feat: Added PII anonymizer

app.py

@@ -1,13 +1,14 @@
 import gradio as gr
 from examples.keyphrases import demo as keyphrases_demo
+from examples.anon import demo as anon_demo
 
 demo = gr.Blocks()
 
 with demo:
     gr.Markdown("# HuSpaCy Examples")
     gr.TabbedInterface(
-        interface_list=[keyphrases_demo],
-        tab_names=["Keyphrase extraction"]
+        interface_list=[keyphrases_demo, anon_demo],
+        tab_names=["Keyphrase extraction", "Text anonymization"],
     )
 
 if __name__ == '__main__':

examples/anon.py

@@ -0,0 +1,52 @@
+import gradio as gr
+
+from presidio_analyzer import AnalyzerEngine
+from presidio_analyzer.nlp_engine import NlpEngineProvider
+from presidio_anonymizer import AnonymizerEngine
+
+from faker import Faker
+from presidio_anonymizer.entities.engine import OperatorConfig
+
+
+def process(text: str, fake_data: bool) -> str:
+    configuration = {
+        "nlp_engine_name": "spacy",
+        "models": [{"lang_code": "hu", "model_name": "hu_core_news_lg", }],
+    }
+
+    provider = NlpEngineProvider(nlp_configuration=configuration)
+    nlp_engine = provider.create_engine()
+
+    analyzer = AnalyzerEngine(nlp_engine=nlp_engine,
+                              supported_languages=["hu"])
+
+    results = analyzer.analyze(
+        text=text, entities=["PERSON", "LOCATION"], language="hu")
+
+    fake = Faker(locale=["hu_HU"])
+
+    fake_operators = {
+        "PERSON": OperatorConfig("custom", {"lambda": lambda x: fake.name()}),
+        "LOCATION": OperatorConfig("custom", {"lambda": lambda x: fake.address()}),
+    }
+
+    anonymizer = AnonymizerEngine()
+    anonymized_text = anonymizer.anonymize(
+        text=text, analyzer_results=results, operators=fake_operators) if fake_data else anonymizer.anonymize(text=text, analyzer_results=results)
+    return anonymized_text.text, anonymized_text.items
+
+
+EXAMPLES = [
+    ["Vespucci 1450-es években született Firenzében, és 1497 és 1504 között legalább két felfedező úton vett részt – az egyiket spanyol, a másikat portugál támogatással.", False],
+    ["Elon Musk 1971-ben született a Dél-afrikai Köztársaságban, anyja Maye Musk (született: Haldeman) modell, apja Errol Musk mérnök, pilóta.", True]
+]
+
+demo = gr.Interface(
+    fn=process,
+    inputs=[gr.Textbox(value=EXAMPLES[0][0], lines=10, label="Input text", show_label=True),
+            gr.Checkbox(value=EXAMPLES[0][1], label="Use fake data", show_label=True)],
+    outputs=[gr.Textbox(label="Anonymized text", show_label=True),
+             gr.Textbox(label="Tags", show_label=True)],
+    examples=EXAMPLES,
+    cache_examples=True,
+)

poetry.lock

@@ -45,7 +45,7 @@ requests = ">=2.7,<3.0"
 six = ">=1.5"
 
 [package.extras]
-test = ["mock (2.0.0)", "pylint (1.9.3)", "flake8 (3.7.9)"]
+test = ["mock (==2.0.0)", "pylint (==1.9.3)", "flake8 (==3.7.9)"]
 
 [[package]]
 name = "anyio"
@@ -117,7 +117,7 @@ python-versions = ">=3.6"
 cffi = ">=1.1"
 
 [package.extras]
-tests = ["pytest (>=3.2.1,<3.3.0 || >3.3.0)"]
+tests = ["pytest (>=3.2.1,!=3.3.0)"]
 typecheck = ["mypy"]
 
