diff --git a/README.md b/README.md
index 2378c9ce..c87a06e3 100644
--- a/README.md
+++ b/README.md
@@ -190,6 +190,13 @@ For a production environment:
 poetry install --only main,pg
 ```
 
+_Important note_: The `uszipcodes` dependency is pinned because we also rely on a [repo-local](./data/simple_db.sqlite)
+copy of the [release-specific version](https://github.com/MacHu-GWU/uszipcode-project/releases) of the
+associated "simple" (versus "comprehensive") database (e.g.,
+[this file](https://github.com/MacHu-GWU/uszipcode-project/releases/download/1.0.1.db/simple_db.sqlite)
+for release 1.0.1). When updating this dependency, it is important to obtain the corresponding database and store it as
+`./data/simple_db.sqlite`, since that is where the code expects to find it.
+
 ### Initialize the database
 
 To initialize a fresh database (ie no tables yet created) use the following script:
diff --git a/data/simple_db.sqlite b/data/simple_db.sqlite
index 1710d1fb..356c1eaf 100644
Binary files a/data/simple_db.sqlite and b/data/simple_db.sqlite differ
diff --git a/model.py b/model.py
index 9c195c35..4cb795d0 100644
--- a/model.py
+++ b/model.py
@@ -32,11 +32,16 @@
 )
 from sqlalchemy import exc as sa_exc
 from sqlalchemy import func
-from sqlalchemy.exc import IntegrityError
-from sqlalchemy.ext.declarative import declarative_base
+from sqlalchemy.exc import IntegrityError, MultipleResultsFound, NoResultFound
 from sqlalchemy.ext.hybrid import hybrid_property
-from sqlalchemy.orm import aliased, backref, relationship, sessionmaker, validates
-from sqlalchemy.orm.exc import MultipleResultsFound, NoResultFound
+from sqlalchemy.orm import (
+    aliased,
+    backref,
+    declarative_base,
+    relationship,
+    sessionmaker,
+    validates,
+)
 from sqlalchemy.orm.session import Session
 from sqlalchemy.sql import compiler
 from sqlalchemy.sql.expression import (
@@ -1644,7 +1649,7 @@ def lookup_one_through_external_source(self, name):
             return None
 
         search = uszipcode.SearchEngine(
-            db_file_dir=Configuration.DATADIR, simple_zipcode=True
+            db_file_path=f"{Configuration.DATADIR}/simple_db.sqlite"
         )
         state = self.abbreviated_name
         uszipcode_matches = []
@@ -1654,6 +1659,7 @@ def lookup_one_through_external_source(self, name):
         ):
             # The given name is an exact match for one of the
             # cities. Let's look up every ZIP code for that city.
+            # `returns=None` here means to not limit the number of results.
             uszipcode_matches = search.by_city_and_state(name, state, returns=None)
 
         # Look up a Place object for each ZIP code and return the
diff --git a/poetry.lock b/poetry.lock
index 10a1b66c..e87f52d9 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -506,6 +506,20 @@ files = [
 bcrypt = ">=3.1.1"
 Flask = "*"
 
+[[package]]
+name = "fuzzywuzzy"
+version = "0.18.0"
+description = "Fuzzy string matching in python"
+optional = false
+python-versions = "*"
+files = [
+    {file = "fuzzywuzzy-0.18.0-py2.py3-none-any.whl", hash = "sha256:928244b28db720d1e0ee7587acf660ea49d7e4c632569cad4f1cd7e68a5f0993"},
+    {file = "fuzzywuzzy-0.18.0.tar.gz", hash = "sha256:45016e92264780e58972dca1b3d939ac864b78437422beecebb3095f8efd00e8"},
+]
+
+[package.extras]
+speedup = ["python-levenshtein (>=0.12)"]
+
 [[package]]
 name = "geoalchemy2"
 version = "0.11.1"
@@ -614,6 +628,17 @@ gevent = ["gevent (>=1.4.0)"]
 setproctitle = ["setproctitle"]
 tornado = ["tornado (>=0.2)"]
 
+[[package]]
+name = "haversine"
+version = "2.8.0"
+description = "Calculate the distance between 2 points on Earth."
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "haversine-2.8.0-py2.py3-none-any.whl", hash = "sha256:524529d6c39619a513629b68331ce8153ccfc7c30049ed43405c27b12614e8f6"},
+    {file = "haversine-2.8.0.tar.gz", hash = "sha256:cca39afd2ae5f1e6ed9231b332395bb8afb2e0a64edf70c238c176492e60c150"},
+]
+
 [[package]]
 name = "identify"
 version = "2.5.18"
@@ -726,6 +751,120 @@ files = [
     {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"},
 ]
 
+[[package]]
+name = "levenshtein"
+version = "0.21.1"
+description = "Python extension for computing string edit distances and similarities."
+optional = false
+python-versions = ">=3.6"
+files = [
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 version = "1.0.1"
@@ -1104,6 +1243,23 @@ nodeenv = ">=0.11.1"
 pyyaml = ">=5.1"
 virtualenv = ">=20.10.0"
 
+[[package]]
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+
 [[package]]
 name = "psycopg2"
 version = "2.9.6"
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 [package.dependencies]
 six = ">=1.5"
 
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+description = "Python extension for computing string edit distances and similarities."
