diff --git a/GraphRAG/fragate/output/20240925-005111/artifacts/lancedb/entity_description_embeddings.lance/_transactions/2-3bc64162-449a-442e-9030-0607adda0a05.txn b/GraphRAG/fragate/output/20240925-005111/artifacts/lancedb/entity_description_embeddings.lance/_transactions/2-3bc64162-449a-442e-9030-0607adda0a05.txn
new file mode 100644
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+++ b/GraphRAG/fragate/output/20240925-005111/artifacts/lancedb/entity_description_embeddings.lance/_transactions/2-3bc64162-449a-442e-9030-0607adda0a05.txn
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diff --git a/GraphRAG/fragate/output/20240925-005111/artifacts/lancedb/entity_description_embeddings.lance/_transactions/4-1443ca07-9f7d-4332-ba7c-f28248fd2d71.txn b/GraphRAG/fragate/output/20240925-005111/artifacts/lancedb/entity_description_embeddings.lance/_transactions/4-1443ca07-9f7d-4332-ba7c-f28248fd2d71.txn
new file mode 100644
index 0000000000000000000000000000000000000000..7cdc0f10aad52d70c1e3c0f02c1ff60738f9ac4c
--- /dev/null
+++ b/GraphRAG/fragate/output/20240925-005111/artifacts/lancedb/entity_description_embeddings.lance/_transactions/4-1443ca07-9f7d-4332-ba7c-f28248fd2d71.txn
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diff --git a/GraphRAG/fragate/output/20240925-005111/artifacts/lancedb/entity_description_embeddings.lance/_transactions/5-6473d378-601c-4756-9442-ca92058a201d.txn b/GraphRAG/fragate/output/20240925-005111/artifacts/lancedb/entity_description_embeddings.lance/_transactions/5-6473d378-601c-4756-9442-ca92058a201d.txn
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diff --git a/GraphRAG/fragate/output/20240925-005111/artifacts/lancedb/entity_description_embeddings.lance/data/bf386821-648e-475f-995e-080ef03662b0.lance b/GraphRAG/fragate/output/20240925-005111/artifacts/lancedb/entity_description_embeddings.lance/data/bf386821-648e-475f-995e-080ef03662b0.lance
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index 0000000000000000000000000000000000000000..3f5e12c4eeef0846c3c77d7d4b316b24ff87484f
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diff --git a/GraphRAG/fragate/run.ipynb b/GraphRAG/fragate/run.ipynb
index 2642bc98c4938476de3928223147564c19e1f467..de42552f6d7ed439e3c7872e48937a1d80eb0ed7 100644
--- a/GraphRAG/fragate/run.ipynb
+++ b/GraphRAG/fragate/run.ipynb
@@ -9,21 +9,48 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {
     "vscode": {
      "languageId": "shellscript"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "\n",
+      "\n",
+      "INFO: Vector Store Args: {}\n",
+      "creating llm client with {'api_key': 'REDACTED,len=51', 'type': \"openai_chat\", 'model': 'gpt-3.5-turbo', 'max_tokens': 4000, 'temperature': 0.0, 'top_p': 1.0, 'n': 1, 'request_timeout': 180.0, 'api_base': None, 'api_version': None, 'organization': None, 'proxy': None, 'cognitive_services_endpoint': None, 'deployment_name': None, 'model_supports_json': True, 'tokens_per_minute': 0, 'requests_per_minute': 0, 'max_retries': 10, 'max_retry_wait': 10.0, 'sleep_on_rate_limit_recommendation': True, 'concurrent_requests': 25}\n",
+      "creating embedding llm client with {'api_key': 'REDACTED,len=51', 'type': \"openai_embedding\", 'model': 'text-embedding-3-small', 'max_tokens': 4000, 'temperature': 0, 'top_p': 1, 'n': 1, 'request_timeout': 180.0, 'api_base': None, 'api_version': None, 'organization': None, 'proxy': None, 'cognitive_services_endpoint': None, 'deployment_name': None, 'model_supports_json': None, 'tokens_per_minute': 0, 'requests_per_minute': 0, 'max_retries': 10, 'max_retry_wait': 10.0, 'sleep_on_rate_limit_recommendation': True, 'concurrent_requests': 25}\n",
+      "\n",
+      "SUCCESS: Local Search Response:\n",
+      "In den bereitgestellten Daten sind insgesamt acht Akademien aufgeführt. Hier sind sie aufgelistet:\n",
+      "\n",
+      "1. Bayerische Akademie der Wissenschaften [Data: Entities (77)]\n",
+      "2. Nordrhein-Westfälische Akademie der Wissenschaften und der Künste [Data: Entities (78)]\n",
+      "3. Akademie der Wissenschaften und der Literatur Mainz [Data: Entities (3)]\n",
+      "4. Akademie der Wissenschaften in Hamburg [Data: Entities (30)]\n",
+      "5. Berlin-Brandenburgische Akademie der Wissenschaften [Data: Entities (2)]\n",
+      "6. Sächsische Akademie der Wissenschaften zu Leipzig [Data: Entities (93)]\n",
+      "7. Heidelberger Akademie der Wissenschaften [Data: Entities (65)]\n",
+      "8. Akademievorhaben [Data: Entities (86)]\n",
+      "\n",
+      "Diese Akademien sind in verschiedenen Projekten und Initiativen aktiv und tragen zur Forschung und Erhaltung des kulturellen Erbes bei. Jede Akademie hat spezifische Schwerpunkte und Beiträge zur wissenschaftlichen Gemeinschaft.\n"
+     ]
+    }
+   ],
    "source": [
     "import os\n",
     "\n",
