas/projection_geometry/overwrite_projection_geometry.py b/src/h5schemas/projection_geometry/overwrite_projection_geometry.py
index 3a216afdd2a4da5dc8817d4bf72e12fa7771d9dc..4b0fdadc610ab02469e3b6bd4c828de3190867a9 100644
--- a/src/h5schemas/projection_geometry/overwrite_projection_geometry.py
+++ b/src/h5schemas/projection_geometry/overwrite_projection_geometry.py
@@ -1,10 +1,7 @@
 from h5py import File, Group
-import numpy as np
 from h5schemas.header.overwrite_header import overwrite_header_at_index
 
 
-
-
 def overwrite_projection_geometry_at_index(
     h5_file: File | Group,
     index: int,
@@ -84,5 +81,5 @@ def overwrite_projection_geometry_at_index(
 
     for value in update_values:
         insert_update(value)
-    
-    overwrite_header_at_index(h5_file['header'], index, uuid, timestamp)
\ No newline at end of file
+
+    overwrite_header_at_index(h5_file["header"], index, uuid, timestamp)
diff --git a/src/h5schemas/queue_saver.py b/src/h5schemas/queue_saver.py
new file mode 100644
index 0000000000000000000000000000000000000000..fcc744afb0b978b199b92ffa2cf09b79a220662d
--- /dev/null
+++ b/src/h5schemas/queue_saver.py
@@ -0,0 +1,44 @@
+import asyncio
+import threading
+from time import sleep
+
+function_queue = asyncio.Queue()
+
+
+def start_async_loop():
+    loop = asyncio.new_event_loop()
+    asyncio.set_event_loop(loop)
+    loop.create_task(queue_worker())
+    loop.run_forever()
+
+
+async def queue_worker():
+    while True:
+        func, args, kwargs = await function_queue.get()
+        if asyncio.iscoroutinefunction(func):
+            await func(*args, **kwargs)
+        else:
+            await asyncio.to_thread(func, *args, **kwargs)
+        function_queue.task_done()
+
+
+def enqueue(func, *args, **kwargs):
+    asyncio.run_coroutine_threadsafe(
+        function_queue.put((func, args, kwargs)), async_loop
+    )
+
+
+def get_queue_size():
+    return function_queue.qsize()
+
+
+def sync_queue(sleep_timer: float = 0.1):
+    while get_queue_size() > 0:
+        sleep(sleep_timer)
+    print("Queue is synced.")
+
+
+async_loop = asyncio.new_event_loop()
+threading.Thread(
+    target=lambda: async_loop.run_until_complete(queue_worker()), daemon=True
+).start()
diff --git a/src/h5schemas/source/add_source.py b/src/h5schemas/source/add_source.py
index c27ab3a5cf4e07fa1b76be56e5ef375f2656cbb8..3d81d35169d3d4fb6735ed378a691d42ba7626eb 100644
--- a/src/h5schemas/source/add_source.py
+++ b/src/h5schemas/source/add_source.py
@@ -2,6 +2,7 @@ from h5py import File, Group
 from thd_json import source
 from h5schemas.scan_schema import open_schema
 from h5schemas.initialize_dataset import initialize_dataset
+import numpy as np
 
 
 def init_source(h5_file: File | Group):
@@ -13,14 +14,23 @@ def get_source_schemas():
     return open_schema(source, "source.json")
 
 
-def add_source_sample(h5_file: File | Group, current_ma: float, voltage_kv: float):
+def add_source_sample(
+    h5_file: File | Group,
+    current_ma: float | np.ndarray,
+    voltage_kv: float | np.ndarray,
+):
+    if isinstance(current_ma, np.ndarray):
+        current_ma_shape = current_ma.shape[0]
+    else:
+        current_ma_shape = 1
+
     dst = h5_file["current_ma"]
-    dst.resize((dst.shape[0] + 1,))
-    dst[-1,] = current_ma
+    dst.resize((dst.shape[0] + current_ma_shape,))
+    dst[-current_ma_shape:,] = current_ma
 
     dst = h5_file["voltage_kv"]
-    dst.resize((dst.shape[0] + 1,))
-    dst[-1,] = voltage_kv
+    dst.resize((dst.shape[0] + current_ma_shape,))
+    dst[-current_ma_shape:,] = voltage_kv
 
