From e4601e60d09c3d5f49b46a09aabfadd8d32acbdb Mon Sep 17 00:00:00 2001 From: Lokhia Date: Sun, 29 May 2022 12:35:23 +0200 Subject: [PATCH 01/21] test --- toto | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 toto diff --git a/toto b/toto new file mode 100644 index 0000000..e69de29 From b571425fa81a7f8c70245e1f1932be05ba09ece7 Mon Sep 17 00:00:00 2001 From: Lokhia Date: Sun, 29 May 2022 12:38:02 +0200 Subject: [PATCH 02/21] Add .idea directory to gitignore --- .gitignore | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 776b48e..766439d 100644 --- a/.gitignore +++ b/.gitignore @@ -129,4 +129,7 @@ dmypy.json .pyre/ .vscode .DS_Store -*.csv \ No newline at end of file +*.csv + +# IDE +.idea/** From c38d0735323b0b875931ac8670a4830af9930181 Mon Sep 17 00:00:00 2001 From: Lokhia Date: Sun, 29 May 2022 12:40:29 +0200 Subject: [PATCH 03/21] Remove toto test file --- toto | 0 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 toto diff --git a/toto b/toto deleted file mode 100644 index e69de29..0000000 From f6a0062b86cdef1d22e4e57022cd1460fb905533 Mon Sep 17 00:00:00 2001 From: Lokhia Date: Sun, 29 May 2022 23:58:23 +0200 Subject: [PATCH 04/21] Update dependencies --- poetry.lock | 2213 +++++++++++++++++++++++++-------------------------- 1 file changed, 1065 insertions(+), 1148 deletions(-) diff --git a/poetry.lock b/poetry.lock index 1e6dafb..7a80734 100644 --- a/poetry.lock +++ b/poetry.lock @@ -11,7 +11,7 @@ six = "*" [[package]] name = "appnope" -version = "0.1.2" +version = "0.1.3" description = "Disable App Nap on macOS >= 10.9" category = "main" optional = false @@ -97,11 +97,11 @@ python-versions = "*" [[package]] name = "beautifulsoup4" -version = "4.10.0" +version = "4.11.1" description = "Screen-scraping library" category = "main" optional = false -python-versions = ">3.0.0" +python-versions = ">=3.6.0" [package.dependencies] soupsieve = ">1.2" @@ -110,50 +110,25 @@ soupsieve = ">1.2" html5lib = ["html5lib"] lxml = ["lxml"] -[[package]] -name = "bertopic" -version = "0.9.4" -description = "BERTopic performs topic Modeling with state-of-the-art transformer models." -category = "main" -optional = false -python-versions = ">=3.7" - -[package.dependencies] -hdbscan = ">=0.8.27" -numpy = ">=1.20.0" -pandas = ">=1.1.5" -plotly = ">=4.7.0" -pyyaml = "<6.0" -scikit-learn = ">=0.22.2.post1" -sentence-transformers = ">=0.4.1" -tqdm = ">=4.41.1" -umap-learn = ">=0.5.0" - -[package.extras] -dev = ["mkdocs (>=1.1)", "mkdocs-material (>=4.6.3)", "mkdocstrings (>=0.8.0)", "pytest (>=5.4.3)", "pytest-cov (>=2.6.1)", "transformers (==3.5.1)", "torch (>=1.4.0,<1.7.1)", "flair (==0.7)", "spacy (>=3.0.1)", "tensorflow", "tensorflow-hub", "tensorflow-text", "gensim (>=3.6.0)"] -docs = ["mkdocs (>=1.1)", "mkdocs-material (>=4.6.3)", "mkdocstrings (>=0.8.0)"] -flair = ["transformers (==3.5.1)", "torch (>=1.4.0,<1.7.1)", "flair (==0.7)"] -gensim = ["gensim (>=3.6.0)"] -spacy = ["spacy (>=3.0.1)"] -test = ["pytest (>=5.4.3)", "pytest-cov (>=2.6.1)"] -use = ["tensorflow", "tensorflow-hub", "tensorflow-text"] - [[package]] name = "bleach" -version = "4.1.0" +version = "5.0.0" description = "An easy safelist-based HTML-sanitizing tool." category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.dependencies] -packaging = "*" six = ">=1.9.0" webencodings = "*" +[package.extras] +css = ["tinycss2 (>=1.1.0)"] +dev = ["pip-tools (==6.5.1)", "pytest (==7.1.1)", "flake8 (==4.0.1)", "tox (==3.24.5)", "sphinx (==4.3.2)", "twine (==4.0.0)", "wheel (==0.37.1)", "hashin (==0.17.0)", "black (==22.3.0)", "mypy (==0.942)"] + [[package]] name = "cachetools" -version = "5.0.0" +version = "5.2.0" description = "Extensible memoizing collections and decorators" category = "main" optional = false @@ -161,11 +136,11 @@ python-versions = "~=3.7" [[package]] name = "certifi" -version = "2021.10.8" +version = "2022.5.18.1" description = "Python package for providing Mozilla's CA Bundle." category = "main" optional = false -python-versions = "*" +python-versions = ">=3.6" [[package]] name = "cffi" @@ -178,6 +153,14 @@ python-versions = "*" [package.dependencies] pycparser = "*" +[[package]] +name = "chardet" +version = "4.0.0" +description = "Universal encoding detector for Python 2 and 3" +category = "main" +optional = false +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" + [[package]] name = "charset-normalizer" version = "2.0.12" @@ -191,11 +174,11 @@ unicode_backport = ["unicodedata2"] [[package]] name = "click" -version = "8.0.4" +version = "8.1.3" description = "Composable command line interface toolkit" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.dependencies] colorama = {version = "*", markers = "platform_system == \"Windows\""} @@ -216,14 +199,6 @@ category = "main" optional = false python-versions = ">=3.6" -[[package]] -name = "cython" -version = "0.29.28" -description = "The Cython compiler for writing C extensions for the Python language." -category = "main" -optional = false -python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*" - [[package]] name = "debugpy" version = "1.6.0" @@ -285,9 +260,20 @@ category = "main" optional = false python-versions = "*" +[[package]] +name = "fastjsonschema" +version = "2.15.3" +description = "Fastest Python implementation of JSON schema" +category = "main" +optional = false +python-versions = "*" + +[package.extras] +devel = ["colorama", "jsonschema", "json-spec", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"] + [[package]] name = "filelock" -version = "3.6.0" +version = "3.7.0" description = "A platform independent file lock." category = "main" optional = false @@ -299,14 +285,15 @@ testing = ["covdefaults (>=1.2.0)", "coverage (>=4)", "pytest (>=4)", "pytest-co [[package]] name = "flask" -version = "2.0.3" +version = "2.1.2" description = "A simple framework for building complex web applications." category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.dependencies] -click = ">=7.1.2" +click = ">=8.0" +importlib-metadata = {version = ">=3.6.0", markers = "python_version < \"3.10\""} itsdangerous = ">=2.0" Jinja2 = ">=3.0" Werkzeug = ">=2.0" @@ -317,7 +304,7 @@ dotenv = ["python-dotenv"] [[package]] name = "flatbuffers" -version = "2.0" +version = "1.12" description = "The FlatBuffers serialization format for Python" category = "main" optional = false @@ -325,28 +312,40 @@ python-versions = "*" [[package]] name = "fonttools" -version = "4.31.2" +version = "4.33.3" description = "Tools to manipulate font files" category = "main" optional = false python-versions = ">=3.7" [package.extras] -all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=14.0.0)", "xattr"] +all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "uharfbuzz (>=0.23.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=14.0.0)", "xattr"] graphite = ["lz4 (>=1.7.4.2)"] interpolatable = ["scipy", "munkres"] lxml = ["lxml (>=4.0,<5)"] pathops = ["skia-pathops (>=0.5.0)"] plot = ["matplotlib"] +repacker = ["uharfbuzz (>=0.23.0)"] symfont = ["sympy"] type1 = ["xattr"] ufo = ["fs (>=2.2.0,<3)"] unicode = ["unicodedata2 (>=14.0.0)"] woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"] +[[package]] +name = "ftfy" +version = "6.1.1" +description = "Fixes mojibake and other problems with Unicode, after the fact" +category = "main" +optional = false +python-versions = ">=3.7,<4" + +[package.dependencies] +wcwidth = ">=0.2.5" + [[package]] name = "gast" -version = "0.5.3" +version = "0.4.0" description = "Python AST that abstracts the underlying Python version" category = "main" optional = false @@ -369,7 +368,7 @@ tqdm = "*" [[package]] name = "google-auth" -version = "2.6.2" +version = "2.6.6" description = "Google Authentication Library" category = "main" optional = false @@ -414,7 +413,7 @@ six = "*" [[package]] name = "grpcio" -version = "1.45.0" +version = "1.46.3" description = "HTTP/2-based RPC framework" category = "main" optional = false @@ -424,11 +423,11 @@ python-versions = ">=3.6" six = ">=1.5.2" [package.extras] -protobuf = ["grpcio-tools (>=1.45.0)"] +protobuf = ["grpcio-tools (>=1.46.3)"] [[package]] name = "h5py" -version = "3.6.0" +version = "3.7.0" description = "Read and write HDF5 files from Python" category = "main" optional = false @@ -437,44 +436,30 @@ python-versions = ">=3.7" [package.dependencies] numpy = ">=1.14.5" -[[package]] -name = "hdbscan" -version = "0.8.28" -description = "Clustering based on density with variable density clusters" -category = "main" -optional = false -python-versions = "*" - -[package.dependencies] -cython = ">=0.27" -joblib = ">=1.0" -numpy = ">=1.20" -scikit-learn = ">=0.20" -scipy = ">=1.0" - [[package]] name = "huggingface-hub" -version = "0.4.0" +version = "0.7.0" description = "Client library to download and publish models on the huggingface.co hub" category = "main" optional = false -python-versions = ">=3.6.0" +python-versions = ">=3.7.0" [package.dependencies] filelock = "*" packaging = ">=20.9" -pyyaml = "*" +pyyaml = ">=5.1" requests = "*" tqdm = "*" typing-extensions = ">=3.7.4.3" [package.extras] -tensorflow = ["tensorflow"] -testing = ["pytest", "datasets"] +all = ["pytest", "datasets", "soundfile", "black (>=22.0,<23.0)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"] +dev = ["pytest", "datasets", "soundfile", "black (>=22.0,<23.0)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"] +fastai = ["toml", "fastai (>=2.4)", "fastcore (>=1.3.27)"] +quality = ["black (>=22.0,<23.0)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"] +tensorflow = ["tensorflow", "pydot", "graphviz"] +testing = ["pytest", "datasets", "soundfile"] torch = ["torch"] -all = ["pytest", "datasets", "black (>=20.8b1)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"] -dev = ["pytest", "datasets", "black (>=20.8b1)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"] -quality = ["black (>=20.8b1)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"] [[package]] name = "idna" @@ -486,7 +471,7 @@ python-versions = ">=3.5" [[package]] name = "importlib-metadata" -version = "4.11.3" +version = "4.11.4" description = "Read metadata from Python packages" category = "main" optional = false @@ -502,7 +487,7 @@ testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest- [[package]] name = "importlib-resources" -version = "5.6.0" +version = "5.7.1" description = "Read resources from Python packages" category = "main" optional = false @@ -517,7 +502,7 @@ testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest- [[package]] name = "ipykernel" -version = "6.9.2" +version = "6.13.0" description = "IPython Kernel for Jupyter" category = "main" optional = false @@ -525,21 +510,22 @@ python-versions = ">=3.7" [package.dependencies] appnope = {version = "*", markers = "platform_system == \"Darwin\""} -debugpy = ">=1.0.0,<2.0" +debugpy = ">=1.0" ipython = ">=7.23.1" -jupyter-client = "<8.0" -matplotlib-inline = ">=0.1.0,<0.2.0" +jupyter-client = ">=6.1.12" +matplotlib-inline = ">=0.1" nest-asyncio = "*" +packaging = "*" psutil = "*" -tornado = ">=4.2,<7.0" -traitlets = ">=5.1.0,<6.0" +tornado = ">=6.1" +traitlets = ">=5.1.0" [package.extras] -test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "ipyparallel"] +test = ["pytest (>=6.0)", "pytest-cov", "flaky", "ipyparallel", "pre-commit", "pytest-timeout"] [[package]] name = "ipython" -version = "8.2.0" +version = "8.4.0" description = "IPython: Productive Interactive Computing" category = "main" optional = false @@ -625,7 +611,7 @@ testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"] [[package]] name = "jinja2" -version = "3.1.1" +version = "3.1.2" description = "A very fast and expressive template engine." category = "main" optional = false @@ -647,7 +633,7 @@ python-versions = ">=3.6" [[package]] name = "jsonschema" -version = "4.4.0" +version = "4.5.1" description = "An implementation of JSON Schema validation for Python" category = "main" optional = false @@ -680,24 +666,24 @@ qtconsole = "*" [[package]] name = "jupyter-client" -version = "7.1.2" +version = "7.3.1" description = "Jupyter protocol implementation and client libraries" category = "main" optional = false -python-versions = ">=3.6.1" +python-versions = ">=3.7" [package.dependencies] entrypoints = "*" -jupyter-core = ">=4.6.0" -nest-asyncio = ">=1.5" -python-dateutil = ">=2.1" -pyzmq = ">=13" -tornado = ">=4.1" +jupyter-core = ">=4.9.2" +nest-asyncio = ">=1.5.4" +python-dateutil = ">=2.8.2" +pyzmq = ">=22.3" +tornado = ">=6.0" traitlets = "*" [package.extras] -doc = ["myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"] -test = ["codecov", "coverage", "ipykernel", "ipython", "mock", "mypy", "pre-commit", "pytest", "pytest-asyncio", "pytest-cov", "pytest-timeout", "jedi (<0.18)"] +doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"] +test = ["codecov", "coverage", "ipykernel (>=6.5)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"] [[package]] name = "jupyter-console" @@ -719,26 +705,26 @@ test = ["pexpect"] [[package]] name = "jupyter-core" -version = "4.9.2" +version = "4.10.0" description = "Jupyter core package. A base package on which Jupyter projects rely." category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.dependencies] pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""} traitlets = "*" +[package.extras] +test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"] + [[package]] name = "jupyterlab-pygments" -version = "0.1.2" +version = "0.2.2" description = "Pygments theme using JupyterLab CSS variables" category = "main" optional = false -python-versions = "*" - -[package.dependencies] -pygments = ">=2.4.1,<3" +python-versions = ">=3.7" [[package]] name = "jupyterlab-widgets" @@ -750,7 +736,7 @@ python-versions = ">=3.6" [[package]] name = "keras" -version = "2.8.0" +version = "2.9.0" description = "Deep learning for humans." category = "main" optional = false @@ -775,7 +761,7 @@ tests = ["pandas", "pillow", "tensorflow", "keras", "pytest", "pytest-xdist", "p [[package]] name = "kiwisolver" -version = "1.4.1" +version = "1.4.2" description = "A fast implementation of the Cassowary constraint solver" category = "main" optional = false @@ -783,7 +769,7 @@ python-versions = ">=3.7" [[package]] name = "libclang" -version = "13.0.0" +version = "14.0.1" description = "Clang Python Bindings, mirrored from the official LLVM repo: https://github.com/llvm/llvm-project/tree/main/clang/bindings/python, to make the installation process easier." category = "main" optional = false @@ -791,11 +777,11 @@ python-versions = "*" [[package]] name = "llvmlite" -version = "0.36.0" +version = "0.38.1" description = "lightweight wrapper around basic LLVM functionality" category = "main" optional = false -python-versions = ">=3.6,<3.10" +python-versions = ">=3.7,<3.11" [[package]] name = "lxml" @@ -813,7 +799,7 @@ source = ["Cython (>=0.29.7)"] [[package]] name = "markdown" -version = "3.3.6" +version = "3.3.7" description = "Python implementation of Markdown." category = "main" optional = false @@ -835,7 +821,7 @@ python-versions = ">=3.7" [[package]] name = "matplotlib" -version = "3.5.1" +version = "3.5.2" description = "Python plotting package" category = "main" optional = false @@ -885,7 +871,7 @@ opencv-python = ">=4.1.0" [[package]] name = "nbclient" -version = "0.5.13" +version = "0.6.3" description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor." category = "main" optional = false @@ -898,12 +884,12 @@ nest-asyncio = "*" traitlets = ">=5.0.0" [package.extras] -sphinx = ["Sphinx (>=1.7)", "sphinx-book-theme", "mock", "moto", "myst-parser"] -test = ["ipython (<8.0.0)", "ipykernel", "ipywidgets (<8.0.0)", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "xmltodict", "black", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)"] +sphinx = ["autodoc-traits", "mock", "moto", "myst-parser", "Sphinx (>=1.7)", "sphinx-book-theme"] +test = ["black", "check-manifest", "flake8", "ipykernel", "ipython (<8.0.0)", "ipywidgets (<8.0.0)", "mypy", "pip (>=18.1)", "pre-commit", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "setuptools (>=60.0)", "testpath", "twine (>=1.11.0)", "xmltodict"] [[package]] name = "nbconvert" -version = "6.4.4" +version = "6.5.0" description = "Converting Jupyter Notebooks" category = "main" optional = false @@ -914,78 +900,58 @@ beautifulsoup4 = "*" bleach = "*" defusedxml = "*" entrypoints = ">=0.2.2" -jinja2 = ">=2.4" -jupyter-core = "*" +jinja2 = ">=3.0" +jupyter-core = ">=4.7" jupyterlab-pygments = "*" +MarkupSafe = ">=2.0" mistune = ">=0.8.1,<2" -nbclient = ">=0.5.0,<0.6.0" -nbformat = ">=4.4" +nbclient = ">=0.5.0" +nbformat = ">=5.1" +packaging = "*" pandocfilters = ">=1.4.1" pygments = ">=2.4.1" -testpath = "*" +tinycss2 = "*" traitlets = ">=5.0" [package.extras] -all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (>=1,<1.1)", "tornado (>=4.0)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"] +all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "tornado (>=6.1)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"] docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"] -serve = ["tornado (>=4.0)"] -test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (>=1,<1.1)"] +serve = ["tornado (>=6.1)"] +test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)"] webpdf = ["pyppeteer (>=1,<1.1)"] [[package]] name = "nbformat" -version = "5.2.0" +version = "5.4.0" description = "The Jupyter Notebook format" category = "main" optional = false python-versions = ">=3.7" [package.dependencies] -jsonschema = ">=2.4,<2.5.0 || >2.5.0" +fastjsonschema = "*" +jsonschema = ">=2.6" jupyter-core = "*" -traitlets = ">=4.1" +traitlets = ">=5.1" [package.extras] -fast = ["fastjsonschema"] -test = ["check-manifest", "fastjsonschema", "testpath", "pytest"] +test = ["check-manifest", "testpath", "pytest", "pre-commit"] [[package]] name = "nest-asyncio" -version = "1.5.4" +version = "1.5.5" description = "Patch asyncio to allow nested event loops" category = "main" optional = false python-versions = ">=3.5" -[[package]] -name = "nltk" -version = "3.7" -description = "Natural Language Toolkit" -category = "main" -optional = false -python-versions = ">=3.7" - -[package.dependencies] -click = "*" -joblib = "*" -regex = ">=2021.8.3" -tqdm = "*" - -[package.extras] -all = ["numpy", "pyparsing", "scipy", "matplotlib", "twython", "requests", "scikit-learn", "python-crfsuite"] -corenlp = ["requests"] -machine_learning = ["numpy", "python-crfsuite", "scikit-learn", "scipy"] -plot = ["matplotlib"] -tgrep = ["pyparsing"] -twitter = ["twython"] - [[package]] name = "notebook" -version = "6.4.10" +version = "6.4.11" description = "A web-based notebook environment for interactive computing" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.dependencies] argon2-cffi = "*" @@ -1007,23 +973,23 @@ traitlets = ">=4.2.1" [package.extras] docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"] json-logging = ["json-logging"] -test = ["pytest", "coverage", "requests", "nbval", "selenium", "pytest-cov", "requests-unixsocket"] +test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium", "pytest-cov", "requests-unixsocket"] [[package]] name = "numba" -version = "0.53.1" +version = "0.55.2" description = "compiling Python code using LLVM" category = "main" optional = false -python-versions = ">=3.6,<3.10" +python-versions = ">=3.7,<3.11" [package.dependencies] -llvmlite = ">=0.36.0rc1,<0.37" -numpy = ">=1.15" +llvmlite = ">=0.38.0rc1,<0.39" +numpy = ">=1.18,<1.23" [[package]] name = "numpy" -version = "1.22.3" +version = "1.22.4" description = "NumPy is the fundamental package for array computing with Python." category = "main" optional = false @@ -1086,7 +1052,7 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5" [[package]] name = "pandas" -version = "1.4.1" +version = "1.4.2" description = "Powerful data structures for data analysis, time series, and statistics" category = "main" optional = false @@ -1145,27 +1111,30 @@ python-versions = "*" [[package]] name = "pillow" -version = "9.0.1" +version = "9.1.1" description = "Python Imaging Library (Fork)" category = "main" optional = false python-versions = ">=3.7" +[package.extras] +docs = ["olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinx-rtd-theme (>=1.0)", "sphinxext-opengraph"] +tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"] + [[package]] name = "plotly" -version = "5.6.0" +version = "5.8.0" description = "An open-source, interactive data visualization library for Python" category = "main" optional = false python-versions = ">=3.6" [package.dependencies] -six = "*" tenacity = ">=6.2.0" [[package]] name = "prometheus-client" -version = "0.13.1" +version = "0.14.1" description = "Python client for the Prometheus monitoring system." category = "main" optional = false @@ -1176,7 +1145,7 @@ twisted = ["twisted"] [[package]] name = "prompt-toolkit" -version = "3.0.28" +version = "3.0.29" description = "Library for building powerful interactive command lines in Python" category = "main" optional = false @@ -1195,14 +1164,14 @@ python-versions = ">=3.5" [[package]] name = "psutil" -version = "5.9.0" +version = "5.9.1" description = "Cross-platform lib for process and system monitoring in Python." category = "main" optional = false -python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" [package.extras] -test = ["ipaddress", "mock", "unittest2", "enum34", "pywin32", "wmi"] +test = ["ipaddress", "mock", "enum34", "pywin32", "wmi"] [[package]] name = "ptyprocess" @@ -1260,11 +1229,11 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" [[package]] name = "pygments" -version = "2.11.2" +version = "2.12.0" description = "Pygments is a syntax highlighting package written in Python." category = "main" optional = false -python-versions = ">=3.5" +python-versions = ">=3.6" [[package]] name = "pymupdf" @@ -1276,7 +1245,7 @@ python-versions = ">=3.6" [[package]] name = "pynndescent" -version = "0.5.6" +version = "0.5.7" description = "Nearest Neighbor Descent" category = "main" optional = false @@ -1291,14 +1260,14 @@ scipy = ">=1.0" [[package]] name = "pyparsing" -version = "3.0.7" -description = "Python parsing module" +version = "3.0.9" +description = "pyparsing module - Classes and methods to define and execute parsing grammars" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.6.8" [package.extras] -diagrams = ["jinja2", "railroad-diagrams"] +diagrams = ["railroad-diagrams", "jinja2"] [[package]] name = "pyrsistent" @@ -1348,7 +1317,7 @@ python-versions = "*" [[package]] name = "pywin32" -version = "303" +version = "304" description = "Python for Window Extensions" category = "main" optional = false @@ -1364,15 +1333,15 @@ python-versions = ">=3.7" [[package]] name = "pyyaml" -version = "5.4.1" +version = "6.0" description = "YAML parser and emitter for Python" category = "main" optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*" +python-versions = ">=3.6" [[package]] name = "pyzmq" -version = "22.3.0" +version = "23.0.0" description = "Python bindings for 0MQ" category = "main" optional = false @@ -1384,11 +1353,11 @@ py = {version = "*", markers = "implementation_name == \"pypy\""} [[package]] name = "qtconsole" -version = "5.2.2" +version = "5.3.0" description = "Jupyter Qt console" category = "main" optional = false -python-versions = ">= 3.6" +python-versions = ">= 3.7" [package.dependencies] ipykernel = ">=4.1" @@ -1397,7 +1366,7 @@ jupyter-client = ">=4.1" jupyter-core = "*" pygments = "*" pyzmq = ">=17.1" -qtpy = "*" +qtpy = ">=2.0.1" traitlets = "*" [package.extras] @@ -1406,21 +1375,21 @@ test = ["flaky", "pytest", "pytest-qt"] [[package]] name = "qtpy" -version = "2.0.1" +version = "2.1.0" description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)." category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.dependencies] packaging = "*" [package.extras] -test = ["pytest (>=6.0.0)", "pytest-cov (>=3.0.0)", "pytest-qt"] +test = ["pytest (>=6,!=7.0.0,!