 [[package]]
@@ -164,7 +164,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "certifi"
-version = "2022.5.18.1"
+version = "2022.6.15"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
@@ -205,7 +205,7 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [[package]]
 name = "colorama"
-version = "0.4.4"
+version = "0.4.5"
 description = "Cross-platform colored terminal text."
 category = "main"
 optional = false
@@ -223,12 +223,12 @@ python-versions = ">=3.6"
 cffi = ">=1.12"
 
 [package.extras]
-docs = ["sphinx (>=1.6.5,<1.8.0 || >1.8.0,<3.1.0 || >3.1.0,<3.1.1 || >3.1.1)", "sphinx-rtd-theme"]
+docs = ["sphinx (>=1.6.5,!=1.8.0,!=3.1.0,!=3.1.1)", "sphinx-rtd-theme"]
 docstest = ["pyenchant (>=1.6.11)", "twine (>=1.12.0)", "sphinxcontrib-spelling (>=4.0.1)"]
 pep8test = ["black", "flake8", "flake8-import-order", "pep8-naming"]
 sdist = ["setuptools_rust (>=0.11.4)"]
 ssh = ["bcrypt (>=3.1.5)"]
-test = ["pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-subtests", "pytest-xdist", "pretend", "iso8601", "pytz", "hypothesis (>=1.11.4,<3.79.2 || >3.79.2)"]
+test = ["pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-subtests", "pytest-xdist", "pretend", "iso8601", "pytz", "hypothesis (>=1.11.4,!=3.79.2)"]
 
 [[package]]
 name = "cssselect"
@@ -268,6 +268,17 @@ toolz = ">=0.8.0"
 [package.extras]
 cython = ["cython"]
 
+[[package]]
+name = "faker"
+version = "13.13.0"
+description = "Faker is a Python package that generates fake data for you."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+python-dateutil = ">=2.4"
+
 [[package]]
 name = "fastapi"
 version = "0.78.0"
@@ -281,10 +292,10 @@ pydantic = ">=1.6.2,<1.7 || >1.7,<1.7.1 || >1.7.1,<1.7.2 || >1.7.2,<1.7.3 || >1.
 starlette = "0.19.1"
 
