mirror of
https://github.com/hwchase17/langchain
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a8f804a618
### Description The feature for anonymizing data has been implemented. In order to protect private data, such as when querying external APIs (OpenAI), it is worth pseudonymizing sensitive data to maintain full privacy. Anonynization consists of two steps: 1. **Identification:** Identify all data fields that contain personally identifiable information (PII). 2. **Replacement**: Replace all PIIs with pseudo values or codes that do not reveal any personal information about the individual but can be used for reference. We're not using regular encryption, because the language model won't be able to understand the meaning or context of the encrypted data. We use *Microsoft Presidio* together with *Faker* framework for anonymization purposes because of the wide range of functionalities they provide. The full implementation is available in `PresidioAnonymizer`. ### Future works - **deanonymization** - add the ability to reverse anonymization. For example, the workflow could look like this: `anonymize -> LLMChain -> deanonymize`. By doing this, we will retain anonymity in requests to, for example, OpenAI, and then be able restore the original data. - **instance anonymization** - at this point, each occurrence of PII is treated as a separate entity and separately anonymized. Therefore, two occurrences of the name John Doe in the text will be changed to two different names. It is therefore worth introducing support for full instance detection, so that repeated occurrences are treated as a single object. ### Twitter handle @deepsense_ai / @MaksOpp --------- Co-authored-by: MaksOpp <maks.operlejn@gmail.com> Co-authored-by: Bagatur <baskaryan@gmail.com>
3999 lines
305 KiB
TOML
3999 lines
305 KiB
TOML
# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
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[[package]]
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name = "aiohttp"
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[package.dependencies]
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pycparser = "*"
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[[package]]
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name = "charset-normalizer"
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version = "3.2.0"
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description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
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optional = false
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python-versions = ">=3.7.0"
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files = [
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[[package]]
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name = "click"
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version = "8.1.7"
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description = "Composable command line interface toolkit"
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optional = false
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python-versions = ">=3.7"
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colorama = {version = "*", markers = "platform_system == \"Windows\""}
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[[package]]
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name = "colorama"
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version = "0.4.6"
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description = "Cross-platform colored terminal text."
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optional = false
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name = "comm"
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version = "0.1.4"
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description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
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python-versions = ">=3.6"
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[package.dependencies]
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traitlets = ">=4"
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[package.extras]
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test = ["pytest"]
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typing = ["mypy (>=0.990)"]
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[[package]]
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name = "confection"
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version = "0.1.1"
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description = "The sweetest config system for Python"
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optional = true
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python-versions = ">=3.6"
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files = [
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pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<3.0.0"
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srsly = ">=2.4.0,<3.0.0"
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[[package]]
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name = "cymem"
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version = "2.0.7"
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description = "Manage calls to calloc/free through Cython"
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optional = true
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python-versions = "*"
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[package.extras]
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name = "debugpy"
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files = [
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[package.dependencies]
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appnope = {version = "*", markers = "sys_platform == \"darwin\""}
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backcall = "*"
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colorama = {version = "*", markers = "sys_platform == \"win32\""}
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decorator = "*"
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jedi = ">=0.16"
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matplotlib-inline = "*"
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pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
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pickleshare = "*"
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prompt-toolkit = ">=3.0.30,<3.0.37 || >3.0.37,<3.1.0"
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pygments = ">=2.4.0"
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stack-data = "*"
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traitlets = ">=5"
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typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
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[package.extras]
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all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
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black = ["black"]
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doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
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kernel = ["ipykernel"]
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nbconvert = ["nbconvert"]
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nbformat = ["nbformat"]
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notebook = ["ipywidgets", "notebook"]
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parallel = ["ipyparallel"]
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qtconsole = ["qtconsole"]
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test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
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test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
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[[package]]
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name = "ipython-genutils"
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version = "0.2.0"
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description = "Vestigial utilities from IPython"
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optional = false
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python-versions = "*"
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files = [
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{file = "ipython_genutils-0.2.0.tar.gz", hash = "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"},
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[[package]]
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name = "ipywidgets"
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version = "8.1.0"
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description = "Jupyter interactive widgets"
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optional = false
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python-versions = ">=3.7"
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files = [
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[package.dependencies]
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comm = ">=0.1.3"
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ipython = ">=6.1.0"
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jupyterlab-widgets = ">=3.0.7,<3.1.0"
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traitlets = ">=4.3.1"
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widgetsnbextension = ">=4.0.7,<4.1.0"
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[package.extras]
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test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
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[[package]]
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|
name = "isoduration"
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|
version = "20.11.0"
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description = "Operations with ISO 8601 durations"
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|
optional = false
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python-versions = ">=3.7"
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files = [
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{file = "isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042"},
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{file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"},
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]
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[package.dependencies]
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arrow = ">=0.15.0"
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[[package]]
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|
name = "jedi"
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|
version = "0.19.0"
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|
description = "An autocompletion tool for Python that can be used for text editors."