=7.0.1)", "pytest-cov (>=3.0.0)", "pytest-qt"] [[package]] name = "regex" -version = "2022.3.15" +version = "2022.4.24" description = "Alternative regular expression module, to replace re." category = "main" optional = false @@ -1486,44 +1455,29 @@ python-versions = ">=3.6,<4" [package.dependencies] pyasn1 = ">=0.1.3" -[[package]] -name = "sacremoses" -version = "0.0.49" -description = "SacreMoses" -category = "main" -optional = false -python-versions = "*" - -[package.dependencies] -click = "*" -joblib = "*" -regex = "*" -six = "*" -tqdm = "*" - [[package]] name = "scikit-learn" -version = "1.0.2" +version = "1.1.1" description = "A set of python modules for machine learning and data mining" category = "main" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" [package.dependencies] -joblib = ">=0.11" -numpy = ">=1.14.6" -scipy = ">=1.1.0" +joblib = ">=1.0.0" +numpy = ">=1.17.3" +scipy = ">=1.3.2" threadpoolctl = ">=2.0.0" [package.extras] -benchmark = ["matplotlib (>=2.2.3)", "pandas (>=0.25.0)", "memory-profiler (>=0.57.0)"] -docs = ["matplotlib (>=2.2.3)", "scikit-image (>=0.14.5)", "pandas (>=0.25.0)", "seaborn (>=0.9.0)", "memory-profiler (>=0.57.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "numpydoc (>=1.0.0)", "Pillow (>=7.1.2)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)"] -examples = ["matplotlib (>=2.2.3)", "scikit-image (>=0.14.5)", "pandas (>=0.25.0)", "seaborn (>=0.9.0)"] -tests = ["matplotlib (>=2.2.3)", "scikit-image (>=0.14.5)", "pandas (>=0.25.0)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "flake8 (>=3.8.2)", "black (>=21.6b0)", "mypy (>=0.770)", "pyamg (>=4.0.0)"] +benchmark = ["matplotlib (>=3.1.2)", "pandas (>=1.0.5)", "memory-profiler (>=0.57.0)"] +docs = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)", "memory-profiler (>=0.57.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "numpydoc (>=1.2.0)", "Pillow (>=7.1.2)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)"] +examples = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)"] +tests = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "flake8 (>=3.8.2)", "black (>=22.3.0)", "mypy (>=0.770)", "pyamg (>=4.0.0)", "numpydoc (>=1.2.0)"] [[package]] name = "scipy" -version = "1.8.0" +version = "1.8.1" description = "SciPy: Scientific Library for Python" category = "main" optional = false @@ -1545,34 +1499,6 @@ nativelib = ["pyobjc-framework-cocoa", "pywin32"] objc = ["pyobjc-framework-cocoa"] win32 = ["pywin32"] -[[package]] -name = "sentence-transformers" -version = "2.2.0" -description = "Multilingual text embeddings" -category = "main" -optional = false -python-versions = "*" - -[package.dependencies] -huggingface-hub = "*" -nltk = "*" -numpy = "*" -scikit-learn = "*" -scipy = "*" -sentencepiece = "*" -torch = ">=1.6.0" -torchvision = "*" -tqdm = "*" -transformers = ">=4.6.0,<5.0.0" - -[[package]] -name = "sentencepiece" -version = "0.1.96" -description = "SentencePiece python wrapper" -category = "main" -optional = false -python-versions = "*" - [[package]] name = "setuptools-scm" version = "6.4.2" @@ -1599,7 +1525,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*" [[package]] name = "soupsieve" -version = "2.3.1" +version = "2.3.2.post1" description = "A modern CSS selector implementation for Beautiful Soup." category = "main" optional = false @@ -1634,7 +1560,7 @@ doc = ["reno", "sphinx", "tornado (>=4.5)"] [[package]] name = "tensorboard" -version = "2.8.0" +version = "2.9.0" description = "TensorBoard lets you watch Tensors Flow" category = "main" optional = false @@ -1647,11 +1573,11 @@ google-auth-oauthlib = ">=0.4.1,<0.5" grpcio = ">=1.24.3" markdown = ">=2.6.8" numpy = ">=1.12.0" -protobuf = ">=3.6.0" +protobuf = ">=3.9.2" requests = ">=2.21.0,<3" tensorboard-data-server = ">=0.6.0,<0.7.0" tensorboard-plugin-wit = ">=1.6.0" -werkzeug = ">=0.11.15" +werkzeug = ">=1.0.1" [[package]] name = "tensorboard-data-server" @@ -1671,48 +1597,57 @@ python-versions = "*" [[package]] name = "tensorflow" -version = "2.8.0" +version = "2.9.1" description = "TensorFlow is an open source machine learning framework for everyone." category = "main" optional = false -python-versions = "*" +python-versions = ">=3.7" [package.dependencies] -absl-py = ">=0.4.0" +absl-py = ">=1.0.0" astunparse = ">=1.6.0" -flatbuffers = ">=1.12" -gast = ">=0.2.1" +flatbuffers = ">=1.12,<2" +gast = ">=0.2.1,<=0.4.0" google-pasta = ">=0.1.1" grpcio = ">=1.24.3,<2.0" h5py = ">=2.9.0" -keras = ">=2.8.0rc0,<2.9" +keras = ">=2.9.0rc0,<2.10.0" keras-preprocessing = ">=1.1.1" -libclang = ">=9.0.1" +libclang = ">=13.0.0" numpy = ">=1.20" opt-einsum = ">=2.3.2" -protobuf = ">=3.9.2" +packaging = "*" +protobuf = ">=3.9.2,<3.20" six = ">=1.12.0" -tensorboard = ">=2.8,<2.9" +tensorboard = ">=2.9,<2.10" +tensorflow-estimator = ">=2.9.0rc0,<2.10.0" tensorflow-io-gcs-filesystem = ">=0.23.1" termcolor = ">=1.1.0" -tf-estimator-nightly = "2.8.0.dev2021122109" typing-extensions = ">=3.6.6" wrapt = ">=1.11.0" +[[package]] +name = "tensorflow-estimator" +version = "2.9.0" +description = "TensorFlow Estimator." +category = "main" +optional = false +python-versions = ">=3.7" + [[package]] name = "tensorflow-io-gcs-filesystem" -version = "0.24.0" +version = "0.26.0" description = "TensorFlow IO" category = "main" optional = false python-versions = ">=3.7, <3.11" [package.extras] -tensorflow = ["tensorflow (>=2.8.0,<2.9.0)"] -tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.8.0,<2.9.0)"] -tensorflow-cpu = ["tensorflow-cpu (>=2.8.0,<2.9.0)"] -tensorflow-gpu = ["tensorflow-gpu (>=2.8.0,<2.9.0)"] -tensorflow-rocm = ["tensorflow-rocm (>=2.8.0,<2.9.0)"] +tensorflow = ["tensorflow (>=2.9.0,<2.10.0)"] +tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.9.0,<2.10.0)"] +tensorflow-cpu = ["tensorflow-cpu (>=2.9.0,<2.10.0)"] +tensorflow-gpu = ["tensorflow-gpu (>=2.9.0,<2.10.0)"] +tensorflow-rocm = ["tensorflow-rocm (>=2.9.0,<2.10.0)"] [[package]] name = "termcolor" @@ -1724,7 +1659,7 @@ python-versions = "*" [[package]] name = "terminado" -version = "0.13.3" +version = "0.15.0" description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library." category = "main" optional = false @@ -1733,41 +1668,37 @@ python-versions = ">=3.7" [package.dependencies] ptyprocess = {version = "*", markers = "os_name != \"nt\""} pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""} -tornado = ">=4" +tornado = ">=6.1.0" [package.extras] -test = ["pytest"] +test = ["pre-commit", "pytest-timeout", "pytest (>=6.0)"] [[package]] -name = "testpath" -version = "0.6.0" -description = "Test utilities for code working with files and commands" -category = "main" -optional = false -python-versions = ">= 3.5" - -[package.extras] -test = ["pytest"] - -[[package]] -name = "tf-estimator-nightly" -version = "2.8.0.dev2021122109" -description = "TensorFlow Estimator." +name = "threadpoolctl" +version = "3.1.0" +description = "threadpoolctl" category = "main" optional = false -python-versions = "*" +python-versions = ">=3.6" [[package]] -name = "threadpoolctl" -version = "3.1.0" -description = "threadpoolctl" +name = "tinycss2" +version = "1.1.1" +description = "A tiny CSS parser" category = "main" optional = false python-versions = ">=3.6" +[package.dependencies] +webencodings = ">=0.4" + +[package.extras] +doc = ["sphinx", "sphinx-rtd-theme"] +test = ["pytest", "pytest-cov", "pytest-flake8", "pytest-isort", "coverage"] + [[package]] name = "tokenizers" -version = "0.11.6" +version = "0.12.1" description = "Fast and Customizable Tokenizers" category = "main" optional = false @@ -1796,6 +1727,17 @@ python-versions = ">=3.7.0" [package.dependencies] typing-extensions = "*" +[[package]] +name = "torchaudio" +version = "0.11.0" +description = "An audio package for PyTorch" +category = "main" +optional = false +python-versions = "*" + +[package.dependencies] +torch = "1.11.0" + [[package]] name = "torchvision" version = "0.12.0" @@ -1824,7 +1766,7 @@ python-versions = ">= 3.5" [[package]] name = "tqdm" -version = "4.63.1" +version = "4.64.0" description = "Fast, Extensible Progress Meter" category = "main" optional = false @@ -1836,26 +1778,27 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""} [package.extras] dev = ["py-make (>=0.1.0)", "twine", "wheel"] notebook = ["ipywidgets (>=6)"] +slack = ["slack-sdk"] telegram = ["requests"] [[package]] name = "traitlets" -version = "5.1.1" -description = "Traitlets Python configuration system" +version = "5.2.1.post0" +description = "" category = "main" optional = false python-versions = ">=3.7" [package.extras] -test = ["pytest"] +test = ["pre-commit", "pytest"] [[package]] name = "transformers" -version = "4.17.0" -description = "State-of-the-art Natural Language Processing for TensorFlow 2.0 and PyTorch" +version = "4.19.2" +description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow" category = "main" optional = false -python-versions = ">=3.6.0" +python-versions = ">=3.7.0" [package.dependencies] filelock = "*" @@ -1865,30 +1808,31 @@ packaging = ">=20.0" pyyaml = ">=5.1" regex = "!=2019.12.17" requests = "*" -sacremoses = "*" -tokenizers = ">=0.11.1,<0.11.3 || >0.11.3" +tokenizers = ">=0.11.1,<0.11.3 || >0.11.3,<0.13" tqdm = ">=4.27" [package.extras] -all = ["tensorflow (>=2.3)", "onnxconverter-common", "tf2onnx", "torch (>=1.0)", "jax (>=0.2.8)", "jaxlib (>=0.1.65)", "flax (>=0.3.5)", "optax (>=0.0.8)", "sentencepiece (>=0.1.91,!=0.1.92)", "protobuf", "tokenizers (>=0.11.1,!=0.11.3)", "torchaudio", "librosa", "pyctcdecode (>=0.3.0)", "phonemizer", "pillow", "optuna", "ray", "sigopt", "timm", "codecarbon (==1.2.0)"] +all = ["tensorflow (>=2.3)", "onnxconverter-common", "tf2onnx", "torch (>=1.0)", "jax (>=0.2.8,!=0.3.2,<=0.3.6)", "jaxlib (>=0.1.65,<=0.3.6)", "flax (>=0.3.5)", "optax (>=0.0.8)", "sentencepiece (>=0.1.91,!=0.1.92)", "protobuf", "tokenizers (>=0.11.1,!=0.11.3,<0.13)", "torchaudio", "librosa", "pyctcdecode (>=0.3.0)", "phonemizer", "pillow", "optuna", "ray", "sigopt", "timm", "codecarbon (==1.2.0)"] audio = ["librosa", "pyctcdecode (>=0.3.0)", "phonemizer"] codecarbon = ["codecarbon (==1.2.0)"] -deepspeed = ["deepspeed (>=0.5.9)"] -dev = ["tensorflow (>=2.3)", "onnxconverter-common", "tf2onnx", "torch (>=1.0)", "jax (>=0.2.8)", "jaxlib (>=0.1.65)", "flax (>=0.3.5)", "optax (>=0.0.8)", "sentencepiece 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st.text('Loading data...') +data = load_data(10000) +data_load_state.text("Done! (using st.cache)") + +if st.checkbox('Show raw data'): + st.subheader('Raw data') + st.write(data) + +st.subheader('Écarts d\'âge') +hist_values = np.histogram(data['Age Difference'], bins=10)[0] +hist3 = np.histogram(data['Age Difference'], bins=20)[0] +st.bar_chart(hist_values) + +# +# st.subheader('Number of pickups by hour') +# hist_values = np.histogram(data[DATE_COLUMN].dt.hour, bins=24, range=(0,24))[0] +# st.bar_chart(hist_values) +# +# # Some number in the range 0-23 +# hour_to_filter = st.slider('hour', 0, 23, 17) +# filtered_data = data[data[DATE_COLUMN].dt.hour == hour_to_filter] +# +# st.subheader('Map of all pickups at %s:00' % hour_to_filter) +# st.map(filtered_data) \ No newline at end of file From fa119b653ce1549133b008878d2918a8e3d183f4 Mon Sep 17 00:00:00 2001 From: Lokhia Date: Tue, 31 May 2022 22:41:00 +0200 Subject: [PATCH 06/21] Visualization of age gap according to the gender of the oldest --- notebooks/age_gap/hollywood_age_gap_visualization.py | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) diff --git a/notebooks/age_gap/hollywood_age_gap_visualization.py b/notebooks/age_gap/hollywood_age_gap_visualization.py index b705357..b3a1796 100644 --- a/notebooks/age_gap/hollywood_age_gap_visualization.py +++ b/notebooks/age_gap/hollywood_age_gap_visualization.py @@ -21,8 +21,16 @@ def load_data(nrows): st.subheader('Écarts d\'âge') hist_values = np.histogram(data['Age Difference'], bins=10)[0] -hist3 = np.histogram(data['Age Difference'], bins=20)[0] -st.bar_chart(hist_values) +actor1_older = data[data['Actor 1 Age']>data['Actor 2 Age']] +actor2_older = data[data['Actor 1 Age'] Date: Wed, 1 Jun 2022 15:05:22 +0200 Subject: [PATCH 07/21] Condensed histogram of age gap and file cleaning --- .../hollywood_age_gap_visualization.py | 78 +++++++++---------- 1 file changed, 38 insertions(+), 40 deletions(-) diff --git a/notebooks/age_gap/hollywood_age_gap_visualization.py b/notebooks/age_gap/hollywood_age_gap_visualization.py index b3a1796..2a38044 100644 --- a/notebooks/age_gap/hollywood_age_gap_visualization.py +++ b/notebooks/age_gap/hollywood_age_gap_visualization.py @@ -1,45 +1,43 @@ import streamlit as st import pandas as pd -import numpy as np +import plotly.express as px + +DATA_URL = 'http://hollywoodagegap.com/movies.csv' -DATA_URL = ('http://hollywoodagegap.com/movies.csv') @st.cache -def load_data(nrows): - data = pd.read_csv(DATA_URL, nrows=nrows) - return data - - -st.title('Hollywood Age Gap') -data_load_state = st.text('Loading data...') -data = load_data(10000) -data_load_state.text("Done! 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fig = px.histogram(data, x="Age Difference", color="Gender of the oldest", marginal="box", hover_data=data.columns) + fig = px.histogram(data, x="Age Difference", + color="Gender of the oldest", + marginal="box", + hover_data=data.columns, + color_discrete_map={ + "woman": "#f9ac23", + "man": "#2fd3D3", + "same": "#000000" + }, + template="simple_white" + ) st.plotly_chart(fig, use_container_width=True) From 8ccc1ced955c821a03c8d095dab8f2912b8576d8 Mon Sep 17 00:00:00 2001 From: Lokhia Date: Fri, 3 Jun 2022 12:20:10 +0200 Subject: [PATCH 09/21] Plotly template changed --- notebooks/age_gap/hollywood_age_gap_visualization.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/age_gap/hollywood_age_gap_visualization.py b/notebooks/age_gap/hollywood_age_gap_visualization.py index 78d494d..d64576c 100644 --- a/notebooks/age_gap/hollywood_age_gap_visualization.py +++ b/notebooks/age_gap/hollywood_age_gap_visualization.py @@ -44,7 +44,7 @@ def main(): "man": "#2fd3D3", "same": "#000000" }, - template="simple_white" + template="seaborn" ) st.plotly_chart(fig, use_container_width=True) From a130a2ec5104bf4bd360fe4a05bf6b060eaf8c3a Mon Sep 17 00:00:00 2001 From: Lokhia Date: Mon, 6 Jun 2022 10:59:53 +0200 Subject: [PATCH 10/21] Integration of Juliana's notebook into python file --- bechdelai/data/wikipedia.py | 4 +- notebooks/age_gap/__init__.py | 0 notebooks/age_gap/age_gap_automation.py | 38 + poetry.lock | 899 ++++++++++++++++++------ pyproject.toml | 4 + 5 files changed, 727 insertions(+), 218 deletions(-) create mode 100644 notebooks/age_gap/__init__.py create mode 100644 notebooks/age_gap/age_gap_automation.py diff --git a/bechdelai/data/wikipedia.py b/bechdelai/data/wikipedia.py index a52ac4e..43186da 100644 --- a/bechdelai/data/wikipedia.py +++ b/bechdelai/data/wikipedia.py @@ -5,8 +5,8 @@ from bs4 import BeautifulSoup import re import outputformat as ouf -import wikipediaapi -from bechdelai.data.scrap import get_json_from_url +# import wikipediaapi +# from bechdelai.data.scrap import get_json_from_url def get_sections(query, lang="en"): """Return all sections and subsections in the page and their corresponding indexes diff --git a/notebooks/age_gap/__init__.py b/notebooks/age_gap/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/notebooks/age_gap/age_gap_automation.py b/notebooks/age_gap/age_gap_automation.py new file mode 100644 index 0000000..0e47394 --- /dev/null +++ b/notebooks/age_gap/age_gap_automation.py @@ -0,0 +1,38 @@ +import sys +sys.path.append("..\..") +import bechdelai.data.wikipedia as wiki +import outputformat as ouf +import pandas as pd +import requests +import io +import spacy +from spacy import displacy +from spacy.matcher import Matcher +from spacy.tokens import Span +from spacy.matcher import PhraseMatcher +from pathlib import Path + + +class Movie: + def __init__(self, title): + self.title = title + self.plot = self.get_plot(title) + + def __repr__(self): + return self.__str__() + + def __str__(self): + return "Film : {}".format(self.title) + + @staticmethod + def get_plot(title): + return wiki.get_section_text(title, ['Plot'])['Plot'] # to improve + + +def main(): + hp4 = Movie("Harry Potter 4") + print(hp4.plot) + + +if __name__ == "__main__": + main() diff --git a/poetry.lock b/poetry.lock index 7a80734..0a11d03 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,14 +1,11 @@ [[package]] name = "absl-py" -version = "1.0.0" +version = "1.1.0" description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py." category = "main" optional = false python-versions = ">=3.6" -[package.dependencies] -six = "*" - [[package]] name = "appnope" version = "0.1.3" @@ -126,6 +123,17 @@ webencodings = "*" css = ["tinycss2 (>=1.1.0)"] dev = ["pip-tools (==6.5.1)", "pytest (==7.1.1)", "flake8 (==4.0.1)", "tox (==3.24.5)", "sphinx (==4.3.2)", "twine (==4.0.0)", "wheel (==0.37.1)", "hashin (==0.17.0)", "black (==22.3.0)", "mypy (==0.942)"] +[[package]] +name = "blis" +version = "0.7.7" +description = "The Blis BLAS-like linear algebra library, as a self-contained C-extension." +category = "main" +optional = false +python-versions = "*" + +[package.dependencies] +numpy = ">=1.15.0" + [[package]] name = "cachetools" version = "5.2.0" @@ -134,6 +142,14 @@ category = "main" optional = false python-versions = "~=3.7" +[[package]] +name = "catalogue" +version = "2.0.7" +description = "Super lightweight function registries for your library" +category = "main" +optional = false +python-versions = ">=3.6" + [[package]] name = "certifi" version = "2022.5.18.1" @@ -199,6 +215,14 @@ category = "main" optional = false python-versions = ">=3.6" +[[package]] +name = "cymem" +version = "2.0.6" +description = "Manage calls to calloc/free through Cython" +category = "main" +optional = false +python-versions = "*" + [[package]] name = "debugpy" version = "1.6.0" @@ -273,7 +297,7 @@ devel = ["colorama", "jsonschema", "json-spec", "pylint", "pytest", "pytest-benc [[package]] name = "filelock" -version = "3.7.0" +version = "3.7.1" description = "A platform independent file lock." category = "main" optional = false @@ -633,7 +657,7 @@ python-versions = ">=3.6" [[package]] name = "jsonschema" -version = "4.5.1" +version = "4.6.0" description = "An implementation of JSON Schema validation for Python" category = "main" optional = false @@ -646,7 +670,7 @@ 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)"] +format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"] [[package]] name = "jupyter" @@ -767,6 +791,17 @@ category = "main" optional = false python-versions = ">=3.7" +[[package]] +name = "langcodes" +version = "3.3.0" +description = "Tools for labeling human languages with IETF language tags" +category = "main" +optional = false +python-versions = ">=3.6" + +[package.extras] +data = ["language-data (>=1.1,<2.0)"] + [[package]] name = "libclang" version = "14.0.1" @@ -785,7 +820,7 @@ python-versions = ">=3.7,<3.11" [[package]] name = "lxml" -version = "4.8.0" +version = "4.9.0" description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API." category = "main" optional = false @@ -869,9 +904,17 @@ python-versions = "*" keras = ">=2.0.0" opencv-python = ">=4.1.0" +[[package]] +name = "murmurhash" +version = "1.0.7" +description = "Cython bindings for MurmurHash" +category = "main" +optional = false +python-versions = "*" + [[package]] name = "nbclient" -version = "0.6.3" +version = "0.6.4" description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor." category = "main" optional = false @@ -881,7 +924,7 @@ python-versions = ">=3.7.0" jupyter-client = ">=6.1.5" nbformat = ">=5.0" nest-asyncio = "*" -traitlets = ">=5.0.0" +traitlets = ">=5.2.2" [package.extras] sphinx = ["autodoc-traits", "mock", "moto", "myst-parser", "Sphinx (>=1.7)", "sphinx-book-theme"] @@ -1039,6 +1082,14 @@ numpy = ">=1.7" docs = ["sphinx (==1.2.3)", "sphinxcontrib-napoleon", "sphinx-rtd-theme", "numpydoc"] tests = ["pytest", "pytest-cov", "pytest-pep8"] +[[package]] +name = "outputformat" +version = "0.1.3" +description = "Decorate and beautify output" +category = "main" +optional = false +python-versions = ">=3.6" + [[package]] name = "packaging" version = "21.3" @@ -1090,6 +1141,24 @@ python-versions = ">=3.6" qa = ["flake8 (==3.8.3)", "mypy (==0.782)"] testing = ["docopt", "pytest (<6.0.0)"] +[[package]] +name = "pathy" +version = "0.6.1" +description = "pathlib.Path subclasses for local and cloud bucket storage" +category = "main" +optional = false +python-versions = ">= 3.6" + +[package.dependencies] +smart-open = ">=5.0.0,<6.0.0" +typer = ">=0.3.0,<1.0.0" + +[package.extras] +all = ["google-cloud-storage (>=1.26.0,<2.0.0)", "boto3", "pytest", "pytest-coverage", "mock", "typer-cli"] +gcs = ["google-cloud-storage (>=1.26.0,<2.0.0)"] +s3 = ["boto3"] +test = ["pytest", "pytest-coverage", "mock", "typer-cli"] + [[package]] name = "pexpect" version = "4.8.0" @@ -1132,6 +1201,18 @@ python-versions = ">=3.6" [package.dependencies] tenacity = ">=6.2.0" +[[package]] +name = "preshed" +version = "3.0.6" +description = "Cython hash table that trusts the keys are pre-hashed" +category = "main" +optional = false +python-versions = "*" + +[package.dependencies] +cymem = ">=2.0.2,<2.1.0" +murmurhash = ">=0.28.0,<1.1.0" + [[package]] name = "prometheus-client" version = "0.14.1" @@ -1227,6 +1308,21 @@ category = "main" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" +[[package]] +name = "pydantic" +version = "1.8.2" +description = "Data validation and settings management using python 3.6 type hinting" +category = "main" +optional = false +python-versions = ">=3.6.1" + +[package.dependencies] +typing-extensions = ">=3.7.4.3" + +[package.extras] +dotenv = ["python-dotenv (>=0.10.4)"] +email = ["email-validator (>=1.0.3)"] + [[package]] name = "pygments" version = "2.12.0" @@ -1341,7 +1437,7 @@ python-versions = ">=3.6" [[package]] name = "pyzmq" -version = "23.0.0" +version = "23.1.0" description = "Python bindings for 0MQ" category = "main" optional = false @@ -1389,7 +1485,7 @@ test = ["pytest (>=6,!=7.0.0,!