 [package.extras]
-all = ["requests (>=2.24.0,<3.0.0)", "jinja2 (>=2.11.2,<4.0.0)", "python-multipart (>=0.0.5,<0.0.6)", "itsdangerous (>=1.1.0,<3.0.0)", "pyyaml (>=5.3.1,<7.0.0)", "ujson (>=4.0.1,<4.0.2 || >4.0.2,<4.1.0 || >4.1.0,<4.2.0 || >4.2.0,<4.3.0 || >4.3.0,<5.0.0 || >5.0.0,<5.1.0 || >5.1.0,<6.0.0)", "orjson (>=3.2.1,<4.0.0)", "email_validator (>=1.1.1,<2.0.0)", "uvicorn[standard] (>=0.12.0,<0.18.0)"]
+all = ["requests (>=2.24.0,<3.0.0)", "jinja2 (>=2.11.2,<4.0.0)", "python-multipart (>=0.0.5,<0.0.6)", "itsdangerous (>=1.1.0,<3.0.0)", "pyyaml (>=5.3.1,<7.0.0)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0,<6.0.0)", "orjson (>=3.2.1,<4.0.0)", "email_validator (>=1.1.1,<2.0.0)", "uvicorn[standard] (>=0.12.0,<0.18.0)"]
 dev = ["python-jose[cryptography] (>=3.3.0,<4.0.0)", "passlib[bcrypt] (>=1.7.2,<2.0.0)", "autoflake (>=1.4.0,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "uvicorn[standard] (>=0.12.0,<0.18.0)", "pre-commit (>=2.17.0,<3.0.0)"]
 doc = ["mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "mdx-include (>=1.4.1,<2.0.0)", "mkdocs-markdownextradata-plugin (>=0.1.7,<0.3.0)", "typer (>=0.4.1,<0.5.0)", "pyyaml (>=5.3.1,<7.0.0)"]
-test = ["pytest (>=6.2.4,<7.0.0)", "pytest-cov (>=2.12.0,<4.0.0)", "mypy (0.910)", "flake8 (>=3.8.3,<4.0.0)", "black (22.3.0)", "isort (>=5.0.6,<6.0.0)", "requests (>=2.24.0,<3.0.0)", "httpx (>=0.14.0,<0.19.0)", "email_validator (>=1.1.1,<2.0.0)", "sqlalchemy (>=1.3.18,<1.5.0)", "peewee (>=3.13.3,<4.0.0)", "databases[sqlite] (>=0.3.2,<0.6.0)", "orjson (>=3.2.1,<4.0.0)", "ujson (>=4.0.1,<4.0.2 || >4.0.2,<4.1.0 || >4.1.0,<4.2.0 || >4.2.0,<4.3.0 || >4.3.0,<5.0.0 || >5.0.0,<5.1.0 || >5.1.0,<6.0.0)", "python-multipart (>=0.0.5,<0.0.6)", "flask (>=1.1.2,<3.0.0)", "anyio[trio] (>=3.2.1,<4.0.0)", "types-ujson (4.2.1)", "types-orjson (3.6.2)", "types-dataclasses (0.6.5)"]
+test = ["pytest (>=6.2.4,<7.0.0)", "pytest-cov (>=2.12.0,<4.0.0)", "mypy (==0.910)", "flake8 (>=3.8.3,<4.0.0)", "black (==22.3.0)", "isort (>=5.0.6,<6.0.0)", "requests (>=2.24.0,<3.0.0)", "httpx (>=0.14.0,<0.19.0)", "email_validator (>=1.1.1,<2.0.0)", "sqlalchemy (>=1.3.18,<1.5.0)", "peewee (>=3.13.3,<4.0.0)", "databases[sqlite] (>=0.3.2,<0.6.0)", "orjson (>=3.2.1,<4.0.0)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0,<6.0.0)", "python-multipart (>=0.0.5,<0.0.6)", "flask (>=1.1.2,<3.0.0)", "anyio[trio] (>=3.2.1,<4.0.0)", "types-ujson (==4.2.1)", "types-orjson (==3.6.2)", "types-dataclasses (==0.6.5)"]
 
 [[package]]
 name = "feedfinder2"
@@ -362,11 +373,11 @@ python-versions = ">=3.7"
 
 [[package]]
 name = "gradio"
-version = "3.0.11"
+version = "3.0.17"
 description = "Python library for easily interacting with trained machine learning models"
 category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
 
 [package.dependencies]
 aiohttp = "*"
@@ -409,7 +420,6 @@ spacy = ">=3.3.0,<3.4.0"
 [package.source]
 type = "url"
 url = "https://huggingface.co/huspacy/hu_core_news_lg/resolve/v3.3.0/hu_core_news_lg-any-py3-none-any.whl"
-
 [[package]]
 name = "idna"
 version = "3.3"
@@ -458,7 +468,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "kiwisolver"
-version = "1.4.2"
+version = "1.4.3"
 description = "A fast implementation of the Cassowary constraint solver"
 category = "main"
 optional = false
@@ -521,7 +531,7 @@ mdurl = ">=0.1,<1.0"
 
 [package.extras]
 benchmarking = ["psutil", "pytest", "pytest-benchmark (>=3.2,<4.0)"]
-code_style = ["pre-commit (2.6)"]
+code_style = ["pre-commit (==2.6)"]
 compare = ["commonmark (>=0.9.1,<0.10.0)", "markdown (>=3.3.6,<3.4.0)", "mistletoe (>=0.8.1,<0.9.0)", "mistune (>=2.0.2,<2.1.0)", "panflute (>=2.1.3,<2.2.0)"]
 linkify = ["linkify-it-py (>=1.0,<2.0)"]
 plugins = ["mdit-py-plugins"]
@@ -568,7 +578,7 @@ python-versions = "~=3.6"
 markdown-it-py = ">=1.0.0,<3.0.0"
 
