diff --git a/zarr.ipynb b/zarr.ipynb
index 4397ca56086c6c4a44e2ae62fe2e32faaf3cffee..91057eddcd99e9d6a0517ea8f75c59873d01a641 100644
--- a/zarr.ipynb
+++ b/zarr.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 1,
    "id": "13ddd473-b4d6-4af2-94d3-c1cfd82022d0",
    "metadata": {},
    "outputs": [],
@@ -18,7 +18,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "id": "2a06e28a-d15d-4804-a343-f49e42b47594",
    "metadata": {},
    "outputs": [],
@@ -27,17 +27,40 @@
     "    img = aicsimageio.imread_dask(path)\n",
     "    print(img)\n",
     "    if chunksize is not None:\n",
-    "        img  = img.rechunk((1,1,156,128,128))\n",
+    "        img  = img.rechunk(chunksize)\n",
+    "        print(\"rechunk\",img)\n",
     "    baseurl = path.replace(path.split('.')[-1], \"zarr\")\n",
+    "    print(baseurl)\n",
+    "    store = zarr.DirectoryStore(baseurl)\n",
+    "    grp = zarr.group(store)\n",
+    "    print(\"start writing base datset\")\n",
     "    img.to_zarr(url=os.path.join(baseurl, '0'))\n",
     "    datasets = [{'path':'0'},]\n",
+    "    \n",
     "    for i in range(nzooms-1):\n",
-    "        img = img["
+    "        j = i + 1\n",
+    "        print(f\"Start writing {j} dataset (bin {2**j})\")\n",
+    "        img = img[:,:,:,::2,::2]\n",
+    "        img.to_zarr(url=os.path.join(baseurl, j))\n",
+    "        datasets.append({'path': f'{j}'})  \n",
+    "\n",
+    "    grp.attrs['multiscales'] = {\n",
+    "        \"multiscales\": [\n",
+    "            {\n",
+    "                \"datasets\": datasets,\n",
+    "                \"name\": os.path.basename(path),\n",
+    "                \"type\": \"skip\",\n",
+    "                \"version\": \"0.1\"\n",
+    "            },\n",
+    "\n",
+    "        ]\n",
+    "    }\n",
+    "    "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 5,
    "id": "55e2186a-4c4d-4745-972e-791a25fff26b",
    "metadata": {},
    "outputs": [
@@ -45,148 +68,192 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Failed to parse XML for the provided file. Error: not well-formed (invalid token): line 1, column 6\n",
-      "C:\\Users\\aaristov\\Documents\\nd2shrink\\venv\\lib\\site-packages\\aicsimageio\\aics_image.py:498: PerformanceWarning: Reshaping is producing a large chunk. To accept the large\n",
-      "chunk and silence this warning, set the option\n",
-      "    >>> with dask.config.set(**{'array.slicing.split_large_chunks': False}):\n",
-      "    ...     array.reshape(shape)\n",
-      "\n",
-      "To avoid creating the large chunks, set the option\n",
-      "    >>> with dask.config.set(**{'array.slicing.split_large_chunks': True}):\n",
-      "    ...     array.reshape(shape)Explictly passing ``limit`` to ``reshape`` will also silence this warning\n",
-      "    >>> array.reshape(shape, limit='128 MiB')\n",
-      "  return self.xarray_dask_data.data\n"
+      "Failed to parse XML for the provided file.\n",
+      "not well-formed (invalid token): line 1, column 6\n",
+      "C:\\Users\\nikon\\miniconda3\\envs\\nd2\\lib\\site-packages\\dask\\array\\core.py:1519: RuntimeWarning: overflow encountered in long_scalars\n",
+      "  cbytes = format_bytes(np.prod(self.chunksize) * self.dtype.itemsize)\n"
      ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<table>\n",
+       "    <tr>\n",
+       "        <td>\n",
+       "            <table>\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <td> </td>\n",
+       "                        <th> Array </th>\n",
+       "                        <th> Chunk </th>\n",
+       "                    </tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Bytes </th>\n",
+       "                        <td> 10.02 GiB </td>\n",
+       "                        <td> -707840896 B </td>\n",
+       "                    </tr>\n",
+       "                    \n",
+       "                    <tr>\n",
+       "                        <th> Shape </th>\n",
+       "                        <td> (1, 3, 156, 3900, 2948) </td>\n",
+       "                        <td> (1, 1, 156, 3900, 2948) </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th> Count </th>\n",
+       "                        <td> 21 Tasks </td>\n",
+       "                        <td> 3 Chunks </td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                    <th> Type </th>\n",
+       "                    <td> uint16 </td>\n",
