diff --git a/poetry.lock b/poetry.lock
index 2a233f2..2361793 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.5.0 and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
@@ -124,26 +124,41 @@ frozenlist = ">=1.1.0"
 
 [[package]]
 name = "altair"
-version = "5.0.1"
+version = "5.1.1"
 description = "Vega-Altair: A declarative statistical visualization library for Python."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "altair-5.0.1-py3-none-any.whl", hash = "sha256:9f3552ed5497d4dfc14cf48a76141d8c29ee56eae2873481b4b28134268c9bbe"},
-    {file = "altair-5.0.1.tar.gz", hash = "sha256:087d7033cb2d6c228493a053e12613058a5d47faf6a36aea3ff60305fd8b4cb0"},
+    {file = "altair-5.1.1-py3-none-any.whl", hash = "sha256:bb421459b53c80ad45f2bd009c87da2a81165b8f7d5a90658e0fc1ffc741bf34"},
+    {file = "altair-5.1.1.tar.gz", hash = "sha256:ad6cd6983c8db69a34dd68e42653f6172b7fc3775b7190005107f1b4fc60d64d"},
 ]
 
 [package.dependencies]
 jinja2 = "*"
 jsonschema = ">=3.0"
 numpy = "*"
-pandas = ">=0.18"
+packaging = "*"
+pandas = ">=0.25"
 toolz = "*"
 typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-dev = ["black (<24)", "hatch", "ipython", "m2r", "mypy", "pandas-stubs", "pytest", "pytest-cov", "ruff", "types-jsonschema", "types-setuptools", "vega-datasets", "vl-convert-python"]
-doc = ["docutils", "geopandas", "jinja2", "myst-parser", "numpydoc", "pillow", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"]
+dev = ["anywidget", "black (<24)", "hatch", "ipython", "m2r", "mypy", "pandas-stubs", "pyarrow (>=11)", "pytest", "pytest-cov", "ruff", "types-jsonschema", "types-setuptools", "vega-datasets", "vegafusion[embed] (>=1.4.0)", "vl-convert-python (>=0.13.0)"]
+doc = ["docutils", "geopandas", "jinja2", "myst-parser", "numpydoc", "pillow (>=9,<10)", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"]
+
+[[package]]
+name = "annotated-types"
+version = "0.5.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "annotated_types-0.5.0-py3-none-any.whl", hash = "sha256:58da39888f92c276ad970249761ebea80ba544b77acddaa1a4d6cf78287d45fd"},
+    {file = "annotated_types-0.5.0.tar.gz", hash = "sha256:47cdc3490d9ac1506ce92c7aaa76c579dc3509ff11e098fc867e5130ab7be802"},
+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
 
 [[package]]
 name = "astroid"
@@ -192,13 +207,13 @@ tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pyte
 
 [[package]]
 name = "autoflake"
-version = "2.2.0"
+version = "2.2.1"
 description = "Removes unused imports and unused variables"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "autoflake-2.2.0-py3-none-any.whl", hash = "sha256:de409b009a34c1c2a7cc2aae84c4c05047f9773594317c6a6968bd497600d4a0"},
-    {file = "autoflake-2.2.0.tar.gz", hash = "sha256:62e1f74a0fdad898a96fee6f99fe8241af90ad99c7110c884b35855778412251"},
+    {file = "autoflake-2.2.1-py3-none-any.whl", hash = "sha256:265cde0a43c1f44ecfb4f30d95b0437796759d07be7706a2f70e4719234c0f79"},
+    {file = "autoflake-2.2.1.tar.gz", hash = "sha256:62b7b6449a692c3c9b0c916919bbc21648da7281e8506bcf8d3f8280e431ebc1"},
 ]
 
 [package.dependencies]
@@ -258,33 +273,33 @@ yaml = ["PyYAML"]
 
 [[package]]
 name = "black"
-version = "23.7.0"
+version = "23.9.1"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -294,7 +309,7 @@ packaging = ">=22.0"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
+typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
@@ -313,6 +328,49 @@ files = [
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 ]
 
+[[package]]
+name = "blis"
+version = "0.7.10"
+description = "The Blis BLAS-like linear algebra library, as a self-contained C-extension."
+optional = false
+python-versions = "*"
+files = [
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+
+[package.dependencies]
+numpy = [
+    {version = ">=1.15.0", markers = "python_version < \"3.9\""},
+    {version = ">=1.19.0", markers = "python_version >= \"3.9\""},
+]
+
 [[package]]
 name = "branca"
 version = "0.6.0"
@@ -352,22 +410,23 @@ virtualenv = ["virtualenv (>=20.0.35)"]
 
 [[package]]
 name = "cachecontrol"
-version = "0.12.14"
+version = "0.13.1"
 description = "httplib2 caching for requests"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
-lockfile = {version = ">=0.9", optional = true, markers = "extra == \"filecache\""}
+filelock = {version = ">=3.8.0", optional = true, markers = "extra == \"filecache\""}
 msgpack = ">=0.5.2"
-requests = "*"
+requests = ">=2.16.0"
 
 [package.extras]
-filecache = ["lockfile (>=0.9)"]
+dev = ["CacheControl[filecache,redis]", "black", "build", "cherrypy", "mypy", "pytest", "pytest-cov", "sphinx", "tox", "types-redis", "types-requests"]
+filecache = ["filelock (>=3.8.0)"]
 redis = ["redis (>=2.10.5)"]
 
 [[package]]
@@ -381,6 +440,17 @@ files = [
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 ]
 
+[[package]]
+name = "catalogue"
+version = "2.0.9"
+description = "Super lightweight function registries for your library"
+optional = false
+python-versions = ">=3.6"
+files = [
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+]
+
 [[package]]
 name = "certifi"
 version = "2023.7.22"
@@ -592,65 +662,80 @@ files = [
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 ]
 
+[[package]]
+name = "confection"
+version = "0.1.3"
+description = "The sweetest config system for Python"
+optional = false
+python-versions = ">=3.6"
+files = [
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+]
+
+[package.dependencies]
+pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<3.0.0"
+srsly = ">=2.4.0,<3.0.0"
+
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 name = "coverage"
-version = "7.3.0"
+version = "7.3.1"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.8"
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 test = ["pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
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 version = "1.2.14"
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 [package.dependencies]
@@ -831,6 +958,23 @@ https = ["urllib3 (>=1.24.1)"]
 paramiko = ["paramiko"]
 pgp = ["gpg"]
 
+[[package]]
+name = "en-core-web-md"
+version = "3.6.0"
+description = "English pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter, ner, attribute_ruler, lemmatizer."
+optional = false
+python-versions = "*"
+files = [
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+]
+
+[package.dependencies]
+spacy = ">=3.6.0,<3.7.0"
+
+[package.source]
+type = "url"
+url = "https://github.com/explosion/spacy-models/releases/download/en_core_web_md-3.6.0/en_core_web_md-3.6.0.tar.gz"
+
 [[package]]
 name = "exceptiongroup"
 version = "1.1.3"
@@ -847,18 +991,19 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "filelock"
-version = "3.12.2"
+version = "3.12.4"
 description = "A platform independent file lock."
 optional = false
-python-versions = ">=3.7"
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 ]
 
 [package.extras]
-docs = ["furo (>=2023.5.20)", "sphinx (>=7.0.1)", "sphinx-autodoc-typehints (>=1.23,!=1.23.4)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "diff-cover (>=7.5)", "pytest (>=7.3.1)", "pytest-cov (>=4.1)", "pytest-mock (>=3.10)", "pytest-timeout (>=2.1)"]
+docs = ["furo (>=2023.7.26)", "sphinx (>=7.1.2)", "sphinx-autodoc-typehints (>=1.24)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.3)", "diff-cover (>=7.7)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)", "pytest-timeout (>=2.1)"]
+typing = ["typing-extensions (>=4.7.1)"]
 
 [[package]]
 name = "folium"
@@ -963,13 +1108,13 @@ files = [
 
 [[package]]
 name = "geopy"
-version = "2.3.0"
+version = "2.4.0"
 description = "Python Geocoding Toolbox"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "geopy-2.3.0-py3-none-any.whl", hash = "sha256:4a29a16d41d8e56ba8e07310802a1cbdf098eeb6069cc3d6d3068fc770629ffc"},
-    {file = "geopy-2.3.0.tar.gz", hash = "sha256:228cd53b6eef699b2289d1172e462a90d5057779a10388a7366291812601187f"},
+    {file = "geopy-2.4.0-py3-none-any.whl", hash = "sha256:d2639a46d0ce4c091e9688b750ba94348a14b898a1e55c68f4b4a07e7d1afa20"},
+    {file = "geopy-2.4.0.tar.gz", hash = "sha256:a59392bf17adb486b25dbdd71fbed27733bdf24a2dac588047a619de56695e36"},
 ]
 
 [package.dependencies]
@@ -1000,38 +1145,20 @@ smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
-version = "3.1.32"
+version = "3.1.36"
 description = "GitPython is a Python library used to interact with Git repositories"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "GitPython-3.1.32-py3-none-any.whl", hash = "sha256:e3d59b1c2c6ebb9dfa7a184daf3b6dd4914237e7488a1730a6d8f6f5d0b4187f"},
-    {file = "GitPython-3.1.32.tar.gz", hash = "sha256:8d9b8cb1e80b9735e8717c9362079d3ce4c6e5ddeebedd0361b228c3a67a62f6"},
+    {file = "GitPython-3.1.36-py3-none-any.whl", hash = "sha256:8d22b5cfefd17c79914226982bb7851d6ade47545b1735a9d010a2a4c26d8388"},
+    {file = "GitPython-3.1.36.tar.gz", hash = "sha256:4bb0c2a6995e85064140d31a33289aa5dce80133a23d36fcd372d716c54d3ebf"},
 ]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
 
-[[package]]
-name = "html5lib"
-version = "1.1"
-description = "HTML parser based on the WHATWG HTML specification"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-files = [
-    {file = "html5lib-1.1-py2.py3-none-any.whl", hash = "sha256:0d78f8fde1c230e99fe37986a60526d7049ed4bf8a9fadbad5f00e22e58e041d"},
-    {file = "html5lib-1.1.tar.gz", hash = "sha256:b2e5b40261e20f354d198eae92afc10d750afb487ed5e50f9c4eaf07c184146f"},
-]
-
-[package.dependencies]
-six = ">=1.9"
-webencodings = "*"
-
 [package.extras]
-all = ["chardet (>=2.2)", "genshi", "lxml"]
-chardet = ["chardet (>=2.2)"]
-genshi = ["genshi"]
-lxml = ["lxml"]
+test = ["black", "coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mypy", "pre-commit", "pytest", "pytest-cov", "pytest-sugar", "virtualenv"]
 