+optional = false
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 version = "2022.7.1"
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+    {file = "rapidfuzz-3.1.1.tar.gz", hash = "sha256:a06a08be3cb7d7df7993dd16e84aaf59bd5a7ff98a9f1b3e893d18b273a71c64"},
+]
+
+[package.extras]
+full = ["numpy"]
+
 [[package]]
 name = "requests"
 version = "2.31.0"
@@ -1597,6 +1871,25 @@ postgresql-psycopg2cffi = ["psycopg2cffi"]
 pymysql = ["pymysql", "pymysql (<1)"]
 sqlcipher = ["sqlcipher3-binary"]
 
+[[package]]
+name = "sqlalchemy-mate"
+version = "1.4.28.4"
+description = "A library extend sqlalchemy module, makes CRUD easier."
+optional = false
+python-versions = "*"
+files = [
+    {file = "sqlalchemy_mate-1.4.28.4-py2.py3-none-any.whl", hash = "sha256:1bc704c9341991fd8bb7bef574ac2d843e4311fecfa10623cbafda40fde51278"},
+    {file = "sqlalchemy_mate-1.4.28.4.tar.gz", hash = "sha256:bff5fe2a5c965f5c438fe907360abe90eb4de33028c389ae43556194826924dc"},
+]
+
+[package.dependencies]
+prettytable = "*"
+sqlalchemy = ">=1.4.1,<2.0.0"
+
+[package.extras]
+docs = ["docfly (==1.0.2)", "furo (==2021.8.31)", "rstobj (==0.0.7)", "sphinx (==4.3.0)", "sphinx-copybutton (==0.4.0)", "sphinx-inline-tabs (==2021.8.17b10)", "sphinx-jinja (==1.1.1)"]
+tests = ["attrs", "pandas", "pg8000", "pytest", "pytest-cov", "superjson"]
+
 [[package]]
 name = "tomli"
 version = "2.0.1"
@@ -1696,24 +1989,28 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "uszipcode"
-version = "0.2.6"
-description = "USA zipcode programmable database, includes up-to-date census and geometry information."
+version = "1.0.1"
+description = "USA zipcode programmable database, includes 2020 census data and geometry information."
 optional = false
 python-versions = "*"
 files = [
-    {file = "uszipcode-0.2.6-py2.py3-none-any.whl", hash = "sha256:f1b30034d1d634bdf440f62ef61dbe2d3d6d9021c939ff9499b15e0a779fec18"},
-    {file = "uszipcode-0.2.6.tar.gz", hash = "sha256:80072754f17675d7667345ef9f01b0195e783acbf4f43e3f1e69cfd632c64b28"},
+    {file = "uszipcode-1.0.1-py2.py3-none-any.whl", hash = "sha256:19bd1ee160e96544fbeefb624540ce342ae139462cce5465ae1dff6819cdbedc"},
+    {file = "uszipcode-1.0.1.tar.gz", hash = "sha256:c1bc2e0e47f4f4446447b6be205e76943f7978a4dcd651d4059c78002634cabb"},
 ]
 
 [package.dependencies]
+atomicwrites = "*"
 attrs = "*"
+fuzzywuzzy = "*"
+haversine = ">=2.5.0"
 pathlib-mate = "*"
 requests = "*"
-SQLAlchemy = "*"
+SQLAlchemy = ">=1.4.0"
+sqlalchemy-mate = ">=1.4.28.3"
 
 [package.extras]
-docs = ["docfly (>=0.0.17)", "pygments", "rstobj (>=0.0.5)", "sphinx (==1.8.1)", "sphinx-copybutton", "sphinx-jinja", "sphinx-rtd-theme"]
-tests = ["pytest (==3.2.3)", "pytest-cov (==2.5.1)", "python-Levenshtein"]
+docs = ["docfly (==1.0.2)", "furo (==2021.8.31)", "rstobj (==0.0.7)", "sphinx (==4.3.0)", "sphinx-copybutton (==0.4.0)", "sphinx-inline-tabs (==2021.8.17b10)", "sphinx-jinja (==1.1.1)"]
+tests = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "virtualenv"
@@ -1735,6 +2032,17 @@ platformdirs = ">=2.4,<4"
 docs = ["furo (>=2022.12.7)", "proselint (>=0.13)", "sphinx (>=6.1.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=22.12)"]
 test = ["covdefaults (>=2.2.2)", "coverage (>=7.1)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23)", "pytest (>=7.2.1)", "pytest-env (>=0.8.1)", "pytest-freezegun (>=0.4.2)", "pytest-mock (>=3.10)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)"]
 
+[[package]]
+name = "wcwidth"
+version = "0.2.6"
+description = "Measures the displayed width of unicode strings in a terminal"
+optional = false
+python-versions = "*"
+files = [
+    {file = "wcwidth-0.2.6-py2.py3-none-any.whl", hash = "sha256:795b138f6875577cd91bba52baf9e445cd5118fd32723b460e30a0af30ea230e"},
+    {file = "wcwidth-0.2.6.tar.gz", hash = "sha256:a5220780a404dbe3353789870978e472cfe477761f06ee55077256e509b156d0"},
+]
+
 [[package]]
 name = "websocket-client"
 version = "1.5.1"
@@ -1874,4 +2182,4 @@ pg-binary = []
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8,<4"
-content-hash = "7c1473cdd1fea219f95ac07b8afb0e6504394cfbc8bf424ab49a30e22a2ebacd"
+content-hash = "055dcca708089988df90ed25ff26b1282298cf9aaf69fcb1244aa54de4a430bd"
diff --git a/pyproject.toml b/pyproject.toml
index 8f8c36f8..35ea622a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -35,9 +35,10 @@ Pillow = "*"
 pycryptodome = "*"
 PyJWT = "*"
 python = ">=3.8,<4"
+python-levenshtein = "^0.21.1"
 requests = "*"
 SQLAlchemy = "^1.4"
-uszipcode = "==0.2.6"
+uszipcode = "==1.0.1"
 
 [tool.poetry.extras]
 pg = ["psycopg2"]