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|
optional = false
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python-versions = ">=3.6"
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files = [
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{file = "jedi-0.19.0-py2.py3-none-any.whl", hash = "sha256:cb8ce23fbccff0025e9386b5cf85e892f94c9b822378f8da49970471335ac64e"},
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{file = "jedi-0.19.0.tar.gz", hash = "sha256:bcf9894f1753969cbac8022a8c2eaee06bfa3724e4192470aaffe7eb6272b0c4"},
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]
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[package.dependencies]
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parso = ">=0.8.3,<0.9.0"
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[package.extras]
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docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
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qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
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testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
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[[package]]
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|
name = "jinja2"
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version = "3.1.2"
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description = "A very fast and expressive template engine."
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optional = false
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python-versions = ">=3.7"
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files = [
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{file = "Jinja2-3.1.2.tar.gz", hash = "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852"},
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[package.dependencies]
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MarkupSafe = ">=2.0"
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[package.extras]
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i18n = ["Babel (>=2.7)"]
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[[package]]
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name = "json5"
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version = "0.9.14"
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description = "A Python implementation of the JSON5 data format."
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optional = false
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python-versions = "*"
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files = [
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[package.extras]
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dev = ["hypothesis"]
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[[package]]
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name = "jsonpointer"
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version = "2.4"
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description = "Identify specific nodes in a JSON document (RFC 6901)"
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optional = false
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python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
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files = [
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[[package]]
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name = "jsonschema"
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version = "4.19.0"
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description = "An implementation of JSON Schema validation for Python"
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optional = false
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python-versions = ">=3.8"
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files = [
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[package.dependencies]
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attrs = ">=22.2.0"
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fqdn = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
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idna = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
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importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
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isoduration = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
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jsonpointer = {version = ">1.13", optional = true, markers = "extra == \"format-nongpl\""}
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jsonschema-specifications = ">=2023.03.6"
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pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
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referencing = ">=0.28.4"
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rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
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rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
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rpds-py = ">=0.7.1"
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uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
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webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-nongpl\""}
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[package.extras]
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format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
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format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
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[[package]]
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|
name = "jsonschema-specifications"
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|
version = "2023.7.1"
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|
description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
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|
optional = false
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python-versions = ">=3.8"
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files = [
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{file = "jsonschema_specifications-2023.7.1.tar.gz", hash = "sha256:c91a50404e88a1f6ba40636778e2ee08f6e24c5613fe4c53ac24578a5a7f72bb"},
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[package.dependencies]
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importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
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referencing = ">=0.28.0"
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[[package]]
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name = "jupyter"
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|
version = "1.0.0"
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description = "Jupyter metapackage. Install all the Jupyter components in one go."