=7.0.1)", "pytest-cov (>=3.0.0)", "pytest-qt"] [[package]] name = "regex" -version = "2022.4.24" +version = "2022.6.2" description = "Alternative regular expression module, to replace re." category = "main" optional = false @@ -1523,6 +1619,23 @@ category = "main" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*" +[[package]] +name = "smart-open" +version = "5.2.1" +description = "Utils for streaming large files (S3, HDFS, GCS, Azure Blob Storage, gzip, bz2...)" +category = "main" +optional = false +python-versions = ">=3.6,<4.0" + +[package.extras] +all = ["boto3", "google-cloud-storage", "azure-storage-blob", "azure-common", "azure-core", "requests"] +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"] +webhdfs = ["requests"] + [[package]] name = "soupsieve" version = "2.3.2.post1" @@ -1531,6 +1644,88 @@ category = "main" optional = false python-versions = ">=3.6" +[[package]] +name = "spacy" +version = "3.3.0" +description = "Industrial-strength Natural Language Processing (NLP) in Python" +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +blis = ">=0.4.0,<0.8.0" +catalogue = ">=2.0.6,<2.1.0" +cymem = ">=2.0.2,<2.1.0" +jinja2 = "*" +langcodes = ">=3.2.0,<4.0.0" +murmurhash = ">=0.28.0,<1.1.0" +numpy = ">=1.15.0" +packaging = ">=20.0" +pathy = ">=0.3.5" +preshed = ">=3.0.2,<3.1.0" +pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.9.0" +requests = ">=2.13.0,<3.0.0" +spacy-legacy = ">=3.0.9,<3.1.0" +spacy-loggers = ">=1.0.0,<2.0.0" +srsly = ">=2.4.3,<3.0.0" +thinc = ">=8.0.14,<8.1.0" +tqdm = ">=4.38.0,<5.0.0" +typer = ">=0.3.0,<0.5.0" +wasabi = ">=0.9.1,<1.1.0" + +[package.extras] +apple = ["thinc-apple-ops (>=0.0.4,<1.0.0)"] +cuda = ["cupy (>=5.0.0b4,<11.0.0)"] +cuda100 = ["cupy-cuda100 (>=5.0.0b4,<11.0.0)"] +cuda101 = ["cupy-cuda101 (>=5.0.0b4,<11.0.0)"] +cuda102 = ["cupy-cuda102 (>=5.0.0b4,<11.0.0)"] +cuda110 = ["cupy-cuda110 (>=5.0.0b4,<11.0.0)"] +cuda111 = ["cupy-cuda111 (>=5.0.0b4,<11.0.0)"] +cuda112 = ["cupy-cuda112 (>=5.0.0b4,<11.0.0)"] +cuda113 = ["cupy-cuda113 (>=5.0.0b4,<11.0.0)"] +cuda114 = ["cupy-cuda114 (>=5.0.0b4,<11.0.0)"] +cuda115 = ["cupy-cuda115 (>=5.0.0b4,<11.0.0)"] +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)", "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)"] +transformers = ["spacy-transformers (>=1.1.2,<1.2.0)"] + +[[package]] +name = "spacy-legacy" +version = "3.0.9" +description = "Legacy registered functions for spaCy backwards compatibility" +category = "main" +optional = false +python-versions = ">=3.6" + +[[package]] +name = "spacy-loggers" +version = "1.0.2" +description = "Logging utilities for SpaCy" +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +wasabi = ">=0.8.1,<1.1.0" + +[[package]] +name = "srsly" +version = "2.4.3" +description = "Modern high-performance serialization utilities for Python" +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +catalogue = ">=2.0.3,<2.1.0" + [[package]] name = "stack-data" version = "0.2.0" @@ -1673,6 +1868,45 @@ tornado = ">=6.1.0" [package.extras] test = ["pre-commit", "pytest-timeout", "pytest (>=6.0)"] +[[package]] +name = "thinc" +version = "8.0.17" +description = "A refreshing functional take on deep learning, compatible with your favorite libraries" +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +blis = ">=0.4.0,<0.8.0" +catalogue = ">=2.0.4,<2.1.0" +cymem = ">=2.0.2,<2.1.0" +murmurhash = ">=1.0.2,<1.1.0" +numpy = ">=1.15.0" +preshed = ">=3.0.2,<3.1.0" +pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.9.0" +srsly = ">=2.4.0,<3.0.0" +wasabi = ">=0.8.1,<1.1.0" + +[package.extras] +cuda = ["cupy (>=5.0.0b4)"] +cuda100 = ["cupy-cuda100 (>=5.0.0b4)"] +cuda101 = ["cupy-cuda101 (>=5.0.0b4)"] +cuda102 = ["cupy-cuda102 (>=5.0.0b4)"] +cuda110 = ["cupy-cuda110 (>=5.0.0b4)"] +cuda111 = ["cupy-cuda111 (>=5.0.0b4)"] +cuda112 = ["cupy-cuda112 (>=5.0.0b4)"] +cuda113 = ["cupy-cuda113 (>=5.0.0b4)"] +cuda114 = ["cupy-cuda114 (>=5.0.0b4)"] +cuda115 = ["cupy-cuda115 (>=5.0.0b4)"] +cuda80 = ["cupy-cuda80 (>=5.0.0b4)"] +cuda90 = ["cupy-cuda90 (>=5.0.0b4)"] +cuda91 = ["cupy-cuda91 (>=5.0.0b4)"] +cuda92 = ["cupy-cuda92 (>=5.0.0b4)"] +datasets = ["ml-datasets (>=0.2.0,<0.3.0)"] +mxnet = ["mxnet (>=1.5.1,<1.6.0)"] +tensorflow = ["tensorflow (>=2.0.0,<2.6.0)"] +torch = ["torch (>=1.6.0)"] + [[package]] name = "threadpoolctl" version = "3.1.0" @@ -1783,7 +2017,7 @@ telegram = ["requests"] [[package]] name = "traitlets" -version = "5.2.1.post0" +version = "5.2.2.post1" description = "" category = "main" optional = false @@ -1852,6 +2086,23 @@ torch-speech = ["torchaudio", "librosa", "pyctcdecode (>=0.3.0)", "phonemizer"] torchhub = ["filelock", "huggingface-hub (>=0.1.0,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "torch (>=1.0)", "tokenizers (>=0.11.1,!=0.11.3,<0.13)", "tqdm (>=4.27)"] vision = ["pillow"] +[[package]] +name = "typer" +version = "0.4.1" +description = "Typer, build great CLIs. Easy to code. Based on Python type hints." +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +click = ">=7.1.1,<9.0.0" + +[package.extras] +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)"] + [[package]] name = "typing-extensions" version = "4.2.0" @@ -1893,6 +2144,14 @@ 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,<2.0)"] +[[package]] +name = "wasabi" 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bechdelai/data/tmdb.py | 60 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 60 insertions(+) diff --git a/bechdelai/data/tmdb.py b/bechdelai/data/tmdb.py index 1424005..5629151 100644 --- a/bechdelai/data/tmdb.py +++ b/bechdelai/data/tmdb.py @@ -3,6 +3,7 @@ from os import environ import pandas as pd +import numpy as np from dotenv import load_dotenv from bechdelai.data.scrap import get_json_from_url @@ -37,6 +38,7 @@ class APIKeyNotSetInEnv(Exception): MOVIE_API_URL = f"{API_URL}/movie/{{movie_id}}?api_key={API_KEY}" CAST_API_URL = f"{API_URL}/movie/{{movie_id}}/credits?api_key={API_KEY}" PERSON_API_URL = f"{API_URL}/person/{{person_id}}?api_key={API_KEY}" +PERSON_IMG_API_URL = f"{API_URL}/person/{{person_id}}/images?api_key={API_KEY}" SEARCH_IMDB_URL = ( f"{API_URL}//find/tt{{imdb_id}}?api_key={API_KEY}&external_source=imdb_id" ) @@ -135,6 +137,18 @@ def get_person_details_from_id(person_id) -> dict: return get_json_from_url(url) +def get_person_image_from_id(person_id) -> dict: + """Get TMDB API images for person by id + + Parameters + ---------- + person_id : str or int + Person id to get details from + """ + url = PERSON_IMG_API_URL.format(person_id=str(person_id)) + + return get_json_from_url(url) + def format_results_for_suggestion(search_res: dict) -> list: """Format search movie results for `show_movie_suggestions()` @@ -224,3 +238,49 @@ def get_movies_from_ids(movie_ids: list) -> tuple: cast_df = pd.concat(cast_df) return movies_df, crew_df, cast_df + +def get_best_tmdb_id(title,release_year): + """ + Get most probable TMDB id for movie title released in release year. + The release_date in TMDB may be different from the release_year given, but we look for the closest date. + + Parameters + ---------- + title : str + movie title + release_year : int + year the movie was release + + + Returns + ------- + int + TMDB id + + """ + movie_candidates = search_movie_from_query(title) + if movie_candidates['total_results']==0: + # Movie not found in TMDB with query + return None + + if release_year==None: + return res[0]['id'] + else: + # find most probable id -> same (or closest) release year + movie_id = '' + release_year_error = np.Inf # should be min + # look at the 5 first matches to choose the one that was release closer to release_year + for res in movie_candidates["results"][:5]: + if ('release_date' not in res.keys()): + continue + try: + res_release_year = int(res['release_date'][:4]) + except ValueError: + continue + if res_release_year==release_year: + movie_id = res['id'] + break + elif abs(res_release_year-release_year) Date: Mon, 6 Jun 2022 22:11:58 +0200 Subject: [PATCH 12/21] compute scores for relationships from movie plot --- notebooks/age_gap/age_gap_automation.py | 59 ++- notebooks/age_gap/call_me.csv | 120 ++++++ notebooks/age_gap/hp4.csv | 417 ++++++++++++++++++ notebooks/age_gap/lebowski.csv | 533 ++++++++++++++++++++++++ notebooks/age_gap/process_couples.py | 371 +++++++++++++++++ poetry.lock | 36 +- pyproject.toml | 2 + 7 files changed, 1521 insertions(+), 17 deletions(-) create mode 100644 notebooks/age_gap/call_me.csv create mode 100644 notebooks/age_gap/hp4.csv create mode 100644 notebooks/age_gap/lebowski.csv create mode 100644 notebooks/age_gap/process_couples.py diff --git a/notebooks/age_gap/age_gap_automation.py b/notebooks/age_gap/age_gap_automation.py index 0e47394..0d2e1fb 100644 --- a/notebooks/age_gap/age_gap_automation.py +++ b/notebooks/age_gap/age_gap_automation.py @@ -1,8 +1,11 @@ import sys sys.path.append("..\..") import bechdelai.data.wikipedia as wiki +import bechdelai.data.tmdb as tmdb +import process_couples as pc import outputformat as ouf import pandas as pd +from datetime import datetime import requests import io import spacy @@ -14,9 +17,11 @@ class Movie: - def __init__(self, title): + def __init__(self, title, release_year=None): self.title = title - self.plot = self.get_plot(title) + self.release_year = release_year + self.plot = self.get_plot() + self.cast = self.get_cast() def __repr__(self): return self.__str__() @@ -24,14 +29,54 @@ def __repr__(self): def __str__(self): return "Film : {}".format(self.title) - @staticmethod - def get_plot(title): - return wiki.get_section_text(title, ['Plot'])['Plot'] # to improve + def get_plot(self): + for query_suffix in [' ('+str(self.release_year)+' film)',' (film)','']: + try: + return wiki.get_section_text(self.title+query_suffix, ['Plot'])['Plot'] # to improve + except ValueError: + continue + return None + def get_cast(self): + movie_id = tmdb.get_best_tmdb_id(self.title,self.release_year) + + # get casting data + data = tmdb.get_movie_cast_from_id(movie_id) + tmdb_cast = pd.DataFrame(data["cast"]) + wiki_cast = pc.get_cast_from_wikipedia(self.title,self.release_year) + cast_df = pc.correct_cast_with_wikipedia(tmdb_cast,wiki_cast) + + # only use simple quotation marks' + cast_df.replace(regex=r'\"',value="'",inplace=True) + + #remove any accents + cast_df['name'] = cast_df['name'].str.normalize('NFKD').str.encode('ascii', errors='ignore').str.decode('utf-8') + cast_df['character'] = cast_df['character'].str.normalize('NFKD').str.encode('ascii', errors='ignore').str.decode('utf-8') + + # get release date + release_date = tmdb.get_movie_details_from_id(movie_id)['release_date'] + release_date = datetime.strptime(release_date, '%Y-%m-%d') + # complete with actors/actress ages + cast_df['age_at_release'] = pc.compute_cast_age(cast_df,release_date) + + return cast_df def main(): - hp4 = Movie("Harry Potter 4") - print(hp4.plot) + verbs = ['kisses', 'sleeps with', 'goes on a date with', 'has sex with', 'marries', 'is in love with','is in couple with', 'is the father of', 'is the mother of'] + + hp4 = Movie("Harry Potter and the Goblet of Fire",2005) + ans = pc.compute_relationships_in_movie(hp4.cast,hp4.plot, verbs) + ans.to_csv('hp4.csv') + + call_me = Movie("Call Me by Your Name",2017) + ans = pc.compute_relationships_in_movie(call_me.cast,call_me.plot, verbs) + ans.to_csv('call_me.csv') + + lebowski = Movie("The Big Lebowski",1998) + ans = pc.compute_relationships_in_movie(lebowski.cast,lebowski.plot, verbs) + ans.to_csv('lebowski.csv') + + print(ans) if __name__ == "__main__": diff --git a/notebooks/age_gap/call_me.csv b/notebooks/age_gap/call_me.csv new file mode 100644 index 0000000..8b745ac --- /dev/null +++ b/notebooks/age_gap/call_me.csv @@ -0,0 +1,120 @@ +,character1,star1,star_id1,character2,star2,star_id2,age_gap,genders,question,score +0,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",kisses,0.02236003242433071 +1,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",kisses,0.0007649442995898426 +2,Marzia,Esther Garrel,935096,Oliver,Armie Hammer,53807,5,"[1, 2]",kisses,1.4268149243434891e-05 +3,Chiara,Victoire Du Bois,1592949,Oliver,Armie Hammer,53807,2,"[1, 2]",kisses,0.002751606749370694 +4,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",sleeps with,0.04277012497186661 +5,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",sleeps with,0.0009387790923938155 +6,Marzia,Esther Garrel,935096,Chiara,Victoire Du Bois,1592949,3,"[1, 1]",sleeps with,0.00011967406317126006 +7,Chiara,Victoire Du Bois,1592949,Oliver,Armie Hammer,53807,2,"[1, 2]",sleeps with,0.00028898753225803375 +8,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",goes on a date with,0.3888755440711975 +9,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",goes on a date with,0.0607670433819294 +10,Marzia,Esther Garrel,935096,Chiara,Victoire Du Bois,1592949,3,"[1, 1]",goes on a date with,0.0006294557242654264 +11,Chiara,Victoire Du Bois,1592949,Oliver,Armie Hammer,53807,2,"[1, 2]",goes on a date with,0.015255258418619633 +12,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",has sex with,0.09270702302455902 +13,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",has sex with,0.008619340136647224 +14,Marzia,Esther Garrel,935096,Chiara,Victoire Du Bois,1592949,3,"[1, 1]",has sex with,0.0005330116837285459 +15,Chiara,Victoire Du Bois,1592949,Oliver,Armie Hammer,53807,2,"[1, 2]",has sex with,0.012631401419639587 +16,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",marries,0.03229735419154167 +17,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",marries,7.398950401693583e-05 +18,Marzia,Esther Garrel,935096,Chiara,Victoire Du Bois,1592949,3,"[1, 1]",marries,4.124765382584883e-06 +19,Chiara,Victoire Du Bois,1592949,Oliver,Armie Hammer,53807,2,"[1, 2]",marries,0.0007251027273014188 +20,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",is in love with,0.2001882791519165 +21,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",is in love with,0.023129703477025032 +22,Marzia,Esther Garrel,935096,Chiara,Victoire Du Bois,1592949,3,"[1, 1]",is in love with,0.00010153980838367715 +23,Chiara,Victoire Du Bois,1592949,Oliver,Armie Hammer,53807,2,"[1, 2]",is in love with,0.007702960632741451 +24,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",is in couple with,0.43657150864601135 +25,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",is in couple with,0.020631933584809303 +26,Marzia,Esther Garrel,935096,Chiara,Victoire Du Bois,1592949,3,"[1, 1]",is in couple with,0.008215224370360374 +27,Chiara,Victoire Du Bois,1592949,Marzia,Esther Garrel,935096,3,"[1, 1]",is in couple with,0.003509797155857086 +28,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",is the father of,0.5259777903556824 +29,Marzia,Esther Garrel,935096,Oliver,Armie Hammer,53807,5,"[1, 2]",is the father of,2.5519224436720833e-05 +30,Chiara,Victoire Du Bois,1592949,Oliver,Armie Hammer,53807,2,"[1, 2]",is the father of,0.03233768418431282 +31,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",is the mother of,0.12548860907554626 +32,Oliver,Armie Hammer,53807,Chiara,Victoire Du Bois,1592949,2,"[2, 1]",is the mother of,0.11599305272102356 +33,Marzia,Esther Garrel,935096,Chiara,Victoire Du Bois,1592949,3,"[1, 1]",is the mother of,0.04947645589709282 +34,Chiara,Victoire Du Bois,1592949,Marzia,Esther Garrel,935096,3,"[1, 1]",is the mother of,0.027551816776394844 +35,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",kisses,0.10076455771923065 +36,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",kisses,0.19742852449417114 +37,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",sleeps with,0.07505451887845993 +38,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",sleeps with,0.13907377421855927 +39,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",goes on a date with,0.29502007365226746 +40,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",goes on a date with,0.6160463690757751 +41,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",has sex with,0.17865267395973206 +42,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",has sex with,0.5076314806938171 +43,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",marries,0.09146878868341446 +44,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",marries,0.16978126764297485 +45,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",is in love with,0.2670007646083832 +46,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",is in love with,0.3343277871608734 +47,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",is in couple with,0.28952470421791077 +48,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",is in couple with,0.8307359218597412 +49,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",is the father of,0.21022772789001465 +50,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",is the father of,0.25225821137428284 +51,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",is the mother of,0.06736142933368683 +52,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",is the mother of,0.013932377099990845 +53,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",kisses,0.13455313444137573 +54,Oliver,Armie Hammer,53807,Marzia,Esther Garrel,935096,5,"[2, 1]",kisses,0.00045860803220421076 +55,Marzia,Esther Garrel,935096,Oliver,Armie Hammer,53807,5,"[1, 2]",kisses,0.02125117927789688 +56,Elio Perlman,Timothee Chalamet,1190668,Marzia,Esther Garrel,935096,5,"[2, 1]",sleeps with,0.10003423690795898 +57,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",sleeps with,0.03252045437693596 +58,Marzia,Esther Garrel,935096,Elio,Timothee Chalamet,1190668,5,"[1, 2]",sleeps with,0.12104752659797668 +59,Elio Perlman,Timothee Chalamet,1190668,Marzia,Esther Garrel,935096,5,"[2, 1]",goes on a date with,0.4257059395313263 +60,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",goes on a date with,0.000293028075248003 +61,Marzia,Esther Garrel,935096,Elio,Timothee Chalamet,1190668,5,"[1, 2]",goes on a date with,0.9579336047172546 +62,Elio Perlman,Timothee Chalamet,1190668,Marzia,Esther Garrel,935096,5,"[2, 1]",has sex with,0.7748692035675049 +63,Oliver,Armie Hammer,53807,Marzia,Esther Garrel,935096,5,"[2, 1]",has sex with,0.10227644443511963 +64,Marzia,Esther Garrel,935096,Elio,Timothee Chalamet,1190668,5,"[1, 2]",has sex with,0.7969797849655151 +65,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",marries,0.14931027591228485 +66,Oliver,Armie Hammer,53807,Marzia,Esther Garrel,935096,5,"[2, 1]",marries,0.0013900812482461333 +67,Marzia,Esther Garrel,935096,Oliver,Armie Hammer,53807,5,"[1, 2]",marries,0.02367883361876011 +68,Elio Perlman,Timothee Chalamet,1190668,Marzia,Esther Garrel,935096,5,"[2, 1]",is in love with,0.43704742193222046 +69,Oliver,Armie Hammer,53807,Marzia,Esther Garrel,935096,5,"[2, 1]",is in love with,0.0055237398482859135 +70,Marzia,Esther Garrel,935096,Elio,Timothee Chalamet,1190668,5,"[1, 2]",is in love with,0.37938961386680603 +71,Elio Perlman,Timothee Chalamet,1190668,Marzia,Esther Garrel,935096,5,"[2, 1]",is in couple with,0.557980477809906 +72,Oliver,Armie Hammer,53807,Marzia,Esther Garrel,935096,5,"[2, 1]",is in couple with,0.03585173189640045 +73,Marzia,Esther Garrel,935096,Elio,Timothee Chalamet,1190668,5,"[1, 2]",is in couple with,0.6791297197341919 +74,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",is the father of,0.2202511578798294 +75,Marzia,Esther Garrel,935096,Oliver,Armie Hammer,53807,5,"[1, 2]",is the father of,0.17457473278045654 +76,Elio Perlman,Timothee Chalamet,1190668,Marzia,Esther Garrel,935096,5,"[2, 1]",is the mother of,0.5952123403549194 +77,Oliver,Armie Hammer,53807,Marzia,Esther Garrel,935096,5,"[2, 1]",is the mother of,0.41029781103134155 +78,Marzia,Esther Garrel,935096,Oliver,Armie Hammer,53807,5,"[1, 2]",is the mother of,0.02427743934094906 +79,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",kisses,0.0020706665236502886 +80,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",kisses,0.004697057418525219 +81,Marzia,Esther Garrel,935096,Elio,Timothee Chalamet,1190668,5,"[1, 2]",kisses,3.321611359297094e-07 +82,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",sleeps with,0.002790112281218171 +83,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",sleeps with,0.0135112963616848 +84,Marzia,Esther Garrel,935096,Elio,Timothee Chalamet,1190668,5,"[1, 2]",sleeps with,2.945882215499296e-06 +85,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",goes on a date with,0.03919660300016403 +86,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",goes on a date with,0.3215752840042114 +87,Marzia,Esther Garrel,935096,Elio,Timothee Chalamet,1190668,5,"[1, 2]",goes on a date with,0.0003413085069041699 +88,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",has sex with,0.026333075016736984 +89,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",has sex with,0.08562426269054413 +90,Marzia,Esther Garrel,935096,Elio,Timothee Chalamet,1190668,5,"[1, 2]",has sex with,1.2786406841769349e-05 +91,Elio Perlman,Timothee Chalamet,1190668,Marzia,Esther Garrel,935096,5,"[2, 1]",marries,0.0010200577089563012 +92,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",marries,0.0007732471567578614 +93,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",is in love with,0.0161771010607481 +94,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",is in love with,0.5447942018508911 +95,Marzia,Esther Garrel,935096,Elio,Timothee Chalamet,1190668,5,"[1, 2]",is in love with,6.03783228143584e-05 +96,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",is in couple with,0.030560018494725227 +97,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",is in couple with,0.5960243940353394 +98,Marzia,Esther Garrel,935096,Elio,Timothee Chalamet,1190668,5,"[1, 2]",is in couple with,0.00011836746853077784 +99,Elio Perlman,Timothee Chalamet,1190668,Marzia,Esther Garrel,935096,5,"[2, 1]",is the mother of,0.559446394443512 +100,Oliver,Armie Hammer,53807,Marzia,Esther Garrel,935096,5,"[2, 1]",is the mother of,0.552978515625 +101,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",kisses,0.016442585736513138 +102,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",kisses,0.0003071910177823156 +103,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",sleeps with,0.01946844905614853 +104,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",sleeps with,0.0007810596143826842 +105,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",goes on a date with,0.2931804955005646 +106,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",goes on a date with,0.03769794479012489 +107,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",has sex with,0.11095784604549408 +108,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",has sex with,0.013328115455806255 +109,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",marries,0.2801448702812195 +110,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",marries,0.052401352673769 +111,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",is in love with,0.1375037133693695 +112,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",is in love with,0.1022619754076004 +113,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",is in couple with,0.4212566316127777 +114,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",is in couple with,0.3477884531021118 +115,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",is the father of,0.38226503133773804 +116,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",is the father of,0.04459923505783081 +117,Elio Perlman,Timothee Chalamet,1190668,Oliver,Armie Hammer,53807,10,"[2, 2]",is the mother of,0.047591473907232285 +118,Oliver,Armie Hammer,53807,Elio,Timothee Chalamet,1190668,10,"[2, 2]",is the mother of,0.2847294211387634 diff --git a/notebooks/age_gap/hp4.csv b/notebooks/age_gap/hp4.csv new file mode 100644 index 0000000..942e1ac --- /dev/null +++ b/notebooks/age_gap/hp4.csv @@ -0,0 +1,417 @@ +,character1,star1,star_id1,character2,star2,star_id2,age_gap,genders,question,score +0,Harry Potter,Daniel Radcliffe,10980,Peter Pettigrew,Timothy Spall,9191,32,"[2, 2]",kisses,4.47561342298286e-06 +1,Lord Voldemort,Ralph Fiennes,5469,Peter Pettigrew,Timothy Spall,9191,6,"[2, 2]",kisses,1.455400251870742e-05 +2,Peter Pettigrew,Timothy Spall,9191,Harry Potter,Daniel Radcliffe,10980,32,"[2, 2]",kisses,2.174403164190153e-07 +3,Cedric Diggory,Robert Pattinson,11288,Hermione,Emma Watson,10990,4,"[2, 1]",kisses,1.908249032567255e-06 +4,Amos Diggory,Jeff Rawle,81022,Cedric,Robert Pattinson,11288,35,"[2, 2]",kisses,9.339233656646684e-05 +5,James Potter,Adrian Rawlins,1643,Peter Pettigrew,Timothy Spall,9191,1,"[2, 2]",kisses,3.153905083763675e-07 +6,Lily Potter,Geraldine Somerville,10988,Peter Pettigrew,Timothy Spall,9191,10,"[1, 2]",kisses,2.1712864395340148e-08 +7,Harry Potter,Daniel Radcliffe,10980,Peter Pettigrew,Timothy Spall,9191,32,"[2, 2]",sleeps with,1.6545182006666437e-06 +8,Lord Voldemort,Ralph Fiennes,5469,Peter Pettigrew,Timothy Spall,9191,6,"[2, 2]",sleeps with,0.0001544667175039649 +9,Peter Pettigrew,Timothy Spall,9191,Lord Voldemort,Ralph Fiennes,5469,6,"[2, 2]",sleeps with,3.040828744360624e-07 +10,Cedric Diggory,Robert Pattinson,11288,Hermione,Emma Watson,10990,4,"[2, 1]",sleeps with,2.1088592347950907e-06 +11,Amos Diggory,Jeff Rawle,81022,Cedric,Robert Pattinson,11288,35,"[2, 2]",sleeps with,0.00011511822958709672 +12,James Potter,Adrian Rawlins,1643,Peter Pettigrew,Timothy Spall,9191,1,"[2, 2]",sleeps with,1.3898761608288623e-07 +13,Lord Voldemort,Ralph Fiennes,5469,Peter Pettigrew,Timothy Spall,9191,6,"[2, 2]",goes on a date with,0.0027546698693186045 +14,Peter Pettigrew,Timothy Spall,9191,Harry Potter,Daniel Radcliffe,10980,32,"[2, 2]",goes on a date with,2.033945929724723e-05 +15,Cedric Diggory,Robert Pattinson,11288,Hermione,Emma Watson,10990,4,"[2, 1]",goes on a date with,9.631505236029625e-05 +16,Amos Diggory,Jeff Rawle,81022,Cedric,Robert Pattinson,11288,35,"[2, 