 [package.extras]
-code_style = ["pre-commit (2.6)"]
+code_style = ["pre-commit (==2.6)"]
 rtd = ["myst-parser (>=0.14.0,<0.15.0)", "sphinx-book-theme (>=0.1.0,<0.2.0)"]
 testing = ["coverage", "pytest (>=3.6,<4)", "pytest-cov", "pytest-regressions"]
 
@@ -606,7 +616,7 @@ python-versions = "*"
 
 [[package]]
 name = "networkx"
-version = "2.8.2"
+version = "2.8.4"
 description = "Python package for creating and manipulating graphs and networks"
 category = "main"
 optional = false
@@ -614,8 +624,8 @@ python-versions = ">=3.8"
 
 [package.extras]
 default = ["numpy (>=1.19)", "scipy (>=1.8)", "matplotlib (>=3.4)", "pandas (>=1.3)"]
-developer = ["pre-commit (>=2.18)", "mypy (>=0.942)"]
-doc = ["sphinx (>=4.5)", "pydata-sphinx-theme (>=0.8.1)", "sphinx-gallery (>=0.10)", "numpydoc (>=1.3)", "pillow (>=9.1)", "nb2plots (>=0.6)", "texext (>=0.6.6)"]
+developer = ["pre-commit (>=2.19)", "mypy (>=0.960)"]
+doc = ["sphinx (>=5)", "pydata-sphinx-theme (>=0.9)", "sphinx-gallery (>=0.10)", "numpydoc (>=1.4)", "pillow (>=9.1)", "nb2plots (>=0.6)", "texext (>=0.6.6)"]
 extra = ["lxml (>=4.6)", "pygraphviz (>=1.9)", "pydot (>=1.4.2)", "sympy (>=1.10)"]
 test = ["pytest (>=7.1)", "pytest-cov (>=3.0)", "codecov (>=2.1)"]
 
@@ -674,7 +684,7 @@ python-versions = ">=3.8"
 
 [[package]]
 name = "orjson"
-version = "3.7.0"
+version = "3.7.2"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 category = "main"
 optional = false
@@ -749,6 +759,14 @@ gcs = ["google-cloud-storage (>=1.26.0,<2.0.0)"]
 s3 = ["boto3"]
 test = ["pytest", "pytest-coverage", "mock", "typer-cli"]
 
+[[package]]
+name = "phonenumbers"
+version = "8.12.50"
+description = "Python version of Google's common library for parsing, formatting, storing and validating international phone numbers."
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "pillow"
 version = "9.1.1"
@@ -773,6 +791,32 @@ python-versions = "*"
 cymem = ">=2.0.2,<2.1.0"
 murmurhash = ">=0.28.0,<1.1.0"
 
+[[package]]
+name = "presidio-analyzer"
+version = "2.2.28"
+description = "Presidio analyzer package"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+phonenumbers = ">=8.12"
+pyyaml = "*"
+regex = "*"
+spacy = ">=3.2.0"
+tldextract = "*"
+
+[[package]]
+name = "presidio-anonymizer"
+version = "2.2.28"
+description = "Persidio Anonymizer package - replaces analyzed text with desired values."
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+pycryptodome = ">=3.10.1"
+
 [[package]]
 name = "pycparser"
 version = "2.21"
@@ -825,7 +869,7 @@ cffi = ">=1.4.1"
 
 [package.extras]
 docs = ["sphinx (>=1.6.5)", "sphinx-rtd-theme"]
-tests = ["pytest (>=3.2.1,<3.3.0 || >3.3.0)", "hypothesis (>=3.27.0)"]
+tests = ["pytest (>=3.2.1,!=3.3.0)", "hypothesis (>=3.27.0)"]
 