 
 if __name__ == "__main__":
diff --git a/src/h5schemas/source/overwrite_source.py b/src/h5schemas/source/overwrite_source.py
index 1ee2a419092145c52bab0dbca0f239c80653ee39..1bb0600171e83ee77db32d4663720d18258e19d9 100644
--- a/src/h5schemas/source/overwrite_source.py
+++ b/src/h5schemas/source/overwrite_source.py
@@ -2,10 +2,10 @@ from h5py import File, Group
 
 
 def overwrite_source_at_index(
-        h5_file: File | Group, index: int, current_ma: float, voltage_kv: float):
+    h5_file: File | Group, index: int, current_ma: float, voltage_kv: float
+):
     dst = h5_file["current_ma"]
     dst[index] = current_ma
 
     dst = h5_file["voltage_kv"]
     dst[index] = voltage_kv
-        
diff --git a/uv.lock b/uv.lock
index 695c5ddce5966b32dd459c6df3caa55366b71332..4a90d77c5429e88315c36b27a87b51a0b0276188 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,10 @@
 version = 1
 requires-python = ">=3.10"
+resolution-markers = [
+    "python_full_version < '3.11'",
+    "python_full_version == '3.11.*'",
+    "python_full_version >= '3.12'",
+]
 
 [[package]]
 name = "attrs"
@@ -10,6 +15,42 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/77/06/bb80f5f86020c4551da315d78b3ab75e8228f89f0162f2c3a819e407941a/attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3", size = 63815 },
 ]
 