2]",goes on a date with,0.023754741996526718 +17,James Potter,Adrian Rawlins,1643,Peter Pettigrew,Timothy Spall,9191,1,"[2, 2]",goes on a date with,1.1118241900476278e-06 +18,Lily Potter,Geraldine Somerville,10988,Hermione,Emma Watson,10990,23,"[1, 1]",goes on a date with,2.1909525571572885e-07 +19,Harry Potter,Daniel Radcliffe,10980,Peter Pettigrew,Timothy Spall,9191,32,"[2, 2]",has sex with,6.220355317054782e-06 +20,Lord Voldemort,Ralph Fiennes,5469,Peter Pettigrew,Timothy Spall,9191,6,"[2, 2]",has sex with,0.0002409464359516278 +21,Peter Pettigrew,Timothy Spall,9191,Harry Potter,Daniel Radcliffe,10980,32,"[2, 2]",has sex with,3.167422164551681e-06 +22,Cedric Diggory,Robert Pattinson,11288,Hermione,Emma Watson,10990,4,"[2, 1]",has sex with,4.370045644463971e-06 +23,Amos Diggory,Jeff Rawle,81022,Cedric,Robert Pattinson,11288,35,"[2, 2]",has sex with,0.0005312315770424902 +24,James Potter,Adrian Rawlins,1643,Peter Pettigrew,Timothy Spall,9191,1,"[2, 2]",has sex with,1.6284937487398565e-07 +25,Lily Potter,Geraldine Somerville,10988,Harry Potter,Daniel Radcliffe,10980,22,"[1, 2]",has sex with,2.1642920344788763e-08 +26,Lord Voldemort,Ralph Fiennes,5469,Peter Pettigrew,Timothy Spall,9191,6,"[2, 2]",marries,7.759672735119238e-05 +27,Peter Pettigrew,Timothy Spall,9191,Harry Potter,Daniel Radcliffe,10980,32,"[2, 2]",marries,1.1002644129121109e-07 +28,Cedric Diggory,Robert Pattinson,11288,Hermione,Emma Watson,10990,4,"[2, 1]",marries,1.1045082146665663e-06 +29,Amos Diggory,Jeff Rawle,81022,Cedric,Robert Pattinson,11288,35,"[2, 2]",marries,0.0001101656089304015 +30,James Potter,Adrian Rawlins,1643,Peter Pettigrew,Timothy Spall,9191,1,"[2, 2]",marries,4.867262504149039e-08 +31,Harry Potter,Daniel Radcliffe,10980,Hermione,Emma Watson,10990,1,"[2, 1]",is in love with,7.768129762553144e-06 +32,Lord Voldemort,Ralph Fiennes,5469,Peter Pettigrew,Timothy Spall,9191,6,"[2, 2]",is in love with,6.378209218382835e-05 +33,Peter Pettigrew,Timothy Spall,9191,Harry Potter,Daniel Radcliffe,10980,32,"[2, 2]",is in love with,2.5453684884269023e-06 +34,Cedric Diggory,Robert Pattinson,11288,Hermione,Emma Watson,10990,4,"[2, 1]",is in love with,2.0059180315001868e-05 +35,Amos Diggory,Jeff Rawle,81022,Cedric,Robert Pattinson,11288,35,"[2, 2]",is in love with,0.0007070263382047415 +36,James Potter,Adrian Rawlins,1643,Peter Pettigrew,Timothy Spall,9191,1,"[2, 2]",is in love with,1.2496870738232246e-07 +37,Lily Potter,Geraldine Somerville,10988,Harry Potter,Daniel Radcliffe,10980,22,"[1, 2]",is in love with,5.621307153091948e-08 +38,Lord Voldemort,Ralph Fiennes,5469,Peter Pettigrew,Timothy Spall,9191,6,"[2, 2]",is in couple with,0.002135380171239376 +39,Peter Pettigrew,Timothy Spall,9191,Harry Potter,Daniel Radcliffe,10980,32,"[2, 2]",is in couple with,2.30296664085472e-05 +40,Cedric Diggory,Robert Pattinson,11288,Amos,Jeff Rawle,81022,35,"[2, 2]",is in couple with,4.723341771750711e-05 +41,Amos Diggory,Jeff Rawle,81022,Cedric,Robert Pattinson,11288,35,"[2, 2]",is in couple with,0.05119556188583374 +42,James Potter,Adrian Rawlins,1643,Peter Pettigrew,Timothy Spall,9191,1,"[2, 2]",is in couple with,4.493775577429915e-06 +43,Lily Potter,Geraldine Somerville,10988,Hermione,Emma Watson,10990,23,"[1, 1]",is in couple with,3.560064953944675e-07 +44,Harry Potter,Daniel Radcliffe,10980,Peter Pettigrew,Timothy Spall,9191,32,"[2, 2]",is the father of,0.011384121142327785 +45,Lord Voldemort,Ralph Fiennes,5469,Peter Pettigrew,Timothy Spall,9191,6,"[2, 2]",is the father of,0.009184175170958042 +46,Peter Pettigrew,Timothy Spall,9191,Harry Potter,Daniel Radcliffe,10980,32,"[2, 2]",is the father of,0.00010716285032685846 +47,Cedric Diggory,Robert Pattinson,11288,Amos,Jeff Rawle,81022,35,"[2, 2]",is the father of,0.012060464359819889 +48,Amos Diggory,Jeff Rawle,81022,Cedric,Robert Pattinson,11288,35,"[2, 2]",is the father of,0.6319891214370728 +49,James Potter,Adrian Rawlins,1643,Peter Pettigrew,Timothy Spall,9191,1,"[2, 2]",is the father of,9.215589670930058e-05 +50,Lily Potter,Geraldine Somerville,10988,Harry Potter,Daniel Radcliffe,10980,22,"[1, 2]",is the father of,0.0004176498332526535 +51,Harry Potter,Daniel Radcliffe,10980,Hermione,Emma Watson,10990,1,"[2, 1]",is the mother of,0.0026925201527774334 +52,Lord Voldemort,Ralph Fiennes,5469,Peter Pettigrew,Timothy Spall,9191,6,"[2, 2]",is the mother of,0.000136193644721061 +53,Peter Pettigrew,Timothy Spall,9191,Harry Potter,Daniel Radcliffe,10980,32,"[2, 2]",is the mother of,4.239382178639062e-08 +54,Cedric Diggory,Robert Pattinson,11288,Hermione,Emma Watson,10990,4,"[2, 1]",is the mother of,0.0006089386879466474 +55,Amos Diggory,Jeff Rawle,81022,Hermione,Emma Watson,10990,39,"[2, 1]",is the mother of,0.0005026301369071007 +56,James Potter,Adrian Rawlins,1643,Hermione,Emma Watson,10990,32,"[2, 1]",is the mother of,5.515257726074196e-06 +57,Lily Potter,Geraldine Somerville,10988,Hermione,Emma Watson,10990,23,"[1, 1]",is the mother of,4.521578205185506e-07 +58,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",kisses,0.0003820952260866761 +59,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",kisses,4.6995151933515444e-05 +60,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",kisses,1.9412846086197533e-05 +61,Viktor Krum,Stanislav Yanevski,11290,Cedric Diggory,Robert Pattinson,11288,1,"[2, 2]",kisses,1.922367482620757e-05 +62,Cedric Diggory,Robert Pattinson,11288,Viktor Krum,Stanislav Yanevski,11290,1,"[2, 2]",kisses,1.2638426596822683e-05 +63,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",kisses,5.090504600957502e-06 +64,Amos Diggory,Jeff Rawle,81022,Viktor Krum,Stanislav Yanevski,11290,34,"[2, 2]",kisses,6.051621994629386e-07 +65,Gabrielle Delacour,Angelica Mandy,1090780,Cedric Diggory,Robert Pattinson,11288,6,"[1, 2]",kisses,1.7450338418711908e-05 +66,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",sleeps with,0.003093206789344549 +67,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",sleeps with,0.0002447192382533103 +68,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",sleeps with,6.957091045478592e-06 +69,Viktor Krum,Stanislav Yanevski,11290,Cedric Diggory,Robert Pattinson,11288,1,"[2, 2]",sleeps with,1.2331899597484153e-05 +70,Cedric Diggory,Robert Pattinson,11288,Viktor Krum,Stanislav Yanevski,11290,1,"[2, 2]",sleeps with,1.5826431990717538e-05 +71,Fleur Delacour,Clemence Poesy,11291,Viktor Krum,Stanislav Yanevski,11290,3,"[1, 2]",sleeps with,3.3499475193821127e-06 +72,Amos Diggory,Jeff Rawle,81022,Viktor Krum,Stanislav Yanevski,11290,34,"[2, 2]",sleeps with,4.4812270516558783e-07 +73,Gabrielle Delacour,Angelica Mandy,1090780,Cedric Diggory,Robert Pattinson,11288,6,"[1, 2]",sleeps with,3.170012860209681e-06 +74,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",goes on a date with,0.04613868519663811 +75,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",goes on a date with,0.001500520738773048 +76,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",goes on a date with,0.00014096013910602778 +77,Viktor Krum,Stanislav Yanevski,11290,Cedric Diggory,Robert Pattinson,11288,1,"[2, 2]",goes on a date with,0.00021479562565218657 +78,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",goes on a date with,0.003800950711593032 +79,Fleur Delacour,Clemence Poesy,11291,Cedric Diggory,Robert Pattinson,11288,4,"[1, 2]",goes on a date with,0.00016649102326482534 +80,Amos Diggory,Jeff Rawle,81022,Cedric Diggory,Robert Pattinson,11288,35,"[2, 2]",goes on a date with,2.0052808395121247e-05 +81,Gabrielle Delacour,Angelica Mandy,1090780,Cedric Diggory,Robert Pattinson,11288,6,"[1, 2]",goes on a date with,0.00011024035484297201 +82,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",has sex with,0.01898111402988434 +83,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",has sex with,0.0017102410783991218 +84,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",has sex with,0.0002591892844066024 +85,Viktor Krum,Stanislav Yanevski,11290,Cedric Diggory,Robert Pattinson,11288,1,"[2, 2]",has sex with,0.00013958342606201768 +86,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",has sex with,0.0017782755894586444 +87,Fleur Delacour,Clemence Poesy,11291,Cedric Diggory,Robert Pattinson,11288,4,"[1, 2]",has sex with,8.702478226041421e-05 +88,Amos Diggory,Jeff Rawle,81022,Harry,Daniel Radcliffe,10980,38,"[2, 2]",has sex with,2.021978798438795e-05 +89,Gabrielle Delacour,Angelica Mandy,1090780,Cedric Diggory,Robert Pattinson,11288,6,"[1, 2]",has sex with,0.00011067571904277429 +90,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",marries,0.00040150689892470837 +91,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",marries,2.330706047359854e-05 +92,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",marries,4.806376523447398e-07 +93,Viktor Krum,Stanislav Yanevski,11290,Cedric Diggory,Robert Pattinson,11288,1,"[2, 2]",marries,3.5776340610027546e-06 +94,Cedric Diggory,Robert Pattinson,11288,Viktor Krum,Stanislav Yanevski,11290,1,"[2, 2]",marries,0.00011002185055986047 +95,Fleur Delacour,Clemence Poesy,11291,Viktor Krum,Stanislav Yanevski,11290,3,"[1, 2]",marries,1.0194842161581619e-06 +96,Amos Diggory,Jeff Rawle,81022,Viktor Krum,Stanislav Yanevski,11290,34,"[2, 2]",marries,3.3099286156357266e-06 +97,Gabrielle Delacour,Angelica Mandy,1090780,Viktor Krum,Stanislav Yanevski,11290,7,"[1, 2]",marries,6.194730985953356e-07 +98,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is in love with,0.009393984451889992 +99,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is in love with,0.00035212887451052666 +100,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",is in love with,7.813492265995592e-05 +101,Viktor Krum,Stanislav Yanevski,11290,Cedric Diggory,Robert Pattinson,11288,1,"[2, 2]",is in love with,9.407724974153098e-06 +102,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in love with,0.0010366033529862761 +103,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",is in love with,5.173892532184254e-06 +104,Amos Diggory,Jeff Rawle,81022,Harry,Daniel Radcliffe,10980,38,"[2, 2]",is in love with,6.417303666239604e-06 +105,Gabrielle Delacour,Angelica Mandy,1090780,Cedric Diggory,Robert Pattinson,11288,6,"[1, 2]",is in love with,3.239689704059856e-06 +106,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is in couple with,0.013528996147215366 +107,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is in couple with,0.002264125272631645 +108,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",is in couple with,0.00017984486476052552 +109,Viktor Krum,Stanislav Yanevski,11290,Cedric Diggory,Robert Pattinson,11288,1,"[2, 2]",is in couple with,5.022379627916962e-05 +110,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in couple with,0.0016700292471796274 +111,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",is in couple with,3.1634888728149235e-05 +112,Amos Diggory,Jeff Rawle,81022,Cedric Diggory,Robert Pattinson,11288,35,"[2, 2]",is in couple with,2.1303712856024504e-05 +113,Gabrielle Delacour,Angelica Mandy,1090780,Cedric Diggory,Robert Pattinson,11288,6,"[1, 2]",is in couple with,1.5992451153579168e-05 +114,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is the father of,0.013133944943547249 +115,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is the father of,0.00823886413127184 +116,Viktor Krum,Stanislav Yanevski,11290,Cedric Diggory,Robert Pattinson,11288,1,"[2, 2]",is the father of,0.0012590712867677212 +117,Cedric Diggory,Robert Pattinson,11288,Viktor Krum,Stanislav Yanevski,11290,1,"[2, 2]",is the father of,0.27382904291152954 +118,Fleur Delacour,Clemence Poesy,11291,Viktor Krum,Stanislav Yanevski,11290,3,"[1, 2]",is the father of,0.004854883532971144 +119,Amos Diggory,Jeff Rawle,81022,Cedric,Robert Pattinson,11288,35,"[2, 2]",is the father of,0.032532915472984314 +120,Gabrielle Delacour,Angelica Mandy,1090780,Viktor Krum,Stanislav Yanevski,11290,7,"[1, 2]",is the father of,0.004438083618879318 +121,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is the mother of,0.003264789469540119 +122,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is the mother of,0.001361371949315071 +123,Viktor Krum,Stanislav Yanevski,11290,Fleur Delacour,Clemence Poesy,11291,3,"[2, 1]",is the mother of,9.117067747865804e-06 +124,Cedric Diggory,Robert Pattinson,11288,Viktor Krum,Stanislav Yanevski,11290,1,"[2, 2]",is the mother of,0.0061165401712059975 +125,Fleur Delacour,Clemence Poesy,11291,Viktor Krum,Stanislav Yanevski,11290,3,"[1, 2]",is the mother of,7.575440395157784e-05 +126,Amos Diggory,Jeff Rawle,81022,Viktor Krum,Stanislav Yanevski,11290,34,"[2, 2]",is the mother of,1.6827239960548468e-05 +127,Gabrielle Delacour,Angelica Mandy,1090780,Viktor Krum,Stanislav Yanevski,11290,7,"[1, 2]",is the mother of,4.58624454040546e-05 +128,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",kisses,0.0010143151739612222 +129,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",kisses,0.002629900351166725 +130,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",kisses,7.321027078432962e-05 +131,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",kisses,0.009802639484405518 +132,Cedric Diggory,Robert Pattinson,11288,Ron,Rupert Grint,10989,2,"[2, 2]",kisses,1.4871328630761127e-06 +133,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",sleeps with,0.003652785439044237 +134,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",sleeps with,0.0004353000840637833 +135,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",sleeps with,0.0064963968470692635 +136,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",sleeps with,0.08519358187913895 +137,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",sleeps with,4.630605872080196e-06 +138,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",sleeps with,0.0003468818322289735 +139,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",goes on a date with,0.23051732778549194 +140,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",goes on a date with,0.742298424243927 +141,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",goes on a date with,0.0001653544750297442 +142,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",has sex with,0.0151995699852705 +143,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",has sex with,0.0025165784172713757 +144,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",has sex with,0.019209494814276695 +145,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",has sex with,0.2923286557197571 +146,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",has sex with,0.00013170835154596716 +147,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",has sex with,0.0037791032809764147 +148,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",marries,0.014824699610471725 +149,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",marries,0.03580765798687935 +150,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",marries,0.000665284285787493 +151,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",marries,0.003042927011847496 +152,Cedric Diggory,Robert Pattinson,11288,Ron,Rupert Grint,10989,2,"[2, 2]",marries,3.5682139696291415e-06 +153,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",marries,0.0006675555487163365 +154,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is in love with,0.01727093942463398 +155,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is in love with,0.0022803430911153555 +156,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is in love with,7.454715523635969e-05 +157,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is in love with,0.12210413068532944 +158,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in love with,8.955447810876649e-06 +159,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",is in love with,0.00048799050273373723 +160,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is in couple with,0.06853651255369186 +161,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is in couple with,0.02225462906062603 +162,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is in couple with,0.02108883112668991 +163,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is in couple with,0.2894226312637329 +164,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in couple with,8.963409345597029e-05 +165,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",is in couple with,0.01798558048903942 +166,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is the father of,0.03547864034771919 +167,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is the father of,0.0014765928499400616 +168,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is the father of,0.04619067534804344 +169,Viktor Krum,Stanislav Yanevski,11290,Cedric,Robert Pattinson,11288,1,"[2, 2]",is the father of,8.93367723620031e-06 +170,Cedric Diggory,Robert Pattinson,11288,Professor Moody,Brendan Gleeson,2039,31,"[2, 2]",is the father of,9.27623659663368e-06 +171,Padma Patil,Afshan Azad,234926,Viktor,Stanislav Yanevski,11290,3,"[1, 2]",is the father of,0.0039680711925029755 +172,Parvati Patil,Shefali Chowdhury,234925,Viktor,Stanislav Yanevski,11290,3,"[1, 2]",is the father of,0.00534756388515234 +173,Harry Potter,Daniel Radcliffe,10980,Padma Patil,Afshan Azad,234926,1,"[2, 1]",is the mother of,0.017757510766386986 +174,Ron Weasley,Rupert Grint,10989,Padma Patil,Afshan Azad,234926,0,"[2, 1]",is the mother of,0.011560143902897835 +175,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is the mother of,0.0025023529306054115 +176,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is the mother of,0.025062652304768562 +177,Cedric Diggory,Robert Pattinson,11288,Padma Patil respectively; while Hermione,Afshan Azad,234926,2,"[2, 1]",is the mother of,2.812700358845177e-06 +178,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",is the mother of,0.45548906922340393 +179,Parvati Patil,Shefali Chowdhury,234925,Padma,Afshan Azad,234926,0,"[1, 1]",is the mother of,0.004700532648712397 +180,Harry Potter,Daniel Radcliffe,10980,Neville Longbottom,Matthew Lewis,96841,0,"[2, 2]",kisses,0.00041342590702697635 +181,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",kisses,0.013880024664103985 +182,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",kisses,0.0843910351395607 +183,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",kisses,9.0521086804074e-07 +184,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",kisses,7.983667273947503e-07 +185,Sirius Black,Gary Oldman,64,Harry,Daniel Radcliffe,10980,31,"[2, 2]",kisses,5.754735866503324e-06 +186,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",kisses,6.32161827525124e-05 +187,Igor Karkaroff,Predrag Bjelac,12044,Severus Snape,Alan Rickman,4566,16,"[2, 2]",kisses,1.2275755580049008e-05 +188,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",kisses,3.140596390949213e-06 +189,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",kisses,9.512403266853653e-06 +190,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",kisses,2.167139609809965e-05 +191,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",kisses,2.2639151211478747e-05 +192,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",kisses,0.08628030866384506 +193,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",kisses,2.136558759957552e-05 +194,Harry Potter,Daniel Radcliffe,10980,Fleur,Clemence Poesy,11291,7,"[2, 1]",sleeps with,2.142475568689406e-05 +195,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",sleeps with,0.004964819177985191 +196,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",sleeps with,0.05353345349431038 +197,Albus Dumbledore,Michael Gambon,5658,Severus Snape,Alan Rickman,4566,6,"[2, 2]",sleeps with,1.427554963129296e-07 +198,Sirius Black,Gary Oldman,64,Harry has to save Ron,Daniel Radcliffe,10980,31,"[2, 2]",sleeps with,7.127650292204635e-07 +199,Igor Karkaroff,Predrag Bjelac,12044,Severus Snape,Alan Rickman,4566,16,"[2, 2]",sleeps with,2.1044639652245678e-05 +200,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",sleeps with,2.7412314011598937e-05 +201,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",sleeps with,6.899400887050433e-06 +202,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",sleeps with,3.3291478302999167e-06 +203,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",sleeps with,0.017299814149737358 +204,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",sleeps with,0.00014141348947305232 +205,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",goes on a date with,0.0012686402769759297 +206,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",goes on a date with,0.1103484183549881 +207,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",goes on a date with,0.14302343130111694 +208,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",goes on a date with,3.3806027204263955e-05 +209,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",goes on a date with,0.0002923708816524595 +210,Sirius Black,Gary Oldman,64,Harry,Daniel Radcliffe,10980,31,"[2, 2]",goes on a date with,8.058694220380858e-06 +211,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",goes on a date with,6.2062026700004935e-06 +212,Igor Karkaroff,Predrag Bjelac,12044,Severus Snape,Alan Rickman,4566,16,"[2, 2]",goes on a date with,0.0008167222258634865 +213,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",goes on a date with,8.273671846836805e-05 +214,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",goes on a date with,0.00048078264808282256 +215,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",goes on a date with,0.00012357723608147353 +216,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",goes on a date with,0.0007279763813130558 +217,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",goes on a date with,0.33413437008857727 +218,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",goes on a date with,0.006265638861805201 +219,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",has sex with,0.00035282340832054615 +220,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",has sex with,0.09523860365152359 +221,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",has sex with,0.1658368706703186 +222,Lord Voldemort,Ralph Fiennes,5469,Harry has to save Ron,Daniel Radcliffe,10980,26,"[2, 2]",has sex with,3.4119957490474917e-06 +223,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",has sex with,1.400464384460065e-06 +224,Sirius Black,Gary Oldman,64,Harry,Daniel Radcliffe,10980,31,"[2, 2]",has sex with,6.819604095653631e-06 +225,Severus Snape,Alan Rickman,4566,Igor Karkaroff,Predrag Bjelac,12044,16,"[2, 2]",has sex with,9.914697329804767e-06 +226,Igor Karkaroff,Predrag Bjelac,12044,Severus Snape,Alan Rickman,4566,16,"[2, 2]",has sex with,0.0008748861728236079 +227,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",has sex with,1.4388064300874248e-05 +228,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",has sex with,6.0812250012531877e-05 +229,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",has sex with,3.9216498407768086e-05 +230,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",has sex with,2.976477480842732e-05 +231,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",has sex with,0.23469552397727966 +232,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",has sex with,0.0011106290621683002 +233,Harry Potter,Daniel Radcliffe,10980,Neville Longbottom,Matthew Lewis,96841,0,"[2, 2]",marries,0.0005853484035469592 +234,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",marries,0.010709276422858238 +235,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",marries,0.09588634967803955 +236,Lord Voldemort,Ralph Fiennes,5469,Dumbledore,Michael Gambon,5658,23,"[2, 2]",marries,1.0585465588519583e-06 +237,Albus Dumbledore,Michael Gambon,5658,Neville Longbottom,Matthew Lewis,96841,49,"[2, 2]",marries,7.344184638213846e-08 +238,Sirius Black,Gary Oldman,64,Neville Longbottom,Matthew Lewis,96841,31,"[2, 2]",marries,1.2389281209834735e-06 +239,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",marries,0.00017429630679544061 +240,Igor Karkaroff,Predrag Bjelac,12044,Dumbledore,Michael Gambon,5658,22,"[2, 2]",marries,8.37166044220794e-06 +241,Cedric Diggory,Robert Pattinson,11288,Neville Longbottom,Matthew Lewis,96841,3,"[2, 2]",marries,3.5859168292518007e-06 +242,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",marries,5.266942935122643e-06 +243,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",marries,2.817531139953644e-06 +244,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",marries,0.084322489798069 +245,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",marries,1.012600932881469e-06 +246,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is in love with,0.0007668907637707889 +247,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is in love with,0.05832412466406822 +248,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is in love with,0.0569547601044178 +249,Lord Voldemort,Ralph Fiennes,5469,Harry has to save Ron,Daniel Radcliffe,10980,26,"[2, 2]",is in love with,3.1607894470653264e-06 +250,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",is in love with,2.3029409135233436e-07 +251,Sirius Black,Gary Oldman,64,Harry has to save Ron,Daniel Radcliffe,10980,31,"[2, 2]",is in love with,2.7805017452919856e-06 +252,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",is in love with,6.945270342839649e-06 +253,Igor Karkaroff,Predrag Bjelac,12044,Dumbledore,Michael Gambon,5658,22,"[2, 2]",is in love with,3.3713033644744428e-06 +254,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is in love with,7.15934147592634e-05 +255,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in love with,1.0336304512748029e-05 +256,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",is in love with,1.0769502978291712e-06 +257,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",is in love with,6.189587293192744e-05 +258,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",is in love with,0.1350986510515213 +259,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",is in love with,4.3193249439354986e-05 +260,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is in couple with,0.0013448349200189114 +261,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is in couple with,0.07767089456319809 +262,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is in couple with,0.1555609405040741 +263,Lord Voldemort,Ralph Fiennes,5469,Dumbledore,Michael Gambon,5658,23,"[2, 2]",is in couple with,1.543286634841934e-05 +264,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",is in couple with,6.496405603684252e-06 +265,Sirius Black,Gary Oldman,64,Harry,Daniel Radcliffe,10980,31,"[2, 2]",is in couple with,1.42858516483102e-05 +266,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",is in couple with,7.650644693057984e-05 +267,Igor Karkaroff,Predrag Bjelac,12044,Severus Snape,Alan Rickman,4566,16,"[2, 2]",is in couple with,0.0009480174630880356 +268,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is in couple with,0.00027543664327822626 +269,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in couple with,0.00021079504222143441 +270,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",is in couple with,1.6202873666770756e-05 +271,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",is in couple with,0.00044679525308310986 +272,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",is in couple with,0.19284629821777344 +273,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",is in couple with,0.0008464643033221364 +274,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is the father of,0.008215934969484806 +275,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is the father of,0.22264905273914337 +276,Severus Snape,Alan Rickman,4566,Igor Karkaroff,Predrag Bjelac,12044,16,"[2, 2]",is the father of,0.010159268975257874 +277,Viktor Krum,Stanislav Yanevski,11290,Igor Karkaroff,Predrag Bjelac,12044,23,"[2, 2]",is the father of,1.0905511771852616e-05 +278,Cedric Diggory,Robert Pattinson,11288,Neville Longbottom,Matthew Lewis,96841,3,"[2, 2]",is the father of,7.232451025629416e-05 +279,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",is the father of,0.42315247654914856 +280,Harry Potter,Daniel Radcliffe,10980,Fleur,Clemence Poesy,11291,7,"[2, 1]",is the mother of,0.009258048608899117 +281,Ron Weasley,Rupert Grint,10989,Fleur,Clemence Poesy,11291,6,"[2, 1]",is the mother of,0.004457854200154543 +282,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is the mother of,0.05901283398270607 +283,Sirius Black,Gary Oldman,64,Fleur,Clemence Poesy,11291,24,"[2, 1]",is the mother of,0.00011128594633191824 +284,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",is the mother of,1.3194963685236871e-05 +285,Cedric Diggory,Robert Pattinson,11288,Fleur's sister after Fleur,Clemence Poesy,11291,4,"[2, 1]",is the mother of,0.00013727211626246572 +286,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",is the mother of,9.67013111221604e-05 +287,Neville Longbottom,Matthew Lewis,96841,Fleur,Clemence Poesy,11291,7,"[2, 1]",is the mother of,4.382355655252468e-06 +288,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",kisses,0.0011424206895753741 +289,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",kisses,4.773705586558208e-05 +290,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",kisses,0.00014972995268180966 +291,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",sleeps with,0.0020075440406799316 +292,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",sleeps with,0.0010630744509398937 +293,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",goes on a date with,0.04811009764671326 +294,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",goes on a date with,0.01717871055006981 +295,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",has sex with,0.024519847705960274 +296,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",has sex with,0.0032772603444755077 +297,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",marries,0.014827633276581764 +298,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",marries,0.0003355786029715091 +299,Peter Pettigrew,Timothy Spall,9191,Harry,Daniel Radcliffe,10980,32,"[2, 2]",marries,3.221827853394643e-07 +300,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",marries,0.00028600008226931095 +301,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",is in love with,0.02961285039782524 +302,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in love with,0.0022925008088350296 +303,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",is in couple with,0.20594578981399536 +304,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in couple with,0.028427235782146454 +305,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",is the father of,0.0650436282157898 +306,Lord Voldemort,Ralph Fiennes,5469,Pettigrew,Timothy Spall,9191,6,"[2, 2]",is the father of,0.0033444829750806093 +307,Peter Pettigrew,Timothy Spall,9191,Voldemort,Ralph Fiennes,5469,6,"[2, 2]",is the father of,0.00026160417473874986 +308,Cedric Diggory,Robert Pattinson,11288,Pettigrew,Timothy Spall,9191,29,"[2, 2]",is the father of,0.012009527534246445 +309,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",is the mother of,0.0006543207564391196 +310,Lord Voldemort,Ralph Fiennes,5469,Cedric,Robert Pattinson,11288,23,"[2, 2]",is the mother of,8.951314521254972e-05 +311,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is the mother of,5.22038244525902e-05 +312,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",kisses,0.007836055010557175 +313,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",kisses,0.0004992980975657701 +314,Albus Dumbledore,Michael Gambon,5658,Moody,Brendan Gleeson,2039,15,"[2, 2]",kisses,0.0006659837090410292 +315,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",kisses,8.140571299009025e-05 +316,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",kisses,0.0006748071755282581 +317,Cedric Diggory,Robert Pattinson,11288,Moody,Brendan Gleeson,2039,31,"[2, 2]",kisses,0.0002955961390398443 +318,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",kisses,4.175102003500797e-05 +319,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",sleeps with,0.040312767028808594 +320,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",sleeps with,0.0019718767143785954 +321,Albus Dumbledore,Michael Gambon,5658,Moody,Brendan Gleeson,2039,15,"[2, 2]",sleeps with,0.0008776334580034018 +322,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",sleeps with,0.0005607620696537197 +323,Cedric Diggory,Robert Pattinson,11288,Harry is dragged by Moody,Daniel Radcliffe,10980,3,"[2, 2]",sleeps with,0.0007225794834084809 +324,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",sleeps with,0.0005295004812069237 +325,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",goes on a date with,0.3406515419483185 +326,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",goes on a date with,0.001917386776767671 +327,Albus Dumbledore,Michael Gambon,5658,Snape,Alan Rickman,4566,6,"[2, 2]",goes on a date with,0.0039843241684138775 +328,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",goes on a date with,0.0001403188070980832 +329,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",goes on a date with,0.020597897469997406 +330,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",goes on a date with,0.00405123783275485 +331,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",goes on a date with,0.0003280216478742659 +332,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",has sex with,0.08281753957271576 +333,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",has sex with,0.0017558560939505696 +334,Albus Dumbledore,Michael Gambon,5658,Snape,Alan Rickman,4566,6,"[2, 2]",has sex with,0.002463080221787095 +335,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",has sex with,0.007445661351084709 +336,Cedric Diggory,Robert Pattinson,11288,Moody,Brendan Gleeson,2039,31,"[2, 2]",has sex with,0.0011488331947475672 +337,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",has sex with,0.0013747566845268011 +338,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",marries,0.006319117266684771 +339,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",marries,0.0006463761092163622 +340,Albus Dumbledore,Michael Gambon,5658,Snape,Alan Rickman,4566,6,"[2, 2]",marries,0.0005751039716415107 +341,Severus Snape,Alan Rickman,4566,Minerva McGonagall,Maggie Smith,10978,11,"[2, 1]",marries,0.00030308961868286133 +342,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",marries,0.001577637973241508 +343,Cedric Diggory,Robert Pattinson,11288,Dumbledore,Michael Gambon,5658,46,"[2, 2]",marries,5.454924757941626e-05 +344,Barty Crouch Junior,David Tennant,20049,Dumbledore,Michael Gambon,5658,31,"[2, 2]",marries,1.467027141188737e-05 +345,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",is in love with,0.07733295857906342 +346,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",is in love with,0.0018766975263133645 +347,Albus Dumbledore,Michael Gambon,5658,Moody,Brendan Gleeson,2039,15,"[2, 2]",is in love with,0.0017114790389314294 +348,Severus Snape,Alan Rickman,4566,Moody,Brendan Gleeson,2039,9,"[2, 2]",is in love with,4.427699423104059e-06 +349,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",is in love with,0.0005755386664532125 +350,Cedric Diggory,Robert Pattinson,11288,Moody,Brendan Gleeson,2039,31,"[2, 2]",is in love with,0.0014063192065805197 +351,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",is in love with,0.00046742631820961833 +352,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",is in couple with,0.11348534375429153 +353,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",is in couple with,0.002530377823859453 +354,Albus Dumbledore,Michael Gambon,5658,Snape,Alan Rickman,4566,6,"[2, 2]",is in couple with,0.005789600778371096 +355,Severus Snape,Alan Rickman,4566,Minerva McGonagall,Maggie Smith,10978,11,"[2, 1]",is in couple with,0.006174720358103514 +356,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",is in couple with,0.03266735002398491 +357,Cedric Diggory,Robert Pattinson,11288,Harry is dragged by Moody,Daniel Radcliffe,10980,3,"[2, 2]",is in couple with,0.001423183479346335 +358,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",is in couple with,0.0011146612232550979 +359,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",is the father of,0.19163058698177338 +360,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",is the father of,0.030278798192739487 +361,Albus Dumbledore,Michael Gambon,5658,Moody,Brendan Gleeson,2039,15,"[2, 2]",is the father of,0.01946660876274109 +362,Severus Snape,Alan Rickman,4566,Moody,Brendan Gleeson,2039,9,"[2, 2]",is the father of,0.0001689448399702087 +363,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",is the father of,0.0005214246921241283 +364,Cedric Diggory,Robert Pattinson,11288,Moody,Brendan Gleeson,2039,31,"[2, 2]",is the father of,0.03552961349487305 +365,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",is the father of,0.04349388927221298 +366,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",is the mother of,0.05765285715460777 +367,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",is the mother of,0.012137314304709435 +368,Albus Dumbledore,Michael Gambon,5658,Moody,Brendan Gleeson,2039,15,"[2, 2]",is the mother of,0.0047346968203783035 +369,Severus Snape,Alan Rickman,4566,Minerva McGonagall,Maggie Smith,10978,11,"[2, 1]",is the mother of,0.0013421451440081 +370,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",is the mother of,3.5949428820458706e-06 +371,Cedric Diggory,Robert Pattinson,11288,Moody,Brendan Gleeson,2039,31,"[2, 2]",is the mother of,0.015801990404725075 +372,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",is the mother of,0.0025739511474967003 +373,Hermione Granger,Emma Watson,10990,"Harry, Ron",Rupert Grint,10989,2,"[1, 2]",kisses,0.0072325775399804115 +374,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",kisses,0.0002580239379312843 +375,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",kisses,0.003621054347604513 +376,Ron Weasley,Rupert Grint,10989,Hermione,Emma Watson,10990,2,"[2, 1]",sleeps with,0.008202124387025833 +377,Hermione Granger,Emma Watson,10990,Ron,Rupert Grint,10989,2,"[1, 2]",sleeps with,0.003218509256839752 +378,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",sleeps with,0.003950230777263641 +379,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",sleeps with,0.003182207467034459 +380,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",sleeps with,2.8123429729021154e-05 +381,Ron Weasley,Rupert Grint,10989,Hermione,Emma Watson,10990,2,"[2, 1]",goes on a date with,0.036851897835731506 +382,Hermione Granger,Emma Watson,10990,"Harry, Ron",Rupert Grint,10989,2,"[1, 2]",goes on a date with,0.015863850712776184 +383,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",goes on a date with,0.14588074386119843 +384,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",goes on a date with,0.029009146615862846 +385,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",goes on a date with,0.0004667031462304294 +386,Ron Weasley,Rupert Grint,10989,Hermione,Emma Watson,10990,2,"[2, 1]",has sex with,0.013639582321047783 +387,Hermione Granger,Emma Watson,10990,Ron,Rupert Grint,10989,2,"[1, 2]",has sex with,0.014080840162932873 +388,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",has sex with,0.05265769734978676 +389,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",has sex with,0.013971851207315922 +390,Cedric Diggory,Robert Pattinson,11288,Dumbledore,Michael Gambon,5658,46,"[2, 2]",has sex with,0.00020379746274556965 +391,Ron Weasley,Rupert Grint,10989,Hermione,Emma Watson,10990,2,"[2, 1]",marries,0.018092183396220207 +392,Hermione Granger,Emma Watson,10990,Ron,Rupert Grint,10989,2,"[1, 2]",marries,0.011778178624808788 +393,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",marries,0.00018633408762980253 +394,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",marries,0.0010147909633815289 +395,Ron Weasley,Rupert Grint,10989,Hermione,Emma Watson,10990,2,"[2, 1]",is in love with,0.07102980464696884 +396,Hermione Granger,Emma Watson,10990,Ron,Rupert Grint,10989,2,"[1, 2]",is in love with,0.0030985772609710693 +397,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",is in love with,0.003451830940321088 +398,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",is in love with,0.004001259803771973 +399,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in love with,7.667413592571393e-05 +400,Ron Weasley,Rupert Grint,10989,Hermione,Emma Watson,10990,2,"[2, 1]",is in couple with,0.15822426974773407 +401,Hermione Granger,Emma Watson,10990,"Harry, Ron",Rupert Grint,10989,2,"[1, 2]",is in couple with,0.03506234288215637 +402,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",is in couple with,0.0028426535427570343 +403,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",is in couple with,0.006894368678331375 +404,Harry Potter,Daniel Radcliffe,10980,Dumbledore,Michael Gambon,5658,49,"[2, 2]",is the father of,0.02574446052312851 +405,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is the father of,0.014950496144592762 +406,Hermione Granger,Emma Watson,10990,Ron,Rupert Grint,10989,2,"[1, 2]",is the father of,0.019987061619758606 +407,Lord Voldemort,Ralph Fiennes,5469,Cedric,Robert Pattinson,11288,23,"[2, 2]",is the father of,0.006174351088702679 +408,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",is the father of,0.012096120975911617 +409,Cedric Diggory,Robert Pattinson,11288,Dumbledore,Michael Gambon,5658,46,"[2, 2]",is the father of,0.03306801617145538 +410,Harry Potter,Daniel Radcliffe,10980,Hermione,Emma Watson,10990,1,"[2, 1]",is the mother of,0.09148059785366058 +411,Ron Weasley,Rupert Grint,10989,Hermione,Emma Watson,10990,2,"[2, 1]",is the mother of,0.2706192135810852 +412,Hermione Granger,Emma Watson,10990,Ron,Rupert Grint,10989,2,"[1, 2]",is the mother of,0.0014246193459257483 +413,Lord Voldemort,Ralph Fiennes,5469,Cedric,Robert Pattinson,11288,23,"[2, 2]",is the mother of,0.002840070053935051 +414,Albus Dumbledore,Michael Gambon,5658,Hermione,Emma Watson,10990,50,"[2, 1]",is the mother of,0.00329207512550056 +415,Cedric Diggory,Robert Pattinson,11288,Dumbledore,Michael Gambon,5658,46,"[2, 2]",is the mother of,0.0006934466073289514 diff --git a/notebooks/age_gap/lebowski.csv b/notebooks/age_gap/lebowski.csv new file mode 100644 index 0000000..c2d4ed9 --- /dev/null +++ b/notebooks/age_gap/lebowski.csv @@ -0,0 +1,533 @@ +,character1,star1,star_id1,character2,star2,star_id2,age_gap,genders,question,score +0,The Dude,Jeff Bridges,1229,Jackie Treehorn,Ben Gazzara,856,19,"[2, 2]",kisses,1.4812725567026064e-05 +1,Maude Lebowski,Julianne Moore,1231,Jackie Treehorn,Ben Gazzara,856,30,"[1, 2]",kisses,4.553976395982318e-06 +2,The Big,David Huddleston,1232,Jackie Treehorn,Ben Gazzara,856,0,"[2, 2]",kisses,2.187761856475845e-05 +3,Bunny Lebowski,Tara Reid,1234,Jackie Treehorn,Ben Gazzara,856,45,"[1, 2]",kisses,5.324226549419109e-06 +4,The Stranger,Sam Elliott,16431,Jackie Treehorn,Ben Gazzara,856,14,"[2, 2]",kisses,3.1918191325530643e-06 +5,the Malibu Police Chief,Leon Russom,169920,"Jeffrey ""The Dude"" Lebowski",Jeff Bridges,1229,8,"[2, 2]",kisses,7.804849389003721e-08 +6,The Dude,Jeff Bridges,1229,Jackie Treehorn,Ben Gazzara,856,19,"[2, 2]",sleeps with,0.01739129051566124 +7,Maude Lebowski,Julianne Moore,1231,Jackie Treehorn,Ben Gazzara,856,30,"[1, 2]",sleeps with,3.346806261106394e-05 +8,The Big,David Huddleston,1232,Jackie Treehorn,Ben Gazzara,856,0,"[2, 2]",sleeps with,0.001513503142632544 +9,Bunny Lebowski,Tara Reid,1234,Jackie Treehorn,Ben Gazzara,856,45,"[1, 2]",sleeps with,4.2343726818216965e-05 +10,The Stranger,Sam Elliott,16431,Jackie Treehorn,Ben Gazzara,856,14,"[2, 2]",sleeps with,0.0003131652483716607 +11,Jackie Treehorn,Ben Gazzara,856,"Jeffrey ""The Dude"" Lebowski",Jeff Bridges,1229,19,"[2, 2]",sleeps with,0.010788513347506523 +12,the Malibu Police Chief,Leon Russom,169920,"Jeffrey ""The Dude"" Lebowski",Jeff Bridges,1229,8,"[2, 2]",sleeps with,4.283888756617671e-06 +13,The Dude,Jeff Bridges,1229,Jackie Treehorn,Ben Gazzara,856,19,"[2, 2]",goes on a date with,0.08055385202169418 +14,Maude Lebowski,Julianne Moore,1231,Jackie Treehorn,Ben Gazzara,856,30,"[1, 2]",goes on a date with,0.00037111793062649667 +15,The Big,David Huddleston,1232,Jackie Treehorn,Ben Gazzara,856,0,"[2, 2]",goes on a date with,0.0014137764228507876 +16,Bunny Lebowski,Tara Reid,1234,Jackie Treehorn,Ben Gazzara,856,45,"[1, 2]",goes on a date with,6.17938712821342e-05 +17,The Stranger,Sam Elliott,16431,Jackie Treehorn,Ben Gazzara,856,14,"[2, 2]",goes on a date with,0.00028983416268602014 +18,Jackie Treehorn,Ben Gazzara,856,"Jeffrey ""The Dude"" Lebowski",Jeff Bridges,1229,19,"[2, 2]",goes on a date with,0.03793257474899292 +19,the Malibu Police Chief,Leon Russom,169920,"Jeffrey ""The Dude"" Lebowski",Jeff Bridges,1229,8,"[2, 2]",goes on a date with,1.0569834557827562e-05 +20,The Dude,Jeff Bridges,1229,Jackie Treehorn,Ben Gazzara,856,19,"[2, 2]",has sex with,0.2509578466415405 +21,Maude Lebowski,Julianne Moore,1231,Jackie Treehorn,Ben Gazzara,856,30,"[1, 2]",has sex with,0.00023197483096737415 +22,The Big,David Huddleston,1232,Jackie Treehorn,Ben Gazzara,856,0,"[2, 2]",has sex with,0.013219126500189304 +23,Bunny Lebowski,Tara Reid,1234,Jackie Treehorn,Ben Gazzara,856,45,"[1, 2]",has sex with,3.1499264878220856e-05 +24,The Stranger,Sam Elliott,16431,Jackie Treehorn,Ben Gazzara,856,14,"[2, 2]",has sex with,0.0010329431388527155 +25,Jackie Treehorn,Ben Gazzara,856,"Jeffrey ""The Dude"" Lebowski",Jeff Bridges,1229,19,"[2, 2]",has sex with,0.01298939622938633 +26,the Malibu Police Chief,Leon Russom,169920,Jackie Treehorn,Ben Gazzara,856,11,"[2, 2]",has sex with,2.7914480597246438e-05 +27,The Dude,Jeff Bridges,1229,Jackie Treehorn,Ben Gazzara,856,19,"[2, 2]",marries,0.0007131330203264952 +28,Maude Lebowski,Julianne Moore,1231,Jackie Treehorn,Ben Gazzara,856,30,"[1, 2]",marries,0.000250463024713099 +29,The Big,David Huddleston,1232,Jackie Treehorn,Ben Gazzara,856,0,"[2, 2]",marries,0.0006603061920031905 +30,Bunny Lebowski,Tara Reid,1234,Jackie Treehorn,Ben Gazzara,856,45,"[1, 2]",marries,4.037189864902757e-05 +31,The Stranger,Sam Elliott,16431,Jackie Treehorn,Ben Gazzara,856,14,"[2, 2]",marries,4.456674651009962e-05 +32,the Malibu Police Chief,Leon Russom,169920,Jackie Treehorn,Ben Gazzara,856,11,"[2, 2]",marries,1.3145420325599844e-06 +33,The Dude,Jeff Bridges,1229,Jackie Treehorn,Ben Gazzara,856,19,"[2, 2]",is in love with,0.000889794435352087 +34,Maude Lebowski,Julianne Moore,1231,Jackie Treehorn,Ben Gazzara,856,30,"[1, 2]",is in love with,7.514948811149225e-05 +35,The Big,David Huddleston,1232,Jackie Treehorn,Ben Gazzara,856,0,"[2, 2]",is in love with,0.0006121081532910466 +36,Bunny Lebowski,Tara Reid,1234,Jackie Treehorn,Ben Gazzara,856,45,"[1, 2]",is in love with,1.1877734323206823e-05 +37,The Stranger,Sam Elliott,16431,Jackie Treehorn,Ben Gazzara,856,14,"[2, 2]",is in love with,2.799547291942872e-05 +38,Jackie Treehorn,Ben Gazzara,856,"Jeffrey ""The Dude"" Lebowski",Jeff Bridges,1229,19,"[2, 2]",is in love with,0.004048026166856289 +39,the Malibu Police Chief,Leon Russom,169920,"Jeffrey ""The Dude"" Lebowski",Jeff Bridges,1229,8,"[2, 2]",is in love with,1.1291993359918706e-05 +40,The Dude,Jeff Bridges,1229,Jackie Treehorn,Ben Gazzara,856,19,"[2, 2]",is in couple with,0.19587291777133942 +41,Maude Lebowski,Julianne Moore,1231,Jackie Treehorn,Ben Gazzara,856,30,"[1, 2]",is in couple with,0.0025932099670171738 +42,The Big,David Huddleston,1232,Jackie Treehorn,Ben Gazzara,856,0,"[2, 2]",is in couple with,0.025069650262594223 +43,Bunny Lebowski,Tara Reid,1234,Jackie Treehorn,Ben Gazzara,856,45,"[1, 2]",is in couple with,0.0002104796003550291 +44,The Stranger,Sam Elliott,16431,Jackie Treehorn,Ben Gazzara,856,14,"[2, 2]",is in couple with,0.0005580766592174768 +45,the Malibu