 [[package]]
 name = "idna"
@@ -1172,51 +1299,34 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "jsonschema"
-version = "4.19.0"
+version = "4.17.3"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
 files = [
-    {file = "jsonschema-4.19.0-py3-none-any.whl", hash = "sha256:043dc26a3845ff09d20e4420d6012a9c91c9aa8999fa184e7efcfeccb41e32cb"},
-    {file = "jsonschema-4.19.0.tar.gz", hash = "sha256:6e1e7569ac13be8139b2dd2c21a55d350066ee3f80df06c608b398cdc6f30e8f"},
+    {file = "jsonschema-4.17.3-py3-none-any.whl", hash = "sha256:a870ad254da1a8ca84b6a2905cac29d265f805acc57af304784962a2aa6508f6"},
+    {file = "jsonschema-4.17.3.tar.gz", hash = "sha256:0f864437ab8b6076ba6707453ef8f98a6a0d512a80e93f8abdb676f737ecb60d"},
 ]
 
 [package.dependencies]
-attrs = ">=22.2.0"
+attrs = ">=17.4.0"
 importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
-jsonschema-specifications = ">=2023.03.6"
 pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
-referencing = ">=0.28.4"
-rpds-py = ">=0.7.1"
+pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
 format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
 
-[[package]]
-name = "jsonschema-specifications"
-version = "2023.7.1"
-description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "jsonschema_specifications-2023.7.1-py3-none-any.whl", hash = "sha256:05adf340b659828a004220a9613be00fa3f223f2b82002e273dee62fd50524b1"},
-    {file = "jsonschema_specifications-2023.7.1.tar.gz", hash = "sha256:c91a50404e88a1f6ba40636778e2ee08f6e24c5613fe4c53ac24578a5a7f72bb"},
-]
-
-[package.dependencies]
-importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
-referencing = ">=0.28.0"
-
 [[package]]
 name = "keyring"
-version = "23.13.1"
+version = "24.2.0"
 description = "Store and access your passwords safely."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "keyring-23.13.1-py3-none-any.whl", hash = "sha256:771ed2a91909389ed6148631de678f82ddc73737d85a927f382a8a1b157898cd"},
-    {file = "keyring-23.13.1.tar.gz", hash = "sha256:ba2e15a9b35e21908d0aaf4e0a47acc52d6ae33444df0da2b49d41a46ef6d678"},
+    {file = "keyring-24.2.0-py3-none-any.whl", hash = "sha256:4901caaf597bfd3bbd78c9a0c7c4c29fcd8310dab2cffefe749e916b6527acd6"},
+    {file = "keyring-24.2.0.tar.gz", hash = "sha256:ca0746a19ec421219f4d713f848fa297a661a8a8c1504867e55bfb5e09091509"},
 ]
 
 [package.dependencies]
@@ -1229,8 +1339,22 @@ SecretStorage = {version = ">=3.2", markers = "sys_platform == \"linux\""}
 
 [package.extras]
 completion = ["shtab"]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
-testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+
+[[package]]
+name = "langcodes"
+version = "3.3.0"
+description = "Tools for labeling human languages with IETF language tags"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "langcodes-3.3.0-py3-none-any.whl", hash = "sha256:4d89fc9acb6e9c8fdef70bcdf376113a3db09b67285d9e1d534de6d8818e7e69"},
+    {file = "langcodes-3.3.0.tar.gz", hash = "sha256:794d07d5a28781231ac335a1561b8442f8648ca07cd518310aeb45d6f0807ef6"},
+]
+
+[package.extras]
+data = ["language-data (>=1.1,<2.0)"]
 
 [[package]]
 name = "lazy-object-proxy"
@@ -1277,17 +1401,6 @@ files = [
     {file = "lazy_object_proxy-1.9.0-cp39-cp39-win_amd64.whl", hash = "sha256:db1c1722726f47e10e0b5fdbf15ac3b8adb58c091d12b3ab713965795036985f"},
 ]
 
-[[package]]
-name = "lockfile"
-version = "0.12.2"
-description = "Platform-independent file locking module"
-optional = false
-python-versions = "*"
-files = [
-    {file = "lockfile-0.12.2-py2.py3-none-any.whl", hash = "sha256:6c3cb24f344923d30b2785d5ad75182c8ea7ac1b6171b08657258ec7429d50fa"},
-    {file = "lockfile-0.12.2.tar.gz", hash = "sha256:6aed02de03cba24efabcd600b30540140634fc06cfa603822d508d5361e9f799"},
-]
-
 [[package]]
 name = "markdown-it-py"
 version = "3.0.0"
@@ -1559,6 +1672,48 @@ files = [
     {file = "multidict-6.0.4.tar.gz", hash = "sha256:3666906492efb76453c0e7b97f2cf459b0682e7402c0489a95484965dbc1da49"},
 ]
 
+[[package]]
+name = "murmurhash"
+version = "1.0.10"
+description = "Cython bindings for MurmurHash"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "murmurhash-1.0.10-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:3e90eef568adca5e17a91f96975e9a782ace3a617bbb3f8c8c2d917096e9bfeb"},
+    {file = "murmurhash-1.0.10-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f8ecb00cc1ab57e4b065f9fb3ea923b55160c402d959c69a0b6dbbe8bc73efc3"},
+    {file = "murmurhash-1.0.10-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3310101004d9e2e0530c2fed30174448d998ffd1b50dcbfb7677e95db101aa4b"},
+    {file = "murmurhash-1.0.10-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c65401a6f1778676253cbf89c1f45a8a7feb7d73038e483925df7d5943c08ed9"},
+    {file = "murmurhash-1.0.10-cp310-cp310-win_amd64.whl", hash = "sha256:f23f2dfc7174de2cdc5007c0771ab8376a2a3f48247f32cac4a5563e40c6adcc"},
+    {file = "murmurhash-1.0.10-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:90ed37ee2cace9381b83d56068334f77e3e30bc521169a1f886a2a2800e965d6"},
+    {file = "murmurhash-1.0.10-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:22e9926fdbec9d24ced9b0a42f0fee68c730438be3cfb00c2499fd495caec226"},
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+    {file = "murmurhash-1.0.10-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:db1171a3f9a10571931764cdbfaa5371f4cf5c23c680639762125cb075b833a5"},
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+    {file = "murmurhash-1.0.10-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:7024ab3498434f22f8e642ae31448322ad8228c65c8d9e5dc2d563d57c14c9b8"},
+    {file = "murmurhash-1.0.10-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:a99dedfb7f0cc5a4cd76eb409ee98d3d50eba024f934e705914f6f4d765aef2c"},
+    {file = "murmurhash-1.0.10-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8b580b8503647de5dd7972746b7613ea586270f17ac92a44872a9b1b52c36d68"},
+    {file = "murmurhash-1.0.10-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d75840212bf75eb1352c946c3cf1622dacddd6d6bdda34368237d1eb3568f23a"},
+    {file = "murmurhash-1.0.10-cp39-cp39-win_amd64.whl", hash = "sha256:a4209962b9f85de397c3203ea4b3a554da01ae9fd220fdab38757d4e9eba8d1a"},
+    {file = "murmurhash-1.0.10.tar.gz", hash = "sha256:5282aab1317804c6ebd6dd7f69f15ba9075aee671c44a34be2bde0f1b11ef88a"},
+]
+
 [[package]]
 name = "mypy"
 version = "1.5.1"
@@ -1673,13 +1828,13 @@ files = [
 
 [[package]]
 name = "openai"
-version = "0.27.8"
+version = "0.27.10"
 description = "Python client library for the OpenAI API"
 optional = false
 python-versions = ">=3.7.1"
 files = [
-    {file = "openai-0.27.8-py3-none-any.whl", hash = "sha256:e0a7c2f7da26bdbe5354b03c6d4b82a2f34bd4458c7a17ae1a7092c3e397e03c"},
-    {file = "openai-0.27.8.tar.gz", hash = "sha256:2483095c7db1eee274cebac79e315a986c4e55207bb4fa7b82d185b3a2ed9536"},
+    {file = "openai-0.27.10-py3-none-any.whl", hash = "sha256:beabd1757e3286fa166dde3b70ebb5ad8081af046876b47c14c41e203ed22a14"},
+    {file = "openai-0.27.10.tar.gz", hash = "sha256:60e09edf7100080283688748c6803b7b3b52d5a55d21890f3815292a0552d83b"},
 ]
 
 [package.dependencies]
@@ -1778,6 +1933,28 @@ files = [
     {file = "pathspec-0.11.2.tar.gz", hash = "sha256:e0d8d0ac2f12da61956eb2306b69f9469b42f4deb0f3cb6ed47b9cce9996ced3"},
 ]
 
+[[package]]
+name = "pathy"
+version = "0.10.2"
+description = "pathlib.Path subclasses for local and cloud bucket storage"
+optional = false
+python-versions = ">= 3.6"
+files = [
+    {file = "pathy-0.10.2-py3-none-any.whl", hash = "sha256:681bc98dbff28e7de3e50efa8246910f727e8ac254c4318c47ce341f7c1ce21d"},
+    {file = "pathy-0.10.2.tar.gz", hash = "sha256:79c572ab7fed84dc46837346edae58565992d0477a789cd4691a41d8eab9917d"},
+]
+
+[package.dependencies]
+smart-open = ">=5.2.1,<7.0.0"
+typer = ">=0.3.0,<1.0.0"
+
+[package.extras]
+all = ["azure-storage-blob", "boto3", "google-cloud-storage (>=1.26.0,<2.0.0)", "mock", "pytest", "pytest-coverage", "typer-cli"]
+azure = ["azure-storage-blob"]
+gcs = ["google-cloud-storage (>=1.26.0,<2.0.0)"]
+s3 = ["boto3"]
+test = ["mock", "pytest", "pytest-coverage", "typer-cli"]
+
 [[package]]
 name = "pbr"
 version = "5.11.1"
@@ -1924,13 +2101,13 @@ test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-co
 
 [[package]]
 name = "pluggy"
-version = "1.2.0"
+version = "1.3.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -1939,54 +2116,50 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
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-version = "1.5.1"
+version = "1.6.1"
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+python-versions = ">=3.8,<4.0"
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 xattr = {version = ">=0.10.0,<0.11.0", markers = "sys_platform == \"darwin\""}
 
 [[package]]
 name = "poetry-core"
-version = "1.6.1"
+version = "1.7.0"
 description = "Poetry PEP 517 Build Backend"
 optional = false
-python-versions = ">=3.7,<4.0"
+python-versions = ">=3.8,<4.0"
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 [[package]]
@@ -2006,39 +2179,85 @@ python-dotenv = ">=0.10.0"
 
