diff --git a/poetry.lock b/poetry.lock
index 4b1a42b..05ecf72 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,36 +1,18 @@
 # This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
 
-[[package]]
-name = "asttokens"
-version = "2.4.1"
-description = "Annotate AST trees with source code positions"
-optional = false
-python-versions = "*"
-files = [
-    {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
-    {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
-]
-
-[package.dependencies]
-six = ">=1.12.0"
-
-[package.extras]
-astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
-test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
-
 [[package]]
 name = "boto3"
-version = "1.34.40"
+version = "1.34.67"
 description = "The AWS SDK for Python"
 optional = false
-python-versions = ">= 3.8"
+python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.34.40-py3-none-any.whl", hash = "sha256:49eb215e4142d441e26eedaf5d0b43065200f0849d82c904bc9a62d1328016cd"},
-    {file = "boto3-1.34.40.tar.gz", hash = "sha256:81d026ed8c8305b880c71f9f287f9b745b52bd358a91cfc133844c907db4d7ee"},
+    {file = "boto3-1.34.67-py3-none-any.whl", hash = "sha256:473febdf2606cf36f14c470dc3ff1b986efac15f69e37eb0fd728d42749065dd"},
+    {file = "boto3-1.34.67.tar.gz", hash = "sha256:950161d438ae1bf31374f04175e5f2624a5de8109674ff80f4de5d962313072a"},
 ]
 
 [package.dependencies]
-botocore = ">=1.34.40,<1.35.0"
+botocore = ">=1.34.67,<1.35.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -39,19 +21,19 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.34.40"
+version = "1.34.67"
 description = "Low-level, data-driven core of boto 3."
 optional = false
-python-versions = ">= 3.8"
+python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.34.40-py3-none-any.whl", hash = "sha256:a3edd774653a61a1b211e4ea88cdb1c2655ffcc7660ba77b41a4027b097d145d"},
-    {file = "botocore-1.34.40.tar.gz", hash = "sha256:cb794bdb5b3d41845749a182ec93cb1453560e52b97ae0ab43ace81deb011f6d"},
+    {file = "botocore-1.34.67-py3-none-any.whl", hash = "sha256:56002d7c046ec134811dd079469692ab82919c9840ea4e1c1c373a1d228e37ae"},
+    {file = "botocore-1.34.67.tar.gz", hash = "sha256:fc094c055a6ac151820a4d8e28f7b30d03e02695ce180527520a5e219b14e8a1"},
 ]
 
 [package.dependencies]
 jmespath = ">=0.7.1,<2.0.0"
 python-dateutil = ">=2.1,<3.0.0"
-urllib3 = {version = ">=1.25.4,<2.1", markers = "python_version >= \"3.10\""}
+urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
 
 [package.extras]
 crt = ["awscrt (==0.19.19)"]
@@ -167,26 +149,24 @@ files = [
 ]
 
 [[package]]
-name = "colorama"
-version = "0.4.6"
-description = "Cross-platform colored terminal text."
+name = "dataio"
+version = "0.1.0"
+description = ""
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-files = [
-    {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
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-]
+python-versions = "^3.11"
+files = []
+develop = false
 
-[[package]]
-name = "decorator"
-version = "5.1.1"
-description = "Decorators for Humans"
-optional = false
-python-versions = ">=3.5"
-files = [
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-]
+[package.dependencies]
+boto3 = "^1.34.64"
+pandas = "^2.2.1"
+pyyaml = "^6.0.1"
+
+[package.source]
+type = "git"
+url = "git@github.com:dsih-artpark/dataio.git"
+reference = "HEAD"
+resolved_reference = "2eee3de702ca8751d507e5f1970963af15663979"
 
 [[package]]
 name = "et-xmlfile"
@@ -199,20 +179,6 @@ files = [
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 ]
 