+[[package]]
+name = "blosc2"
+version = "2.7.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "msgpack" },
+    { name = "ndindex" },
+    { name = "numexpr" },
+    { name = "numpy" },
+    { name = "py-cpuinfo" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ef/bb/19a5d672f86dd26be0fc4f3a4c04264c088f3309b7b9d4e3e853a1f3cfda/blosc2-2.7.1.tar.gz", hash = "sha256:34db4d41543b16e894d507d6c7d10a9a67c9dd420ff40b072f7c39185cbb8fe8", size = 5149754 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/93/f4/cbd6c3aaa6d328f73f6c86d56df016edb48083291b90eb945572584fa8f6/blosc2-2.7.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ad698c6fca8dee677b7a1881206f7ac43ffd7c458733716a3de1e1f3c6ba1f79", size = 3930841 },
+    { url = "https://files.pythonhosted.org/packages/3f/e7/0f259887dc4b5ac48ed088a932444052905aba1a883d2bd79fd54f6a8ead/blosc2-2.7.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:5923a22fb7cfdad571b316930e8812618ba8b2ac1f37ac05edcf3eda71beed9f", size = 3316501 },
+    { url = "https://files.pythonhosted.org/packages/45/6a/dc70194a05e03904a5c9fec9241838b3168afba98f31a0cc7b9a4451f033/blosc2-2.7.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:18770f75174a3aae5712f53e9cb5885b258b730b281cbb3bf1e7a74ea3d94fae", size = 4262586 },
+    { url = "https://files.pythonhosted.org/packages/bb/1b/5abcd413e11222411ea6032be42aa4db3eac51ab04b967f7e8c669fdb857/blosc2-2.7.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3412e83e6b2508f3da0b0f3e0bf86bef4dac56f018525d2ab55ca50712a2b91a", size = 4409460 },
+    { url = "https://files.pythonhosted.org/packages/44/fb/0bc4828c931402d711e9e26aa9938b7ed4f3abc4e7714edc9ab593ab83c8/blosc2-2.7.1-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:06e0933855a6cba347692f08de1aaa51a8858dda67e7c5eaeaab59663b897879", size = 4815324 },
+    { url = "https://files.pythonhosted.org/packages/db/64/6e11754d7498aa9e7fa13436e9eef00aaf1c74a9c67f74b36e134bd2c81a/blosc2-2.7.1-cp310-cp310-win32.whl", hash = "sha256:d5e03ec783841c82ba6704638f5847a80cac8625186932a8f3b47bc5fbda4f7e", size = 1982839 },
+    { url = "https://files.pythonhosted.org/packages/9b/a5/0bf10f282853aaf77f8f7b919ca79813b56b2d7955625400d527eb268449/blosc2-2.7.1-cp310-cp310-win_amd64.whl", hash = "sha256:150030e81bd5037f802ce7844281a37ff67e0998aa1735c48b02f3c6401bf0a1", size = 2374796 },
+    { url = "https://files.pythonhosted.org/packages/22/cb/2a5b2024afa43f9b90a21022c44211ba064dc3501e99e3a8ea5b275189dd/blosc2-2.7.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:51fa45187639cd1f7822355c91f6ceb0fbff6157eb6f9c32462782551fc61283", size = 3933072 },
+    { url = "https://files.pythonhosted.org/packages/77/3d/1dedc6be1a730d4ba75c599fa8f5426efd02cef7722ed7e54b16e0ae8702/blosc2-2.7.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:f8134aaaf72b670f2ddf258d9b64646c262d6b1b112a530d39f9a5d316f3b306", size = 3317470 },
+    { url = "https://files.pythonhosted.org/packages/e0/93/c1051b42f9797504c11d28185b7e4e343e716eb12152f087cf5312aa7b8b/blosc2-2.7.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3c10a9505c6d2d5e58f03a1139b4a4b234511baa9ebeba17f8f1cc22881ca764", size = 4260663 },
+    { url = "https://files.pythonhosted.org/packages/3e/00/21f408b3257fff4e5166dbd666ee2739f088e139dc90743b09952ee0ebd8/blosc2-2.7.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ed15f0eb6a99df425b33be948fb309a97e76bda37eae20022bc9611bce775592", size = 4406560 },
+    { url = "https://files.pythonhosted.org/packages/ba/4d/0295f619fad024e05a46afc1315661f08f3ac3f2c051c9bf060cfb91fe2d/blosc2-2.7.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:7a369a72467b54fb45aa307cf6e3ae84ec0212a9b55cfa5f4d4eb06a06bb1472", size = 4814632 },
+    { url = "https://files.pythonhosted.org/packages/d8/f6/aeb8cd6c0184870ad2be3cf3664a23e45595024b47cc036e83f20b2d039f/blosc2-2.7.1-cp311-cp311-win32.whl", hash = "sha256:bf55816beaf34eaba021904ee7d6c428ca338d0f3ec7a5be04dda552258d0a8b", size = 1982521 },
+    { url = "https://files.pythonhosted.org/packages/df/e1/36db3625759c8e620ed992450e9579a02f023538292883e04189845d98d0/blosc2-2.7.1-cp311-cp311-win_amd64.whl", hash = "sha256:9b00bcaeaf125491cc6dec5508389f95152de69cc678a63a0310a756511f3d21", size = 2375006 },
+    { url = "https://files.pythonhosted.org/packages/d8/83/417cc99eb9c46a295c9b9381834e9728ba1c583ad942610755a5348f9965/blosc2-2.7.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:bd91a5d9e1d35b47bf5a3b6b440bc120f1fa0af45264c0a6ccca6b1083de43e9", size = 3937332 },
+    { url = "https://files.pythonhosted.org/packages/f1/85/3f817bcd5f665625a46056ea7acad8a4798238a37d85a22cc8294e885e89/blosc2-2.7.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:2c7dbdd93378d01b048536b2eccbb77eaa73054665bc3a9396e4e391a50c4ad0", size = 3317749 },
+    { url = "https://files.pythonhosted.org/packages/01/00/35bac426ec7e1e0ea05193043bb2c1a3151861a2f5519ab070223ca5819e/blosc2-2.7.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c662a3cab4760c194407de1990bd70608af29ee30d6471072463cdc8cc6586c4", size = 4242056 },
+    { url = "https://files.pythonhosted.org/packages/58/9f/54099025ce55a33d2be80eda16821d695c0249c9826e14196e2655ca4a7e/blosc2-2.7.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c1f3e5ed25930596492dddac8022a729d538efb3c1c4e4904a0021288cf4835", size = 4390896 },
+    { url = "https://files.pythonhosted.org/packages/40/2b/9fb84e2656f09ac90fed163490c11e88a8f5306e53f27b9eb324a2d966b9/blosc2-2.7.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:23763b3602df9b0e63d16d21abadaac426a74370a0a986f08bf5322bcfd207c6", size = 4793489 },
+    { url = "https://files.pythonhosted.org/packages/9b/f6/3864933ef0d51845a78f260dce9eba4e3938ff136d1dcd7a4b9d91d25191/blosc2-2.7.1-cp312-cp312-win32.whl", hash = "sha256:6c894ef42fabc49c6bd1c41d2e45ac24e911b3b711c1e26f9be93dbcbf5fd4e2", size = 1977960 },
+    { url = "https://files.pythonhosted.org/packages/77/81/44def26a468e14309a4cb7d5f6f0534e3e9eec292c0453a9624a4d9c0ebd/blosc2-2.7.1-cp312-cp312-win_amd64.whl", hash = "sha256:a1a884f181a2a9612470bcd589794c7adda3eebdaed918e1a8b6e69683524b70", size = 2370429 },
+]
+
 [[package]]
 name = "exceptiongroup"
 version = "1.2.2"
@@ -52,11 +93,14 @@ wheels = [
 