Police Chief,Leon Russom,169920,Jackie Treehorn,Ben Gazzara,856,11,"[2, 2]",is in couple with,2.291598320880439e-05 +46,The Dude,Jeff Bridges,1229,Jackie Treehorn,Ben Gazzara,856,19,"[2, 2]",is the father of,0.13830925524234772 +47,Maude Lebowski,Julianne Moore,1231,Jackie Treehorn,Ben Gazzara,856,30,"[1, 2]",is the father of,0.01480341237038374 +48,The Big,David Huddleston,1232,"Jeffrey ""The Dude"" Lebowski",Jeff Bridges,1229,19,"[2, 2]",is the father of,0.04618799686431885 +49,Bunny Lebowski,Tara Reid,1234,"Jeffrey ""The Dude",Jeff Bridges,1229,26,"[1, 2]",is the father of,0.011473972350358963 +50,The Stranger,Sam Elliott,16431,Jackie Treehorn,Ben Gazzara,856,14,"[2, 2]",is the father of,0.000619790400378406 +51,Jackie Treehorn,Ben Gazzara,856,"Jeffrey ""The Dude"" Lebowski",Jeff Bridges,1229,19,"[2, 2]",is the father of,0.12568193674087524 +52,the Malibu Police Chief,Leon Russom,169920,"Jeffrey ""The Dude"" Lebowski",Jeff Bridges,1229,8,"[2, 2]",is the father of,4.912930671707727e-05 +53,The Dude,Jeff Bridges,1229,Jackie Treehorn,Ben Gazzara,856,19,"[2, 2]",is the mother of,0.0843605175614357 +54,Maude Lebowski,Julianne Moore,1231,Jackie Treehorn,Ben Gazzara,856,30,"[1, 2]",is the mother of,0.00014701401232741773 +55,The Big,David Huddleston,1232,Jackie Treehorn,Ben Gazzara,856,0,"[2, 2]",is the mother of,0.005983238108456135 +56,Bunny Lebowski,Tara Reid,1234,Jackie Treehorn,Ben Gazzara,856,45,"[1, 2]",is the mother of,0.00018329473095946014 +57,The Stranger,Sam Elliott,16431,Jackie Treehorn,Ben Gazzara,856,14,"[2, 2]",is the mother of,0.0002387009735684842 +58,the Malibu Police Chief,Leon Russom,169920,Jackie Treehorn,Ben Gazzara,856,11,"[2, 2]",is the mother of,1.6805133782327175e-05 +59,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",kisses,0.005193002056330442 +60,Walter Sobchak,John Goodman,1230,Donny Kerabatsos,Steve Buscemi,884,5,"[2, 2]",kisses,3.7635112676071e-05 +61,Maude Lebowski,Julianne Moore,1231,The Dude,Jeff Bridges,1229,11,"[1, 2]",kisses,1.1257803635089658e-05 +62,Donny Kerabatsos,Steve Buscemi,884,Walter Sobchak,John Goodman,1230,5,"[2, 2]",kisses,7.528782589361072e-05 +63,The Big,David Huddleston,1232,Bunny,Tara Reid,1234,45,"[2, 1]",kisses,0.0005288832471705973 +64,The Stranger,Sam Elliott,16431,Bunny,Tara Reid,1234,31,"[2, 1]",kisses,0.00017378314805682749 +65,Uli Kunkel/Karl Hungus,Flea,1237,Bunny,Tara Reid,1234,13,"[2, 1]",kisses,0.0007562469691038132 +66,Treehorn's thugs,Mark Pellegrino,1236,Bunny,Tara Reid,1234,10,"[2, 1]",kisses,1.0346696399210487e-05 +67,the Malibu Police Chief,Leon Russom,169920,Bunny,Tara Reid,1234,34,"[2, 1]",kisses,1.0259117289024289e-06 +68,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",sleeps with,0.03772883862257004 +69,Walter Sobchak,John Goodman,1230,Donny Kerabatsos,Steve Buscemi,884,5,"[2, 2]",sleeps with,0.0007884657243266702 +70,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",sleeps with,0.0002512288047000766 +71,Donny Kerabatsos,Steve Buscemi,884,Walter Sobchak,John Goodman,1230,5,"[2, 2]",sleeps with,0.006769146770238876 +72,Brandt,Philip Seymour Hoffman,1233,Bunny,Tara Reid,1234,8,"[2, 1]",sleeps with,4.356239514891058e-06 +73,The Big,David Huddleston,1232,Bunny,Tara Reid,1234,45,"[2, 1]",sleeps with,0.007752189412713051 +74,The Stranger,Sam Elliott,16431,Bunny,Tara Reid,1234,31,"[2, 1]",sleeps with,0.001032311120070517 +75,Uli Kunkel/Karl Hungus,Flea,1237,Bunny,Tara Reid,1234,13,"[2, 1]",sleeps with,0.015195077285170555 +76,Treehorn's thugs,Mark Pellegrino,1236,Bunny,Tara Reid,1234,10,"[2, 1]",sleeps with,0.00013632660557050258 +77,the Malibu Police Chief,Leon Russom,169920,Bunny,Tara Reid,1234,34,"[2, 1]",sleeps with,1.5893361705821007e-05 +78,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",goes on a date with,0.377450168132782 +79,Donny Kerabatsos,Steve Buscemi,884,Walter Sobchak,John Goodman,1230,5,"[2, 2]",goes on a date with,0.05867386609315872 +80,Brandt,Philip Seymour Hoffman,1233,Bunny,Tara Reid,1234,8,"[2, 1]",goes on a date with,0.0002741265925578773 +81,The Big,David Huddleston,1232,Bunny,Tara Reid,1234,45,"[2, 1]",goes on a date with,0.351595014333725 +82,The Stranger,Sam Elliott,16431,Bunny,Tara Reid,1234,31,"[2, 1]",goes on a date with,0.025959165766835213 +83,Uli Kunkel/Karl Hungus,Flea,1237,Bunny,Tara Reid,1234,13,"[2, 1]",goes on a date with,0.166961207985878 +84,Treehorn's thugs,Mark Pellegrino,1236,Dude,Jeff Bridges,1229,16,"[2, 2]",goes on a date with,0.001701359637081623 +85,the Malibu Police Chief,Leon Russom,169920,Bunny,Tara Reid,1234,34,"[2, 1]",goes on a date with,0.003151367185637355 +86,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",has sex with,0.18246714770793915 +87,Walter Sobchak,John Goodman,1230,Donny Kerabatsos,Steve Buscemi,884,5,"[2, 2]",has sex with,0.001056963694281876 +88,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",has sex with,0.00022489242837764323 +89,Donny Kerabatsos,Steve Buscemi,884,Walter Sobchak,John Goodman,1230,5,"[2, 2]",has sex with,0.01330857165157795 +90,Brandt,Philip Seymour Hoffman,1233,Dude,Jeff Bridges,1229,18,"[2, 2]",has sex with,7.742261004750617e-06 +91,The Big,David Huddleston,1232,Bunny,Tara Reid,1234,45,"[2, 1]",has sex with,0.025396671146154404 +92,The Stranger,Sam Elliott,16431,Bunny,Tara Reid,1234,31,"[2, 1]",has sex with,0.0018126660725101829 +93,Uli Kunkel/Karl Hungus,Flea,1237,Bunny,Tara Reid,1234,13,"[2, 1]",has sex with,0.014712189324200153 +94,Treehorn's thugs,Mark Pellegrino,1236,Bunny,Tara Reid,1234,10,"[2, 1]",has sex with,9.594920265953988e-05 +95,the Malibu Police Chief,Leon Russom,169920,Bunny,Tara Reid,1234,34,"[2, 1]",has sex with,9.904137550620362e-05 +96,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",marries,0.09065522998571396 +97,Walter Sobchak,John Goodman,1230,Donny Kerabatsos,Steve Buscemi,884,5,"[2, 2]",marries,0.0002330657298443839 +98,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",marries,0.0002634892298374325 +99,Donny Kerabatsos,Steve Buscemi,884,Walter Sobchak,John Goodman,1230,5,"[2, 2]",marries,0.00172249018214643 +100,Brandt,Philip Seymour Hoffman,1233,Dude,Jeff Bridges,1229,18,"[2, 2]",marries,5.408514311966428e-07 +101,The Big,David Huddleston,1232,Bunny,Tara Reid,1234,45,"[2, 1]",marries,0.003275779541581869 +102,Bunny Lebowski,Tara Reid,1234,The Dude,Jeff Bridges,1229,26,"[1, 2]",marries,0.0015247873961925507 +103,The Stranger,Sam Elliott,16431,Bunny,Tara Reid,1234,31,"[2, 1]",marries,0.0006964606000110507 +104,Uli Kunkel/Karl Hungus,Flea,1237,Bunny,Tara Reid,1234,13,"[2, 1]",marries,0.007348864804953337 +105,Treehorn's thugs,Mark Pellegrino,1236,Bunny,Tara Reid,1234,10,"[2, 1]",marries,0.0002228773373644799 +106,the Malibu Police Chief,Leon Russom,169920,Bunny,Tara Reid,1234,34,"[2, 1]",marries,3.914467743015848e-05 +107,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",is in love with,0.15468235313892365 +108,Walter Sobchak,John Goodman,1230,Donny Kerabatsos,Steve Buscemi,884,5,"[2, 2]",is in love with,6.247730925679207e-05 +109,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",is in love with,0.0008234689012169838 +110,Donny Kerabatsos,Steve Buscemi,884,Walter Sobchak,John Goodman,1230,5,"[2, 2]",is in love with,0.0004399031458888203 +111,Brandt,Philip Seymour Hoffman,1233,Bunny,Tara Reid,1234,8,"[2, 1]",is in love with,3.2119557999976678e-06 +112,The Big,David Huddleston,1232,Bunny,Tara Reid,1234,45,"[2, 1]",is in love with,0.00987281370908022 +113,The Stranger,Sam Elliott,16431,Bunny,Tara Reid,1234,31,"[2, 1]",is in love with,0.0034112809225916862 +114,Uli Kunkel/Karl Hungus,Flea,1237,Bunny,Tara Reid,1234,13,"[2, 1]",is in love with,0.050171736627817154 +115,Treehorn's thugs,Mark Pellegrino,1236,Maude,Julianne Moore,1231,5,"[2, 1]",is in love with,0.0003852371301036328 +116,the Malibu Police Chief,Leon Russom,169920,Bunny,Tara Reid,1234,34,"[2, 1]",is in love with,0.0009232991724275053 +117,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",is in couple with,0.5566124320030212 +118,Walter Sobchak,John Goodman,1230,Donny Kerabatsos,Steve Buscemi,884,5,"[2, 2]",is in couple with,0.5156876444816589 +119,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",is in couple with,0.05855179578065872 +120,Donny Kerabatsos,Steve Buscemi,884,Walter Sobchak,John Goodman,1230,5,"[2, 2]",is in couple with,0.3632311224937439 +121,Brandt,Philip Seymour Hoffman,1233,Bunny,Tara Reid,1234,8,"[2, 1]",is in couple with,0.0012712294701486826 +122,The Big,David Huddleston,1232,Bunny,Tara Reid,1234,45,"[2, 1]",is in couple with,0.2456556260585785 +123,The Stranger,Sam Elliott,16431,Bunny,Tara Reid,1234,31,"[2, 1]",is in couple with,0.021196063607931137 +124,Uli Kunkel/Karl Hungus,Flea,1237,Bunny,Tara Reid,1234,13,"[2, 1]",is in couple with,0.2134191244840622 +125,Treehorn's thugs,Mark Pellegrino,1236,Bunny,Tara Reid,1234,10,"[2, 1]",is in couple with,0.0036462624557316303 +126,the Malibu Police Chief,Leon Russom,169920,Bunny,Tara Reid,1234,34,"[2, 1]",is in couple with,0.0013800839660689235 +127,Walter Sobchak,John Goodman,1230,Donny Kerabatsos,Steve Buscemi,884,5,"[2, 2]",is the father of,0.26199039816856384 +128,Donny Kerabatsos,Steve Buscemi,884,Walter Sobchak,John Goodman,1230,5,"[2, 2]",is the father of,0.16951194405555725 +129,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",is the mother of,0.23121881484985352 +130,Walter Sobchak,John Goodman,1230,Donny Kerabatsos,Steve Buscemi,884,5,"[2, 2]",is the mother of,0.008033312857151031 +131,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",is the mother of,0.11417538672685623 +132,Donny Kerabatsos,Steve Buscemi,884,Bunny,Tara Reid,1234,18,"[2, 1]",is the mother of,0.006955097895115614 +133,Brandt,Philip Seymour Hoffman,1233,Bunny,Tara Reid,1234,8,"[2, 1]",is the mother of,0.003969315905123949 +134,The Big,David Huddleston,1232,Bunny,Tara Reid,1234,45,"[2, 1]",is the mother of,0.13078555464744568 +135,The Stranger,Sam Elliott,16431,Bunny,Tara Reid,1234,31,"[2, 1]",is the mother of,0.015592058189213276 +136,Uli Kunkel/Karl Hungus,Flea,1237,Bunny,Tara Reid,1234,13,"[2, 1]",is the mother of,0.3080085813999176 +137,Treehorn's thugs,Mark Pellegrino,1236,Bunny,Tara Reid,1234,10,"[2, 1]",is the mother of,0.00459298025816679 +138,the Malibu Police Chief,Leon Russom,169920,Bunny,Tara Reid,1234,34,"[2, 1]",is the mother of,0.02957209013402462 +139,The Dude,Jeff Bridges,1229,Walter,John Goodman,1230,3,"[2, 2]",kisses,0.000625342596322298 +140,Walter Sobchak,John Goodman,1230,The Dude,Jeff Bridges,1229,3,"[2, 2]",kisses,0.038306139409542084 +141,Maude Lebowski,Julianne Moore,1231,The Dude,Jeff Bridges,1229,11,"[1, 2]",kisses,5.4911170082050376e-06 +142,The Big,David Huddleston,1232,Walter,John Goodman,1230,22,"[2, 2]",kisses,0.0010339015861973166 +143,Bunny Lebowski,Tara Reid,1234,The Dude,Jeff Bridges,1229,26,"[1, 2]",kisses,1.9291315766167827e-05 +144,The Stranger,Sam Elliott,16431,Walter,John Goodman,1230,8,"[2, 2]",kisses,0.00011549380724318326 +145,the Malibu Police Chief,Leon Russom,169920,The Dude,Jeff Bridges,1229,8,"[2, 2]",kisses,8.603607420809567e-05 +146,The Dude,Jeff Bridges,1229,Walter,John Goodman,1230,3,"[2, 2]",sleeps with,0.001772899879142642 +147,Walter Sobchak,John Goodman,1230,The Dude,Jeff Bridges,1229,3,"[2, 2]",sleeps with,0.11454718559980392 +148,Maude Lebowski,Julianne Moore,1231,The Dude,Jeff Bridges,1229,11,"[1, 2]",sleeps with,2.4886821847758256e-05 +149,The Big,David Huddleston,1232,The Dude,Jeff Bridges,1229,19,"[2, 2]",sleeps with,0.0015153740532696247 +150,Bunny Lebowski,Tara Reid,1234,The Dude,Jeff Bridges,1229,26,"[1, 2]",sleeps with,0.00017960320110432804 +151,The Stranger,Sam Elliott,16431,"Bunny ""kidnapped herself"", Walter",Tara Reid,1234,31,"[2, 1]",sleeps with,0.00032246491173282266 +152,the Malibu Police Chief,Leon Russom,169920,The Dude,Jeff Bridges,1229,8,"[2, 2]",sleeps with,0.00026417424669489264 +153,The Dude,Jeff Bridges,1229,Walter,John Goodman,1230,3,"[2, 2]",goes on a date with,0.04288312420248985 +154,Walter Sobchak,John Goodman,1230,The Dude,Jeff Bridges,1229,3,"[2, 2]",goes on a date with,0.6351117491722107 +155,Maude Lebowski,Julianne Moore,1231,The Dude,Jeff Bridges,1229,11,"[1, 2]",goes on a date with,0.000585694273468107 +156,The Stranger,Sam Elliott,16431,The Dude,Jeff Bridges,1229,5,"[2, 2]",goes on a date with,0.005793997086584568 +157,the Malibu Police Chief,Leon Russom,169920,The Dude,Jeff Bridges,1229,8,"[2, 2]",goes on a date with,0.0026932330802083015 +158,The Dude,Jeff Bridges,1229,Walter,John Goodman,1230,3,"[2, 2]",has sex with,0.01336701214313507 +159,Walter Sobchak,John Goodman,1230,The Dude,Jeff Bridges,1229,3,"[2, 2]",has sex with,0.22679319977760315 +160,Maude Lebowski,Julianne Moore,1231,The Dude,Jeff Bridges,1229,11,"[1, 2]",has sex with,3.28302412526682e-05 +161,Bunny Lebowski,Tara Reid,1234,The Dude,Jeff Bridges,1229,26,"[1, 2]",has sex with,0.00034028381924144924 +162,the Malibu Police Chief,Leon Russom,169920,The Dude,Jeff Bridges,1229,8,"[2, 2]",has sex with,0.0011595682008191943 +163,The Dude,Jeff Bridges,1229,Walter,John Goodman,1230,3,"[2, 2]",marries,0.03207670897245407 +164,Walter Sobchak,John Goodman,1230,The Dude,Jeff Bridges,1229,3,"[2, 2]",marries,0.02826990745961666 +165,Maude Lebowski,Julianne Moore,1231,Walter,John Goodman,1230,8,"[1, 2]",marries,1.0825004210346378e-05 +166,The Big,David Huddleston,1232,Walter,John Goodman,1230,22,"[2, 2]",marries,0.004097107797861099 +167,Bunny Lebowski,Tara Reid,1234,Walter,John Goodman,1230,23,"[1, 2]",marries,9.789684554561973e-05 +168,The Stranger,Sam Elliott,16431,Walter,John Goodman,1230,8,"[2, 2]",marries,0.0008569071651436388 +169,the Malibu Police Chief,Leon Russom,169920,Walter,John Goodman,1230,11,"[2, 2]",marries,0.00021949036454316229 +170,Walter Sobchak,John Goodman,1230,The Dude,Jeff Bridges,1229,3,"[2, 2]",is in love with,0.2469227910041809 +171,Maude Lebowski,Julianne Moore,1231,The Dude,Jeff Bridges,1229,11,"[1, 2]",is in love with,4.804097261512652e-05 +172,Bunny Lebowski,Tara Reid,1234,The Dude,Jeff Bridges,1229,26,"[1, 2]",is in love with,0.00031019916059449315 +173,The Stranger,Sam Elliott,16431,The Dude,Jeff Bridges,1229,5,"[2, 2]",is in love with,0.0020486004650592804 +174,the Malibu Police Chief,Leon Russom,169920,The Dude,Jeff Bridges,1229,8,"[2, 2]",is in love with,0.005278223659843206 +175,The Dude,Jeff Bridges,1229,Walter,John Goodman,1230,3,"[2, 2]",is in couple with,0.051843807101249695 +176,Walter Sobchak,John Goodman,1230,The Dude,Jeff Bridges,1229,3,"[2, 2]",is in couple with,0.332060307264328 +177,Maude Lebowski,Julianne Moore,1231,The Dude,Jeff Bridges,1229,11,"[1, 2]",is in couple with,0.0001905204844661057 +178,The Big,David Huddleston,1232,Walter,John Goodman,1230,22,"[2, 2]",is in couple with,0.01246738899499178 +179,Bunny Lebowski,Tara Reid,1234,The Dude,Jeff Bridges,1229,26,"[1, 2]",is in couple with,0.00046890939120203257 +180,The Stranger,Sam Elliott,16431,Walter,John Goodman,1230,8,"[2, 2]",is in couple with,0.0029041364323347807 +181,the Malibu Police Chief,Leon Russom,169920,The Dude,Jeff Bridges,1229,8,"[2, 2]",is in couple with,0.0007411057013086975 +182,The Dude,Jeff Bridges,1229,Walter,John Goodman,1230,3,"[2, 2]",is the father of,0.02654062770307064 +183,Maude Lebowski,Julianne Moore,1231,Walter,John Goodman,1230,8,"[1, 2]",is the father of,8.643942419439554e-05 +184,The Big,David Huddleston,1232,Walter,John Goodman,1230,22,"[2, 2]",is the father of,0.038522057235240936 +185,Bunny Lebowski,Tara Reid,1234,Walter,John Goodman,1230,23,"[1, 2]",is the father of,0.0003203683882020414 +186,The Stranger,Sam Elliott,16431,Walter,John Goodman,1230,8,"[2, 2]",is the father of,0.021237200126051903 +187,the Malibu Police Chief,Leon Russom,169920,Walter,John Goodman,1230,11,"[2, 2]",is the father of,0.008570262230932713 +188,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",is the mother of,0.0237351655960083 +189,Walter Sobchak,John Goodman,1230,Bunny,Tara Reid,1234,23,"[2, 1]",is the mother of,0.05982740968465805 +190,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",is the mother of,4.982725840818603e-06 +191,The Big,David Huddleston,1232,Bunny,Tara Reid,1234,45,"[2, 1]",is the mother of,0.055752310901880264 +192,Bunny Lebowski,Tara Reid,1234,Walter,John Goodman,1230,23,"[1, 2]",is the mother of,4.623675704351626e-05 +193,The Stranger,Sam Elliott,16431,Bunny,Tara Reid,1234,31,"[2, 1]",is the mother of,0.029941922053694725 +194,the Malibu Police Chief,Leon Russom,169920,Bunny,Tara Reid,1234,34,"[2, 1]",is the mother of,0.013654991053044796 +195,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",kisses,0.0003680817608255893 +196,Bunny Lebowski,Tara Reid,1234,Maude,Julianne Moore,1231,15,"[1, 1]",kisses,0.0004198739770799875 +197,Jackie Treehorn,Ben Gazzara,856,Bunny,Tara Reid,1234,45,"[2, 1]",kisses,0.0033822173718363047 +198,Treehorn's thugs,Mark Pellegrino,1236,Bunny,Tara Reid,1234,10,"[2, 1]",kisses,0.00037584532401524484 +199,the Malibu Police Chief,Leon Russom,169920,Dude,Jeff Bridges,1229,8,"[2, 2]",kisses,3.216474215150811e-05 +200,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",sleeps with,0.005471952259540558 +201,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",sleeps with,0.0001350763050140813 +202,Bunny Lebowski,Tara Reid,1234,Dude,Jeff Bridges,1229,26,"[1, 2]",sleeps with,0.0006474694237112999 +203,Jackie Treehorn,Ben Gazzara,856,Bunny,Tara Reid,1234,45,"[2, 1]",sleeps with,0.010717058554291725 +204,Treehorn's thugs,Mark Pellegrino,1236,Bunny,Tara Reid,1234,10,"[2, 1]",sleeps with,7.331426604650915e-05 +205,the Malibu Police Chief,Leon Russom,169920,Dude,Jeff Bridges,1229,8,"[2, 2]",sleeps with,9.876835974864662e-05 +206,The Dude,Jeff Bridges,1229,Maude,Julianne Moore,1231,11,"[2, 1]",goes on a date with,0.07095643877983093 +207,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",goes on a date with,0.005168350413441658 +208,Bunny Lebowski,Tara Reid,1234,Maude,Julianne Moore,1231,15,"[1, 1]",goes on a date with,0.04504648968577385 +209,Jackie Treehorn,Ben Gazzara,856,Maude,Julianne Moore,1231,30,"[2, 1]",goes on a date with,0.11807365715503693 +210,Treehorn's thugs,Mark Pellegrino,1236,Maude,Julianne Moore,1231,5,"[2, 1]",goes on a date with,0.0015588324749842286 +211,the Malibu Police Chief,Leon Russom,169920,Maude,Julianne Moore,1231,19,"[2, 1]",goes on a date with,0.004899142310023308 +212,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",has sex with,0.05110330879688263 +213,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",has sex with,0.0018582561751827598 +214,Bunny Lebowski,Tara Reid,1234,Maude,Julianne Moore,1231,15,"[1, 1]",has sex with,0.006226059049367905 +215,Jackie Treehorn,Ben Gazzara,856,Bunny,Tara Reid,1234,45,"[2, 1]",has sex with,0.16092580556869507 +216,Treehorn's thugs,Mark Pellegrino,1236,Bunny,Tara Reid,1234,10,"[2, 1]",has sex with,0.0005760084022767842 +217,the Malibu Police Chief,Leon Russom,169920,Bunny,Tara Reid,1234,34,"[2, 1]",has sex with,0.0006606573588214815 +218,The Dude,Jeff Bridges,1229,Maude,Julianne Moore,1231,11,"[2, 1]",marries,0.00722461985424161 +219,Maude Lebowski,Julianne Moore,1231,Dude,Jeff Bridges,1229,11,"[1, 2]",marries,0.0002478086098562926 +220,Bunny Lebowski,Tara Reid,1234,Maude,Julianne Moore,1231,15,"[1, 1]",marries,0.001216435106471181 +221,Jackie Treehorn,Ben Gazzara,856,Maude,Julianne Moore,1231,30,"[2, 1]",marries,0.0035011209547519684 +222,the Malibu Police Chief,Leon Russom,169920,Dude,Jeff Bridges,1229,8,"[2, 2]",marries,9.930266242008656e-05 +223,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",is in love with,0.0015256425831466913 +224,Bunny Lebowski,Tara Reid,1234,Maude,Julianne Moore,1231,15,"[1, 1]",is in love with,0.004456820897758007 +225,Jackie Treehorn,Ben Gazzara,856,Bunny,Tara Reid,1234,45,"[2, 1]",is in love with,0.2400757521390915 +226,Treehorn's thugs,Mark Pellegrino,1236,Bunny,Tara Reid,1234,10,"[2, 1]",is in love with,0.002247333526611328 +227,the Malibu Police Chief,Leon Russom,169920,Bunny,Tara Reid,1234,34,"[2, 1]",is in love with,0.0018355845240876079 +228,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",is in couple with,0.13661693036556244 +229,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",is in couple with,0.013644821010529995 +230,Bunny Lebowski,Tara Reid,1234,Maude,Julianne Moore,1231,15,"[1, 1]",is in couple with,0.02633291482925415 +231,Jackie Treehorn,Ben Gazzara,856,Bunny,Tara Reid,1234,45,"[2, 1]",is in couple with,0.3738318085670471 +232,Treehorn's thugs,Mark Pellegrino,1236,Bunny,Tara Reid,1234,10,"[2, 1]",is in couple with,0.001694715698249638 +233,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",is the father of,0.008827119134366512 +234,Maude Lebowski,Julianne Moore,1231,Dude,Jeff Bridges,1229,11,"[1, 2]",is the father of,0.033663369715213776 +235,Bunny Lebowski,Tara Reid,1234,Dude,Jeff Bridges,1229,26,"[1, 2]",is the father of,0.04062870144844055 +236,Jackie Treehorn,Ben Gazzara,856,Dude,Jeff Bridges,1229,19,"[2, 2]",is the father of,0.10877373814582825 +237,the Malibu Police Chief,Leon Russom,169920,Dude,Jeff Bridges,1229,8,"[2, 2]",is the father of,0.02142530307173729 +238,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",is the mother of,0.14537109434604645 +239,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",is the mother of,0.004319641273468733 +240,Bunny Lebowski,Tara Reid,1234,Maude,Julianne Moore,1231,15,"[1, 1]",is the mother of,0.016087371855974197 +241,Jackie Treehorn,Ben Gazzara,856,Bunny,Tara Reid,1234,45,"[2, 1]",is the mother of,0.22381287813186646 +242,Treehorn's thugs,Mark Pellegrino,1236,Bunny,Tara Reid,1234,10,"[2, 1]",is the mother of,0.0017550034681335092 +243,The Dude,Jeff Bridges,1229,Walter,John Goodman,1230,3,"[2, 2]",kisses,0.0013229266041889787 +244,Walter Sobchak,John Goodman,1230,Larry Sellers,Jesse Flanagan,1667649,30,"[2, 2]",kisses,5.857751148141688e-06 +245,Maude Lebowski,Julianne Moore,1231,Walter,John Goodman,1230,8,"[1, 2]",kisses,1.6380268789362162e-05 +246,The Big,David Huddleston,1232,Walter,John Goodman,1230,22,"[2, 2]",kisses,0.0029485258273780346 +247,The Stranger,Sam Elliott,16431,Walter,John Goodman,1230,8,"[2, 2]",kisses,0.0002886983857024461 +248,Arthur Digby Sellers,Harry Bugin,4510,Walter,John Goodman,1230,23,"[0, 2]",kisses,0.0001097095591831021 +249,the Malibu Police Chief,Leon Russom,169920,Walter,John Goodman,1230,11,"[2, 2]",kisses,6.502123142126948e-05 +250,Larry Sellers,Jesse Flanagan,1667649,Walter,John Goodman,1230,30,"[2, 2]",kisses,0.0001612849155208096 +251,The Dude,Jeff Bridges,1229,Walter,John Goodman,1230,3,"[2, 2]",sleeps with,0.012144980952143669 +252,Walter Sobchak,John Goodman,1230,Maude,Julianne Moore,1231,8,"[2, 1]",sleeps with,6.546849181177095e-05 +253,Maude Lebowski,Julianne Moore,1231,The Dude,Jeff Bridges,1229,11,"[1, 2]",sleeps with,9.677992784418166e-05 +254,The Big,David Huddleston,1232,Walter,John Goodman,1230,22,"[2, 2]",sleeps with,0.017256665974855423 +255,The Stranger,Sam Elliott,16431,Walter,John Goodman,1230,8,"[2, 2]",sleeps with,0.0027589399833232164 +256,Arthur Digby Sellers,Harry Bugin,4510,Walter,John Goodman,1230,23,"[0, 2]",sleeps with,3.05671856040135e-05 +257,the Malibu Police Chief,Leon Russom,169920,Walter,John Goodman,1230,11,"[2, 2]",sleeps with,0.00010782455501612276 +258,Larry Sellers,Jesse Flanagan,1667649,Walter,John Goodman,1230,30,"[2, 2]",sleeps with,0.00033178896410390735 +259,The Dude,Jeff Bridges,1229,Maude,Julianne Moore,1231,11,"[2, 1]",goes on a date with,0.4505068063735962 +260,Walter Sobchak,John Goodman,1230,Maude,Julianne Moore,1231,8,"[2, 1]",goes on a date with,0.011682843789458275 +261,Maude Lebowski,Julianne Moore,1231,The Dude,Jeff Bridges,1229,11,"[1, 2]",goes on a date with,0.020570050925016403 +262,The Big,David Huddleston,1232,Maude,Julianne Moore,1231,30,"[2, 1]",goes on a date with,0.1522330790758133 +263,The Stranger,Sam Elliott,16431,Maude,Julianne Moore,1231,16,"[2, 1]",goes on a date with,0.006148149725049734 +264,Arthur Digby Sellers,Harry Bugin,4510,Walter,John