diff --git a/backend/graphrag-wheel/graphrag-0.0.1-py3-none-any.whl b/backend/graphrag-wheel/graphrag-0.0.1-py3-none-any.whl
deleted file mode 100644
index c547d9a..0000000
Binary files a/backend/graphrag-wheel/graphrag-0.0.1-py3-none-any.whl and /dev/null differ
diff --git a/backend/graphrag-wheel/note.txt b/backend/graphrag-wheel/note.txt
deleted file mode 100644
index 677251c..0000000
--- a/backend/graphrag-wheel/note.txt
+++ /dev/null
@@ -1,5 +0,0 @@
-This graphrag wheel file was built from the following repo
-
-https://github.com/microsoft/graphrag
-
-on commit hash b860d08a907e834166edf03e617d9cfeac946a64
diff --git a/backend/src/api/index_configuration.py b/backend/src/api/index_configuration.py
index df620d0..b0df487 100644
--- a/backend/src/api/index_configuration.py
+++ b/backend/src/api/index_configuration.py
@@ -272,8 +272,6 @@ async def generate_prompts(storage_name: str, limit: int = 5):
     this_directory = os.path.dirname(
         os.path.abspath(inspect.getfile(inspect.currentframe()))
     )
-    print("THIS DIRECTORY: ", this_directory)
-    print("CWD: ", os.getcwd())
 
     # write custom settings.yaml to a file and store in a temporary directory
     data = yaml.safe_load(open(f"{this_directory}/pipeline-settings.yaml"))
@@ -281,7 +279,6 @@ async def generate_prompts(storage_name: str, limit: int = 5):
     temp_dir = f"/tmp/{sanitized_storage_name}_prompt_tuning"
     shutil.rmtree(temp_dir, ignore_errors=True)
     os.makedirs(temp_dir, exist_ok=True)
-    print(f"TEMP SETTINGS DIR: {temp_dir}")
     with open(f"{temp_dir}/settings.yaml", "w") as f:
         yaml.dump(data, f, default_flow_style=False)
 
@@ -306,9 +303,6 @@ async def generate_prompts(storage_name: str, limit: int = 5):
         f"{temp_dir}/prompts"  # will become a zip file with the name prompts.zip
     )
     shutil.make_archive(temp_archive, "zip", root_dir=temp_dir, base_dir="prompts")
-    print(f"ARCHIVE: {temp_archive}.zip")
-    for f in os.listdir(temp_dir):
-        print(f"FILE: {f}")
 
     def iterfile(file_path: str):
         with open(file_path, mode="rb") as file_like:
diff --git a/backend/src/meta_agent/community/retrieve.py b/backend/src/meta_agent/community/retrieve.py
index a624823..8fcf881 100644
--- a/backend/src/meta_agent/community/retrieve.py
+++ b/backend/src/meta_agent/community/retrieve.py
@@ -176,7 +176,7 @@ class CommunitySearchHelpers:
             relationships=relationships, entities=entities, ranking_attribute="rank"
         )
 
-        if covariate_df:
+        if covariate_df is not None:
             claims = read_covariates(
                 df=covariate_df,
                 id_col="id",
diff --git a/notebooks/2-Advanced_Getting_Started.ipynb b/notebooks/2-Advanced_Getting_Started.ipynb
index 168f5e0..e0bd40f 100644
--- a/notebooks/2-Advanced_Getting_Started.ipynb
+++ b/notebooks/2-Advanced_Getting_Started.ipynb
@@ -529,7 +529,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "generate_prompts(storage_name=storage_name, limit=5, zip_file_name=\"prompts.zip\")\n",
+    "generate_prompts(storage_name=storage_name, limit=1, zip_file_name=\"prompts.zip\")\n",
     "with ZipFile(\"prompts.zip\", \"r\") as zip_ref:\n",
     "    zip_ref.extractall()"
    ]
diff --git a/poetry.lock b/poetry.lock
index b75ea66..59223cc 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -25,13 +25,13 @@ tests = ["arrow", "dask[dataframe]", "docker", "pytest", "pytest-mock"]
 