 [[package]]
 name = "h5schemas"
-version = "0.1.14"
+version = "0.1.22"
 source = { editable = "." }
 dependencies = [
     { name = "h5py" },
     { name = "jsonref" },
+    { name = "numpy" },
+    { name = "pandas" },
+    { name = "tables" },
     { name = "thd-json" },
 ]
 
@@ -64,6 +108,9 @@ dependencies = [
 requires-dist = [
     { name = "h5py", specifier = ">=3.13.0" },
     { name = "jsonref", specifier = ">=1.1.0" },
+    { name = "numpy", specifier = "<=2.1.0" },
+    { name = "pandas", specifier = ">=2.2.3" },
+    { name = "tables", specifier = ">=3.10.1" },
     { name = "thd-json", git = "https://mygit.th-deg.de/roboct-public/roboct-schemas" },
 ]
 
@@ -85,16 +132,16 @@ wheels = [
 
 [[package]]
 name = "hypothesis"
-version = "6.130.0"
+version = "6.130.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "attrs" },
     { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
     { name = "sortedcontainers" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/25/01/3cca6316aaa0474e109f93c8fda2a31c23de92d86f4826f79ea0c0e6d011/hypothesis-6.130.0.tar.gz", hash = "sha256:274050b4518611500a55f7a5d0247a5359dce0107cb20f10323d6b587cc522d2", size = 425943 }
+sdist = { url = "https://files.pythonhosted.org/packages/f9/3d/199be3124dac341deb47747354a9e9ae2fa69f644229b5f3d0705a680cfd/hypothesis-6.130.4.tar.gz", hash = "sha256:d0672eb0ac1060b0324b0e43925a50b2bef1c60a32739bb9233000d85838436a", size = 427602 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/46/2b/638b52450e44d83230a12b1dd366c1c5c315b171432d4b1e8213e0cb5e04/hypothesis-6.130.0-py3-none-any.whl", hash = "sha256:b75e6fc4738d2e2a1b75d151432cb06e1303de3142905cd7060ba293c18376ce", size = 490230 },
+    { url = "https://files.pythonhosted.org/packages/5c/d4/5a0c46cc8d266626cdc8082f07f836fa4a96e8715002de69be46ed406d1d/hypothesis-6.130.4-py3-none-any.whl", hash = "sha256:cda4a57115d10ecbefe0a9cc8d69d20a13eb56ecbfe7c24eaee5d368c2b7c477", size = 491324 },
 ]
 
 [[package]]
@@ -152,66 +199,199 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/0f/8910b19ac0670a0f80ce1008e5e751c4a57e14d2c4c13a482aa6079fa9d6/jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf", size = 18459 },
 ]
 
+[[package]]
+name = "msgpack"
+version = "1.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/cb/d0/7555686ae7ff5731205df1012ede15dd9d927f6227ea151e901c7406af4f/msgpack-1.1.0.tar.gz", hash = "sha256:dd432ccc2c72b914e4cb77afce64aab761c1137cc698be3984eee260bcb2896e", size = 167260 }
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