 [[package]]
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-version = "1.4.0"
+version = "1.5.0"
 description = "Poetry plugin to export the dependencies to various formats"
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+python-versions = ">=3.8,<4.0"
 files = [
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 [package.dependencies]
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 [[package]]
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 [[package]]
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 [[package]]
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 [package.dependencies]
@@ -2916,6 +3377,84 @@ files = [
 [package.extras]
 doc = ["reno", "sphinx", "tornado (>=4.5)"]
 
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+torch = ["torch (>=1.6.0)"]
+
 [[package]]
 name = "toml"
 version = "0.10.2"
@@ -3028,6 +3567,27 @@ Deprecated = ">=1.2.9,<1.3.0"
 networkx = ">=2.1,<3.0"
 tabulate = ">=0.8.7,<0.9.0"
 
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+
 [[package]]
 name = "types-requests"
 version = "2.31.0.2"
@@ -3096,50 +3656,52 @@ devenv = ["black", "check-manifest", "flake8", "pyroma", "pytest (>=4.3)", "pyte
 
 [[package]]
 name = "urllib3"
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 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
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-    {file = "urllib3-1.26.16-py2.py3-none-any.whl", hash = "sha256:8d36afa7616d8ab714608411b4a3b13e58f463aee519024578e062e141dce20f"},
-    {file = "urllib3-1.26.16.tar.gz", hash = "sha256:8f135f6502756bde6b2a9b28989df5fbe87c9970cecaa69041edcce7f0589b14"},
+    {file = "urllib3-2.0.4-py3-none-any.whl", hash = "sha256:de7df1803967d2c2a98e4b11bb7d6bd9210474c46e8a0401514e3a42a75ebde4"},
+    {file = "urllib3-2.0.4.tar.gz", hash = "sha256:8d22f86aae8ef5e410d4f539fde9ce6b2113a001bb4d189e0aed70642d602b11"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
-secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
-socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+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"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "validators"
-version = "0.21.2"
+version = "0.22.0"
 description = "Python Data Validation for Humans™"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "validators-0.21.2-py3-none-any.whl", hash = "sha256:6ad95131005a9d4c734a69dd4ef08cf66961e61222e60da25a9b5137cecd6fd4"},
-    {file = "validators-0.21.2.tar.gz", hash = "sha256:002ba1552076535176824e43149c18c06f6b611bc8b597ddbcf8770bcf5f9f5c"},
+    {file = "validators-0.22.0-py3-none-any.whl", hash = "sha256:61cf7d4a62bbae559f2e54aed3b000cea9ff3e2fdbe463f51179b92c58c9585a"},
+    {file = "validators-0.22.0.tar.gz", hash = "sha256:77b2689b172eeeb600d9605ab86194641670cdb73b60afd577142a9397873370"},
 ]
 
 [package.extras]
 docs-offline = ["myst-parser (>=2.0.0)", "pypandoc-binary (>=1.11)", "sphinx (>=7.1.1)"]
-docs-online = ["mkdocs (>=1.5.2)", "mkdocs-material (>=9.1.21)", "mkdocstrings[python] (>=0.22.0)", "pyaml (>=23.7.0)"]
+docs-online = ["mkdocs (>=1.5.2)", "mkdocs-git-revision-date-localized-plugin (>=1.2.0)", "mkdocs-material (>=9.2.6)", "mkdocstrings[python] (>=0.22.0)", "pyaml (>=23.7.0)"]
 hooks = ["pre-commit (>=3.3.3)"]
-runner = ["tox (>=4.6.4)"]
+package = ["build (>=1.0.0)", "twine (>=4.0.2)"]
+runner = ["tox (>=4.11.1)"]
 sast = ["bandit[toml] (>=1.7.5)"]
 testing = ["pytest (>=7.4.0)"]
-tooling = ["black (>=23.7.0)", "pyright (>=1.1.320)", "ruff (>=0.0.280)"]
+tooling = ["black (>=23.7.0)", "pyright (>=1.1.325)", "ruff (>=0.0.287)"]
 tooling-extras = ["pyaml (>=23.7.0)", "pypandoc-binary (>=1.11)", "pytest (>=7.4.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.24.3"
+version = "20.24.5"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.24.3-py3-none-any.whl", hash = "sha256:95a6e9398b4967fbcb5fef2acec5efaf9aa4972049d9ae41f95e0972a683fd02"},
-    {file = "virtualenv-20.24.3.tar.gz", hash = "sha256:e5c3b4ce817b0b328af041506a2a299418c98747c4b1e68cb7527e74ced23efc"},
+    {file = "virtualenv-20.24.5-py3-none-any.whl", hash = "sha256:b80039f280f4919c77b30f1c23294ae357c4c8701042086e3fc005963e4e537b"},
+    {file = "virtualenv-20.24.5.tar.gz", hash = "sha256:e8361967f6da6fbdf1426483bfe9fca8287c242ac0bc30429905721cefbff752"},
 ]
 
 [package.dependencies]
@@ -3148,9 +3710,23 @@ filelock = ">=3.12.2,<4"
 platformdirs = ">=3.9.1,<4"
 
 [package.extras]
-docs = ["furo (>=2023.5.20)", "proselint (>=0.13)", "sphinx (>=7.0.1)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
+docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
 test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
 
+[[package]]
+name = "wasabi"
+version = "1.1.2"
+description = "A lightweight console printing and formatting toolkit"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "wasabi-1.1.2-py3-none-any.whl", hash = "sha256:0a3f933c4bf0ed3f93071132c1b87549733256d6c8de6473c5f7ed2e171b5cf9"},
+    {file = "wasabi-1.1.2.tar.gz", hash = "sha256:1aaef3aceaa32edb9c91330d29d3936c0c39fdb965743549c173cb54b16c30b5"},
+]
+
+[package.dependencies]
+colorama = {version = ">=0.4.6", markers = "sys_platform == \"win32\" and python_version >= \"3.7\""}
+
 [[package]]
 name = "watchdog"
 version = "3.0.0"
@@ -3190,26 +3766,15 @@ files = [
 [package.extras]
 watchmedo = ["PyYAML (>=3.10)"]
 
-[[package]]
-name = "webencodings"
-version = "0.5.1"
-description = "Character encoding aliases for legacy web content"
-optional = false
-python-versions = "*"
-files = [
-    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
-    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
-]
-
 [[package]]
 name = "wikipedia-api"
-version = "0.5.8"
+version = "0.6.0"
 description = "Python Wrapper for Wikipedia"
 optional = false
 python-versions = "*"
 files = [
-    {file = "Wikipedia-API-0.5.8.tar.gz", hash = "sha256:065c6541e7480b95b14b9607c243fbce6aefe084e6dc58e41ffb313aec472fcd"},
-    {file = "Wikipedia_API-0.5.8-py3-none-any.whl", hash = "sha256:f124cb59fef0c635fa3818d33025f4cd3daa4a119314728653959c0ede328813"},
+    {file = "Wikipedia-API-0.6.0.tar.gz", hash = "sha256:61e94921cca9ec68e92aa5f258261d6a88b7baa960f9acfcb0c9c2c525dcb3ff"},
+    {file = "Wikipedia_API-0.6.0-py3-none-any.whl", hash = "sha256:6dfd6b3b680e342a3843fe954049c5784c1a67fadc0060f9d1696d1d0e41ecfb"},
 ]
 
 [package.dependencies]
@@ -3488,4 +4053,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8,<3.9.7"
-content-hash = "ce86930d493986bf4ab45260a34d7d65ee40b11d77161eef2ad39928a8e0e4a9"
+content-hash = "abe66a437c7c6eff49d885994869d2d2b6828c341a09e1561008cfa129976ae4"
diff --git a/pyproject.toml b/pyproject.toml
index 9bdcaf1..d21871d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,7 +7,6 @@ readme = "README.md"
 
 [tool.poetry.dependencies]
 python =  ">=3.8,<3.9.7"
-wikipedia-api = "^0.5.8"
 geopy = "^2.3.0"
 poetry-dotenv-plugin = "^0.1.0"
 openai = "^0.27.2"
@@ -19,7 +18,11 @@ python-tsp = "^0.3.1"
 streamlit = "^1.22.0"
 folium = "^0.14.0"
 streamlit-folium = "^0.11.1"
+spacy = "^3.5.3"
+wikipedia-api = "^0.6.0"
 
+[tool.poetry.dependencies.en_core_web_md]
+url = "https://github.com/explosion/spacy-models/releases/download/en_core_web_md-3.6.0/en_core_web_md-3.6.0.tar.gz"
 
 [tool.poetry.group.dev.dependencies]
 black = "^23.1.0"
diff --git a/pytest.ini b/pytest.ini
index 8cde599..cda27a5 100644
--- a/pytest.ini
+++ b/pytest.ini
@@ -18,8 +18,8 @@ exclude_lines =
     # Don't complain if tests don't hit defensive assertion code:
     raise NotImplementedError
 
-omit = src/gptravel/main.py
-
 ignore_errors = True
 
-show_missing = True
\ No newline at end of file
+show_missing = True
+
+omit = __init__.py, main.py
\ No newline at end of file
diff --git a/src/gptravel/core/services/engine/classifier.py b/src/gptravel/core/services/engine/classifier.py
index b30eaed..805909f 100644
--- a/src/gptravel/core/services/engine/classifier.py
+++ b/src/gptravel/core/services/engine/classifier.py
@@ -1,6 +1,6 @@
 import os
 from abc import ABC, abstractmethod
-from typing import Any, Dict, List
+from typing import Any, Dict, List, Optional
 
 import requests
 from dotenv import load_dotenv
@@ -26,7 +26,7 @@ def multi_label(self, multi_label: bool) -> None:
     @abstractmethod
     def predict(
         self, input_text_list: List[str], label_classes: List[str]
-    ) -> Dict[str, Dict[str, float]]:
+    ) -> Optional[Dict[str, Dict[str, float]]]:
         pass
 
 
@@ -39,28 +39,23 @@ def _query(self, payload: Dict[str, Any], api_url: str) -> Dict[str, Any]:
         headers = {"Authorization": f"Bearer {self._api_token}"}
         logger.debug("HuggingFace API fetching response: start")
         response = requests.post(
-            api_url, headers=headers, json=payload, timeout=20
+            api_url, headers=headers, json=payload, timeout=50
         ).json()
         logger.debug("HuggingFace API fetching response: complete")
+        if isinstance(response, dict):
+            logger.error(
+                "Hugging Face classifier: error in retrieving API response from %s",
+                api_url,
+            )
+            logger.error("API respone: %s", response)
+            raise HuggingFaceError
         return response
 