-[[package]]
-name = "executing"
-version = "2.0.1"
-description = "Get the currently executing AST node of a frame, and other information"
-optional = false
-python-versions = ">=3.5"
-files = [
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-
-[package.extras]
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-
 [[package]]
 name = "fuzzywuzzy"
 version = "0.18.0"
@@ -238,60 +204,6 @@ files = [
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-description = "IPython: Productive Interactive Computing"
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-
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-decorator = "*"
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-pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
-prompt-toolkit = ">=3.0.41,<3.1.0"
-pygments = ">=2.4.0"
-stack-data = "*"
-traitlets = ">=5.13.0"
-
-[package.extras]
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-black = ["black"]
-doc = ["docrepr", "exceptiongroup", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "stack-data", "typing-extensions"]
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-nbconvert = ["nbconvert"]
-nbformat = ["nbformat"]
-notebook = ["ipywidgets", "notebook"]
-parallel = ["ipyparallel"]
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-test = ["pickleshare", "pytest (<8)", "pytest-asyncio (<0.22)", "testpath"]
-test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
-
-[[package]]
-name = "jedi"
-version = "0.19.1"
-description = "An autocompletion tool for Python that can be used for text editors."
-optional = false
-python-versions = ">=3.6"
-files = [
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-
-[package.dependencies]
-parso = ">=0.8.3,<0.9.0"
-
-[package.extras]
-docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
-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 = "jmespath"
 version = "1.0.1"
@@ -405,20 +317,6 @@ files = [
 [package.dependencies]
 rapidfuzz = ">=3.1.0,<4.0.0"
 
-[[package]]
-name = "matplotlib-inline"
-version = "0.1.6"
-description = "Inline Matplotlib backend for Jupyter"
-optional = false
-python-versions = ">=3.5"
-files = [
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-
-[package.dependencies]
-traitlets = "*"
-
 [[package]]
 name = "numpy"
 version = "1.26.4"
@@ -480,40 +378,40 @@ et-xmlfile = "*"
 
 [[package]]
 name = "pandas"
-version = "2.2.0"
+version = "2.2.1"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
 files = [
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+    {file = "rapidfuzz-3.6.2.tar.gz", hash = "sha256:cf911e792ab0c431694c9bf2648afabfd92099103f2e31492893e078ddca5e1a"},
 ]
 
 [package.extras]
@@ -845,13 +661,13 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "s3transfer"
-version = "0.10.0"
+version = "0.10.1"
 description = "An Amazon S3 Transfer Manager"
 optional = false
 python-versions = ">= 3.8"
 files = [
-    {file = "s3transfer-0.10.0-py3-none-any.whl", hash = "sha256:3cdb40f5cfa6966e812209d0994f2a4709b561c88e90cf00c2696d2df4e56b2e"},
-    {file = "s3transfer-0.10.0.tar.gz", hash = "sha256:d0c8bbf672d5eebbe4e57945e23b972d963f07d82f661cabf678a5c88831595b"},
+    {file = "s3transfer-0.10.1-py3-none-any.whl", hash = "sha256:ceb252b11bcf87080fb7850a224fb6e05c8a776bab8f2b64b7f25b969464839d"},
+    {file = "s3transfer-0.10.1.tar.gz", hash = "sha256:5683916b4c724f799e600f41dd9e10a9ff19871bf87623cc8f491cb4f5fa0a19"},
 ]
 
 [package.dependencies]
@@ -871,40 +687,6 @@ files = [
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
 ]
 
-[[package]]
-name = "stack-data"
-version = "0.6.3"
-description = "Extract data from python stack frames and tracebacks for informative displays"
-optional = false
-python-versions = "*"
-files = [
-    {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
-    {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
-]
-
-[package.dependencies]
-asttokens = ">=2.1.0"
-executing = ">=1.2.0"
-pure-eval = "*"
-
-[package.extras]
-tests = ["cython", "littleutils", "pygments", "pytest", "typeguard"]
-
-[[package]]
-name = "traitlets"
-version = "5.14.1"
-description = "Traitlets Python configuration system"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "traitlets-5.14.1-py3-none-any.whl", hash = "sha256:2e5a030e6eff91737c643231bfcf04a65b0132078dad75e4936700b213652e74"},
-    {file = "traitlets-5.14.1.tar.gz", hash = "sha256:8585105b371a04b8316a43d5ce29c098575c2e477850b62b848b964f1444527e"},
-]
-
-[package.extras]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
-test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<7.5)", "pytest-mock", "pytest-mypy-testing"]
-
 [[package]]
 name = "tzdata"
 version = "2024.1"
@@ -918,33 +700,22 @@ files = [
 