 [[package]]
 name = "aiofiles"
-version = "23.2.1"
+version = "24.1.0"
 description = "File support for asyncio."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "aiofiles-23.2.1-py3-none-any.whl", hash = "sha256:19297512c647d4b27a2cf7c34caa7e405c0d60b5560618a29a9fe027b18b0107"},
-    {file = "aiofiles-23.2.1.tar.gz", hash = "sha256:84ec2218d8419404abcb9f0c02df3f34c6e0a68ed41072acfb1cef5cbc29051a"},
+    {file = "aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5"},
+    {file = "aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c"},
 ]
 
 [[package]]
@@ -599,52 +599,6 @@ files = [
     {file = "blinker-1.8.2.tar.gz", hash = "sha256:8f77b09d3bf7c795e969e9486f39c2c5e9c39d4ee07424be2bc594ece9642d83"},
 ]
 
-[[package]]
-name = "build"
-version = "1.2.1"
-description = "A simple, correct Python build frontend"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "build-1.2.1-py3-none-any.whl", hash = "sha256:75e10f767a433d9a86e50d83f418e83efc18ede923ee5ff7df93b6cb0306c5d4"},
-    {file = "build-1.2.1.tar.gz", hash = "sha256:526263f4870c26f26c433545579475377b2b7588b6f1eac76a001e873ae3e19d"},
-]
-
-[package.dependencies]
-colorama = {version = "*", markers = "os_name == \"nt\""}
-importlib-metadata = {version = ">=4.6", markers = "python_full_version < \"3.10.2\""}
-packaging = ">=19.1"
-pyproject_hooks = "*"
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-
-[package.extras]
-docs = ["furo (>=2023.08.17)", "sphinx (>=7.0,<8.0)", "sphinx-argparse-cli (>=1.5)", "sphinx-autodoc-typehints (>=1.10)", "sphinx-issues (>=3.0.0)"]
-test = ["build[uv,virtualenv]", "filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-mock (>=2)", "pytest-rerunfailures (>=9.1)", "pytest-xdist (>=1.34)", "setuptools (>=42.0.0)", "setuptools (>=56.0.0)", "setuptools (>=56.0.0)", "setuptools (>=67.8.0)", "wheel (>=0.36.0)"]
-typing = ["build[uv]", "importlib-metadata (>=5.1)", "mypy (>=1.9.0,<1.10.0)", "tomli", "typing-extensions (>=3.7.4.3)"]
-uv = ["uv (>=0.1.18)"]
-virtualenv = ["virtualenv (>=20.0.35)"]
-
-[[package]]
-name = "cachecontrol"
-version = "0.14.0"
-description = "httplib2 caching for requests"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "cachecontrol-0.14.0-py3-none-any.whl", hash = "sha256:f5bf3f0620c38db2e5122c0726bdebb0d16869de966ea6a2befe92470b740ea0"},
-    {file = "cachecontrol-0.14.0.tar.gz", hash = "sha256:7db1195b41c81f8274a7bbd97c956f44e8348265a1bc7641c37dfebc39f0c938"},
-]
-
-[package.dependencies]
-filelock = {version = ">=3.8.0", optional = true, markers = "extra == \"filecache\""}
-msgpack = ">=0.5.2,<2.0.0"
-requests = ">=2.16.0"
-
-[package.extras]
-dev = ["CacheControl[filecache,redis]", "black", "build", "cherrypy", "furo", "mypy", "pytest", "pytest-cov", "sphinx", "sphinx-copybutton", "tox", "types-redis", "types-requests"]
-filecache = ["filelock (>=3.8.0)"]
-redis = ["redis (>=2.10.5)"]
-
 [[package]]
 name = "cachetools"
 version = "5.3.3"
@@ -841,21 +795,6 @@ files = [
     {file = "charset_normalizer-3.3.2-py3-none-any.whl", hash = "sha256:3e4d1f6587322d2788836a99c69062fbb091331ec940e02d12d179c1d53e25fc"},
 ]
 
-[[package]]
-name = "cleo"
-version = "2.1.0"
-description = "Cleo allows you to create beautiful and testable command-line interfaces."
-optional = false
-python-versions = ">=3.7,<4.0"
-files = [
-    {file = "cleo-2.1.0-py3-none-any.whl", hash = "sha256:4a31bd4dd45695a64ee3c4758f583f134267c2bc518d8ae9a29cf237d009b07e"},
-    {file = "cleo-2.1.0.tar.gz", hash = "sha256:0b2c880b5d13660a7ea651001fb4acb527696c01f15c9ee650f377aa543fd523"},
-]
-
-[package.dependencies]
-crashtest = ">=0.4.1,<0.5.0"
-rapidfuzz = ">=3.0.0,<4.0.0"
-
 [[package]]
 name = "click"
 version = "8.1.7"
@@ -1084,17 +1023,6 @@ files = [
 [package.extras]
 dev = ["black (==22.3.0)", "hypothesis", "numpy", "pytest (>=5.30)", "pytest-xdist"]
 