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optional = false
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python-versions = "*"
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[package.dependencies]
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nbconvert = "*"
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notebook = "*"
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qtconsole = "*"
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[[package]]
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name = "jupyter-client"
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version = "8.3.0"
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description = "Jupyter protocol implementation and client libraries"
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[package.dependencies]
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importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
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jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
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python-dateutil = ">=2.8.2"
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pyzmq = ">=23.0"
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tornado = ">=6.2"
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traitlets = ">=5.3"
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[package.extras]
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docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
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test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
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[[package]]
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name = "jupyter-console"
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version = "6.6.3"
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description = "Jupyter terminal console"
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optional = false
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python-versions = ">=3.7"
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[package.dependencies]
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prompt-toolkit = ">=3.0.30"
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pygments = "*"
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pyzmq = ">=17"
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traitlets = ">=5.4"
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[package.extras]
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test = ["flaky", "pexpect", "pytest"]
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|
[[package]]
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|
name = "jupyter-core"
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version = "5.3.1"
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|
description = "Jupyter core package. A base package on which Jupyter projects rely."
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optional = false
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python-versions = ">=3.8"
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files = [
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[package.dependencies]
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platformdirs = ">=2.5"
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|
pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
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|
traitlets = ">=5.3"
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|
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|
[package.extras]
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|
docs = ["myst-parser", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
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|
test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"]
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|
[[package]]
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|
name = "jupyter-events"
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|
version = "0.7.0"
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|
description = "Jupyter Event System library"
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|
optional = false
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|
python-versions = ">=3.8"
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|
files = [
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[package.dependencies]
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|
jsonschema = {version = ">=4.18.0", extras = ["format-nongpl"]}
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|
python-json-logger = ">=2.0.4"
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|
pyyaml = ">=5.3"
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|
referencing = "*"
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|
rfc3339-validator = "*"
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|
rfc3986-validator = ">=0.1.1"
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|
traitlets = ">=5.3"
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|
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|
[package.extras]
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|
cli = ["click", "rich"]
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|
docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme", "sphinxcontrib-spelling"]
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test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "rich"]
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|
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|
[[package]]
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|
name = "jupyter-lsp"
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|
version = "2.2.0"
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|
description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
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|
optional = false
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|
python-versions = ">=3.8"
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|
files = [
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{file = "jupyter-lsp-2.2.0.tar.gz", hash = "sha256:8ebbcb533adb41e5d635eb8fe82956b0aafbf0fd443b6c4bfa906edeeb8635a1"},
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[package.dependencies]
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|
importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
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|
jupyter-server = ">=1.1.2"
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|
|
|
[[package]]
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|
name = "jupyter-server"
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|
version = "2.7.2"
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|
description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
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|
optional = false
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|
python-versions = ">=3.8"
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|
files = [
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{file = "jupyter_server-2.7.2-py3-none-any.whl", hash = "sha256:98a375347b580e837e7016007c24680a4261ed8ad7cd35196ac087d229f48e5a"},
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{file = "jupyter_server-2.7.2.tar.gz", hash = "sha256:d64fb4e593907290e5df916e3c9399c15ab2cd7bdb71cbcd1d36452dbfb30523"},
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prometheus-client = "*"
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notebook-shim = ">=0.2"
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packaging = "*"
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tomli = {version = "*", markers = "python_version < \"3.11\""}
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description = "Send file to trash natively under Mac OS X, Windows and Linux"
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nativelib = ["pyobjc-framework-Cocoa", "pywin32"]
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objc = ["pyobjc-framework-Cocoa"]
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win32 = ["pywin32"]
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name = "setuptools"
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testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
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testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
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name = "smart-open"
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azure = ["azure-common", "azure-core", "azure-storage-blob"]
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gcs = ["google-cloud-storage (>=2.6.0)"]
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http = ["requests"]
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s3 = ["boto3"]
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ssh = ["paramiko"]
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test = ["azure-common", "azure-core", "azure-storage-blob", "boto3", "google-cloud-storage (>=2.6.0)", "moto[server]", "paramiko", "pytest", "pytest-rerunfailures", "requests", "responses"]
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webhdfs = ["requests"]
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name = "sniffio"
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requests = ">=2.13.0,<3.0.0"
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[package.extras]
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[[package]]
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optional = true
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mysql-connector = ["mysql-connector-python"]
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oracle = ["cx-oracle (>=7)"]
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postgresql-psycopg2cffi = ["psycopg2cffi"]
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name = "srsly"
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version = "2.4.7"
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description = "Modern high-performance serialization utilities for Python"
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tornado = ">=6.1.0"
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docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
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name = "thinc"
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cymem = ">=2.0.2,<2.1.0"
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cuda-autodetect = ["cupy-wheel (>=11.0.0)"]
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cuda92 = ["cupy-cuda92 (>=5.0.0b4)"]
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mxnet = ["mxnet (>=1.5.1,<1.6.0)"]
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tensorflow = ["tensorflow (>=2.0.0,<2.6.0)"]
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torch = ["torch (>=1.6.0)"]
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description = "A tiny CSS parser"
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doc = ["sphinx", "sphinx_rtd_theme"]
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name = "tldextract"
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version = "3.4.4"
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description = "Accurately separates a URL's subdomain, domain, and public suffix, using the Public Suffix List (PSL). By default, this includes the public ICANN TLDs and their exceptions. You can optionally support the Public Suffix List's private domains as well."