+       "                    <td> numpy.ndarray </td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        </td>\n",
+       "        <td>\n",
+       "        <svg width=\"350\" height=\"189\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
+       "  <line x1=\"0\" y1=\"0\" x2=\"25\" y2=\"0\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"0\" y1=\"25\" x2=\"25\" y2=\"25\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Vertical lines -->\n",
+       "  <line x1=\"0\" y1=\"0\" x2=\"0\" y2=\"25\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"8\" y1=\"0\" x2=\"8\" y2=\"25\" />\n",
+       "  <line x1=\"16\" y1=\"0\" x2=\"16\" y2=\"25\" />\n",
+       "  <line x1=\"25\" y1=\"0\" x2=\"25\" y2=\"25\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Colored Rectangle -->\n",
+       "  <polygon points=\"0.0,0.0 25.412616514582485,0.0 25.412616514582485,25.412616514582485 0.0,25.412616514582485\" style=\"fill:#ECB172A0;stroke-width:0\"/>\n",
+       "\n",
+       "  <!-- Text -->\n",
+       "  <text x=\"12.706308\" y=\"45.412617\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >3</text>\n",
+       "  <text x=\"45.412617\" y=\"12.706308\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(0,45.412617,12.706308)\">1</text>\n",
+       "\n",
+       "\n",
+       "  <!-- Horizontal lines -->\n",
+       "  <line x1=\"95\" y1=\"0\" x2=\"114\" y2=\"19\" style=\"stroke-width:2\" />\n",
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+       "\n",
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+       "  <!-- Horizontal lines -->\n",
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+       "\n",
+       "  <!-- Vertical lines -->\n",
+       "  <line x1=\"95\" y1=\"0\" x2=\"114\" y2=\"19\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"185\" y1=\"0\" x2=\"205\" y2=\"19\" style=\"stroke-width:2\" />\n",
+       "\n",
+       "  <!-- Colored Rectangle -->\n",
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+       "\n",
+       "  <!-- Horizontal lines -->\n",
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+       "\n",
+       "  <!-- Vertical lines -->\n",
+       "  <line x1=\"114\" y1=\"19\" x2=\"114\" y2=\"139\" style=\"stroke-width:2\" />\n",
+       "  <line x1=\"205\" y1=\"19\" x2=\"205\" y2=\"139\" style=\"stroke-width:2\" />\n",
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+       "\n",
+       "  <!-- Text -->\n",
+       "  <text x=\"159.844363\" y=\"159.490517\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" >2948</text>\n",
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+       "</svg>\n",
+       "        </td>\n",
+       "    </tr>\n",
+       "</table>"
+      ],
+      "text/plain": [
+       "dask.array<transpose, shape=(1, 3, 156, 3900, 2948), dtype=uint16, chunksize=(1, 1, 156, 3900, 2948), chunktype=numpy.ndarray>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "img = aicsimageio.imread_dask('Y:/Gustave/Peixoto/image_1/210309_5_Cut.tif')"
+    "img = aicsimageio.imread_dask('Y:/Gustave/Peixoto/image_1/210309_5_Cut.tif')\n",
+    "img"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "1e7774cb-2c6e-4920-a767-6f33eaff0544",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "img = aicsimageio.imread_dask('Y:/Lena/Data/20220111-MIC-resistant/timelapse-30min/0ng-TRITC-19h.nd2')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
-   "id": "763c8b11-58ed-45ec-8e45-56e22aa4e5c4",
+   "execution_count": null,
+   "id": "4af272eb-f8ed-4b9c-8d87-95a805d9537a",
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: aicsimageio[nd2] in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (4.6.0)\n",
-      "Requirement already satisfied: numpy<2,>=1.16 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from aicsimageio[nd2]) (1.21.5)\n",
-      "Requirement already satisfied: tifffile>=2021.8.30 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from aicsimageio[nd2]) (2022.2.9)\n",
-      "Requirement already satisfied: wrapt>=1.12 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from aicsimageio[nd2]) (1.13.3)\n",
-      "Requirement already satisfied: xmlschema in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from aicsimageio[nd2]) (1.9.2)\n",
-      "Requirement already satisfied: lxml<5,>=4.6 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from aicsimageio[nd2]) (4.8.0)\n",
-      "Requirement already satisfied: zarr<3,>=2.6 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from aicsimageio[nd2]) (2.11.0)\n",