-[[package]]
-name = "crashtest"
-version = "0.4.1"
-description = "Manage Python errors with ease"
-optional = false
-python-versions = ">=3.7,<4.0"
-files = [
-    {file = "crashtest-0.4.1-py3-none-any.whl", hash = "sha256:8d23eac5fa660409f57472e3851dab7ac18aba459a8d19cbbba86d3d5aecd2a5"},
-    {file = "crashtest-0.4.1.tar.gz", hash = "sha256:80d7b1f316ebfbd429f648076d6275c877ba30ba48979de4191714a75266f0ce"},
-]
-
 [[package]]
 name = "cryptography"
 version = "42.0.8"
@@ -1387,93 +1315,6 @@ idna = ["idna (>=3.6)"]
 trio = ["trio (>=0.23)"]
 wmi = ["wmi (>=1.5.1)"]
 
-[[package]]
-name = "dulwich"
-version = "0.21.7"
-description = "Python Git Library"
-optional = false
-python-versions = ">=3.7"
-files = [
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-]
-
-[package.dependencies]
-urllib3 = ">=1.25"
-
-[package.extras]
-fastimport = ["fastimport"]
-https = ["urllib3 (>=1.24.1)"]
-paramiko = ["paramiko"]
-pgp = ["gpg"]
-
 [[package]]
 name = "email-validator"
 version = "2.2.0"
@@ -2028,18 +1869,19 @@ grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
 name = "graphrag"
-version = "0.0.1"
+version = "0.1.1"
 description = ""
 optional = false
-python-versions = ">=3.10,<3.13"
+python-versions = "<3.13,>=3.10"
 files = [
-    {file = "graphrag-0.0.1-py3-none-any.whl", hash = "sha256:95594bae8ba8b504fd745024699eb2f2325ba6a50600dd59191da76bc7fa1cd4"},
+    {file = "graphrag-0.1.1-py3-none-any.whl", hash = "sha256:80123b038a8bdd8efb2980f188c891cb1368a51eec6f019e973ae1b0edca088d"},
+    {file = "graphrag-0.1.1.tar.gz", hash = "sha256:7b12fc1e756ef462ad23bfc9d9e465fda79ee23c8f78541aa1815452c8f209b8"},
 ]
 
 [package.dependencies]
-aiofiles = ">=23.2.1,<24.0.0"
+aiofiles = ">=24.1.0,<25.0.0"
 aiolimiter = ">=1.1.0,<2.0.0"
-azure-identity = ">=1.16.0,<2.0.0"
+azure-identity = ">=1.17.1,<2.0.0"
 azure-search-documents = ">=11.4.0,<12.0.0"
 azure-storage-blob = ">=12.19.0,<13.0.0"
 datashaper = ">=0.0.49,<0.0.50"
@@ -2047,14 +1889,13 @@ devtools = ">=0.12.2,<0.13.0"
 environs = ">=11.0.0,<12.0.0"
 fastparquet = ">=2024.2.0,<2025.0.0"
 graspologic = ">=3.4.1,<4.0.0"
-lancedb = ">=0.8.1,<0.9.0"
+lancedb = ">=0.9.0,<0.10.0"
 nest-asyncio = {version = ">=1.6.0,<2.0.0", markers = "platform_system == \"Windows\""}
 networkx = ">=3,<4"
 nltk = "3.8.1"
-numba = "0.59.1"
+numba = "0.60.0"
 numpy = ">=1.25.2,<2.0.0"
-openai = ">=1.30.3,<2.0.0"
-poetry = ">=1.8.3,<2.0.0"
+openai = ">=1.35.7,<2.0.0"
 pyaml-env = ">=1.2.1,<2.0.0"
 pydantic = ">=2,<3"
 python-dotenv = ">=1.0.0,<2.0.0"
@@ -2063,14 +1904,11 @@ rich = ">=13.6.0,<14.0.0"
 scipy = "1.12.0"
 swifter = ">=1.4.0,<2.0.0"
 tenacity = ">=8.2.3,<9.0.0"
-textual = ">=0.66.0,<0.67.0"
+textual = ">=0.70.0,<0.71.0"
 tiktoken = ">=0.7.0,<0.8.0"
+typing-extensions = ">=4.12.2,<5.0.0"
 uvloop = {version = ">=0.19.0,<0.20.0", markers = "platform_system != \"Windows\""}
 
