diff --git a/.env b/.env
index babbf86..cc4a3a8 100644
--- a/.env
+++ b/.env
@@ -1,3 +1,3 @@
 PREFIX=databaseline/zoose
 BASE=databaseline/zoose-base
-TAG=4.3.0
+TAG=4.4.0
diff --git a/base/requirements.in b/base/requirements.in
index e86ecf7..1f12297 100644
--- a/base/requirements.in
+++ b/base/requirements.in
@@ -32,5 +32,6 @@ seaborn
 shap
 spacy
 statsmodels
+thefuzz
 tikzplotlib
 tqdm
diff --git a/base/requirements.txt b/base/requirements.txt
index ec5cacd..ee17cec 100644
--- a/base/requirements.txt
+++ b/base/requirements.txt
@@ -540,6 +540,8 @@ pyzmq==25.1.0
     #   notebook
 queuelib==1.6.2
     # via scrapy
+rapidfuzz==3.5.2
+    # via thefuzz
 regex==2023.5.5
     # via nltk
 requests==2.31.0
@@ -639,6 +641,8 @@ terminado==0.17.1
     #   jupyter-server-terminals
     #   nbclassic
     #   notebook
+thefuzz==0.20.0
+    # via -r /app/reqs/requirements.in
 thinc==8.1.10
     # via spacy
 threadpoolctl==3.1.0
diff --git a/neo4j/requirements.txt b/neo4j/requirements.txt
index 60c2920..98acb70 100644
--- a/neo4j/requirements.txt
+++ b/neo4j/requirements.txt
@@ -1 +1 @@
-py2neo==2021.2.3
+py2neo==2021.2.4