-    def _query_on_different_apis(self, payload: Dict[str, Any]) -> Dict[str, Any]:
-        api_urls = [
-            "https://api-inference.huggingface.co/models/facebook/bart-large-mnli",
-            "https://api-inference.huggingface.co/models/MoritzLaurer/mDeBERTa-v3-base-mnli-xnli",
-            "https://api-inference.huggingface.co/models/joeddav/xlm-roberta-large-xnli",
-        ]
-        for api_url in api_urls:
-            response = self._query(payload=payload, api_url=api_url)
-            if isinstance(response, list):
-                logger.debug("Using response from API url: %s", api_url)
-                return response
-        return response
-
-    def predict(
+    def _predict(
         self,
         input_text_list: List[str],
         label_classes: List[str],
+        api_url: str,
     ) -> Dict[str, Dict[str, float]]:
         payload = {
             "inputs": input_text_list,
@@ -69,15 +64,34 @@ def predict(
                 "multi_label": self._multi_label,
             },
         }
-        try:
-            response = self._query_on_different_apis(payload=payload)
-            return {
-                item["sequence"]: {
-                    label: float(value)
-                    for label, value in zip(item["labels"], item["scores"])
-                }
-                for item in response
+        response = self._query(payload=payload, api_url=api_url)
+        return {
+            item["sequence"]: {
+                label: float(value)
+                for label, value in zip(item["labels"], item["scores"])
             }
-        except Exception as exc:
-            logger.error("Hugging Face classifier: error in retrieving API response")
-            raise HuggingFaceError from exc
+            for item in response
+        }
+
+    def predict(
+        self, input_text_list: List[str], label_classes: List[str]
+    ) -> Optional[Dict[str, Dict[str, float]]]:
+        api_url_list = [
+            "https://api-inference.huggingface.co/models/facebook/bart-large-mnli",
+            "https://api-inference.huggingface.co/models/MoritzLaurer/mDeBERTa-v3-base-mnli-xnli",
+            "https://api-inference.huggingface.co/models/joeddav/xlm-roberta-large-xnli",
+        ]
+        for api_url in api_url_list:
+            try:
+                output = self._predict(
+                    input_text_list=input_text_list,
+                    label_classes=label_classes,
+                    api_url=api_url,
+                )
+                logger.debug("Using response from API url: %s", api_url)
+                return output
+            except HuggingFaceError:
+                pass
+            except requests.exceptions.ReadTimeout:
+                pass
+        return None
diff --git a/src/gptravel/core/services/engine/entity_recognizer.py b/src/gptravel/core/services/engine/entity_recognizer.py
new file mode 100644
index 0000000..d1a88fb
--- /dev/null
+++ b/src/gptravel/core/services/engine/entity_recognizer.py
@@ -0,0 +1,44 @@
+from typing import Dict, Optional
+
+import spacy
+from spacy.language import Language
+
+from gptravel.core.io.loggerconfig import logger
+
+RECOGNIZED_ENTITIES_CACHE = {}
+
+
+class EntityRecognizer:
+    def __init__(self, trained_pipeline: str = "en_core_web_md") -> None:
+        self._nlp = None
+        try:
+            self._nlp = spacy.load(
+                trained_pipeline,
+                disable=[
+                    "tok2vec",
+                    "tagger",
+                    "parser",
+                    "attribute_ruler",
+                    "lemmatizer",
+                ],
+            )
+        except OSError:
+            logger.warning("%s trained pipeline is not available", trained_pipeline)
+
+    @property
+    def nlp(self) -> Optional[Language]:
+        return self._nlp
+
+    def explain(self, code_class: str) -> Optional[str]:
+        return spacy.explain(code_class)
+
+    def recognize(self, input_string: str) -> Optional[Dict[str, str]]:
+        if self._nlp is not None:
+            if input_string not in RECOGNIZED_ENTITIES_CACHE:
+                RECOGNIZED_ENTITIES_CACHE[input_string] = self._nlp(input_string).ents
+            if RECOGNIZED_ENTITIES_CACHE[input_string]:
+                return {
+                    ent.text: ent.label_
+                    for ent in RECOGNIZED_ENTITIES_CACHE[input_string]
+                }
+        return None
diff --git a/src/gptravel/core/services/engine/wikipedia.py b/src/gptravel/core/services/engine/wikipedia.py
new file mode 100644
index 0000000..d4ff9af
--- /dev/null
+++ b/src/gptravel/core/services/engine/wikipedia.py
@@ -0,0 +1,17 @@
+from typing import Optional
+
+from wikipediaapi import Wikipedia, WikipediaPage
+
+
+class WikipediaEngine:
+    def __init__(self) -> None:
+        self._wiki_wiki = Wikipedia("Gptravel project", "en")
+
+    def _page(self, title_page: str) -> WikipediaPage:
+        return self._wiki_wiki.page(title=title_page)
+
+    def url(self, title_page: str) -> Optional[str]:
+        try:
+            return self._page(title_page).fullurl
+        except KeyError:
+            return None
diff --git a/src/gptravel/core/services/geocoder.py b/src/gptravel/core/services/geocoder.py
index 6a80756..9b64dc6 100644
--- a/src/gptravel/core/services/geocoder.py
+++ b/src/gptravel/core/services/geocoder.py
@@ -55,15 +55,21 @@ def location_coordinates(self, location_name: str) -> Dict[str, Optional[float]]
             return {"lat": fetched_location.latitude, "lon": fetched_location.longitude}
         return {"lat": None, "lon": None}
 
-    def location_distance(self, location_name_1: str, location_name_2: str) -> float:
+    def location_distance(
+        self, location_name_1: str, location_name_2: str
+    ) -> Optional[float]:
         if location_name_1.lower() == location_name_2.lower():
             return 0.0
         location1_coords = self.location_coordinates(location_name_1)
         location2_coords = self.location_coordinates(location_name_2)
-        return GRC(
-            (location1_coords["lat"], location1_coords["lon"]),
-            (location2_coords["lat"], location2_coords["lon"]),
-        ).km
+        if (location1_coords["lat"] is not None) & (
+            location2_coords["lat"] is not None
+        ):
+            return GRC(
+                (location1_coords["lat"], location1_coords["lon"]),
+                (location2_coords["lat"], location2_coords["lon"]),
+            ).km
+        return None
 
     def is_location_country_city_state(self, location_name: str) -> bool:
         location_type = self._location_type(location_name)
diff --git a/src/gptravel/core/services/score_builder.py b/src/gptravel/core/services/score_builder.py
index c369f1b..ce33eab 100644
--- a/src/gptravel/core/services/score_builder.py
+++ b/src/gptravel/core/services/score_builder.py
@@ -1,7 +1,9 @@
 from gptravel.core.services.engine.classifier import TextClassifier
+from gptravel.core.services.engine.entity_recognizer import EntityRecognizer
 from gptravel.core.services.geocoder import GeoCoder
 from gptravel.core.services.scorer import (
     ActivitiesDiversityScorer,
+    ActivityPlacesScorer,
     CitiesCountryScorer,
     DayGenerationScorer,
     OptimizedItineraryScorer,
@@ -14,6 +16,9 @@ class ScorerOrchestrator:
     def __init__(self, geocoder: GeoCoder, text_classifier: TextClassifier) -> None:
         self._scorers = [
             ActivitiesDiversityScorer(text_classifier),
+            ActivityPlacesScorer(
+                geolocator=geocoder, entity_recognizer=EntityRecognizer()
+            ),
             DayGenerationScorer(),
             CitiesCountryScorer(geolocator=geocoder),
             OptimizedItineraryScorer(geolocator=geocoder),
diff --git a/src/gptravel/core/services/scorer.py b/src/gptravel/core/services/scorer.py
index bd67e9f..65d5c4c 100644
--- a/src/gptravel/core/services/scorer.py
+++ b/src/gptravel/core/services/scorer.py
@@ -4,6 +4,7 @@
 from gptravel.core.io.loggerconfig import logger
 from gptravel.core.services.config import ACTIVITIES_LABELS
 from gptravel.core.services.engine.classifier import TextClassifier
+from gptravel.core.services.engine.entity_recognizer import EntityRecognizer
 from gptravel.core.services.engine.exception import HuggingFaceError
 from gptravel.core.services.engine.tsp_solver import TSPSolver
 from gptravel.core.services.geocoder import GeoCoder
@@ -37,7 +38,7 @@ def score_weight_key(self) -> str:
         return self._score_weight_key
 
     @property
-    def score_map(self) -> Dict[str, Dict[str, Union[float, int]]]:
+    def score_map(self) -> Dict[str, Dict[str, Any]]:
         return self._score_map
 
     @property
@@ -96,6 +97,8 @@ def score(
             labeled_activities = self._classifier.predict(
                 input_text_list=activities_list, label_classes=self._activities_labels
             )
+            if labeled_activities is None:
+                raise HuggingFaceError
             aggregated_scores = {
                 key: sum(item[key] for item in labeled_activities.values())
                 for key in self._activities_labels
@@ -314,3 +317,64 @@ def score(
                 logger.debug("CitiesCountryScorer: End")
             else:
                 logger.debug("CitiesCountryScorer: End -- No Computation needed")
+
+
+class ActivityPlacesScorer(ScoreService):
+    def __init__(
+        self,
+        geolocator: GeoCoder,
+        entity_recognizer: EntityRecognizer,
+        score_weight: float = 1.0,
+    ) -> None:
+        service_name = "Activity Places"
+        super().__init__(service_name, score_weight)
+        self._geolocator = geolocator
+        self._er = entity_recognizer
+
+    def score(
+        self, travel_plan: TravelPlanJSON, travel_plan_scores: TravelPlanScore
+    ) -> None:
+        logger.debug("ActivityPlacesScorer: Start")
+        logger.debug("Start recognizing entities in travel activities")
+        recognized_places = {
+            city: [
+                self._er.recognize(activity)
+                for activity in travel_plan.get_travel_activities_from_city(city)
+                if self._er.recognize(activity) is not None
+            ]
+            for city in travel_plan.travel_cities
+        }
+        logger.debug("Recognized entities: %s", recognized_places)
+        # check if those places exists in the corresponding city
+        logger.debug("Start geolocalization of founded entities")
+        existing_places = 0.0
+        total_entities = 0.0
+        for city in recognized_places.keys():
+            for entity in recognized_places[city]:
+                if entity is not None:
+                    total_entities += 1
+                    entity_name = list(entity.keys())[0] + ", " + city
+                    entity_country = self._geolocator.country_from_location_name(
+                        entity_name
+                    )
+                    if entity_country:
+                        if (
+                            entity_country
+                            == self._geolocator.country_from_location_name(city)
+                        ):
+                            logger.debug("Teh entity %s exists", entity_name)
+                            existing_places += 1
+                    else:
+                        logger.warn("The entity %s does not exist", entity_name)
+        entity_scores = existing_places / total_entities
+        logger.debug("ActivityPlacesScorer: score value = %f", entity_scores)
+        logger.debug("ActivityPlacesScorer: weight value = %f", self._score_weight)
+        travel_plan_scores.add_score(
+            score_type=self._service_name,
+            score_dict={
+                travel_plan_scores.score_value_key: entity_scores,
+                travel_plan_scores.score_weight_key: self._score_weight,
+                "recognized_entities": recognized_places,
+            },
+        )
+        logger.debug("ActivityPlacesScorer: End")
diff --git a/src/gptravel/core/travel_planner/travel_engine.py b/src/gptravel/core/travel_planner/travel_engine.py
index 8e467ef..7373503 100644
--- a/src/gptravel/core/travel_planner/travel_engine.py
+++ b/src/gptravel/core/travel_planner/travel_engine.py
@@ -3,6 +3,7 @@
 
 from gptravel.core.travel_planner.prompt import Prompt
 from gptravel.core.utils.general import (
+    extract_inner_list_for_given_key,
     extract_inner_lists_from_json,
     extract_keys_by_depth_from_json,
 )
@@ -58,6 +59,9 @@ def get_key_values_by_name(self, key_name: str) -> List[Any]:
         except KeyError:
             return []
 