-[package.source]
-type = "file"
-url = "backend/graphrag-wheel/graphrag-0.0.1-py3-none-any.whl"
-
 [[package]]
 name = "graspologic"
 version = "3.4.1"
@@ -2289,17 +2127,6 @@ files = [
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 ]
 
-[[package]]
-name = "installer"
-version = "0.7.0"
-description = "A library for installing Python wheels."
-optional = false
-python-versions = ">=3.7"
-files = [
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-
 [[package]]
 name = "ipykernel"
 version = "6.29.5"
@@ -2420,24 +2247,6 @@ files = [
 [package.dependencies]
 arrow = ">=0.15.0"
 
-[[package]]
-name = "jaraco-classes"
-version = "3.4.0"
-description = "Utility functions for Python class constructs"
-optional = false
-python-versions = ">=3.8"
-files = [
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-
-[package.dependencies]
-more-itertools = "*"
-
-[package.extras]
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-
 [[package]]
 name = "jedi"
 version = "0.19.1"
@@ -2457,21 +2266,6 @@ docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alab
 qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
 testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
-[[package]]
-name = "jeepney"
-version = "0.8.0"
-description = "Low-level, pure Python DBus protocol wrapper."
-optional = false
-python-versions = ">=3.7"
-files = [
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-
-[package.extras]
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-trio = ["async_generator", "trio"]
-
 [[package]]
 name = "jinja2"
 version = "3.1.4"
@@ -2826,29 +2620,6 @@ files = [
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-[[package]]
-name = "keyring"
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-description = "Store and access your passwords safely."
-optional = false
-python-versions = ">=3.8"
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-[package.dependencies]
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-pywin32-ctypes = {version = ">=0.2.0", markers = "sys_platform == \"win32\""}
-SecretStorage = {version = ">=3.2", markers = "sys_platform == \"linux\""}
-
-[package.extras]
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-
 [[package]]
 name = "kiwisolver"
 version = "1.4.5"
@@ -2990,17 +2761,17 @@ adal = ["adal (>=1.0.2)"]
 
 [[package]]
 name = "lancedb"
-version = "0.8.2"
+version = "0.9.0"
 description = "lancedb"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3010,7 +2781,7 @@ deprecation = "*"
 overrides = ">=0.7"
 packaging = "*"
 pydantic = ">=1.10"
-pylance = "0.12.1"
+pylance = "0.13.0"
 ratelimiter = ">=1.0,<2.0"
 requests = ">=2.31.0"
 retry = ">=0.9.2"
@@ -3046,32 +2817,32 @@ test = ["coverage", "pytest", "pytest-cov"]
 
 [[package]]
 name = "llvmlite"
-version = "0.42.0"
+version = "0.43.0"
 description = "lightweight wrapper around basic LLVM functionality"
 optional = false
 python-versions = ">=3.9"
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 portalocker = ">=1.4,<3"
 
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 version = "6.0.5"
@@ -3713,37 +3408,37 @@ test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"
 
 [[package]]
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 [package.dependencies]
-llvmlite = "==0.42.*"
-numpy = ">=1.22,<1.27"
+llvmlite = "==0.43.*"
+numpy = ">=1.22,<2.1"
 
 [[package]]
 name = "numpy"
@@ -4193,20 +3888,6 @@ tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "pa
 typing = ["typing-extensions"]
 xmp = ["defusedxml"]
 
-[[package]]
-name = "pkginfo"
-version = "1.11.1"
-description = "Query metadata from sdists / bdists / installed packages."
-optional = false
-python-versions = ">=3.8"
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-
-[package.extras]
-testing = ["pytest", "pytest-cov", "wheel"]
-
 [[package]]
 name = "platformdirs"
 version = "4.2.2"
@@ -4238,68 +3919,6 @@ files = [
 dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
 