Goodman,1230,23,"[0, 2]",goes on a date with,0.0004939131904393435 +265,the Malibu Police Chief,Leon Russom,169920,Maude,Julianne Moore,1231,19,"[2, 1]",goes on a date with,0.00295417383313179 +266,Larry Sellers,Jesse Flanagan,1667649,Walter,John Goodman,1230,30,"[2, 2]",goes on a date with,0.0037225147243589163 +267,The Dude,Jeff Bridges,1229,Walter,John Goodman,1230,3,"[2, 2]",has sex with,0.031172014772892 +268,Walter Sobchak,John Goodman,1230,Maude,Julianne Moore,1231,8,"[2, 1]",has sex with,6.665904948022217e-05 +269,Maude Lebowski,Julianne Moore,1231,The Dude,Jeff Bridges,1229,11,"[1, 2]",has sex with,0.00029544770950451493 +270,The Big,David Huddleston,1232,Walter,John Goodman,1230,22,"[2, 2]",has sex with,0.027581719681620598 +271,The Stranger,Sam Elliott,16431,Walter,John Goodman,1230,8,"[2, 2]",has sex with,0.003863648045808077 +272,Arthur Digby Sellers,Harry Bugin,4510,Walter,John Goodman,1230,23,"[0, 2]",has sex with,0.0001960212830454111 +273,the Malibu Police Chief,Leon Russom,169920,Walter,John Goodman,1230,11,"[2, 2]",has sex with,0.00026726233772933483 +274,Larry Sellers,Jesse Flanagan,1667649,Walter,John Goodman,1230,30,"[2, 2]",has sex with,0.0015084802871569991 +275,The Dude,Jeff Bridges,1229,Walter,John Goodman,1230,3,"[2, 2]",marries,0.011196711100637913 +276,Walter Sobchak,John Goodman,1230,Larry Sellers,Jesse Flanagan,1667649,30,"[2, 2]",marries,1.4281968105933629e-05 +277,Maude Lebowski,Julianne Moore,1231,Walter,John Goodman,1230,8,"[1, 2]",marries,2.1783172996947542e-05 +278,The Big,David Huddleston,1232,Walter,John Goodman,1230,22,"[2, 2]",marries,0.01464433316141367 +279,The Stranger,Sam Elliott,16431,Walter,John Goodman,1230,8,"[2, 2]",marries,0.0027073596138507128 +280,Arthur Digby Sellers,Harry Bugin,4510,Walter,John Goodman,1230,23,"[0, 2]",marries,2.2680354959447868e-05 +281,the Malibu Police Chief,Leon Russom,169920,Walter,John Goodman,1230,11,"[2, 2]",marries,0.0001007027312880382 +282,Larry Sellers,Jesse Flanagan,1667649,Walter,John Goodman,1230,30,"[2, 2]",marries,0.0006618508487008512 +283,The Dude,Jeff Bridges,1229,Walter,John Goodman,1230,3,"[2, 2]",is in love with,0.03465671464800835 +284,Walter Sobchak,John Goodman,1230,Maude,Julianne Moore,1231,8,"[2, 1]",is in love with,0.0003526071668602526 +285,Maude Lebowski,Julianne Moore,1231,Dude,Jeff Bridges,1229,11,"[1, 2]",is in love with,0.00014337037282530218 +286,The Big,David Huddleston,1232,Walter,John Goodman,1230,22,"[2, 2]",is in love with,0.04197164997458458 +287,The Stranger,Sam Elliott,16431,Walter,John Goodman,1230,8,"[2, 2]",is in love with,0.010069803334772587 +288,Arthur Digby Sellers,Harry Bugin,4510,Walter,John Goodman,1230,23,"[0, 2]",is in love with,0.00046484783524647355 +289,the Malibu Police Chief,Leon Russom,169920,Walter,John Goodman,1230,11,"[2, 2]",is in love with,0.0005439755623228848 +290,Larry Sellers,Jesse Flanagan,1667649,Walter,John Goodman,1230,30,"[2, 2]",is in love with,0.0015715938061475754 +291,The Dude,Jeff Bridges,1229,Maude,Julianne Moore,1231,11,"[2, 1]",is in couple with,0.046179819852113724 +292,Walter Sobchak,John Goodman,1230,Maude,Julianne Moore,1231,8,"[2, 1]",is in couple with,0.0010177093790844083 +293,Maude Lebowski,Julianne Moore,1231,Walter,John Goodman,1230,8,"[1, 2]",is in couple with,0.00033898584661073983 +294,The Big,David Huddleston,1232,Walter,John Goodman,1230,22,"[2, 2]",is in couple with,0.04143211618065834 +295,The Stranger,Sam Elliott,16431,Walter,John Goodman,1230,8,"[2, 2]",is in couple with,0.0038471685256808996 +296,Arthur Digby Sellers,Harry Bugin,4510,Walter,John Goodman,1230,23,"[0, 2]",is in couple with,0.00033256105962209404 +297,the Malibu Police Chief,Leon Russom,169920,Maude,Julianne Moore,1231,19,"[2, 1]",is in couple with,0.00028884553466923535 +298,Larry Sellers,Jesse Flanagan,1667649,Walter,John Goodman,1230,30,"[2, 2]",is in couple with,0.0006922981119714677 +299,The Dude,Jeff Bridges,1229,Larry Sellers,Jesse Flanagan,1667649,33,"[2, 2]",is the father of,0.40373340249061584 +300,Walter Sobchak,John Goodman,1230,Larry Sellers,Jesse Flanagan,1667649,30,"[2, 2]",is the father of,0.20223765075206757 +301,Maude Lebowski,Julianne Moore,1231,Larry Sellers,Jesse Flanagan,1667649,22,"[1, 2]",is the father of,0.04490293189883232 +302,The Big,David Huddleston,1232,Larry Sellers,Jesse Flanagan,1667649,52,"[2, 2]",is the father of,0.3454550504684448 +303,The Stranger,Sam Elliott,16431,Larry Sellers,Jesse Flanagan,1667649,38,"[2, 2]",is the father of,0.12672299146652222 +304,Arthur Digby Sellers,Harry Bugin,4510,Larry Sellers,Jesse Flanagan,1667649,53,"[0, 2]",is the father of,0.011552182026207447 +305,the Malibu Police Chief,Leon Russom,169920,Larry Sellers,Jesse Flanagan,1667649,41,"[2, 2]",is the father of,0.04051940143108368 +306,Larry Sellers,Jesse Flanagan,1667649,Walter,John Goodman,1230,30,"[2, 2]",is the father of,0.22396321594715118 +307,The Dude,Jeff Bridges,1229,Maude,Julianne Moore,1231,11,"[2, 1]",is the mother of,0.6473472118377686 +308,Walter Sobchak,John Goodman,1230,Maude,Julianne Moore,1231,8,"[2, 1]",is the mother of,0.01760719157755375 +309,Maude Lebowski,Julianne Moore,1231,Larry Sellers,Jesse Flanagan,1667649,22,"[1, 2]",is the mother of,0.0013478373875841498 +310,The Big,David Huddleston,1232,Maude,Julianne Moore,1231,30,"[2, 1]",is the mother of,0.4488241672515869 +311,The Stranger,Sam Elliott,16431,Maude,Julianne Moore,1231,16,"[2, 1]",is the mother of,0.014527421444654465 +312,Arthur Digby Sellers,Harry Bugin,4510,Maude,Julianne Moore,1231,31,"[0, 1]",is the mother of,0.011267931200563908 +313,the Malibu Police Chief,Leon Russom,169920,Maude,Julianne Moore,1231,19,"[2, 1]",is the mother of,0.025349918752908707 +314,Larry Sellers,Jesse Flanagan,1667649,Maude,Julianne Moore,1231,22,"[2, 1]",is the mother of,0.06499523669481277 +315,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",kisses,0.0014867838472127914 +316,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",kisses,3.761069820029661e-06 +317,The Big,David Huddleston,1232,Bunny,Tara Reid,1234,45,"[2, 1]",kisses,0.000501931004691869 +318,Bunny Lebowski,Tara Reid,1234,Dude,Jeff Bridges,1229,26,"[1, 2]",kisses,0.0001252198708243668 +319,The Stranger,Sam Elliott,16431,Bunny,Tara Reid,1234,31,"[2, 1]",kisses,2.732438406383153e-05 +320,Jackie Treehorn,Ben Gazzara,856,Dude,Jeff Bridges,1229,19,"[2, 2]",kisses,3.4370079902146244e-06 +321,Treehorn's thugs,Mark Pellegrino,1236,Dude,Jeff Bridges,1229,16,"[2, 2]",kisses,1.0367355116613908e-06 +322,Arthur Digby Sellers,Harry Bugin,4510,Bunny,Tara Reid,1234,46,"[0, 1]",kisses,1.0896960702666547e-06 +323,the Malibu Police Chief,Leon Russom,169920,Dude,Jeff Bridges,1229,8,"[2, 2]",kisses,2.9949344337865114e-08 +324,Larry Sellers,Jesse Flanagan,1667649,Bunny,Tara Reid,1234,7,"[2, 1]",kisses,1.6022366253309883e-05 +325,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",sleeps with,0.006292277947068214 +326,Maude Lebowski,Julianne Moore,1231,Dude,Jeff Bridges,1229,11,"[1, 2]",sleeps with,8.980516213341616e-06 +327,The Big,David Huddleston,1232,Bunny,Tara Reid,1234,45,"[2, 1]",sleeps with,0.001241647987626493 +328,Bunny Lebowski,Tara Reid,1234,Dude,Jeff Bridges,1229,26,"[1, 2]",sleeps with,0.0025391995441168547 +329,The Stranger,Sam Elliott,16431,Larry Sellers,Jesse Flanagan,1667649,38,"[2, 2]",sleeps with,3.779561666306108e-05 +330,Jackie Treehorn,Ben Gazzara,856,Dude,Jeff Bridges,1229,19,"[2, 2]",sleeps with,0.00032959322561509907 +331,Treehorn's thugs,Mark Pellegrino,1236,Dude,Jeff Bridges,1229,16,"[2, 2]",sleeps with,0.0007483806693926454 +332,Arthur Digby Sellers,Harry Bugin,4510,Bunny,Tara Reid,1234,46,"[0, 1]",sleeps with,3.296086788395769e-06 +333,the Malibu Police Chief,Leon Russom,169920,Dude,Jeff Bridges,1229,8,"[2, 2]",sleeps with,3.393954102648422e-06 +334,Larry Sellers,Jesse Flanagan,1667649,Bunny,Tara Reid,1234,7,"[2, 1]",sleeps with,0.0006374910590238869 +335,The Dude,Jeff Bridges,1229,Maude,Julianne Moore,1231,11,"[2, 1]",goes on a date with,0.03665613383054733 +336,Maude Lebowski,Julianne Moore,1231,Dude,Jeff Bridges,1229,11,"[1, 2]",goes on a date with,0.00027458928525447845 +337,The Big,David Huddleston,1232,Dude,Jeff Bridges,1229,19,"[2, 2]",goes on a date with,0.021135056391358376 +338,Bunny Lebowski,Tara Reid,1234,Dude,Jeff Bridges,1229,26,"[1, 2]",goes on a date with,0.04180474951863289 +339,The Stranger,Sam Elliott,16431,Dude,Jeff Bridges,1229,5,"[2, 2]",goes on a date with,3.943540286854841e-05 +340,Jackie Treehorn,Ben Gazzara,856,Dude,Jeff Bridges,1229,19,"[2, 2]",goes on a date with,0.026476768776774406 +341,Arthur Digby Sellers,Harry Bugin,4510,Dude,Jeff Bridges,1229,20,"[0, 2]",goes on a date with,8.963863365352154e-05 +342,the Malibu Police Chief,Leon Russom,169920,Dude,Jeff Bridges,1229,8,"[2, 2]",goes on a date with,0.00011088549945270643 +343,Larry Sellers,Jesse Flanagan,1667649,Dude,Jeff Bridges,1229,33,"[2, 2]",goes on a date with,0.0011210395023226738 +344,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",has sex with,0.010500808246433735 +345,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",has sex with,2.1133979316800833e-05 +346,The Big,David Huddleston,1232,Bunny,Tara Reid,1234,45,"[2, 1]",has sex with,0.0017660761950537562 +347,Bunny Lebowski,Tara Reid,1234,Dude,Jeff Bridges,1229,26,"[1, 2]",has sex with,0.0045906309969723225 +348,The Stranger,Sam Elliott,16431,Larry Sellers,Jesse Flanagan,1667649,38,"[2, 2]",has sex with,6.630652933381498e-05 +349,Jackie Treehorn,Ben Gazzara,856,Dude,Jeff Bridges,1229,19,"[2, 2]",has sex with,0.0005845179548487067 +350,Treehorn's thugs,Mark Pellegrino,1236,Dude,Jeff Bridges,1229,16,"[2, 2]",has sex with,0.0014251378597691655 +351,Arthur Digby Sellers,Harry Bugin,4510,Bunny,Tara Reid,1234,46,"[0, 1]",has sex with,1.7597969417693093e-05 +352,the Malibu Police Chief,Leon Russom,169920,Dude,Jeff Bridges,1229,8,"[2, 2]",has sex with,2.394944658590248e-06 +353,Larry Sellers,Jesse Flanagan,1667649,Bunny,Tara Reid,1234,7,"[2, 1]",has sex with,0.0015921398298814893 +354,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",marries,0.0009138363529928029 +355,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",marries,2.6796369638759643e-06 +356,The Big,David Huddleston,1232,Larry Sellers,Jesse Flanagan,1667649,52,"[2, 2]",marries,0.0003231269074603915 +357,Bunny Lebowski,Tara Reid,1234,Larry Sellers,Jesse Flanagan,1667649,7,"[1, 2]",marries,0.000125139529700391 +358,The Stranger,Sam Elliott,16431,Larry Sellers,Jesse Flanagan,1667649,38,"[2, 2]",marries,9.359069736092351e-06 +359,Jackie Treehorn,Ben Gazzara,856,Dude,Jeff Bridges,1229,19,"[2, 2]",marries,1.6198564480873756e-05 +360,Treehorn's thugs,Mark Pellegrino,1236,Dude,Jeff Bridges,1229,16,"[2, 2]",marries,1.059718124452047e-05 +361,Arthur Digby Sellers,Harry Bugin,4510,Larry Sellers,Jesse Flanagan,1667649,53,"[0, 2]",marries,5.408922788774362e-06 +362,the Malibu Police Chief,Leon Russom,169920,Bunny,Tara Reid,1234,34,"[2, 1]",marries,2.939960808134856e-08 +363,Larry Sellers,Jesse Flanagan,1667649,Bunny,Tara Reid,1234,7,"[2, 1]",marries,3.7059128317196155e-06 +364,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",is in love with,0.011397444643080235 +365,Maude Lebowski,Julianne Moore,1231,Dude,Jeff Bridges,1229,11,"[1, 2]",is in love with,7.373563857981935e-05 +366,The Big,David Huddleston,1232,Dude,Jeff Bridges,1229,19,"[2, 2]",is in love with,0.00355386920273304 +367,Bunny Lebowski,Tara Reid,1234,Dude,Jeff Bridges,1229,26,"[1, 2]",is in love with,0.011050540022552013 +368,The Stranger,Sam Elliott,16431,Bunny,Tara Reid,1234,31,"[2, 1]",is in love with,6.46483531454578e-05 +369,Jackie Treehorn,Ben Gazzara,856,Dude,Jeff Bridges,1229,19,"[2, 2]",is in love with,0.00047176401130855083 +370,Treehorn's thugs,Mark Pellegrino,1236,Dude,Jeff Bridges,1229,16,"[2, 2]",is in love with,0.0015679451171308756 +371,Arthur Digby Sellers,Harry Bugin,4510,Dude,Jeff Bridges,1229,20,"[0, 2]",is in love with,3.6407138850336196e-06 +372,the Malibu Police Chief,Leon Russom,169920,Dude,Jeff Bridges,1229,8,"[2, 2]",is in love with,2.2475028345070314e-06 +373,Larry Sellers,Jesse Flanagan,1667649,Bunny,Tara Reid,1234,7,"[2, 1]",is in love with,0.0002522904542274773 +374,The Dude,Jeff Bridges,1229,Maude,Julianne Moore,1231,11,"[2, 1]",is in couple with,0.06847703456878662 +375,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",is in couple with,0.00017266659415327013 +376,The Big,David Huddleston,1232,Larry Sellers,Jesse Flanagan,1667649,52,"[2, 2]",is in couple with,0.009352602995932102 +377,Bunny Lebowski,Tara Reid,1234,Larry Sellers,Jesse Flanagan,1667649,7,"[1, 2]",is in couple with,0.0013705517631024122 +378,The Stranger,Sam Elliott,16431,Larry Sellers,Jesse Flanagan,1667649,38,"[2, 2]",is in couple with,0.00029470756999216974 +379,Jackie Treehorn,Ben Gazzara,856,Bunny,Tara Reid,1234,45,"[2, 1]",is in couple with,0.00047006874228827655 +380,Treehorn's thugs,Mark Pellegrino,1236,Dude,Jeff Bridges,1229,16,"[2, 2]",is in couple with,0.015574036166071892 +381,Arthur Digby Sellers,Harry Bugin,4510,Bunny,Tara Reid,1234,46,"[0, 1]",is in couple with,0.00022891255503054708 +382,the Malibu Police Chief,Leon Russom,169920,Bunny,Tara Reid,1234,34,"[2, 1]",is in couple with,2.7300655347062275e-05 +383,Larry Sellers,Jesse Flanagan,1667649,Bunny,Tara Reid,1234,7,"[2, 1]",is in couple with,0.008331166580319405 +384,The Dude,Jeff Bridges,1229,Larry Sellers,Jesse Flanagan,1667649,33,"[2, 2]",is the father of,0.07382218539714813 +385,Maude Lebowski,Julianne Moore,1231,Larry Sellers,Jesse Flanagan,1667649,22,"[1, 2]",is the father of,0.0018392078345641494 +386,The Big,David Huddleston,1232,Larry Sellers,Jesse Flanagan,1667649,52,"[2, 2]",is the father of,0.04249422624707222 +387,Bunny Lebowski,Tara Reid,1234,Larry Sellers,Jesse Flanagan,1667649,7,"[1, 2]",is the father of,0.015143037773668766 +388,The Stranger,Sam Elliott,16431,Larry Sellers,Jesse Flanagan,1667649,38,"[2, 2]",is the father of,0.0045669968239963055 +389,Jackie Treehorn,Ben Gazzara,856,Larry Sellers,Jesse Flanagan,1667649,52,"[2, 2]",is the father of,0.0007336176931858063 +390,Treehorn's thugs,Mark Pellegrino,1236,Jackie,Ben Gazzara,856,35,"[2, 2]",is the father of,3.283388650743291e-05 +391,Arthur Digby Sellers,Harry Bugin,4510,Larry,Jesse Flanagan,1667649,53,"[0, 2]",is the father of,0.005069655366241932 +392,Larry Sellers,Jesse Flanagan,1667649,Jackie Treehorn,Ben Gazzara,856,52,"[2, 2]",is the father of,2.6270006856066175e-05 +393,The Dude,Jeff Bridges,1229,Bunny,Tara Reid,1234,26,"[2, 1]",is the mother of,0.05927528068423271 +394,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",is the mother of,0.0006854631938040257 +395,The Big,David Huddleston,1232,Bunny,Tara Reid,1234,45,"[2, 1]",is the mother of,0.017535919323563576 +396,Bunny Lebowski,Tara Reid,1234,Jackie Treehorn,Ben Gazzara,856,45,"[1, 2]",is the mother of,0.0005857066134922206 +397,The Stranger,Sam Elliott,16431,Bunny,Tara Reid,1234,31,"[2, 1]",is the mother of,0.0006059209699742496 +398,Jackie Treehorn,Ben Gazzara,856,Bunny,Tara Reid,1234,45,"[2, 1]",is the mother of,0.0026102468837052584 +399,Treehorn's thugs,Mark Pellegrino,1236,Jackie,Ben Gazzara,856,35,"[2, 2]",is the mother of,0.00199985783547163 +400,Arthur Digby Sellers,Harry Bugin,4510,Bunny,Tara Reid,1234,46,"[0, 1]",is the mother of,0.0014110130723565817 +401,the Malibu Police Chief,Leon Russom,169920,Bunny,Tara Reid,1234,34,"[2, 1]",is the mother of,2.9139114303688984e-06 +402,Larry Sellers,Jesse Flanagan,1667649,Bunny,Tara Reid,1234,7,"[2, 1]",is the mother of,0.006036759354174137 +403,The Dude,Jeff Bridges,1229,Maude,Julianne Moore,1231,11,"[2, 1]",kisses,0.058477867394685745 +404,Walter Sobchak,John Goodman,1230,Maude,Julianne Moore,1231,8,"[2, 1]",kisses,0.00018587979138828814 +405,Maude Lebowski,Julianne Moore,1231,The Dude,Jeff Bridges,1229,11,"[1, 2]",kisses,0.0060991402715444565 +406,The Big,David Huddleston,1232,Maude,Julianne Moore,1231,30,"[2, 1]",kisses,0.012384758330881596 +407,Bunny Lebowski,Tara Reid,1234,Walter,John Goodman,1230,23,"[1, 2]",kisses,0.0007285719620995224 +408,The Stranger,Sam Elliott,16431,Maude,Julianne Moore,1231,16,"[2, 1]",kisses,0.0022806418128311634 +409,the Malibu Police Chief,Leon Russom,169920,Maude,Julianne Moore,1231,19,"[2, 1]",kisses,7.784987974446267e-05 +410,The Dude,Jeff Bridges,1229,Maude,Julianne Moore,1231,11,"[2, 1]",sleeps with,0.09441851079463959 +411,Walter Sobchak,John Goodman,1230,Maude,Julianne Moore,1231,8,"[2, 1]",sleeps with,0.00016820215387269855 +412,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",sleeps with,0.001896498491987586 +413,The Big,David Huddleston,1232,Maude,Julianne Moore,1231,30,"[2, 1]",sleeps with,0.03012475185096264 +414,Bunny Lebowski,Tara Reid,1234,Maude,Julianne Moore,1231,15,"[1, 1]",sleeps with,0.0002003477275138721 +415,The Stranger,Sam Elliott,16431,Maude,Julianne Moore,1231,16,"[2, 1]",sleeps with,0.007769650314003229 +416,the Malibu Police Chief,Leon Russom,169920,Maude,Julianne Moore,1231,19,"[2, 1]",sleeps with,0.00039696769090369344 +417,The Dude,Jeff Bridges,1229,Maude,Julianne Moore,1231,11,"[2, 1]",goes on a date with,0.6424052715301514 +418,Walter Sobchak,John Goodman,1230,Maude,Julianne Moore,1231,8,"[2, 1]",goes on a date with,0.0020320385228842497 +419,Maude Lebowski,Julianne Moore,1231,The Dude,Jeff Bridges,1229,11,"[1, 2]",goes on a date with,0.07058342546224594 +420,The Big,David Huddleston,1232,Maude,Julianne Moore,1231,30,"[2, 1]",goes on a date with,0.11996275931596756 +421,Bunny Lebowski,Tara Reid,1234,Walter,John Goodman,1230,23,"[1, 2]",goes on a date with,0.00976446270942688 +422,The Stranger,Sam Elliott,16431,Maude,Julianne Moore,1231,16,"[2, 1]",goes on a date with,0.015798339620232582 +423,the Malibu Police Chief,Leon Russom,169920,The Dude,Jeff Bridges,1229,8,"[2, 2]",goes on a date with,0.0024752458557486534 +424,The Dude,Jeff Bridges,1229,Maude,Julianne Moore,1231,11,"[2, 1]",has sex with,0.9641138315200806 +425,Walter Sobchak,John Goodman,1230,Maude,Julianne Moore,1231,8,"[2, 1]",has sex with,0.00019744515884667635 +426,Maude Lebowski,Julianne Moore,1231,The Dude,Jeff Bridges,1229,11,"[1, 2]",has sex with,0.05787060409784317 +427,The Big,David Huddleston,1232,Maude,Julianne Moore,1231,30,"[2, 1]",has sex with,0.4251385033130646 +428,Bunny Lebowski,Tara Reid,1234,Maude,Julianne Moore,1231,15,"[1, 1]",has sex with,0.002291213721036911 +429,The Stranger,Sam Elliott,16431,Maude,Julianne Moore,1231,16,"[2, 1]",has sex with,0.017368437722325325 +430,the Malibu Police Chief,Leon Russom,169920,Maude,Julianne Moore,1231,19,"[2, 1]",has sex with,0.006860268767923117 +431,The Dude,Jeff Bridges,1229,Walter,John Goodman,1230,3,"[2, 2]",marries,0.014002756215631962 +432,Walter Sobchak,John Goodman,1230,Dude,Jeff Bridges,1229,3,"[2, 2]",marries,5.854765549884178e-05 +433,Maude Lebowski,Julianne Moore,1231,The Dude,Jeff Bridges,1229,11,"[1, 2]",marries,0.004895808175206184 +434,The Big,David Huddleston,1232,Dude,Jeff Bridges,1229,19,"[2, 2]",marries,0.00115890521556139 +435,Bunny Lebowski,Tara Reid,1234,Walter,John Goodman,1230,23,"[1, 2]",marries,0.0014381668297573924 +436,The Stranger,Sam Elliott,16431,Maude,Julianne Moore,1231,16,"[2, 1]",marries,0.00025764922611415386 +437,the Malibu Police Chief,Leon Russom,169920,Dude,Jeff Bridges,1229,8,"[2, 2]",marries,5.425812923931517e-05 +438,The Dude,Jeff Bridges,1229,Maude,Julianne Moore,1231,11,"[2, 1]",is in love with,0.6085063815116882 +439,Walter Sobchak,John Goodman,1230,Maude,Julianne Moore,1231,8,"[2, 1]",is in love with,0.000572714488953352 +440,Maude Lebowski,Julianne Moore,1231,The Dude,Jeff Bridges,1229,11,"[1, 2]",is in love with,0.049358069896698 +441,The Big,David Huddleston,1232,Maude,Julianne Moore,1231,30,"[2, 1]",is in love with,0.06776194274425507 +442,Bunny Lebowski,Tara Reid,1234,Walter,John Goodman,1230,23,"[1, 2]",is in love with,0.00244642305187881 +443,The Stranger,Sam Elliott,16431,Maude,Julianne Moore,1231,16,"[2, 1]",is in love with,0.026072999462485313 +444,the Malibu Police Chief,Leon Russom,169920,Maude,Julianne Moore,1231,19,"[2, 1]",is in love with,0.0012824415462091565 +445,The Dude,Jeff Bridges,1229,Maude,Julianne Moore,1231,11,"[2, 1]",is in couple with,0.6205911040306091 +446,Walter Sobchak,John Goodman,1230,Bunny,Tara Reid,1234,23,"[2, 1]",is in couple with,0.002089024754241109 +447,Maude Lebowski,Julianne Moore,1231,The Dude,Jeff Bridges,1229,11,"[1, 2]",is in couple with,0.03674733638763428 +448,The Big,David Huddleston,1232,Maude,Julianne Moore,1231,30,"[2, 1]",is in couple with,0.09345649927854538 +449,Bunny Lebowski,Tara Reid,1234,Walter,John Goodman,1230,23,"[1, 2]",is in couple with,0.005939587019383907 +450,The Stranger,Sam Elliott,16431,Maude,Julianne Moore,1231,16,"[2, 1]",is in couple with,0.01833498291671276 +451,the Malibu Police Chief,Leon Russom,169920,Maude,Julianne Moore,1231,19,"[2, 1]",is in couple with,0.000307406357023865 +452,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",is the father of,0.2292165607213974 +453,Bunny Lebowski,Tara Reid,1234,Walter,John Goodman,1230,23,"[1, 2]",is the father of,0.010555580258369446 +454,The Dude,Jeff Bridges,1229,Maude,Julianne Moore,1231,11,"[2, 1]",is the mother of,0.4858996272087097 +455,Walter Sobchak,John Goodman,1230,Maude,Julianne Moore,1231,8,"[2, 1]",is the mother of,0.02966710366308689 +456,Maude Lebowski,Julianne Moore,1231,Bunny,Tara Reid,1234,15,"[1, 1]",is the mother of,0.16394899785518646 +457,The Big,David Huddleston,1232,Maude,Julianne Moore,1231,30,"[2, 1]",is the mother of,0.2304718941450119 +458,Bunny Lebowski,Tara Reid,1234,Maude,Julianne Moore,1231,15,"[1, 1]",is the mother of,0.09349412471055984 +459,The Stranger,Sam Elliott,16431,Maude,Julianne Moore,1231,16,"[2, 1]",is the mother of,0.0562460757791996 +460,the Malibu Police Chief,Leon Russom,169920,Maude,Julianne Moore,1231,19,"[2, 1]",is the mother of,0.08049950003623962 +461,The Dude,Jeff Bridges,1229,Walter,John Goodman,1230,3,"[2, 2]",kisses,0.0003012291854247451 +462,Walter Sobchak,John Goodman,1230,The Dude,Jeff Bridges,1229,3,"[2, 2]",kisses,0.0001698215928627178 +463,Maude Lebowski,Julianne Moore,1231,Walter,John Goodman,1230,8,"[1, 2]",kisses,1.4693076082039624e-05 +464,Donny Kerabatsos,Steve Buscemi,884,Walter,John Goodman,1230,5,"[2, 2]",kisses,0.0012789894826710224 +465,The Big,David Huddleston,1232,Walter,John Goodman,1230,22,"[2, 2]",kisses,0.00037810750654898584 +466,Bunny Lebowski,Tara Reid,1234,Maude,Julianne Moore,1231,15,"[1, 1]",kisses,8.939963299781084e-05 +467,The Stranger,Sam Elliott,16431,Dude,Jeff Bridges,1229,5,"[2, 2]",kisses,0.0014353550504893064 +468,the Malibu Police Chief,Leon Russom,169920,Walter,John Goodman,1230,11,"[2, 2]",kisses,3.002794437634293e-05 +469,The Dude,Jeff Bridges,1229,Walter,John Goodman,1230,3,"[2, 2]",sleeps with,0.0005941772251389921 +470,Walter Sobchak,John Goodman,1230,Dude,Jeff Bridges,1229,3,"[2, 2]",sleeps with,0.0013726491015404463 +471,Maude Lebowski,Julianne Moore,1231,Donny,Steve Buscemi,884,3,"[1, 2]",sleeps with,1.6850235624588095e-05 +472,Donny Kerabatsos,Steve Buscemi,884,Dude,Jeff Bridges,1229,8,"[2, 2]",sleeps with,0.0014861010713502765 +473,The Big,David Huddleston,1232,Dude,Jeff Bridges,1229,19,"[2, 2]",sleeps with,0.0009153473656624556 +474,Bunny Lebowski,Tara Reid,1234,Maude,Julianne Moore,1231,15,"[1, 1]",sleeps with,0.001852026442065835 +475,The Stranger,Sam Elliott,16431,Dude,Jeff Bridges,1229,5,"[2, 2]",sleeps with,0.000722740136552602 +476,the Malibu Police Chief,Leon Russom,169920,Walter,John Goodman,1230,11,"[2, 2]",sleeps with,3.0206269002519548e-05 +477,The Dude,Jeff Bridges,1229,Stranger,Sam Elliott,16431,5,"[2, 2]",goes on a date with,0.022082945331931114 +478,Walter Sobchak,John Goodman,1230,The Dude,Jeff Bridges,1229,3,"[2, 2]",goes on a date with,0.013534913770854473 +479,Maude Lebowski,Julianne Moore,1231,Donny,Steve Buscemi,884,3,"[1, 2]",goes on a date with,0.00015718111535534263 +480,Donny Kerabatsos,Steve Buscemi,884,Walter,John Goodman,1230,5,"[2, 2]",goes on a date with,0.005918591283261776 +481,The Big,David Huddleston,1232,Walter,John Goodman,1230,22,"[2, 2]",goes on a date with,0.005922708194702864 +482,Bunny Lebowski,Tara Reid,1234,Maude,Julianne Moore,1231,15,"[1, 1]",goes on a date with,0.0012897796696051955 +483,the Malibu Police Chief,Leon Russom,169920,Walter,John Goodman,1230,11,"[2, 2]",goes on a date with,0.0002654354611877352 +484,The Dude,Jeff Bridges,1229,Stranger,Sam Elliott,16431,5,"[2, 2]",has sex with,0.004519522190093994 +485,Walter Sobchak,John Goodman,1230,Dude,Jeff Bridges,1229,3,"[2, 2]",has sex with,0.0017909449525177479 +486,Maude Lebowski,Julianne Moore,1231,Donny,Steve Buscemi,884,3,"[1, 2]",has sex with,0.0002750623389147222 +487,Donny Kerabatsos,Steve Buscemi,884,Walter,John Goodman,1230,5,"[2, 2]",has sex with,0.00282853189855814 +488,The Big,David Huddleston,1232,Dude,Jeff Bridges,1229,19,"[2, 2]",has sex with,0.002589937997981906 +489,Bunny Lebowski,Tara Reid,1234,Maude,Julianne Moore,1231,15,"[1, 1]",has sex with,0.003076332388445735 +490,The Stranger,Sam Elliott,16431,Dude,Jeff Bridges,1229,5,"[2, 2]",has sex with,0.036401618272066116 +491,the Malibu Police Chief,Leon 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+518,Maude Lebowski,Julianne Moore,1231,Donny,Steve Buscemi,884,3,"[1, 2]",is the father of,0.02824445255100727 +519,Donny Kerabatsos,Steve Buscemi,884,Walter,John Goodman,1230,5,"[2, 2]",is the father of,0.07867587357759476 +520,The Big,David Huddleston,1232,Walter,John Goodman,1230,22,"[2, 2]",is the father of,0.02749609760940075 +521,Bunny Lebowski,Tara Reid,1234,Maude,Julianne Moore,1231,15,"[1, 1]",is the father of,0.00887025985866785 +522,The Stranger,Sam Elliott,16431,Walter,John Goodman,1230,8,"[2, 2]",is the father of,0.008065703324973583 +523,the Malibu Police Chief,Leon Russom,169920,Walter,John Goodman,1230,11,"[2, 2]",is the father of,0.006277182605117559 +524,The Dude,Jeff Bridges,1229,Maude,Julianne Moore,1231,11,"[2, 1]",is the mother of,0.17646676301956177 +525,Walter Sobchak,John Goodman,1230,Maude,Julianne Moore,1231,8,"[2, 1]",is the mother of,0.08199296146631241 +526,Maude Lebowski,Julianne Moore,1231,Stranger,Sam Elliott,16431,16,"[1, 2]",is the mother of,0.00559441652148962 +527,Donny Kerabatsos,Steve Buscemi,884,Maude,Julianne Moore,1231,3,"[2, 1]",is the mother of,0.2266591638326645 +528,The Big,David Huddleston,1232,Maude,Julianne Moore,1231,30,"[2, 1]",is the mother of,0.15737628936767578 +529,Bunny Lebowski,Tara Reid,1234,Maude,Julianne Moore,1231,15,"[1, 1]",is the mother of,0.6819509863853455 +530,The Stranger,Sam Elliott,16431,Maude,Julianne Moore,1231,16,"[2, 1]",is the mother of,0.32321953773498535 +531,the Malibu Police Chief,Leon Russom,169920,Maude,Julianne Moore,1231,19,"[2, 1]",is the mother of,0.0006215673638507724 diff --git a/notebooks/age_gap/process_couples.py b/notebooks/age_gap/process_couples.py new file mode 100644 index 0000000..54ea399 --- /dev/null +++ b/notebooks/age_gap/process_couples.py @@ -0,0 +1,371 @@ +import sys +sys.path.append("..