diff --git a/docs/source/system_reference_guide/accessing_bucket_data.ipynb b/docs/source/system_reference_guide/accessing_bucket_data.ipynb
index 1425150b..6c3bbed4 100644
--- a/docs/source/system_reference_guide/accessing_bucket_data.ipynb
+++ b/docs/source/system_reference_guide/accessing_bucket_data.ipynb
@@ -3,30 +3,7 @@
   {
    "cell_type": "markdown",
    "metadata": {},
-   "source": [
-    "## Access workspace bucket data with temporary AWS credentials\n",
-    "\n",
-    "When logged into the ADE, temporary s3 credentials can be issued using the maap-py function `maap.aws.workspace_bucket_credentials()`\n",
-    "\n",
-    "This command issues a set of AWS credentials that grant full read/write access to your own user folder within the `maap-ops-workspace` bucket. Access is given to the directory corresponding to your `my-private-bucket` folder within the ADE. \n",
-    "\n",
-    "```python\n",
-    "\n",
-    "import json\n",
-    "from maap.maap import MAAP\n",
-    "maap = MAAP()\n",
-    "\n",
-    "print(json.dumps(maap.aws.workspace_bucket_credentials(), indent=2))\n",
-    ">>> {\n",
-    "  \"aws_access_key_id\": \"...\",\n",
-    "  \"aws_bucket_name\": \"maap-ops-workspace\",\n",
-    "  \"aws_bucket_prefix\": \"maap_user\",\n",
-    "  \"aws_secret_access_key\": \"...\",\n",
-    "  \"aws_session_expiration\": \"...\",\n",
-    "  \"aws_session_token\": \"...\"\n",
-    "}\n",
-    "```"
-   ]
+   "source": "## Access workspace bucket data with temporary AWS credentials\n\nWhen logged into the ADE, temporary s3 credentials can be issued using the maap-py function `maap.aws.workspace_bucket_credentials()`\n\nThis command issues a set of AWS credentials that grant full read/write access to your own user folder within the workspace bucket, as well as any additional S3 buckets your organization has been granted access to.\n\nThe response contains:\n- `credentials` — temporary AWS credentials (`aws_access_key_id`, `aws_secret_access_key`, `aws_session_token`, `expires_at`)\n- `authorized_s3_paths` — an array of accessible paths, each with `bucket`, `prefix`, `uri`, `type` (`workspace` or `org`), and `access` (`read_write` or `read_only`)\n\n### 1. Retrieve temporary credentials\n\n```python\nimport json\nfrom maap.maap import MAAP\nmaap = MAAP()\n\nresp = maap.aws.workspace_bucket_credentials()\nprint(json.dumps(resp, indent=2))\n>>> {\n  \"credentials\": {\n    \"aws_access_key_id\": \"...\",\n    \"aws_secret_access_key\": \"...\",\n    \"aws_session_token\": \"...\",\n    \"expires_at\": \"2025-03-03T18:00:00Z\"\n  },\n  \"authorized_s3_paths\": [\n    {\n      \"bucket\": \"maap-ops-workspace\",\n      \"prefix\": \"maap_user\",\n      \"uri\": \"s3://maap-ops-workspace/maap_user\",\n      \"type\": \"workspace\",\n      \"access\": \"read_write\"\n    },\n    {\n      \"bucket\": \"shared-project-bucket\",\n      \"prefix\": \"team-data\",\n      \"uri\": \"s3://shared-project-bucket/team-data\",\n      \"type\": \"org\",\n      \"access\": \"read_write\"\n    },\n    {\n      \"bucket\": \"public-reference-data\",\n      \"prefix\": \"smap/v9\",\n      \"uri\": \"s3://public-reference-data/smap/v9\",\n      \"type\": \"org\",\n      \"access\": \"read_only\"\n    }\n  ]\n}\n```\n\n### 2. Create a boto3 session from the credentials\n\n```python\nimport boto3\n\ncreds = resp[\"credentials\"]\nsession = boto3.Session(\n    aws_access_key_id=creds[\"aws_access_key_id\"],\n    aws_secret_access_key=creds[\"aws_secret_access_key\"],\n    aws_session_token=creds[\"aws_session_token\"],\n)\ns3 = session.client(\"s3\")\n```\n\n### 3. Working with your workspace bucket\n\nThe workspace path is always the first entry in `authorized_s3_paths`. Use the `bucket` and `prefix` fields directly:\n\n```python\nworkspace = resp[\"authorized_s3_paths\"][0]\nbucket = workspace[\"bucket\"]\nprefix = workspace[\"prefix\"]\n\n# List objects\nresponse = s3.list_objects_v2(Bucket=bucket, Prefix=prefix + \"/\", MaxKeys=10)\nfor obj in response.get(\"Contents\", []):\n    print(obj[\"Key\"])\n\n# Download a file\ns3.download_file(Bucket=bucket, Key=f\"{prefix}/my_file.csv\", Filename=\"my_file.csv\")\n\n# Upload a file\ns3.upload_file(Filename=\"local_results.csv\", Bucket=bucket, Key=f\"{prefix}/local_results.csv\")\n```\n\n### 4. Working with organization shared buckets\n\nAdditional org-granted buckets appear as extra entries. Each entry tells you whether it is `read_write` or `read_only`:\n\n```python\nfor path in resp[\"authorized_s3_paths\"]:\n    print(f\"{path['uri']}  ({path['access']})\")\n\n# Access a specific org bucket\nshared = resp[\"authorized_s3_paths\"][1]\nshared_bucket = shared[\"bucket\"]\nshared_prefix = shared[\"prefix\"]\n\n# List files\nresponse = s3.list_objects_v2(Bucket=shared_bucket, Prefix=shared_prefix + \"/\", MaxKeys=10)\nfor obj in response.get(\"Contents\", []):\n    print(obj[\"Key\"])\n\n# Download a file\ns3.download_file(Bucket=shared_bucket, Key=f\"{shared_prefix}/shared_dataset.tif\", Filename=\"shared_dataset.tif\")\n\n# Upload a file (only works if access is \"read_write\")\nif shared[\"access\"] == \"read_write\":\n    s3.upload_file(Filename=\"my_output.tif\", Bucket=shared_bucket, Key=f\"{shared_prefix}/my_output.tif\")\n```"
   }
  ],
  "metadata": {
@@ -50,4 +27,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}
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