+    def get_travel_activities_from_city(self, city_name: str) -> List[Any]:
+        return extract_inner_list_for_given_key(self._travel_plan, key=city_name)
+
     @property
     def travel_cities(self) -> List[str]:
         return self.get_key_values_by_name("city")
diff --git a/src/gptravel/core/utils/general.py b/src/gptravel/core/utils/general.py
index e55518c..f6b3d78 100644
--- a/src/gptravel/core/utils/general.py
+++ b/src/gptravel/core/utils/general.py
@@ -16,10 +16,34 @@ def _extract_keys(json_obj: Dict[Any, Any], curr_depth: int) -> None:
 
 
 def extract_inner_lists_from_json(json_obj: Dict[Any, Any]) -> List[Any]:
-    activities = []
+    inner_list = []
     if isinstance(json_obj, dict):
         for value in json_obj.values():
-            activities.extend(extract_inner_lists_from_json(value))
+            inner_list.extend(extract_inner_lists_from_json(value))
     elif isinstance(json_obj, list):
-        activities.extend(json_obj)
-    return activities
+        inner_list.extend(json_obj)
+    return inner_list
+
+
+def extract_inner_list_for_given_key(json_obj: Dict[Any, Any], key: Any) -> List[Any]:
+    """
+    Extracts all lists associated with the given key from a dictionary of undefined depth.
+
+    Args:
+        dictionary (dict): The input dictionary.
+        key: The key to search for.
+
+    Returns:
+        list: The extracted lists if the key is found, otherwise an empty list.
+    """
+    lists = (
+        [json_obj[key]] if key in json_obj and isinstance(json_obj[key], list) else []
+    )
+
+    nested_lists = [
+        extract_inner_list_for_given_key(value, key)
+        for value in json_obj.values()
+        if isinstance(value, (dict))
+    ]
+
+    return [item for sublist in lists + nested_lists for item in sublist]
diff --git a/src/gptravel/main.py b/src/gptravel/main.py
index 4ce88b3..e19365a 100644
--- a/src/gptravel/main.py
+++ b/src/gptravel/main.py
@@ -1,27 +1,92 @@
 import json
 import os
 import time
-from typing import Optional
+from typing import Dict, List, Optional
 
 import openai
 from dotenv import load_dotenv
 
+from gptravel.core.io.loggerconfig import logger
 from gptravel.core.services.checker import DaysChecker, ExistingDestinationsChecker
 from gptravel.core.services.engine.classifier import ZeroShotTextClassifier
+from gptravel.core.services.engine.entity_recognizer import EntityRecognizer
+from gptravel.core.services.engine.wikipedia import WikipediaEngine
 from gptravel.core.services.filters import DeparturePlaceFilter
 from gptravel.core.services.geocoder import GeoCoder
 from gptravel.core.services.score_builder import ScorerOrchestrator
-from gptravel.core.services.scorer import TravelPlanScore
+from gptravel.core.services.scorer import ActivityPlacesScorer, TravelPlanScore
 from gptravel.core.travel_planner.openai_engine import ChatGPTravelEngine
 from gptravel.core.travel_planner.prompt import PromptFactory
-
-# from gptravel.core.travel_planner.travel_engine import TravelPlanJSON
+from gptravel.core.travel_planner.travel_engine import TravelPlanJSON
 
 load_dotenv()
 
 openai.api_key = os.getenv("OPENAI_API_KEY")
 
 
+def get_wiki_urls_from_city_entities(
+    city_with_entity_map: Dict[str, List[Dict[str, str]]]
+) -> Dict[str, List[Dict[str, str]]]:
+    wiki = WikipediaEngine()
+    output_map: Dict[str, List[Dict[str, str]]] = dict()
+    for city in city_with_entity_map.keys():
+        list_of_entities = city_with_entity_map[city]
+        entities_list_with_url: List[Dict[str, str]] = []
+        for entity in list_of_entities:
+            entity_name = list(entity.keys())[0]
+            trials = [
+                entity_name + ", " + city,
+                entity_name + " of " + city,
+                entity_name,
+            ]
+            found_url = False
+            for trial in trials:
+                page_url = wiki.url(trial)
+                if page_url:
+                    logger.debug("Wikipedia-page url for entity %s found", entity_name)
+                    entities_list_with_url.append({entity_name: page_url})
+                    found_url = True
+                    break
+            if not found_url:
+                logger.warning(
+                    "Wikipedia-page url for entity %s not found", entity_name
+                )
+        if len(entities_list_with_url) > 0:
+            output_map[city] = entities_list_with_url
+    return output_map
+
+
+def modify_travel_plan_with_entity_urls_using_mkd(
+    entities_with_urls: Dict[str, List[Dict[str, str]]], travel_plan: TravelPlanJSON
+) -> TravelPlanJSON:
+    import json
+
+    from gptravel.core.utils.regex_tool import JsonExtractor
+
+    if len(entities_with_urls) > 0:
+        travel_plan_string = "{}".format(json.dumps(travel_plan.travel_plan))
+        for city in entities_with_urls.keys():
+            entities_in_city = entities_with_urls[city]
+            for entity_dict in entities_in_city:
+                for entity_name in entity_dict.keys():
+                    if entity_name.lower() != city.lower():
+                        entity_with_url_in_mkd = "[{}]({})".format(
+                            entity_name, entity_dict[entity_name]
+                        )
+                        travel_plan_string = travel_plan_string.replace(
+                            entity_name, entity_with_url_in_mkd
+                        )
+        regex = JsonExtractor()
+        return TravelPlanJSON(
+            departure_place=travel_plan.departure_place,
+            destination_place=travel_plan.destination_place,
+            n_days=travel_plan.n_days,
+            json_keys_depth_map=travel_plan.keys_map,
+            travel_plan_json=json.loads(regex(travel_plan_string)[0]),
+        )
+    return travel_plan
+
+
 def main(
     destination_place: str,
     departure_place: str,
@@ -38,23 +103,22 @@ def main(
 
     prompt_factory = PromptFactory()
 
-    prompt = prompt_factory.build_prompt(**travel_parameters)
+    prompt_factory.build_prompt(**travel_parameters)
 
     engine = ChatGPTravelEngine(max_tokens=350)
-    travel_plan_in_json_format = engine.get_travel_plan_json(prompt)
-    travel_plan_in_json_format = engine.get_travel_plan_json(prompt)
+    # travel_plan_in_json_format = engine.get_travel_plan_json(prompt)
     print(
         "** Execution time for travel generation", time.time() - start_time, "seconds"
     )
-    with open(
-        "trave-l_plan_{}_{}.json".format(destination_place, n_days), "w"
-    ) as jfile:
-        json.dump(travel_plan_in_json_format.travel_plan, jfile)
+    # with open(
+    #    "trave-l_plan_{}_{}.json".format(destination_place, n_days), "w"
+    # ) as jfile:
+    #    json.dump(travel_plan_in_json_format.travel_plan, jfile)
 
-    """travel_plan_in_json_format = TravelPlanJSON(
+    travel_plan_in_json_format = TravelPlanJSON(
         destination_place="Malaysia",
         departure_place="Rome",
-        n_days=4,
+        n_days=3,
         travel_plan_json={
             "Day 1": {
                 "Kuala Lumpur": [
@@ -80,7 +144,7 @@ def main(
             },
         },
         json_keys_depth_map={"city": 1, "day": 0},
-    )"""
+    )
     filter_service = DeparturePlaceFilter()
     filter_service.filter(travel_plan=travel_plan_in_json_format)
     checker = DaysChecker()
@@ -99,6 +163,19 @@ def main(
     score_container = TravelPlanScore()
     city_checker = ExistingDestinationsChecker(geo_decoder)
     city_checker.check(travel_plan_in_json_format)
+    scorer_activities = ActivityPlacesScorer(
+        geolocator=geo_decoder, entity_recognizer=EntityRecognizer()
+    )
+    scorer_activities.score(
+        travel_plan=travel_plan_in_json_format, travel_plan_scores=score_container
+    )
+    places = score_container.score_map["Activity Places"]["recognized_entities"]
+    output = get_wiki_urls_from_city_entities(places)
+
+    out_plan = modify_travel_plan_with_entity_urls_using_mkd(
+        output, travel_plan_in_json_format
+    )
+    print(output)
     scorers_orchestrator = ScorerOrchestrator(
         geocoder=geo_decoder, text_classifier=zs_classifier
     )
@@ -120,6 +197,6 @@ def main(
     main(
         destination_place="Malaysia",
         departure_place="Milan",
-        n_days=4,
+        n_days=3,
         travel_theme=None,
     )
diff --git a/src/gptravel/prototype/objects.py b/src/gptravel/prototype/objects.py
new file mode 100644
index 0000000..20e3145
--- /dev/null
+++ b/src/gptravel/prototype/objects.py
@@ -0,0 +1,3 @@
+from gptravel.core.services.geocoder import GeoCoder
+
+geo_decoder = GeoCoder()
diff --git a/src/gptravel/prototype/pages/home.py b/src/gptravel/prototype/pages/home.py
index 924c147..0656b3f 100644
--- a/src/gptravel/prototype/pages/home.py
+++ b/src/gptravel/prototype/pages/home.py
@@ -3,9 +3,9 @@
 import streamlit as st
 
 from gptravel.core.io.loggerconfig import logger
-from gptravel.core.services.geocoder import GeoCoder
 from gptravel.prototype import help as prototype_help
 from gptravel.prototype import utils as prototype_utils
+from gptravel.prototype.objects import geo_decoder
 from gptravel.prototype.pages import travel as travel_page
 