-[[package]]
-name = "poetry"
-version = "1.8.3"
-description = "Python dependency management and packaging made easy."
-optional = false
-python-versions = "<4.0,>=3.8"
-files = [
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-cleo = ">=2.1.0,<3.0.0"
-crashtest = ">=0.4.1,<0.5.0"
-dulwich = ">=0.21.2,<0.22.0"
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-keyring = ">=24.0.0,<25.0.0"
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-pexpect = ">=4.7.0,<5.0.0"
-pkginfo = ">=1.10,<2.0"
-platformdirs = ">=3.0.0,<5"
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-requests = ">=2.26,<3.0"
-requests-toolbelt = ">=1.0.0,<2.0.0"
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-tomlkit = ">=0.11.4,<1.0.0"
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-virtualenv = ">=20.23.0,<21.0.0"
-xattr = {version = ">=1.0.0,<2.0.0", markers = "sys_platform == \"darwin\""}
-
-[[package]]
-name = "poetry-core"
-version = "1.9.0"
-description = "Poetry PEP 517 Build Backend"
-optional = false
-python-versions = ">=3.8,<4.0"
-files = [
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-optional = false
-python-versions = "<4.0,>=3.8"
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-poetry-core = ">=1.7.0,<3.0.0"
-
 [[package]]
 name = "portalocker"
 version = "2.10.0"
@@ -4828,17 +4447,17 @@ tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 
 [[package]]
 name = "pylance"
-version = "0.12.1"
+version = "0.13.0"
 description = "python wrapper for Lance columnar format"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -4884,17 +4503,6 @@ files = [
 [package.extras]
 diagrams = ["jinja2", "railroad-diagrams"]
 
-[[package]]
-name = "pyproject-hooks"
-version = "1.1.0"
-description = "Wrappers to call pyproject.toml-based build backend hooks."
-optional = false
-python-versions = ">=3.7"
-files = [
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-
 [[package]]
 name = "pytest"
 version = "8.2.2"
@@ -5004,17 +4612,6 @@ files = [
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 ]
 
-[[package]]
-name = "pywin32-ctypes"
-version = "0.2.2"
-description = "A (partial) reimplementation of pywin32 using ctypes/cffi"
-optional = false
-python-versions = ">=3.6"
-files = [
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-
 [[package]]
 name = "pywinpty"
 version = "2.0.13"
@@ -5232,111 +4829,6 @@ packaging = "*"
 [package.extras]
 test = ["pytest (>=6,!=7.0.0,!=7.0.1)", "pytest-cov (>=3.0.0)", "pytest-qt"]
 
-[[package]]
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-description = "rapid fuzzy string matching"
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-python-versions = ">=3.8"
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-
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 [package.extras]
 rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
 
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@@ -5822,21 +5300,6 @@ dev = ["flake8", "flit", "mypy", "pandas-stubs", "pre-commit", "pytest", "pytest
 docs = ["ipykernel", "nbconvert", "numpydoc", "pydata_sphinx_theme (==0.10.0rc2)", "pyyaml", "sphinx (<6.0.0)", "sphinx-copybutton", "sphinx-design", "sphinx-issues"]
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 [[package]]
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 [[package]]
 name = "textual"
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 python-versions = "<4.0,>=3.8"
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-optional = false
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-
-[package.dependencies]
-cffi = ">=1.16.0"
-
-[package.extras]
-test = ["pytest"]
-
 [[package]]
 name = "yarl"
 version = "1.9.4"
@@ -7202,4 +6570,4 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 [metadata]
 lock-version = "2.0"
 python-versions = "~3.10"
-content-hash = "2734e76479d7a56fdd8aff604a2df8ec3c7bf2e5f49962547de45ed9668fc131"
+content-hash = "9115ee8882f896593cebf763b24b6a65da1c10bd888b92863d5b41b82ec10914"
diff --git a/pyproject.toml b/pyproject.toml
index 5188268..0364f74 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "graphrag-solution-accelerator"
-version = "0.0.1"
+version = "0.1.1"
 description = ""
 authors = [
     "Josh Bradley <joshbradley@microsoft.com>",
@@ -46,7 +46,7 @@ environs = ">=9.5.0"
 fastapi = ">=0.110.0"
 fastparquet = ">=2023.10.1"
 fsspec = ">=2024.2.0"
-graphrag = {path = "backend/graphrag-wheel/graphrag-0.0.1-py3-none-any.whl"}
+graphrag = "==0.1.1"
 graspologic = ">=3.3.0"
 httpx = ">=0.25.2"
 kubernetes = ">=29.0.0"