 [[package]]
 name = "pyparsing"
@@ -898,20 +942,20 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "requests"
-version = "2.27.1"
+version = "2.28.0"
 description = "Python HTTP for Humans."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.7, <4"
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-charset-normalizer = {version = ">=2.0.0,<2.1.0", markers = "python_version >= \"3\""}
-idna = {version = ">=2.5,<4", markers = "python_version >= \"3\""}
+charset-normalizer = ">=2.0.0,<2.1.0"
+idna = ">=2.5,<4"
 urllib3 = ">=1.21.1,<1.27"
 
 [package.extras]
-socks = ["PySocks (>=1.5.6,<1.5.7 || >1.5.7)", "win-inet-pton"]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
 
 [[package]]
@@ -1003,7 +1047,7 @@ azure = ["azure-storage-blob", "azure-common", "azure-core"]
 gcs = ["google-cloud-storage"]
 http = ["requests"]
 s3 = ["boto3"]
-test = ["boto3", "google-cloud-storage", "azure-storage-blob", "azure-common", "azure-core", "requests", "moto[server] (1.3.14)", "pathlib2", "responses", "paramiko", "parameterizedtestcase", "pytest", "pytest-rerunfailures"]
+test = ["boto3", "google-cloud-storage", "azure-storage-blob", "azure-common", "azure-core", "requests", "moto[server] (==1.3.14)", "pathlib2", "responses", "paramiko", "parameterizedtestcase", "pytest", "pytest-rerunfailures"]
 webhdfs = ["requests"]
 
 [[package]]
@@ -1024,7 +1068,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "spacy"
-version = "3.3.0"
+version = "3.3.1"
 description = "Industrial-strength Natural Language Processing (NLP) in Python"
 category = "main"
 optional = false
@@ -1067,8 +1111,8 @@ cuda80 = ["cupy-cuda80 (>=5.0.0b4,<11.0.0)"]
 cuda90 = ["cupy-cuda90 (>=5.0.0b4,<11.0.0)"]
 cuda91 = ["cupy-cuda91 (>=5.0.0b4,<11.0.0)"]
 cuda92 = ["cupy-cuda92 (>=5.0.0b4,<11.0.0)"]
-ja = ["sudachipy (>=0.5.2,<0.6.1 || >0.6.1)", "sudachidict-core (>=20211220)"]
-ko = ["natto-py (0.9.0)"]
+ja = ["sudachipy (>=0.5.2,!=0.6.1)", "sudachidict-core (>=20211220)"]
+ko = ["natto-py (==0.9.0)"]
 lookups = ["spacy-lookups-data (>=1.0.3,<1.1.0)"]
 ray = ["spacy-ray (>=0.1.0,<1.0.0)"]
 th = ["pythainlp (>=2.0)"]
@@ -1266,7 +1310,7 @@ click = ">=7.1.1,<9.0.0"
 all = ["colorama (>=0.4.3,<0.5.0)", "shellingham (>=1.3.0,<2.0.0)"]
 dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)"]
 doc = ["mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "mdx-include (>=1.4.1,<2.0.0)"]
-test = ["shellingham (>=1.3.0,<2.0.0)", "pytest (>=4.4.0,<5.4.0)", "pytest-cov (>=2.10.0,<3.0.0)", "coverage (>=5.2,<6.0)", "pytest-xdist (>=1.32.0,<2.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "mypy (0.910)", "black (>=22.3.0,<23.0.0)", "isort (>=5.0.6,<6.0.0)"]
+test = ["shellingham (>=1.3.0,<2.0.0)", "pytest (>=4.4.0,<5.4.0)", "pytest-cov (>=2.10.0,<3.0.0)", "coverage (>=5.2,<6.0)", "pytest-xdist (>=1.32.0,<2.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "mypy (==0.910)", "black (>=22.3.0,<23.0.0)", "isort (>=5.0.6,<6.0.0)"]
 