 
@@ -101,9 +101,8 @@ def _is_valid_input(
     bool
         True if the input parameters are valid, False otherwise.
     """
-    geo_coder = GeoCoder()
-    if (not geo_coder.is_location_country_city_state(departure)) or (
-        not geo_coder.is_location_country_city_state(destination)
+    if (not geo_decoder.is_location_country_city_state(departure)) or (
+        not geo_decoder.is_location_country_city_state(destination)
     ):
         warn_message = "Travel destination or/and departure is not valid."
         st.sidebar.warning(warn_message)
diff --git a/src/gptravel/prototype/pages/travel.py b/src/gptravel/prototype/pages/travel.py
index 51fc08c..cd4aceb 100644
--- a/src/gptravel/prototype/pages/travel.py
+++ b/src/gptravel/prototype/pages/travel.py
@@ -1,6 +1,6 @@
 import os
 from datetime import datetime, timedelta
-from typing import Any, Dict, Tuple
+from typing import Any, Dict, List, Optional, Tuple
 
 import folium
 import numpy as np
@@ -12,7 +12,6 @@
 from gptravel.core.io.loggerconfig import logger
 from gptravel.core.services.checker import DaysChecker, ExistingDestinationsChecker
 from gptravel.core.services.filters import DeparturePlaceFilter
-from gptravel.core.services.geocoder import GeoCoder
 from gptravel.core.travel_planner import openai_engine
 from gptravel.core.travel_planner.prompt import Prompt, PromptFactory
 from gptravel.core.travel_planner.token_manager import ChatGptTokenManager
@@ -20,6 +19,7 @@
 from gptravel.prototype import help as prototype_help
 from gptravel.prototype import style as prototype_style
 from gptravel.prototype import utils as prototype_utils
+from gptravel.prototype.objects import geo_decoder
 
 
 def main(
@@ -50,7 +50,7 @@ def main(
         Reason for travel.
     """
     try:
-        travel_plan_dict, score_dict = _get_travel_plan(
+        travel_plan_json, score_dict = _get_travel_plan(
             openai_key=openai_key,
             departure=departure,
             destination=destination,
@@ -62,7 +62,16 @@ def main(
         st.error(openai_rate_limit_error)
 
     st.markdown("### Travel Map 🗺️")
-    _show_travel_itinerary(travel_plan_dict, destination)
+
+    recognized_entities = score_dict.score_map["Activity Places"]["recognized_entities"]
+
+    if recognized_entities:
+        if len(recognized_entities) == 0:
+            recognized_entities = None
+
+    _show_travel_itinerary(
+        travel_plan_json.travel_plan, destination, entities_dict=recognized_entities
+    )
 
     st.markdown("### Travel Plan 📅")
 
@@ -71,7 +80,24 @@ def main(
         f"{score_dict.weighted_score * 100:.0f} / 100",
         help=prototype_help.TRAVEL_SCORE_HELP,
     )
-    _create_expanders_travel_plan(departure_date, score_dict, travel_plan_dict)
+
+    if recognized_entities:
+        if len(recognized_entities) > 0:
+            entities_with_urls = prototype_utils.get_wiki_urls_from_city_entities(
+                city_with_entity_map=recognized_entities
+            )
+            travel_plan_json_with_urls = (
+                prototype_utils.modify_travel_plan_with_entity_urls_using_mkd(
+                    entities_with_urls=entities_with_urls, travel_plan=travel_plan_json
+                )
+            )
+
+    _create_expanders_travel_plan(
+        departure_date,
+        score_dict,
+        travel_plan_json.travel_plan,
+        travel_plan_json_with_urls.travel_plan,
+    )
 
     st.markdown("### Organize Your Trip! 📝")
 
@@ -91,25 +117,36 @@ def main(
     )
 
 
-def _show_travel_itinerary(travel_plan_dict: Dict[str, Any], destination: str) -> None:
+def _show_travel_itinerary(
+    travel_plan_dict: Dict[str, Any],
+    destination: str,
+    entities_dict: Optional[Dict[str, List[Dict[str, str]]]] = None,
+) -> None:
     logger.info("Show travel itinerary map: Start")
     travel_plan_cities_names = tuple(
         city for day in travel_plan_dict.keys() for city in travel_plan_dict[day].keys()
     )
-    cities_coordinates = (
-        prototype_utils.get_cities_coordinates_of_same_country_destionation(
-            cities=travel_plan_cities_names, destination=destination
+    if entities_dict:
+        coordinates = prototype_utils.get_entities_coordinates_of_same_country(
+            entities_dict=entities_dict,
+            cities=travel_plan_cities_names,
+            destination=destination,
         )
-    )
-    logger.debug("Computed coordinates = %s", cities_coordinates)
+    else:
+        coordinates = (
+            prototype_utils.get_cities_coordinates_of_same_country_destionation(
+                cities=travel_plan_cities_names, destination=destination
+            )
+        )
+    logger.debug("Computed coordinates = %s", coordinates)
     coordinates_array = np.array(
-        [[coords[0], coords[1]] for coords in cities_coordinates.values()]
+        [[coords[0], coords[1]] for coords in coordinates.values()]
     )
     mean_point_coordinates = np.median(coordinates_array, axis=0)
-    zoom_start = 6 if prototype_utils.is_a_country(destination) else 8
+    zoom_start = 6 if prototype_utils.is_a_country(destination) else 10
     folium_map = folium.Map(location=mean_point_coordinates, zoom_start=zoom_start)
 
-    for city, coordinates in cities_coordinates.items():
+    for city, coordinates in coordinates.items():
         folium.Marker(coordinates, popup=city, tooltip=city).add_to(folium_map)
 
     # call to render Folium map in Streamlit
@@ -125,7 +162,7 @@ def _get_travel_plan(
     departure_date: datetime,
     return_date: datetime,
     travel_reason: str,
-) -> Tuple[Dict[Any, Any], prototype_utils.TravelPlanScore]:
+) -> Tuple[TravelPlanJSON, prototype_utils.TravelPlanScore]:
     """
     Get the travel plan and score dictionary.
 
@@ -146,8 +183,8 @@ def _get_travel_plan(
 
     Returns
     -------
-    Tuple[Dict[Any, Any], TravelPlanScore]
-        A tuple containing the travel plan dictionary and the travel plan score.
+    Tuple[TravelPlanJSON, TravelPlanScore]
+        A tuple containing the travel plan TravelPlanJSON and the travel plan score.
     """
     os.environ["OPENAI_API_KEY"] = openai_key
     n_days = (return_date - departure_date).days + 1
@@ -158,21 +195,19 @@ def _get_travel_plan(
         "travel_theme": travel_reason,
     }
     token_manager = ChatGptTokenManager()
-    geocoder = GeoCoder()
-    travel_distance = geocoder.location_distance(departure, destination)
+    travel_distance = geo_decoder.location_distance(departure, destination)
     max_number_tokens = token_manager.get_number_tokens(
         n_days=n_days, distance=travel_distance
     )
     travel_plan_json = _get_travel_plan_json(
         travel_parameters=travel_parameters, max_tokens=max_number_tokens
     )
-    checker = ExistingDestinationsChecker(geocoder)
+    checker = ExistingDestinationsChecker(geo_decoder)
     checker.check(travel_plan_json)
-    travel_plan_dict = travel_plan_json.travel_plan
 
     score_dict = prototype_utils.get_score_map(travel_plan_json)
 
-    return travel_plan_dict, score_dict
+    return travel_plan_json, score_dict
 
 
 def _get_travel_plan_json(
@@ -229,6 +264,7 @@ def _create_expanders_travel_plan(
     departure_date: datetime,
     score_dict: prototype_utils.TravelPlanScore,
     travel_plan_dict: Dict[Any, Any],
+    travel_plan_dict_with_urls_to_display: Dict[Any, Any],
 ) -> None:
     """
     Create expanders for displaying the travel plan.
@@ -246,10 +282,12 @@ def _create_expanders_travel_plan(
     for day_num, (day_key, places_dict) in enumerate(travel_plan_dict.items()):
         date_str = (departure_date + timedelta(days=int(day_num))).strftime("%d-%m-%Y")
         expander_day_num = st.expander(f"{day_key} ({date_str})", expanded=True)
+        travel_day_with_url = travel_plan_dict_with_urls_to_display[day_key]
         for place, activities in places_dict.items():
             expander_day_num.markdown(f"**{place}**")
-            for activity in activities:
-                activity_descr = f" {activity}"
+            activities_in_that_city_with_url = travel_day_with_url[place]
+            for index, activity in enumerate(activities):
+                activity_descr = f" {activities_in_that_city_with_url[index]}"
                 if score_dict.score_map[scorer_name]["labeled_activities"] is not None:
                     filtered_activities = [
                         items
diff --git a/src/gptravel/prototype/utils.py b/src/gptravel/prototype/utils.py
index efe57b6..6a029b5 100644
--- a/src/gptravel/prototype/utils.py
+++ b/src/gptravel/prototype/utils.py
@@ -1,3 +1,4 @@
+import json
 from datetime import date
 from typing import Dict, List, Tuple, Union
 
@@ -5,10 +6,12 @@
 
 from gptravel.core.io.loggerconfig import logger
 from gptravel.core.services.engine import classifier
-from gptravel.core.services.geocoder import GeoCoder
+from gptravel.core.services.engine.wikipedia import WikipediaEngine
 from gptravel.core.services.score_builder import ScorerOrchestrator
 from gptravel.core.services.scorer import TravelPlanScore
 from gptravel.core.travel_planner.travel_engine import TravelPlanJSON
+from gptravel.core.utils.regex_tool import JsonExtractor
+from gptravel.prototype.objects import geo_decoder
 
 
 def is_valid_openai_key(openai_key: str) -> bool:
@@ -83,7 +86,6 @@ def get_score_map(
     Dict[str, Dict[str, Union[float, int]]]
         A dictionary containing the score map for the travel plan.
     """
-    geo_decoder = GeoCoder()
     zs_classifier = classifier.ZeroShotTextClassifier(True)
     score_container = TravelPlanScore()
     logger.info("Score Engines: Start")
@@ -100,26 +102,129 @@ def get_score_map(
 def get_cities_coordinates_of_same_country_destionation(
     cities: Union[List[str], Tuple[str]], destination: str
 ) -> Dict[str, Tuple]:
-    geo_coder = GeoCoder()
     logger.info("Get Cities coordinates: Start")
     logger.debug("Get Cities coordinates: cities to analyze = %s", cities)
     logger.debug("Get Cities coordinates: destination = %s", destination)
     destination_country = destination.lower()
     if not is_a_country(destination):
-        destination_country = geo_coder.country_from_location_name(destination).lower()
+        destination_country = geo_decoder.country_from_location_name(
+            destination
+        ).lower()
         logger.debug(
             "Get Cities coordinates: destination country = %s", destination_country
         )
     cities_coordinates = {
-        city: tuple(coord for coord in geo_coder.location_coordinates(city).values())
+        city: tuple(coord for coord in geo_decoder.location_coordinates(city).values())
         for city in cities
-        if geo_coder.country_from_location_name(city).lower() == destination_country
+        if geo_decoder.country_from_location_name(city).lower() == destination_country
     }
-    logger.debug("Computed cities coordinates = %s", cities_coordinates)
     logger.info("Get Cities coordinates: End")
     return cities_coordinates
 
