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docs/ArtificialInformation_Filter.ipynb

@@ -55,7 +55,7 @@
     "# selecting water vapor mixing ratio at 2 meters\n",
     "data = ds[\"Q2\"]\n",
     "# select subset of data for demonstration purposes\n",
-    "chunk = data.isel(time=slice(0,9), y=slice(0,525), x=slice(0,525))\n",
+    "chunk = data.isel(time=slice(0, 9), y=slice(0, 525), x=slice(0, 525))\n",
     "chunk"
    ]
   },
@@ -130,12 +130,18 @@
    "source": [
     "# original dataset without artificial information\n",
     "orig_info = xb.get_bitinformation(\n",
-    "    xr.Dataset({\"w/o artif. info\": chunk}), dim=\"x\", implementation=\"julia\", masked_value=None\n",
+    "    xr.Dataset({\"w/o artif. info\": chunk}),\n",
+    "    dim=\"x\",\n",
+    "    implementation=\"julia\",\n",
+    "    masked_value=None,\n",
     ")\n",
     "\n",
     "# dataset with artificial information\n",
     "arti_info = xb.get_bitinformation(\n",
-    "    xr.Dataset({'w artif. info': dec}), dim=\"x\", implementation=\"julia\", masked_value=None\n",
+    "    xr.Dataset({\"w artif. info\": dec}),\n",
+    "    dim=\"x\",\n",
+    "    implementation=\"julia\",\n",
+    "    masked_value=None,\n",
     ")\n",
     "\n",
     "# plotting distribution of bitwise information content\n",
@@ -159,7 +165,9 @@
    "outputs": [],
    "source": [
     "keepbits = xb.get_keepbits(info, inflevel=[0.99])\n",
-    "print(f\"The number of keepbits increased from {keepbits['w/o artif. info'].item(0)} bits in the original dataset to {keepbits['w artif. info'].item(0)} bits in the dataset with artificial information.\")"
+    "print(\n",
+    "    f\"The number of keepbits increased from {keepbits['w/o artif. info'].item(0)} bits in the original dataset to {keepbits['w artif. info'].item(0)} bits in the dataset with artificial information.\"\n",
+    ")"
    ]
   },
   {