 [[package]]
 name = "typing-extensions"
@@ -1298,7 +1342,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
 [package.extras]
 brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "brotlipy (>=0.6.0)"]
 secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
-socks = ["PySocks (>=1.5.6,<1.5.7 || >1.5.7,<2.0)"]
+socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "uvicorn"
@@ -1314,7 +1358,7 @@ click = ">=7.0"
 h11 = ">=0.8"
 
 [package.extras]
-standard = ["websockets (>=10.0)", "httptools (>=0.4.0)", "watchgod (>=0.6)", "python-dotenv (>=0.13)", "PyYAML (>=5.1)", "uvloop (>=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1)", "colorama (>=0.4)"]
+standard = ["websockets (>=10.0)", "httptools (>=0.4.0)", "watchgod (>=0.6)", "python-dotenv (>=0.13)", "PyYAML (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "colorama (>=0.4)"]
 
 [[package]]
 name = "wasabi"
@@ -1339,7 +1383,7 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "1.1"
 python-versions = "~3.8"
-content-hash = "d9c59eb472821c5355b16be6a387a1057ba2d282db8390c63f56d7ce01fc12bb"
+content-hash = "5cd74ccc6f7bed486bb65b9e0c4245a6bf1eb74c0252b1b1f71fe740b6ce6fdd"
 
