diff --git a/incident_scraper/data/xgb_prediction_model.pkl b/incident_scraper/data/xgb_prediction_model.pkl
index af13dd9..5bf9b3e 100644
Binary files a/incident_scraper/data/xgb_prediction_model.pkl and b/incident_scraper/data/xgb_prediction_model.pkl differ
diff --git a/incident_scraper/data/xgb_types.pkl b/incident_scraper/data/xgb_types.pkl
index 19b79c7..0b42370 100644
Binary files a/incident_scraper/data/xgb_types.pkl and b/incident_scraper/data/xgb_types.pkl differ
diff --git a/incident_scraper/data/xgb_vectorizer.pkl b/incident_scraper/data/xgb_vectorizer.pkl
index 9a83a8c..ae7cc10 100644
Binary files a/incident_scraper/data/xgb_vectorizer.pkl and b/incident_scraper/data/xgb_vectorizer.pkl differ
diff --git a/poetry.lock b/poetry.lock
index c50545e..d0967ab 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -864,13 +864,13 @@ files = [
 
 [[package]]
 name = "nltk"
-version = "3.8.1"
+version = "3.9"
 description = "Natural Language Toolkit"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "nltk-3.8.1-py3-none-any.whl", hash = "sha256:fd5c9109f976fa86bcadba8f91e47f5e9293bd034474752e92a520f81c93dda5"},
-    {file = "nltk-3.8.1.zip", hash = "sha256:1834da3d0682cba4f2cede2f9aad6b0fafb6461ba451db0efb6f9c39798d64d3"},
+    {file = "nltk-3.9-py3-none-any.whl", hash = "sha256:d17863e861bb33ac617893329d71d06a3dfb7e3eb9ee0b8105281c53944a45a1"},
+    {file = "nltk-3.9.tar.gz", hash = "sha256:e98acac454407fa38b76cccb29208d377731cf7fab68f323754a3681f104531f"},
 ]
 
 [package.dependencies]
@@ -1834,4 +1834,4 @@ scikit-learn = ["scikit-learn"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "a4f87c35b87b925501dee8d4724a97c918901b79ce80ff772f6a2c8e18fe3c9c"
+content-hash = "e78597034ca05d56b39a84fb680e2e722feee6172158b77206dc2abf56f7fb64"
diff --git a/pyproject.toml b/pyproject.toml
index 486d0d3..e0869df 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -29,7 +29,7 @@ neattext = "^0.1.3"
 click = "^8.1.7"
 textblob = "^0.17.1"
 censusgeocode = "^0.5.2"
-nltk = "^3.8.1"
+nltk = "^3.9"
 pydrive2 = "^1.19.0"
 
 [build-system]
diff --git a/requirements.txt b/requirements.txt
index 8cdbe24..5d11499 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -414,9 +414,9 @@ lxml==4.9.4 ; python_version >= "3.11" and python_version < "4.0" \
 neattext==0.1.3 ; python_version >= "3.11" and python_version < "4.0" \
     --hash=sha256:23a44ea946024bbde20487ba05a82a8c963cee4cefba40c138dc8076fc18792e \
     --hash=sha256:8eb0716f4e69a307d8f88c01f887e9690b9f4c84cc278a48fa4cbed6be798f2a
-nltk==3.8.1 ; python_version >= "3.11" and python_version < "4.0" \
-    --hash=sha256:1834da3d0682cba4f2cede2f9aad6b0fafb6461ba451db0efb6f9c39798d64d3 \
-    --hash=sha256:fd5c9109f976fa86bcadba8f91e47f5e9293bd034474752e92a520f81c93dda5
+nltk==3.9 ; python_version >= "3.11" and python_version < "4.0" \
+    --hash=sha256:d17863e861bb33ac617893329d71d06a3dfb7e3eb9ee0b8105281c53944a45a1 \
+    --hash=sha256:e98acac454407fa38b76cccb29208d377731cf7fab68f323754a3681f104531f
 nodeenv==1.9.1 ; python_version >= "3.11" and python_version < "4.0" \
     --hash=sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f \
     --hash=sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9