 
+def get_entities_coordinates_of_same_country(
+    entities_dict: Dict[str, List[Dict[str, str]]],
+    cities: Union[List[str], Tuple[str]],
+    destination: str,
+) -> Dict[str, Tuple]:
+    logger.info("Get Entities coordinates: Start")
+    destination_country = destination.lower()
+    coordinates: Dict[str, Tuple] = dict()
+    if not is_a_country(destination):
+        destination_country = geo_decoder.country_from_location_name(destination)
+        if destination_country:
+            destination_country = destination_country.lower()
+    for city in cities:
+        if geo_decoder.country_from_location_name(city).lower() == destination_country:
+            if city in entities_dict.keys():
+                for entity_dict in entities_dict[city]:
+                    for entity_name in entity_dict.keys():
+                        if (entity_name.lower() != city.lower()) and (
+                            len(entities_dict[city]) > 1
+                        ):
+                            name_to_query = entity_name + ", " + city
+                            coordinates[entity_name] = tuple(
+                                coord
+                                for coord in geo_decoder.location_coordinates(
+                                    name_to_query
+                                ).values()
+                            )
+                        elif (entity_name.lower() == city.lower()) and (
+                            len(entities_dict[city]) == 1
+                        ):
+                            name_to_query = entity_name
+                            coordinates[entity_name] = tuple(
+                                coord
+                                for coord in geo_decoder.location_coordinates(
+                                    name_to_query
+                                ).values()
+                            )
+            else:
+                coordinates[city] = tuple(
+                    coord for coord in geo_decoder.location_coordinates(city).values()
+                )
+    logger.info("Get Entities coordinates: End")
+    return coordinates
+
+
 def is_a_country(place: str):
-    geo_coder = GeoCoder()
-    return geo_coder.is_a_country(place)
+    return geo_decoder.is_a_country(place)
+
+
+def get_wiki_urls_from_city_entities(
+    city_with_entity_map: Dict[str, List[Dict[str, str]]]
+) -> Dict[str, List[Dict[str, str]]]:
+    wiki = WikipediaEngine()
+    output_map: Dict[str, List[Dict[str, str]]] = dict()
+    for city in city_with_entity_map.keys():
+        list_of_entities = city_with_entity_map[city]
+        entities_list_with_url: List[Dict[str, str]] = []
+        for entity in list_of_entities:
+            entity_name = list(entity.keys())[0]
+            trials = [
+                entity_name + ", " + city,
+                entity_name + " of " + city,
+                entity_name,
+            ]
+            found_url = False
+            for trial in trials:
+                page_url = wiki.url(trial)
+                if page_url:
+                    logger.debug("Wikipedia-page url for entity %s found", entity_name)
+                    entities_list_with_url.append({entity_name: page_url})
+                    found_url = True
+                    break
+            if not found_url:
+                logger.warning(
+                    "Wikipedia-page url for entity %s not found", entity_name
+                )
+        if len(entities_list_with_url) > 0:
+            output_map[city] = entities_list_with_url
+    return output_map
+
+
+def modify_travel_plan_with_entity_urls_using_mkd(
+    entities_with_urls: Dict[str, List[Dict[str, str]]], travel_plan: TravelPlanJSON
+) -> TravelPlanJSON:
+    if len(entities_with_urls) > 0:
+        travel_plan_string = "{}".format(json.dumps(travel_plan.travel_plan))
+        for city in entities_with_urls.keys():
+            entities_in_city = entities_with_urls[city]
+            for entity_dict in entities_in_city:
+                for entity_name in entity_dict.keys():
+                    if entity_name.lower() != city.lower():
+                        entity_with_url_in_mkd = "[{}]({})".format(
+                            entity_name, entity_dict[entity_name]
+                        )
+                        travel_plan_string = travel_plan_string.replace(
+                            entity_name, entity_with_url_in_mkd
+                        )
+        regex = JsonExtractor()
+        return TravelPlanJSON(
+            departure_place=travel_plan.departure_place,
+            destination_place=travel_plan.destination_place,
+            n_days=travel_plan.n_days,
+            json_keys_depth_map=travel_plan.keys_map,
+            travel_plan_json=json.loads(regex(travel_plan_string)[0]),
+        )
+    return travel_plan
diff --git a/tests/test_gptravel/test_app_streamlit/test_utils/test_general_streamlit_utils.py b/tests/test_gptravel/test_app_streamlit/test_utils/test_general_streamlit_utils.py
index 957e881..b3737cf 100644
--- a/tests/test_gptravel/test_app_streamlit/test_utils/test_general_streamlit_utils.py
+++ b/tests/test_gptravel/test_app_streamlit/test_utils/test_general_streamlit_utils.py
@@ -9,6 +9,7 @@
 from gptravel.prototype.utils import (
     get_cities_coordinates_of_same_country_destionation,
     get_score_map,
+    get_wiki_urls_from_city_entities,
     is_departure_before_return,
     is_valid_openai_key,
 )
@@ -130,3 +131,19 @@ def test_get_score_map_on_travel_plan(
             0 <= score_map["Activities Variety"]["labeled_activities"][key][label] <= 1
             for label in labels_activities
         )
+
+
+def test_get_wiki_urls_from_city_entities():
+    # Test the function with multiple entities and known results
+    city_with_entity_map = {
+        "Paris": [{"Eiffel Tower": "TOWER"}, {"Louvre Museum": "MUSEUM"}]
+    }
+    expected_result = {
+        "Paris": [
+            {"Eiffel Tower": "https://en.wikipedia.org/wiki/Eiffel_Tower"},
+            {"Louvre Museum": "https://en.wikipedia.org/wiki/Louvre"},
+        ]
+    }
+    result = get_wiki_urls_from_city_entities(city_with_entity_map)
+    assert list(result.keys()) == list(expected_result.keys())
+    assert result == expected_result
diff --git a/tests/test_gptravel/test_core/test_services/test_engine.py/test_classifier.py b/tests/test_gptravel/test_core/test_services/test_engine/test_classifier.py
similarity index 61%
rename from tests/test_gptravel/test_core/test_services/test_engine.py/test_classifier.py
rename to tests/test_gptravel/test_core/test_services/test_engine/test_classifier.py
index b2a7400..bdb7cca 100644
--- a/tests/test_gptravel/test_core/test_services/test_engine.py/test_classifier.py
+++ b/tests/test_gptravel/test_core/test_services/test_engine/test_classifier.py
@@ -3,6 +3,7 @@
 import pytest
 
 from gptravel.core.services.engine.classifier import ZeroShotTextClassifier
+from gptravel.core.services.engine.exception import HuggingFaceError
 
 
 @pytest.fixture()
@@ -13,7 +14,7 @@ def classifier() -> ZeroShotTextClassifier:
 @pytest.mark.skipif(
     os.getenv("HUGGING_FACE_KEY", "") == "", reason="no api key available"
 )
-class TestZeroShotClassified:
+class TestZeroShotClassifier:
     def test_property(self, classifier: ZeroShotTextClassifier):
         assert classifier.multi_label
         classifier.multi_label = False
@@ -28,3 +29,16 @@ def test_prediction(self, classifier: ZeroShotTextClassifier):
         for label in labels:
             assert (out[label] < 1) & (out[label] >= 0)
         assert max(out, key=out.get) == "sea"
+
+    def test_raise_error(self, classifier: ZeroShotTextClassifier):
+        labels = ["sea", "land", "city"]
+        input_text = ["fish"]
+        try:
+            out = classifier._predict(
+                input_text_list=input_text,
+                label_classes=labels,
+                api_url="https://api-inference.huggingface.co/models/facebook/",
+            )
+            assert False
+        except HuggingFaceError:
+            assert True
diff --git a/tests/test_gptravel/test_core/test_services/test_engine/test_entity_recognizer.py b/tests/test_gptravel/test_core/test_services/test_engine/test_entity_recognizer.py
new file mode 100644
index 0000000..336b575
--- /dev/null
+++ b/tests/test_gptravel/test_core/test_services/test_engine/test_entity_recognizer.py
@@ -0,0 +1,61 @@
+from typing import Dict, Optional
+
+import pytest
+
+from gptravel.core.services.engine.entity_recognizer import EntityRecognizer
+
+
+@pytest.fixture()
+def recognizer() -> EntityRecognizer:
+    return EntityRecognizer()
+
+
+class TestEntityRecognizer:
+    def test_property(self, recognizer: EntityRecognizer):
+        assert recognizer.nlp
+
+    @pytest.mark.parametrize(
+        "input_text, expected_result",
+        [
+            ("I went to visit the Duomo", None),  # {"Duomo": "ORG"}),
+            ("I went to visit the Duomo of Milan", {"the Duomo of Milan": "ORG"}),
+            ("I ate a good pizza", None),
+            (
+                "Visit the Ein Gedi Nature Reserve for playing video games",
+                {"the Ein Gedi Nature Reserve": "ORG"},
+            ),
+            ("Experience the refreshing waterfalls", None),
+            ("Visit Jaffa Old City", None),  # {"Old City": "GPE"}),
+            (
+                "Visit the Stella Maris Monastery",
+                None,
+            ),  # {"the Stella Maris Monastery": "ORG"}),
+            ("Enjoy a sunset at Jaffa Port", {"Jaffa Port": "FAC"}),
+        ],
+    )
+    def test_recognize(
+        self,
+        recognizer: EntityRecognizer,
+        input_text: str,
+        expected_result: Optional[Dict[str, str]],
+    ):
+        assert recognizer.recognize(input_text) == expected_result
+
+    @pytest.mark.parametrize(
+        "input_code, expected_result",
+        [
+            ("GPE", "Countries, cities, states"),
+            ("NNP", "noun, proper singular"),
+            ("LOC", "Non-GPE locations, mountain ranges, bodies of water"),
+            ("FAC", "Buildings, airports, highways, bridges, etc."),
+            ("ORG", "Companies, agencies, institutions, etc."),
+            ("BOTTLE", None),
+        ],
+    )
+    def test_explain_code(
+        self,
+        recognizer: EntityRecognizer,
+        input_code: str,
+        expected_result: Optional[str],
+    ):
+        assert recognizer.explain(input_code) == expected_result
diff --git a/tests/test_gptravel/test_core/test_services/test_engine.py/test_tsp_solver.py b/tests/test_gptravel/test_core/test_services/test_engine/test_tsp_solver.py
similarity index 61%
rename from tests/test_gptravel/test_core/test_services/test_engine.py/test_tsp_solver.py
rename to tests/test_gptravel/test_core/test_services/test_engine/test_tsp_solver.py
index 223d4cb..c891847 100644
--- a/tests/test_gptravel/test_core/test_services/test_engine.py/test_tsp_solver.py
+++ b/tests/test_gptravel/test_core/test_services/test_engine/test_tsp_solver.py
@@ -49,3 +49,37 @@ def test_open_tsp(self, tsp_solver: TSPSolver) -> None:
         solution, distance = tsp_solver.solve(cities=cities, open_problem=True)
         assert solution == ["Milan", "Verona", "Venice", "Bologna", "Rome", "New York"]
         assert distance == pytest.approx(7587.457, 0.001)
+
+    def test_simulated_annealing_tsp(self, tsp_solver: TSPSolver) -> None:
+        cities = [
+            "Milan",
+            "Rome",
+            "Venice",
+            "New York",
+            "Verona",
+            "Bologna",
+            "Paris",
+            "Amsterdam",
+            "Florence",
+            "Bangkok",
+            "Tokyo",
+        ]
+        from gptravel.core.io.loggerconfig import logger
+
+        solution, distance = tsp_solver.solve(cities=cities, open_problem=True)
+        logger.debug("SOLUTION {}".format(solution))
+        logger.debug("DISTANCE {}".format(distance))
+        assert solution == [
+            "Milan",
+            "Bologna",
+            "Florence",
+            "Rome",
+            "Venice",
+            "Verona",
+            "Paris",
+            "Amsterdam",
+            "New York",
+            "Tokyo",
+            "Bangkok",
+        ]
+        assert distance == pytest.approx(23553.416, 0.001)
diff --git a/tests/test_gptravel/test_core/test_services/test_engine/test_wikipedia.py b/tests/test_gptravel/test_core/test_services/test_engine/test_wikipedia.py
new file mode 100644
index 0000000..1318af8
--- /dev/null
+++ b/tests/test_gptravel/test_core/test_services/test_engine/test_wikipedia.py
@@ -0,0 +1,34 @@
+import pytest
+from wikipediaapi import WikipediaPage
+
+from gptravel.core.services.engine.wikipedia import WikipediaEngine
+
+
+class TestWikipediaEngine:
+    @pytest.fixture
+    def wikipedia_engine(self) -> WikipediaEngine:
+        return WikipediaEngine()
+
+    def test_url_valid_title(self, wikipedia_engine: WikipediaEngine):
+        title = "Python (programming language)"
+        url = wikipedia_engine.url(title)
+        assert url is not None
+        assert isinstance(url, str)
+        assert "wikipedia.org" in url
+
+    def test_url_invalid_title(self, wikipedia_engine: WikipediaEngine):
+        title = "Invalid Title"
+        url = wikipedia_engine.url(title)
+        assert url is None
+
+    def test_page_exists(self, wikipedia_engine: WikipediaEngine):
+        title = "Python (programming language)"
+        page = wikipedia_engine._page(title)
+        assert isinstance(page, WikipediaPage)
+        assert page.exists()
+
+    def test_page_not_exists(self, wikipedia_engine: WikipediaEngine):
+        title = "Invalid Title"
+        page = wikipedia_engine._page(title)
+        assert isinstance(page, WikipediaPage)
+        assert not page.exists()
diff --git a/tests/test_gptravel/test_core/test_services/test_geocoder.py b/tests/test_gptravel/test_core/test_services/test_geocoder.py
index 734f1b8..1430f9e 100644
--- a/tests/test_gptravel/test_core/test_services/test_geocoder.py
+++ b/tests/test_gptravel/test_core/test_services/test_geocoder.py
@@ -1,37 +1,62 @@
+from typing import Dict, Optional
+
 import pytest
 