 [[package]]
 name = "urllib3"
-version = "2.0.7"
+version = "2.2.1"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "urllib3-2.0.7-py3-none-any.whl", hash = "sha256:fdb6d215c776278489906c2f8916e6e7d4f5a9b602ccbcfdf7f016fc8da0596e"},
-    {file = "urllib3-2.0.7.tar.gz", hash = "sha256:c97dfde1f7bd43a71c8d2a58e369e9b2bf692d1334ea9f9cae55add7d0dd0f84"},
+    {file = "urllib3-2.2.1-py3-none-any.whl", hash = "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d"},
+    {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"},
 ]
 
 [package.extras]
 brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
-secure = ["certifi", "cryptography (>=1.9)", "idna (>=2.0.0)", "pyopenssl (>=17.1.0)", "urllib3-secure-extra"]
+h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
-[[package]]
-name = "wcwidth"
-version = "0.2.13"
-description = "Measures the displayed width of unicode strings in a terminal"
-optional = false
-python-versions = "*"
-files = [
-    {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
-    {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
-]
-
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "a9b8928e119e14cc24e5430d42232017967d38972fe7a432d9b946ac8e9ade01"
+content-hash = "394d4b5ff99d4930d2ba23948704b7c816374af8f5c809e08371460309df38d9"
diff --git a/pyproject.toml b/pyproject.toml
index 06de095..0f9d8f4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,7 +14,7 @@ fuzzywuzzy = "^0.18.0"
 openpyxl = "^3.1.2"
 python-levenshtein = "^0.25.0"
 pyyaml = "^6.0.1"
-ipython = "^8.22.2"
+dataio = {git = "git@github.com:dsih-artpark/dataio.git"}
 
 
 [build-system]
diff --git a/src/epipipeline/standardise/dengue/karnataka.py b/src/epipipeline/standardise/dengue/karnataka.py
index 70bba3a..1348043 100644
--- a/src/epipipeline/standardise/dengue/karnataka.py
+++ b/src/epipipeline/standardise/dengue/karnataka.py
@@ -15,7 +15,6 @@
 import requests
 import yaml
 
-
 pd.set_option('future.no_silent_downcasting', True)
 
 
@@ -135,7 +134,7 @@ def standardise_ka_linelist_v1(preprocessed_data_dict, regionIDs_dict,
     missing_cols = list(missing_cols)
 
     df = pd.concat(standardised_data_dict.values(), ignore_index=True)
-    df = df.drop(columns=missing_cols, errors='ignore')
+    # df = df.drop(columns=missing_cols, errors='ignore')
 
     if version == "v2":
         df["metadata.primaryDate"] = df["event.symptomOnsetDate"].fillna(df["event.test.sampleCollectionDate"]).fillna(df["event.test.resultDate"])  # noqa: E501
diff --git a/src/epipipeline/standardise/gisdata/__init__.py b/src/epipipeline/standardise/gisdata/__init__.py
index 2e1e2fb..9a2d9b8 100644
--- a/src/epipipeline/standardise/gisdata/__init__.py
+++ b/src/epipipeline/standardise/gisdata/__init__.py
@@ -129,7 +129,9 @@ def fuzzy_matching(string, choices, threshold):
     # what does process.extractOne do?
     best_match = process.extractOne(str(string), choices)
 
-    if best_match[1] > threshold:
+    if best_match is None:
+        return None
+    elif best_match[1] > threshold:
         return best_match[0]
     else:
         return None