-      "Requirement already satisfied: dask[array]>=2021.4.1 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from aicsimageio[nd2]) (2022.2.0)\n",
-      "Requirement already satisfied: xarray>=0.16.1 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from aicsimageio[nd2]) (0.21.1)\n",
-      "Requirement already satisfied: imagecodecs>=2020.5.30 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from aicsimageio[nd2]) (2022.2.22)\n",
-      "Requirement already satisfied: fsspec>=2021.4.0 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from aicsimageio[nd2]) (2022.2.0)\n",
-      "Requirement already satisfied: ome-types>=0.2 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from aicsimageio[nd2]) (0.2.10)\n",
-      "Collecting nd2[legacy]>=0.2.0\n",
-      "  Downloading nd2-0.2.0-cp39-cp39-win_amd64.whl (753 kB)\n",
-      "     ------------------------------------- 753.7/753.7 KB 24.0 MB/s eta 0:00:00\n",
-      "Requirement already satisfied: pyyaml>=5.3.1 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from dask[array]>=2021.4.1->aicsimageio[nd2]) (6.0)\n",
-      "Requirement already satisfied: cloudpickle>=1.1.1 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from dask[array]>=2021.4.1->aicsimageio[nd2]) (2.0.0)\n",
-      "Requirement already satisfied: packaging>=20.0 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from dask[array]>=2021.4.1->aicsimageio[nd2]) (21.3)\n",
-      "Requirement already satisfied: toolz>=0.8.2 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from dask[array]>=2021.4.1->aicsimageio[nd2]) (0.11.2)\n",
-      "Requirement already satisfied: partd>=0.3.10 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from dask[array]>=2021.4.1->aicsimageio[nd2]) (1.2.0)\n",
-      "Collecting resource-backed-dask-array\n",
-      "  Downloading resource_backed_dask_array-0.1.0-py2.py3-none-any.whl (8.0 kB)\n",
-      "Requirement already satisfied: typing-extensions in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from nd2[legacy]>=0.2.0->aicsimageio[nd2]) (4.1.1)\n",
-      "Collecting wurlitzer\n",
-      "  Downloading wurlitzer-3.0.2-py3-none-any.whl (7.3 kB)\n",
-      "Requirement already satisfied: Pint>=0.15 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from ome-types>=0.2->aicsimageio[nd2]) (0.18)\n",
-      "Requirement already satisfied: pydantic[email]>=1.0 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from ome-types>=0.2->aicsimageio[nd2]) (1.9.0)\n",
-      "Requirement already satisfied: pandas>=1.1 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from xarray>=0.16.1->aicsimageio[nd2]) (1.4.1)\n",
-      "Requirement already satisfied: elementpath<3.0.0,>=2.4.0 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from xmlschema->aicsimageio[nd2]) (2.4.0)\n",
-      "Requirement already satisfied: asciitree in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from zarr<3,>=2.6->aicsimageio[nd2]) (0.3.3)\n",
-      "Requirement already satisfied: numcodecs>=0.6.4 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from zarr<3,>=2.6->aicsimageio[nd2]) (0.9.1)\n",
-      "Requirement already satisfied: fasteners in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from zarr<3,>=2.6->aicsimageio[nd2]) (0.17.3)\n",
-      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from packaging>=20.0->dask[array]>=2021.4.1->aicsimageio[nd2]) (3.0.7)\n",
-      "Requirement already satisfied: python-dateutil>=2.8.1 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from pandas>=1.1->xarray>=0.16.1->aicsimageio[nd2]) (2.8.2)\n",
-      "Requirement already satisfied: pytz>=2020.1 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from pandas>=1.1->xarray>=0.16.1->aicsimageio[nd2]) (2021.3)\n",
-      "Requirement already satisfied: locket in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from partd>=0.3.10->dask[array]>=2021.4.1->aicsimageio[nd2]) (0.2.1)\n",
-      "Requirement already satisfied: email-validator>=1.0.3 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from pydantic[email]>=1.0->ome-types>=0.2->aicsimageio[nd2]) (1.1.3)\n",
-      "Requirement already satisfied: dnspython>=1.15.0 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from email-validator>=1.0.3->pydantic[email]>=1.0->ome-types>=0.2->aicsimageio[nd2]) (2.2.0)\n",