 [metadata.files]
 aiohttp = [
@@ -1463,6 +1507,7 @@ beautifulsoup4 = [
 ]
 blis = [
     {file = "blis-0.7.7-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f4109cce38e644e81d923836b34024905d59e88c8fb48b89b420f4d7661cd89f"},
+    {file = "blis-0.7.7-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ee19fddb5964570d97c2096a9a1e595fa48abdde187b14f99dcea7bb546989a6"},
     {file = "blis-0.7.7-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b5e0acc760daf5c3b45bce44653943e3a04d81c21c5b92213ed51664525dc24e"},
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+    {file = "spacy-3.3.1-cp36-cp36m-win_amd64.whl", hash = "sha256:7b58cd4e27d6ae29e23b47e9ba6b8ca4e02fc69d65b57b2a9c7072c3a187b4ba"},
+    {file = "spacy-3.3.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:ae06825f2e349e035fae602e2a48ba1453b8eed9238144e36e1b09a741744c6e"},
+    {file = "spacy-3.3.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5fd1e3abab9df2e113d29d1bcf16700b68b125504a2b477b49eb7b6c7b5225ea"},
+    {file = "spacy-3.3.1-cp37-cp37m-win_amd64.whl", hash = "sha256:eea5d066f472261a37e43aa6b5002af5a9232da66a83ea5b7b590b905f00a5bb"},
+    {file = "spacy-3.3.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:dfbd15084f7b49fed1160999ef2986f2769cbcc50ab240bf026fa82337500ace"},
+    {file = "spacy-3.3.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:618f3cd983aa37bb448bdd554e1abf1d82106fc3163959786a2ca1fe01dc4f1b"},
+    {file = "spacy-3.3.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1581ba49a6f687a5e0ad8291129793af8e3c4bb02ffbc8857b34acfa7ed3049f"},
+    {file = "spacy-3.3.1-cp38-cp38-win_amd64.whl", hash = "sha256:b652cc9fcd1e07f733a5de9c89fef300852d0129240f0eb11513d03bba470609"},
+    {file = "spacy-3.3.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9af33d170d8a697f50556b612be5468fdd4134759846c54415f8fc9f87ca1c25"},
+    {file = "spacy-3.3.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:6971e37234395c6157a514ef1c1f15d27f91042df4e7fc8aefcc6e0d79a3cb8b"},
+    {file = "spacy-3.3.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:747a99fd2712e60325ff00b6b3131e4aef4c67b2f4433b9ffbd44833889a313d"},
+    {file = "spacy-3.3.1-cp39-cp39-win_amd64.whl", hash = "sha256:787bd8546ae4feed088fb712f3baf5239197cedfe9e1ce9d8906b3e3ef2f10bc"},
+    {file = "spacy-3.3.1.tar.gz", hash = "sha256:7f87dbdb104d851ae6ba5fd3a76a2e14e22e048135903e98baf08571a3aa81c0"},
 ]
 spacy-legacy = [
     {file = "spacy-legacy-3.0.9.tar.gz", hash = "sha256:4f7dcbc4e6c8e8cb4eadbb009f9c0a1a2a67442e0032c8d6776c9470c3759903"},
@@ -2490,6 +2569,7 @@ spacy-loggers = [
 ]
 srsly = [
     {file = "srsly-2.4.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2d0236feafe3805b384532221596e6749a54d0ff10ba022b333dc1de7aa1b2f7"},
+    {file = "srsly-2.4.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f96af9fde9f58d5923091fa723fa0fed58a83781b98e143a5d1fac5e738b9f0d"},
     {file = "srsly-2.4.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:62630dbf20e240610fa64b6717545fcc28d9f18a6085ee93656be000678592a6"},
     {file = "srsly-2.4.3-cp310-cp310-win_amd64.whl", hash = "sha256:27b3f693296d8a24c306aacd5df38a565ec43214f2aeb51a38170af5dc8b48bc"},
     {file = "srsly-2.4.3-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:d3b93531f086c516a26f729beac9b052c2ad0528d72e80f9d193de26aa2202be"},
@@ -2499,9 +2579,11 @@ srsly = [
     {file = "srsly-2.4.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ab31586fd89e5e5fe6f38664209577b03e85fb834f238c928c15ed3c80ab9c73"},
     {file = "srsly-2.4.3-cp37-cp37m-win_amd64.whl", hash = "sha256:a906c9b1f62c109ddcfaeaf242b19b2ebc5d2f865eb38ef4af35959027c5185b"},
     {file = "srsly-2.4.3-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:0d2b92c40f9aa9ba7cb0d8048bd7bfaa13d79d02e9ad6808ca7a8879ba5ed50b"},
+    {file = "srsly-2.4.3-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:2c986766d83cf8f508ef2296da5263d47f68766122bbb0306d8bfbd83f596a6e"},
     {file = "srsly-2.4.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:97a67c8f86ce3207e5e810b998a94ea49d439139adc21d9aadbd0bfab9faa64b"},
     {file = "srsly-2.4.3-cp38-cp38-win_amd64.whl", hash = "sha256:cffec31143c6e1c783ead11245c08938cae859115d4cb0f4cf423e2895707b74"},
     {file = "srsly-2.4.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:61e31a72370238387a8ff2a4cebea402227215a1450648b852cad9e511a8b59e"},
+    {file = "srsly-2.4.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:11f1b0fc837aae9ad2853dc52eb1c59e563f553196813ec7ef0bee8b2ca0bc48"},
     {file = "srsly-2.4.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d1d13dc2133d5a83d30774793adb2c3fd9be905da339e2d54e2c79d55248c1a5"},
     {file = "srsly-2.4.3-cp39-cp39-win_amd64.whl", hash = "sha256:fb08416fd6ef04c51fdeefd6d28592b64563b2853243c571a9b0d67403b5be7f"},
     {file = "srsly-2.4.3.tar.gz", hash = "sha256:dbe91f6dd4aea9e819493628356dc715bd9c606486297bb7ca5748e6e003841c"},

pyproject.toml

@@ -12,6 +12,9 @@ hu-core-news-lg = {url = "https://huggingface.co/huspacy/hu_core_news_lg/resolve
 scipy = "~1.8.0"
 newspaper3k = "^0.2.8"
 gradio = "^3.0.11"
+Faker = "^13.13.0"
+presidio-analyzer = "^2.2.28"
+presidio-anonymizer = "^2.2.28"
 
 [tool.poetry.dev-dependencies]