-    "#!export GRAPHRAG_API_KEY=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\n",
-    "#!export OPENAI_API_KEY=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\n",
+    "#!export GRAPHRAG_API_KEY=xxx\n",
+    "#!export OPENAI_API_KEY=xxx\n",
     "\n",
-    "os.environ['GRAPHRAG_API_KEY'] = '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'\n",
-    "os.environ['OPENAI_API_KEY'] = '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'\n",
+    "os.environ['GRAPHRAG_API_KEY'] = 'xxx'\n",
+    "os.environ['OPENAI_API_KEY'] = 'xxx'\n",
     "\n",
     "!python -m graphrag.query --root . --method local \"nenne alle acht Akademien\""
    ]
diff --git a/GraphRAG/minigraph/run.ipynb b/GraphRAG/minigraph/run.ipynb
index 6b1d648f646690f73b4adbcc9f77fbec693526d3..0b08d9d4f563e40e4389cf606aa25d3bb79275b5 100644
--- a/GraphRAG/minigraph/run.ipynb
+++ b/GraphRAG/minigraph/run.ipynb
@@ -23,11 +23,11 @@
    "source": [
     "import os\n",
     "\n",
-    "#!export GRAPHRAG_API_KEY=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\n",
-    "#!export OPENAI_API_KEY=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\n",
+    "#!export GRAPHRAG_API_KEY=xxx\n",
+    "#!export OPENAI_API_KEY=xxx\n",
     "\n",
-    "os.environ['GRAPHRAG_API_KEY'] = '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'\n",
-    "os.environ['OPENAI_API_KEY'] = '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'"
+    "os.environ['GRAPHRAG_API_KEY'] = 'xxx'\n",
+    "os.environ['OPENAI_API_KEY'] = 'xxx"
    ]
   },
   {
diff --git a/parsing/chunking.ipynb b/parsing/chunking.ipynb
index 36cc5808077b5ca21901b384484984092ae9dca4..4f46e3ada5032d292e71fd8e1cd28e96f3732b09 100644
--- a/parsing/chunking.ipynb
+++ b/parsing/chunking.ipynb
@@ -27,8 +27,8 @@
     "\n",
     "\n",
     "\n",
-    "os.environ['GROQ_API_KEY'] = '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'\n",
-    "os.environ['OPENAI_API_KEY'] = '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'"
+    "os.environ['GROQ_API_KEY'] = 'xxx'\n",
+    "os.environ['OPENAI_API_KEY'] = 'xxx'"
    ]
   },
   {
diff --git a/warmup/api_python.ipynb b/warmup/api_python.ipynb
index f375e887d15b70b8044790b6151522af98da3664..1b7ae52ff2da17c4bcc5278c438aa26d829c787c 100644
--- a/warmup/api_python.ipynb
+++ b/warmup/api_python.ipynb
@@ -33,8 +33,8 @@
    "outputs": [],
    "source": [
     "import os\n",
-    "os.environ['GROQ_API_KEY'] = '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'\n",
-    "os.environ['OPENAI_API_KEY'] = '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'"
+    "os.environ['GROQ_API_KEY'] = 'xxx'\n",
+    "os.environ['OPENAI_API_KEY'] = 'xxx'"
    ]
   },
   {
diff --git a/warmup/useful_commands.ipynb b/warmup/useful_commands.ipynb
index ced3bc756761052df2a11297265c26b9ea988a81..c84b73e02a4b93a440fa85c115f69d1483f71e3b 100644
--- a/warmup/useful_commands.ipynb
+++ b/warmup/useful_commands.ipynb
@@ -30,7 +30,7 @@
    "source": [
     "# List the models available\n",
     "# get OpenAI API keys from https://platform.openai.com/api-keys\n",
-    "!curl https://api.openai.com/v1/models -H \"Authorization: Bearer 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\""
+    "!curl https://api.openai.com/v1/models -H \"Authorization: Bearer xxx\""
    ]
   },
   {
@@ -45,7 +45,7 @@
    "source": [
     "# List the models available (Groq)\n",
     "# get Groq API key from https://console.groq.com/keys\n",
-    "!curl https://api.groq.com/openai/v1/models -H \"Authorization: Bearer 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\""
+    "!curl https://api.groq.com/openai/v1/models -H \"Authorization: Bearer xxx\""
    ]
   },
   {
@@ -68,7 +68,7 @@
    "source": [
     "!curl https://api.openai.com/v1/embeddings \\\n",
     "  -H \"Content-Type: application/json\" \\\n",
-    "  -H \"Authorization: Bearer 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\" \\\n",
+    "  -H \"Authorization: Bearer xxx\" \\\n",
     "  -d '{\"model\": \"text-embedding-3-small\", \"input\": \"Ottos Mops kotzt\" }'"
    ]
   },
@@ -85,7 +85,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!curl https://api.openai.com/v1/models -H \"Authorization: Bearer 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\" | grep embed"
+    "!curl https://api.openai.com/v1/models -H \"Authorization: Bearer xxx\" | grep embed"
    ]
   },
   {
@@ -141,7 +141,7 @@
    "source": [
     "!curl https://api.openai.com/v1/chat/completions \\\n",
     "  -H \"Content-Type: application/json\" \\\n",
-    "  -H \"Authorization: Bearer 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\" \\\n",
+    "  -H \"Authorization: Bearer xxx\" \\\n",
     "  -d '{ \"model\": \"gpt-3.5-turbo\", \"messages\": [{\"role\": \"user\", \"content\": \"Warum ist die Banane krumm?\"}],\"max_tokens\": 100 }'"
    ]
   }