-      "Requirement already satisfied: idna>=2.0.0 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from email-validator>=1.0.3->pydantic[email]>=1.0->ome-types>=0.2->aicsimageio[nd2]) (3.3)\n",
-      "Requirement already satisfied: six>=1.5 in c:\\users\\aaristov\\documents\\nd2shrink\\venv\\lib\\site-packages (from python-dateutil>=2.8.1->pandas>=1.1->xarray>=0.16.1->aicsimageio[nd2]) (1.16.0)\n",
-      "Installing collected packages: wurlitzer, resource-backed-dask-array, nd2\n",
-      "Successfully installed nd2-0.2.0 resource-backed-dask-array-0.1.0 wurlitzer-3.0.2\n"
+      "dask.array<transpose, shape=(39, 1, 25, 7383, 22392), dtype=uint16, chunksize=(1, 1, 1, 7383, 22392), chunktype=numpy.ndarray>\n",
+      "rechunk dask.array<rechunk-merge, shape=(39, 1, 25, 7383, 22392), dtype=uint16, chunksize=(1, 1, 25, 512, 512), chunktype=numpy.ndarray>\n",
+      "Y:/Lena/Data/20220111-MIC-resistant/timelapse-30min/0ng-TRITC-19h.zarr\n",
+      "start writing base datset\n"
      ]
     }
    ],
    "source": [
-    "!pip install aicsimageio[nd2]"
+    "convert2zarr(\n",
+    "    'Y:/Lena/Data/20220111-MIC-resistant/timelapse-30min/0ng-TRITC-19h.nd2',\n",
+    "    chunksize=(1,1,25,512,512)\n",
+    ")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "id": "a9abcdd3-3288-4b84-bf6e-fa9847b68f49",
+   "execution_count": 11,
+   "id": "bdb27aea-e704-4e21-a731-c8584ce8ff50",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'dask.array<transpose, shape=(39, 1, 25, 7383, 22392), dtype=uint16, chunksize=(1, 1, 1, 7383, 22392), chunktype=numpy.ndarray>'"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "img = aicsimageio.AICSImage(\"Y:/Lena/Data/20211207-control-timelapse/00ng-TRITC_30min.nd2\")"
+    "img"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
-   "id": "9b252cd8-4d63-4dc1-818c-a1e665008ba6",
+   "execution_count": 16,
+   "id": "a9abcdd3-3288-4b84-bf6e-fa9847b68f49",
    "metadata": {},
    "outputs": [],
    "source": [
-    "v = napari.Viewer()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "fa94292a-f749-496e-aeed-03035fcb37b6",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Traceback (most recent call last):\n",
-      "  File \"C:\\Users\\aaristov\\Documents\\nd2shrink\\venv\\lib\\site-packages\\napari\\plugins\\io.py\", line 108, in read_data_with_plugins\n",
-      "    layer_data = reader(path)  # try to read data\n",
-      "TypeError: 'NoneType' object is not callable\n",
-      "\n",
-      "During handling of the above exception, another exception occurred:\n",
-      "\n",
-      "Traceback (most recent call last):\n",
-      "  File \"C:\\Program Files\\WindowsApps\\PythonSoftwareFoundation.Python.3.9_3.9.2800.0_x64__qbz5n2kfra8p0\\lib\\runpy.py\", line 197, in _run_module_as_main\n",
-      "    return _run_code(code, main_globals, None,\n",
-      "  File \"C:\\Program Files\\WindowsApps\\PythonSoftwareFoundation.Python.3.9_3.9.2800.0_x64__qbz5n2kfra8p0\\lib\\runpy.py\", line 87, in _run_code\n",
-      "    exec(code, run_globals)\n",
-      "  File \"C:\\Users\\aaristov\\Documents\\nd2shrink\\venv\\Scripts\\napari.exe\\__main__.py\", line 7, in <module>\n",
-      "  File \"C:\\Users\\aaristov\\Documents\\nd2shrink\\venv\\lib\\site-packages\\napari\\__main__.py\", line 449, in main\n",
-      "    _run()\n",
-      "  File \"C:\\Users\\aaristov\\Documents\\nd2shrink\\venv\\lib\\site-packages\\napari\\__main__.py\", line 314, in _run\n",
-      "    viewer = view_path(  # noqa: F841\n",
-      "  File \"C:\\Users\\aaristov\\Documents\\nd2shrink\\venv\\lib\\site-packages\\napari\\view_layers.py\", line 178, in view_path\n",
-      "    return _make_viewer_then('open', args, kwargs)\n",
-      "  File \"C:\\Users\\aaristov\\Documents\\nd2shrink\\venv\\lib\\site-packages\\napari\\view_layers.py\", line 126, in _make_viewer_then\n",
-      "    method(*args, **kwargs)\n",
-      "  File \"C:\\Users\\aaristov\\Documents\\nd2shrink\\venv\\lib\\site-packages\\napari\\components\\viewer_model.py\", line 907, in open\n",
-      "    self._add_layers_with_plugins(\n",
-      "  File \"C:\\Users\\aaristov\\Documents\\nd2shrink\\venv\\lib\\site-packages\\napari\\components\\viewer_model.py\", line 952, in _add_layers_with_plugins\n",
-      "    layer_data, hookimpl = read_data_with_plugins(\n",
-      "  File \"C:\\Users\\aaristov\\Documents\\nd2shrink\\venv\\lib\\site-packages\\napari\\plugins\\io.py\", line 111, in read_data_with_plugins\n",