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optional = true
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requests-file = ">=1.4"
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{file = "yarl-1.9.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a74dcbfe780e62f4b5a062714576f16c2f3493a0394e555ab141bf0d746bb955"},
|
|
{file = "yarl-1.9.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8c56986609b057b4839968ba901944af91b8e92f1725d1a2d77cbac6972b9ed1"},
|
|
{file = "yarl-1.9.2-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:2c315df3293cd521033533d242d15eab26583360b58f7ee5d9565f15fee1bef4"},
|
|
{file = "yarl-1.9.2-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:b7232f8dfbd225d57340e441d8caf8652a6acd06b389ea2d3222b8bc89cbfca6"},
|
|
{file = "yarl-1.9.2-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:53338749febd28935d55b41bf0bcc79d634881195a39f6b2f767870b72514caf"},
|
|
{file = "yarl-1.9.2-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:066c163aec9d3d073dc9ffe5dd3ad05069bcb03fcaab8d221290ba99f9f69ee3"},
|
|
{file = "yarl-1.9.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:8288d7cd28f8119b07dd49b7230d6b4562f9b61ee9a4ab02221060d21136be80"},
|
|
{file = "yarl-1.9.2-cp39-cp39-win32.whl", hash = "sha256:b124e2a6d223b65ba8768d5706d103280914d61f5cae3afbc50fc3dfcc016623"},
|
|
{file = "yarl-1.9.2-cp39-cp39-win_amd64.whl", hash = "sha256:61016e7d582bc46a5378ffdd02cd0314fb8ba52f40f9cf4d9a5e7dbef88dee18"},
|
|
{file = "yarl-1.9.2.tar.gz", hash = "sha256:04ab9d4b9f587c06d801c2abfe9317b77cdf996c65a90d5e84ecc45010823571"},
|
|
]
|
|
|
|
[package.dependencies]
|
|
idna = ">=2.0"
|
|
multidict = ">=4.0"
|
|
|
|
[[package]]
|
|
name = "zipp"
|
|
version = "3.16.2"
|
|
description = "Backport of pathlib-compatible object wrapper for zip files"
|
|
optional = false
|
|
python-versions = ">=3.8"
|
|
files = [
|
|
{file = "zipp-3.16.2-py3-none-any.whl", hash = "sha256:679e51dd4403591b2d6838a48de3d283f3d188412a9782faadf845f298736ba0"},
|
|
{file = "zipp-3.16.2.tar.gz", hash = "sha256:ebc15946aa78bd63458992fc81ec3b6f7b1e92d51c35e6de1c3804e73b799147"},
|
|
]
|
|
|
|
[package.extras]
|
|
docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
|
|
testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
|
|
|
|
[extras]
|
|
extended-testing = ["faker", "presidio-analyzer", "presidio-anonymizer"]
|
|
|
|
[metadata]
|
|
lock-version = "2.0"
|
|
python-versions = ">=3.8.1,<4.0"
|
|
content-hash = "66ac482bd05eb74414210ac28fc1e8dae1a9928a4a1314e1326fada3551aa8ad"
|