 from gptravel.core.services.geocoder import GeoCoder
 
 
 class TestGeoCoder:
-    def test_country_from_location_name(self, geo_coder: GeoCoder):
-        assert geo_coder.country_from_location_name("Paris, France") == "France"
-        assert geo_coder.country_from_location_name("London, UK") == "United Kingdom"
-        assert (
-            geo_coder.country_from_location_name("Los Angeles, US") == "United States"
-        )
-        assert geo_coder.country_from_location_name("Mumbai, India") == "India"
-        assert geo_coder.country_from_location_name("PortaSigrar") is None
+    @pytest.mark.parametrize(
+        "location_name, expected_country",
+        [
+            ("Paris, France", "France"),
+            ("London, UK", "United Kingdom"),
+            ("Los Angelese, US", "United States"),
+            ("Mumbay, India", "India"),
+            ("PortaSigrar", None),
+        ],
+    )
+    def test_country_from_location_name(
+        self, geo_coder: GeoCoder, location_name: str, expected_country: Optional[str]
+    ):
+        assert geo_coder.country_from_location_name(location_name) == expected_country
 
-    def test_location_coordinates(self, geo_coder: GeoCoder):
-        assert geo_coder.location_coordinates("kolkata") == {
-            "lat": 22.5726459,
-            "lon": 88.3638953,
-        }
-        output = geo_coder.location_coordinates("delhi")
-        assert output["lat"] == pytest.approx(28.6, 0.1)
-        assert output["lon"] == pytest.approx(77.2, 0.1)
-        assert geo_coder.location_coordinates("PortaSigrar") == {
-            "lat": None,
-            "lon": None,
-        }
+    @pytest.mark.parametrize(
+        "location_name, expected_coordinates",
+        [
+            ("kolkata", {"lat": 22.9, "lon": 88.4}),
+            ("delhi", {"lat": 28.6, "lon": 77.2}),
+            ("PortaSigrar", {"lat": None, "lon": None}),
+        ],
+    )
+    def test_location_coordinates(
+        self,
+        geo_coder: GeoCoder,
+        location_name: str,
+        expected_coordinates: Dict[str, Optional[float]],
+    ):
+        coords = geo_coder.location_coordinates(location_name)
+        keys = ["lat", "lon"]
+        for k in keys:
+            assert coords[k] == pytest.approx(expected_coordinates[k], 0.1)
 
-    def test_location_distance(self, geo_coder: GeoCoder):
-        assert geo_coder.location_distance("kolkata", "delhi") == pytest.approx(
-            1305.106, 0.001
-        )
-        assert geo_coder.location_distance("delhi", "delhi") == pytest.approx(
-            0.0, 0.001
+    @pytest.mark.parametrize(
+        "location1, location2, expected_distance",
+        [
+            ("kolkata", "delhi", 1305.106),
+            ("delhi", "delhi", 0.0),
+            ("PortaSigrar", "delhi", None),
+        ],
+    )
+    def test_location_distance(
+        self,
+        geo_coder: GeoCoder,
+        location1: str,
+        location2: str,
+        expected_distance: float,
+    ):
+        assert geo_coder.location_distance(location1, location2) == pytest.approx(
+            expected_distance, 0.001
         )
 
     @pytest.mark.parametrize(
@@ -48,7 +73,7 @@ def test_location_distance(self, geo_coder: GeoCoder):
         ],
     )
     def test_is_location_country_city_state(
-        self, geo_coder, location_name, expected_result
+        self, geo_coder: GeoCoder, location_name: str, expected_result: bool
     ):
         assert (
             geo_coder.is_location_country_city_state(location_name) == expected_result
@@ -67,5 +92,7 @@ def test_is_location_country_city_state(
             ("Pippo", False),
         ],
     )
-    def test_is_location_country(self, geo_coder, location_name, expected_result):
+    def test_is_location_country(
+        self, geo_coder: GeoCoder, location_name: str, expected_result: bool
+    ):
         assert geo_coder.is_a_country(location_name) == expected_result
diff --git a/tests/test_gptravel/test_core/test_travel_planner/test_travel_engine.py b/tests/test_gptravel/test_core/test_travel_planner/test_travel_engine.py
index 7bec1bf..96340fd 100644
--- a/tests/test_gptravel/test_core/test_travel_planner/test_travel_engine.py
+++ b/tests/test_gptravel/test_core/test_travel_planner/test_travel_engine.py
@@ -35,6 +35,22 @@ def test_travel_plan_properties(
                 ]
             },
         }
+        assert travel_plan_single_city_per_day.get_travel_activities_from_city(
+            "Phuket"
+        ) == [
+            "Spend time at the Patong Beach",
+            "Visit Big Buddha Phuket",
+            "Explore the Phuket Old Town",
+            "Enjoy local street food at night markets",
+        ]
+        assert travel_plan_single_city_per_day.get_travel_activities_from_city(
+            "Bangkok"
+        ) == [
+            "Visit Wat Phra Kaew and the Grand Palace",
+            "Explore the Wat Pho Temple",
+            "Ride a boat in the Chao Phraya River",
+            "Shop at Chatuchak weekend market",
+        ]
 
     def test_travel_plan_single_city_per_day(
         self,
@@ -44,6 +60,10 @@ def test_travel_plan_single_city_per_day(
         assert days == ["Day 1", "Day 2", "Day 3"]
         cities = travel_plan_single_city_per_day.get_key_values_by_name(key_name="city")
         assert cities == ["Bangkok", "Phuket", "Krabi"]
+        key_values = travel_plan_single_city_per_day.get_key_values_by_name(
+            key_name="rr"
+        )
+        assert key_values == []
         activities = travel_plan_single_city_per_day.travel_activities
         assert activities == [
             "Visit Wat Phra Kaew and the Grand Palace",
diff --git a/tests/test_gptravel/test_core/test_utils/test_general.py b/tests/test_gptravel/test_core/test_utils/test_general.py
index 8199bde..da06a01 100644
--- a/tests/test_gptravel/test_core/test_utils/test_general.py
+++ b/tests/test_gptravel/test_core/test_utils/test_general.py
@@ -1,6 +1,7 @@
 import json
 
 from gptravel.core.utils.general import (
+    extract_inner_list_for_given_key,
     extract_inner_lists_from_json,
     extract_keys_by_depth_from_json,
 )
@@ -110,3 +111,29 @@ def test_extract_inner_list_wrong_input():
     # Example with wrong input type
     data = "wrong input type"
     assert not extract_inner_lists_from_json(data)
+
+
+def test_extract_inner_list_for_given_key():
+    # Example with nested dictionaries and lists
+    data = {
+        "Day 1": {
+            "City 1": ["activity 1", "activity 2"],
+            "City 2": ["activity 3", "activity 4"],
+        },
+        "Day 2": {
+            "City 1": ["activity 5", "activity 6"],
+        },
+    }
+    assert extract_inner_list_for_given_key(data, "City 1") == [
+        "activity 1",
+        "activity 2",
+        "activity 5",
+        "activity 6",
+    ]
+    assert extract_inner_list_for_given_key(data, "City 2") == [
+        "activity 3",
+        "activity 4",
+    ]
+    assert extract_inner_list_for_given_key(data, "City 4") == []
+    data = {}
+    assert extract_inner_list_for_given_key(data, "City 4") == []