-      "    raise PluginCallError(result.implementation, cause=exc)\n",
-      "  File \"C:\\Users\\aaristov\\Documents\\nd2shrink\\venv\\lib\\site-packages\\napari_plugin_engine\\exceptions.py\", line 197, in __init__\n",
-      "    plugin = hook_implementation.plugin\n",
-      "AttributeError: 'NoneType' object has no attribute 'plugin'\n"
-     ]
-    }
-   ],
-   "source": [
-    "!napari \"Y:/Lena/Data/20211207-control-timelapse/00ng-TRITC_30min.nd2\""
+    "img = aicsimageio.AICSImage(\"Y:/Lena/Data/20211207-control-timelapse/00ng-TRITC_30min.nd2\")"
    ]
   },
   {
@@ -972,30 +1039,14 @@
   {
    "cell_type": "code",
    "execution_count": 58,
-   "id": "c7428267-a9b8-4e93-b72f-0d2026de28a1",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "store = zarr.DirectoryStore('/home/aaristov/Downloads/Gustave_Peixoto_image_1_210309_5_Cut_2.zarr')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 68,
-   "id": "c697016e-fe85-4213-b262-7be953e251c3",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "grp = zarr.group(store)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 71,
-   "id": "07b014e4-6273-4222-8c24-a431c826bd03",
+   "id": "7920ae04-f76f-4eb5-9216-e1f4d73de0c7",
    "metadata": {},
    "outputs": [],
    "source": [
+    "store = zarr.DirectoryStore('/home/aaristov/Downloads/Gustave_Peixoto_image_1_210309_5_Cut_2.zarr')\n",
+    "\n",
+    "grp = zarr.group(store)\n",
+    "\n",
     "grp.attrs['multiscales'] = {\n",
     "    \"multiscales\": [\n",
     "        {\n",
@@ -1057,126 +1108,6 @@
     "img8.to_zarr(path.join(baseurl, '3'))\n"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "a0c35aa5-9dae-4a90-a3a9-aeb0a8fbe80d",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: napari in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (0.4.13)\n",
-      "Collecting napari\n",
-      "  Downloading napari-0.4.14-py3-none-any.whl (2.5 MB)\n",
-      "\u001b[K     |████████████████████████████████| 2.5 MB 30.0 MB/s eta 0:00:01\n",
-      "\u001b[?25hRequirement already satisfied: numpydoc>=0.9.2 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (1.1.0)\n",
-      "Requirement already satisfied: scipy>=1.4.0 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (1.7.3)\n",
-      "Requirement already satisfied: npe2>=0.1.1 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (0.1.1)\n",
-      "Requirement already satisfied: typing-extensions in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (3.10.0.2)\n",
-      "Requirement already satisfied: pandas>=1.1.0 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (1.1.0)\n",
-      "Requirement already satisfied: pydantic>=1.8.1 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (1.8.2)\n",
-      "Requirement already satisfied: imageio!=2.11.0,>=2.5.0 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (2.8.0)\n",
-      "Requirement already satisfied: toolz>=0.10.0 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (0.11.1)\n",
-      "Requirement already satisfied: magicgui>=0.3.3 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (0.3.3)\n",
-      "Requirement already satisfied: appdirs>=1.4.4 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (1.4.4)\n",
-      "Requirement already satisfied: napari-console>=0.0.4 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (0.0.4)\n",
-      "Requirement already satisfied: Pillow!=7.1.0,!=7.1.1 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (8.4.0)\n",
-      "Requirement already satisfied: certifi>=2018.1.18 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (2021.10.8)\n",
-      "Requirement already satisfied: PyOpenGL>=3.1.0 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (3.1.5)\n",
-      "Requirement already satisfied: vispy>=0.9.4 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (0.9.4)\n",
-      "Requirement already satisfied: numpy>=1.18.5 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (1.21.2)\n",
-      "Requirement already satisfied: tqdm>=4.56.0 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (4.62.3)\n",
-      "Requirement already satisfied: wrapt>=1.11.1 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (1.13.3)\n",
-      "Requirement already satisfied: cachey>=0.2.1 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (0.2.1)\n",
-      "Requirement already satisfied: qtpy>=1.7.0 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (1.11.2)\n",
-      "Requirement already satisfied: napari-svg>=0.1.4 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (0.1.6)\n",
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-      "Requirement already satisfied: superqt>=0.2.5 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (0.2.5.post1)\n",
-      "Requirement already satisfied: dask[array]!=2.28.0,>=2.15.0 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (2021.9.1)\n",
-      "Requirement already satisfied: psutil>=5.0 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (5.8.0)\n",
-      "Requirement already satisfied: napari-plugin-engine>=0.1.9 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (0.2.0)\n",
-      "Requirement already satisfied: pint>=0.17 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (0.17)\n",
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-      "Requirement already satisfied: PyYAML>=5.1 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari) (6.0)\n",
-      "Requirement already satisfied: heapdict in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from cachey>=0.2.1->napari) (1.0.1)\n",
-      "Requirement already satisfied: fsspec>=0.6.0 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from dask[array]!=2.28.0,>=2.15.0->napari) (2021.9.0)\n",
-      "Requirement already satisfied: packaging>=20.0 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from dask[array]!=2.28.0,>=2.15.0->napari) (21.3)\n",
-      "Requirement already satisfied: cloudpickle>=1.1.1 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from dask[array]!=2.28.0,>=2.15.0->napari) (2.0.0)\n",
-      "Requirement already satisfied: partd>=0.3.10 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from dask[array]!=2.28.0,>=2.15.0->napari) (1.2.0)\n",
-      "Requirement already satisfied: pyrsistent>=0.14.0 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from jsonschema>=3.2.0->napari) (0.18.0)\n",
-      "Requirement already satisfied: setuptools in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from jsonschema>=3.2.0->napari) (58.0.4)\n",
-      "Requirement already satisfied: attrs>=17.4.0 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from jsonschema>=3.2.0->napari) (21.4.0)\n",
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-      "Requirement already satisfied: qtconsole!=4.7.6,>=4.5.1 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari-console>=0.0.4->napari) (5.1.1)\n",
-      "Requirement already satisfied: IPython>=7.7.0 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from napari-console>=0.0.4->napari) (7.31.1)\n",
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-      "Requirement already satisfied: idna<4,>=2.5 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from requests>=2.5.0->sphinx>=1.6.5->numpydoc>=0.9.2->napari) (3.3)\n",
-      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from requests>=2.5.0->sphinx>=1.6.5->numpydoc>=0.9.2->napari) (1.26.8)\n",
-      "Requirement already satisfied: charset-normalizer~=2.0.0 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from requests>=2.5.0->sphinx>=1.6.5->numpydoc>=0.9.2->napari) (2.0.7)\n",
-      "Requirement already satisfied: kiwisolver in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from vispy>=0.9.4->napari) (1.3.2)\n",
-      "Requirement already satisfied: freetype-py in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from vispy>=0.9.4->napari) (2.2.0)\n",
-      "Requirement already satisfied: hsluv in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from vispy>=0.9.4->napari) (5.0.2)\n",
-      "Requirement already satisfied: sortedcontainers<3.0,>=2.0 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from intervaltree->npe2>=0.1.1->napari) (2.4.0)\n",
-      "Requirement already satisfied: click<9.0.0,>=7.1.1 in /home/aaristov/miniconda3/envs/nd2/lib/python3.8/site-packages (from typer->npe2>=0.1.1->napari) (7.1.2)\n",
-      "Installing collected packages: napari\n",
-      "  Attempting uninstall: napari\n",
-      "    Found existing installation: napari 0.4.13\n",
-      "    Uninstalling napari-0.4.13:\n",
-      "      Successfully uninstalled napari-0.4.13\n",
-      "Successfully installed napari-0.4.14\n"
-     ]
-    }
-   ],
-   "source": [
-    "!pip install -U napari"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 6,
@@ -1222,7 +1153,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.10"
+   "version": "3.8.12"
   }
  },
  "nbformat": 4,