\..") +import bechdelai.data.wikipedia as wiki +import bechdelai.data.tmdb as tmdb + +import numpy as np +from datetime import datetime +import re +import pandas as pd + +import spacy +from transformers import pipeline + + +def age(birthdate,release_date): + """ + Compute age at release_date for a person born in birthdate + Parameters + ---------- + birthdate : datetime + release_date : datetime + + + Returns + ------- + int + age in years + + """ + # Difference in years + year_difference = release_date.year - birthdate.year + + # Check if birthday happened before or after release date + one_or_zero = ((release_date.month, release_date.day) < (birthdate.month, birthdate.day)) + + # If release before birthday -> substract 1 + # If release after birthday -> substract 0 + age = year_difference - one_or_zero + + return age + +def compute_cast_age(cast_df,release_date): + """ + Compute age at release_date for each actor/actress in the cast_df + Parameters + ---------- + cast_df : DataFrame + should contain the collumn id with the TMDB id of each actor/actress + release_date : datetime + + + Returns + ------- + numpy.ndarray + with age in years for each person in cast_df (None if birthday is not available) + + """ + age_at_release = np.repeat(None,len(cast_df)) + for i,row in cast_df.iterrows(): + birthday = tmdb.get_person_details_from_id(row['id'])['birthday'] + try: + age_at_release[i] = age(datetime.strptime(birthday, '%Y-%m-%d'),release_date) + except TypeError: + age_at_release[i] = None + return age_at_release + +def get_character_from_wikipedia(star_name,cast_wiki): + """ + Get the name of the character as it is presented in the Wikipedia Cast section. + + Parameters + ---------- + star_name : str + the name of the movie star + cast_wiki : str + the cast description from Wikipedia + + + Returns + ------- + str + The name of the character played by movie_star as written in Wikipedia + + """ + pattern = '('+star_name+' (as|-|–) )(.+?)(,|:|\n)' + match = re.search(pattern,cast_wiki) + if match==None: + return None + return match[3] + +def get_cast_from_wikipedia(title,release_year): + """ + Get the cast section from Wikipedia page for movie title. + In case of ambiguous pages in Wikipedia, the release_year may be needed to find the right page. + + + Parameters + ---------- + title : str + the name of the movie + release_year : int + the year of movie release + + + Returns + ------- + str + the cast description from Wikipedia. + Return None if Cast section not found + + """ + for query_suffix in [' ('+str(release_year)+' film)',' (film)','']: + try: + return wiki.get_section_text(title+query_suffix, ['Cast'])['Cast'] # to improve + except (ValueError,KeyError): + continue + return None + +def correct_cast_with_wikipedia(tmdb_cast,wiki_cast): + """ + Correct the characters' names in tmdb_cast if its written in a different form in Wikipedia. + + + Parameters + ---------- + tmdb_cast : DataFrame + cast data from TMDB + wiki_cast : str + cast data from Wikipedia + + + Returns + ------- + DataFrame + the cast description from Wikipedia. + Return None if Cast section not found + + """ + # Get character's name that are different in TMDB and Wikipedia + for i,star_name in tmdb_cast.name.items(): + character_wiki = get_character_from_wikipedia(star_name,wiki_cast) + if character_wiki!=None: + tmdb_cast.loc[i,'character'] = character_wiki.replace('"',"'") + return tmdb_cast + +def detect_relationship(character,verb,context,qa=None): + """ + Answers the question 'Who {} {}?'.format(verb,character) + + + Parameters + ---------- + character : str + name of the character + verb : str + sentence that is used to build the question + context : str + Text used as context for question answering + qa : pipeline + If None, pipeline is created in the function + + + Returns + ------- + str + the answer for the question + float + the score given for the answer + + """ + if qa==None: + # Load model + nlp = spacy.load('en_core_web_lg') + model_name = "deepset/roberta-base-squad2" + + qa = pipeline('question-answering', model=model_name, tokenizer=model_name, top_k=1) + + # Only ask question when the character is mentionned in the context + if not character_is_mentionned(character,context): + return None,np.nan + + QA_input = { + 'question': 'Who {} {}?'.format(verb,character), + 'context': context + } + a = qa(QA_input) + + # The answer should contain a single character. If it's not the case, the answer is not accepted + if ' and ' in a['answer']: + return None,np.nan + # Ignore if detected couple is twice the same character + if character==a['answer']: + return None,np.nan + + return a['answer'],a['score'] + +def get_character_nickname(name): + """ + Characters' names as they are extracted from TMDB can be formatted in different ways. + When characters are refered by a nickname, it's commonly presented between \' or \" + + """ + nickname = re.search(r'(\'|\")(.*?)(\'|\")',name) + if nickname != None: + name = nickname.group(2) + return name + +def get_actor_from_character(cast_data,character): + """ + Find in cast_data the actor/actress who played the character + + Parameters + ---------- + cast_data : DataFrame + cast data + character : str + name of the character to search + + + Returns + ------- + str or list + the name(s) of the actor/actress that players the character + + """ + # to be sure that regex works, remove parenthesis + character = character.replace('(','') + character = character.replace(')','') + character = character.replace('"',"'")# only use ' + + # look for character's name match with all names in character (consider that middle names can be missing from character) + pattern = '\s.*'.join(character.split(' '))+'.?(?:\s|$)' + # \s makes sure name ends (so characters like Phuong's Sister, Franz's girlfiend are not included) + actor = cast_data[cast_data.character.str.contains(pattern)]['name'].values + actor_id = cast_data[cast_data.character.str.contains(pattern)]['id'].values + + if not len(actor): + # character name with all names not found in cast_data + for character_name in character.split(' '): + pattern = character_name+'(?:\s|$)' + actor = cast_data[cast_data.character.str.contains(pattern)]['name'].values + actor_id = cast_data[cast_data.character.str.contains(pattern)]['id'].values + if len(actor): + break + + if not len(actor): + # character's name still not found + return None,None + elif len(actor)==1: + # only one actor corresponding to character + return actor[0], actor_id[0] + else: + # multiple actors/resses, return as a list + return list(actor),list(actor_id) + + +def get_age_gap(cast_data,couple): + + # If any of the actor/actress in the couple was not identified (None), return None + if (couple[0]==None) | (couple[1]==None): + return None, None + + # To compute the age gap, we must have identified exactly 1 actor/actress for each character (that are not the same) + if (type(couple[0])==list) | (type(couple[1])==list) | (couple[0]==couple[1]): + return None, None + + # get data for each person + person0 = cast_data[cast_data.name==couple[0]] + if not len(person0): + return None, None + age0 = person0.age_at_release.values[0] + gender0 = person0.gender.values[0] + + person1 = cast_data[cast_data.name==couple[1]] + if not len(person1): + return None, None + age1 = person1.age_at_release.values[0] + gender1 = person1.gender.values[0] + + # if age is not defined for any person + if (age0==None) | (age1==None): + return None,[gender0,gender1] + + # if both are from same gender, use absolute difference + if gender0==gender1: + return abs(age0-age1),[gender0,gender1] + else: + return abs(age0-age1),[gender0,gender1] + +def character_is_mentionned(character_name,text): + ''' + Check if any part of the character's name is mentionned in the text given + ''' + for name_part in character_name.split(' '): + match = re.search(r'\b'+name_part+r'\b',text) + if not match==None: + return 1 + return 0 + +def remove_players_from_text(cast_names,text): + ''' + Remove mentions to the actors and actresses names in the Wikipedia plot as it may confuse the question answering algorithms + ''' + for name in cast_names: + text = re.sub('(\('+name+'\))', '', text) + return text + + + +def fill_scores(df, new_entry, column_to_update): + ''' + This function adds the new_entry in the DataFrame df. + If the couple_actors in new_entry already exists in df, update the score in the column_to_update. + Else, add a new role, with all data in new_entry. + ''' + # was this couple previously detected? + couple_actors = new_entry['actors'] + couple_in_df = [((row.actors==couple_actors) or (row.actors==couple_actors[::-1])) and (row.movie==movie) for i,row in df.iterrows()] + + if sum(couple_in_df): # if this couple appeared before + previous_score = df.loc[couple_in_df,v].iloc[0] + df.loc[couple_in_df,column_to_update] = np.nanmax([previous_score,new_entry[column_to_update]]) + else: # if it is the first time a couple appears + df = pd.concat([df,pd.Series(new_entry).to_frame().T], ignore_index=True) + return df + + +def compute_relationships_in_movie(cast_data,document_string, verbs): + + # Load model + nlp = spacy.load('en_core_web_lg') + model_name = "deepset/roberta-base-squad2" + + qa = pipeline('question-answering', model=model_name, tokenizer=model_name, top_k=1) + + ans = pd.DataFrame(columns = ['character1','star1','star_id1','character2','star2','star_id2','age_gap','genders','question','score']) + people = [get_character_nickname(name) for name in cast_data.character] + + # Prediction -> Combine characters and questions + for context in document_string.split('\n'): + if not len(context): + continue + for v in verbs: + for person1 in people: + + person2, score = detect_relationship(person1,v,context,qa) + if person2==None: + continue + + # create new entry in ans dataframe + star1,star_id1 = get_actor_from_character(cast_data,person1) + star2,star_id2 = get_actor_from_character(cast_data,person2) + # compute age gap + age_gap,genders = get_age_gap(cast_data,[star1,star2]) + # ignore entry if age gap not computed + if age_gap==None: + continue + + new_entry = {'character1':person1, + 'star1':star1, + 'star_id1':star_id1, + 'character2':person2, + 'star2':star2, + 'star_id2':star_id2, + 'age_gap':age_gap, + 'genders':genders, + 'question':v, + 'score':score} + + ans = pd.concat([ans,pd.Series(new_entry).to_frame().T], ignore_index=True) + return ans diff --git a/poetry.lock b/poetry.lock index 0a11d03..7e8f681 100644 --- a/poetry.lock +++ b/poetry.lock @@ -268,6 +268,21 @@ category = "main" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" +[[package]] +name = "en-core-web-lg" +version = "3.3.0" +description = "English pipeline optimized for CPU. Components: tok2vec, tagger, parser, senter, ner, attribute_ruler, lemmatizer." +category = "main" +optional = false +python-versions = "*" + +[package.dependencies] +spacy = ">=3.3.0.dev0,<3.4.0" + +[package.source] +type = "url" +url = "https://github.com/explosion/spacy-models/releases/download/en_core_web_lg-3.3.0/en_core_web_lg-3.3.0.tar.gz" + [[package]] name = "entrypoints" version = "0.4" @@ -690,7 +705,7 @@ qtconsole = "*" [[package]] name = "jupyter-client" -version = "7.3.1" +version = "7.3.2" description = "Jupyter protocol implementation and client libraries" category = "main" optional = false @@ -701,12 +716,12 @@ entrypoints = "*" jupyter-core = ">=4.9.2" nest-asyncio = ">=1.5.4" python-dateutil = ">=2.8.2" -pyzmq = ">=22.3" +pyzmq = ">=23.0" tornado = ">=6.0" traitlets = "*" [package.extras] -doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"] +doc = ["ipykernel", "myst-parser", "sphinx-rtd-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt"] test = ["codecov", "coverage", "ipykernel (>=6.5)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"] [[package]] @@ -1449,7 +1464,7 @@ py = {version = "*", markers = "implementation_name == \"pypy\""} [[package]] name = "qtconsole" -version = "5.3.0" +version = "5.3.1" description = "Jupyter Qt console" category = "main" optional = false @@ -1463,7 +1478,7 @@ jupyter-core = "*" pygments = "*" pyzmq = ">=17.1" qtpy = ">=2.0.1" -traitlets = "*" +traitlets = "<5.2.1 || >5.2.1,<5.2.2 || >5.2.2" [package.extras] doc = ["Sphinx (>=1.3)"] @@ -2213,7 +2228,7 @@ testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest- [metadata] lock-version = "1.1" python-versions = ">=3.8,<3.10" -content-hash = "a1fae585a4f9bd8bd1eaf7afb566124331b3c7f67715440b54a001cf0f3de424" +content-hash = "c4a752ed618cc7fb73d16583d06adaa29f6ac0940a0bef7861cfc686c9ef56e5" [metadata.files] absl-py = [ @@ -2433,6 +2448,7 @@ defusedxml = [ {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"}, {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"}, ] +en-core-web-lg = [] entrypoints = [ {file = "entrypoints-0.4-py3-none-any.whl", hash = "sha256:f174b5ff827504fd3cd97cc3f8649f3693f51538c7e4bdf3ef002c8429d42f9f"}, {file = "entrypoints-0.4.tar.gz", hash = "sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4"}, @@ -2621,8 +2637,8 @@ jupyter = [ {file = "jupyter-1.0.0.zip", hash = "sha256:3e1f86076bbb7c8c207829390305a2b1fe836d471ed54be66a3b8c41e7f46cc7"}, ] jupyter-client = [ - {file = "jupyter_client-7.3.1-py3-none-any.whl", hash = "sha256:404abe552540aff3527e66e16beb114b6b4ff58479d51a301f4eb9701e4f52ef"}, - {file = "jupyter_client-7.3.1.tar.gz", hash = "sha256:05d4ff6a0ade25138c6bb0fbeac7ddc26b5fe835e7dd816b64b4a45b931bdc0b"}, + {file = "jupyter_client-7.3.2-py3-none-any.whl", hash = "sha256:be7dff1c6792a951169b514b9b66e9d7ffaba811575cf49d24b73a1ca28f014a"}, + {file = "jupyter_client-7.3.2.tar.gz", hash = "sha256:8f92691bf2d8c670e108813a0290d93a3dc84f74fb844e915b7e587ef2fcbf44"}, ] jupyter-console = [ {file = "jupyter_console-6.4.3-py3-none-any.whl", hash = "sha256:e630bcb682c0088dda45688ad7c2424d4a825c8acf494cb036ced03ed0424841"}, @@ -3454,8 +3470,8 @@ pyzmq = [ {file = "pyzmq-23.1.0.tar.gz", hash = "sha256:1df26aa854bdd3a8341bf199064dd6aa6e240f2eaa3c9fa8d217e5d8b868c73e"}, ] qtconsole = [ - {file = "qtconsole-5.3.0-py3-none-any.whl", hash = "sha256:75f2ded876444454edcb5a53262149e33b53db3a4a53116b7c3df52830905b0f"}, - {file = "qtconsole-5.3.0.tar.gz", hash = "sha256:8e3520fdc75e46abc4cc6cffeca16fa2652754109b8ae839fa28e27d1eba5625"}, + {file = "qtconsole-5.3.1-py3-none-any.whl", hash = "sha256:d364592d7ede3257f1e17fcdbfd339c26e2cc638ca4fa4ee56a724e26ea13c81"}, + {file = "qtconsole-5.3.1.tar.gz", hash = "sha256:b73723fac43938b684dcb237a88510dc7721c43a726cea8ade179a2927c0a2f3"}, ] qtpy = [ {file = "QtPy-2.1.0-py3-none-any.whl", hash = "sha256:aee0586081f943029312becece9f63977b0a9e3788f77a6ac8cc74802bb173d6"}, diff --git a/pyproject.toml b/pyproject.toml index 582d50f..c889271 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -35,6 +35,8 @@ outputformat = "^0.1.3" setuptools = "^62.3.2" wheel = "^0.37.1" spacy = "^3.3.0" +[tool.poetry.dependencies.en_core_web_lg] +url = "https://github.com/explosion/spacy-models/releases/download/en_core_web_lg-3.3.0/en_core_web_lg-3.3.0.tar.gz" [tool.poetry.dev-dependencies] From 1e8acabe178f1da8c79cdf86bd107d6e3eb6f00b Mon Sep 17 00:00:00 2001 From: JPegoraro Date: Mon, 6 Jun 2022 22:14:12 +0200 Subject: [PATCH 13/21] first draft for visualisation/correction of couples detection --- .../age_gap/relationships_visualisation.py | 66 +++++++++++++++++++ 1 file changed, 66 insertions(+) create mode 100644 notebooks/age_gap/relationships_visualisation.py diff --git a/notebooks/age_gap/relationships_visualisation.py b/notebooks/age_gap/relationships_visualisation.py new file mode 100644 index 0000000..5870a08 --- /dev/null +++ b/notebooks/age_gap/relationships_visualisation.py @@ -0,0 +1,66 @@ +import sys +sys.path.append("../..") +from age_gap_automation import Movie +import process_couples as pc +import bechdelai.data.wikipedia as wiki +import bechdelai.data.tmdb as tmdb + +import streamlit as st +import pandas as pd +import plotly.express as px + +MOVIE_FILES = {"Harry Potter and the Goblet of Fire":"hp4.csv", + "Call me by your name":"call_me.csv", + "The Big Lebowski":"lebowski.csv", + "Love Actually":"love_actually.csv"} +MOVIE_YEARS = {"Harry Potter and the Goblet of Fire":2005, + "Call me by your name":2017, + "The Big Lebowski":1998, + "Love Actually":2003} + + +@st.cache +def load_data_from_file(file): + return pd.read_csv(file) +def load_data(movie): + verbs = ['kisses', 'sleeps with', 'goes on a date with', 'has sex with', 'marries', 'is in love with','is in couple with', 'is the father of', 'is the mother of'] + return pc.compute_relationships_in_movie(movie.cast,movie.plot, verbs) + + +def main(): + st.set_page_config(layout="wide") + title = st.selectbox("Choose a movie:",list(MOVIE_FILES.keys())) + st.title(title) + try: + scores = load_data_from_file(MOVIE_FILES[title]) + except FileNotFoundError: + with st.spinner('Wait for it...'): + movie = Movie(title,MOVIE_YEARS[title]) + scores = load_data(movie) + + count=0 + for i,row in scores.sort_values('score',ascending=False).iterrows(): + + if (count==10) | (row.score<0.3): + break + + if ('mother' in row.question) | ('father' in row.question): # for parental relationship, the threshold is high + if row.score < 0.9: + continue + st.subheader('{} {} {}'.format(row.character1, row.question, row.character2)) + st.write(row.score) + + col1, col2, col3,col4 = st.columns([3,3,2,10]) + img_star1 = tmdb.get_person_image_from_id(row.star_id1) + col1.image('https://image.tmdb.org/t/p/original'+img_star1["profiles"][0]["file_path"],width=200) + + img_star2 = tmdb.get_person_image_from_id(row.star_id2) + col2.image('https://image.tmdb.org/t/p/original'+img_star2["profiles"][0]["file_path"],width=200) + + relationship_true = col3.radio('Is this relationship true?', ['Yes', 'No'],key = "couple_"+str(i)) + count+=1 + + + +if __name__ == "__main__": + main() From 567a8eddce82bfe63a98b798d608fb369d68d882 Mon Sep 17 00:00:00 2001 From: JPegoraro Date: Fri, 10 Jun 2022 22:50:11 +0200 Subject: [PATCH 14/21] print couple details and correct characters order --- .../age_gap/relationships_visualisation.py | 22 +++++++++++-------- 1 file changed, 13 insertions(+), 9 deletions(-) diff --git a/notebooks/age_gap/relationships_visualisation.py b/notebooks/age_gap/relationships_visualisation.py index 5870a08..3b633ab 100644 --- a/notebooks/age_gap/relationships_visualisation.py +++ b/notebooks/age_gap/relationships_visualisation.py @@ -18,13 +18,13 @@ "The Big Lebowski":1998, "Love Actually":2003} +VERBS = ['kisses', 'sleeps with', 'goes on a date with', 'has sex with', 'marries', 'is in love with','is in couple with', 'is the father of', 'is the mother of'] @st.cache def load_data_from_file(file): return pd.read_csv(file) def load_data(movie): - verbs = ['kisses', 'sleeps with', 'goes on a date with', 'has sex with', 'marries', 'is in love with','is in couple with', 'is the father of', 'is the mother of'] - return pc.compute_relationships_in_movie(movie.cast,movie.plot, verbs) + return pc.compute_relationships_in_movie(movie.cast,movie.plot, VERBS) def main(): @@ -41,21 +41,25 @@ def main(): count=0 for i,row in scores.sort_values('score',ascending=False).iterrows(): + if row.question not in VERBS: + continue + if (count==10) | (row.score<0.3): break if ('mother' in row.question) | ('father' in row.question): # for parental relationship, the threshold is high - if row.score < 0.9: + if row.score < 0.85: continue - st.subheader('{} {} {}'.format(row.character1, row.question, row.character2)) - st.write(row.score) + st.subheader('{} {} {}'.format(row.character2, row.question, row.character1)) + st.write('Score: ',row.score) + st.write('Age gap: ' ,row.age_gap) col1, col2, col3,col4 = st.columns([3,3,2,10]) - img_star1 = tmdb.get_person_image_from_id(row.star_id1) - col1.image('https://image.tmdb.org/t/p/original'+img_star1["profiles"][0]["file_path"],width=200) - img_star2 = tmdb.get_person_image_from_id(row.star_id2) - col2.image('https://image.tmdb.org/t/p/original'+img_star2["profiles"][0]["file_path"],width=200) + col1.image('https://image.tmdb.org/t/p/original'+img_star2["profiles"][0]["file_path"],width=200) + + img_star1 = tmdb.get_person_image_from_id(row.star_id1) + col2.image('https://image.tmdb.org/t/p/original'+img_star1["profiles"][0]["file_path"],width=200) relationship_true = col3.radio('Is this relationship true?', ['Yes', 'No'],key = "couple_"+str(i)) count+=1 From 44402afa9cc185a5540df2ce8ed7eae993e44669 Mon Sep 17 00:00:00 2001 From: JPegoraro Date: Fri, 10 Jun 2022 22:52:51 +0200 Subject: [PATCH 15/21] also consider wikipedia Cast section for Q&A --- notebooks/age_gap/age_gap_automation.py | 18 +- notebooks/age_gap/hp4.csv | 1219 ++++++++++++++++------- notebooks/age_gap/process_couples.py | 14 +- 3 files changed, 880 insertions(+), 371 deletions(-) diff --git a/notebooks/age_gap/age_gap_automation.py b/notebooks/age_gap/age_gap_automation.py index 0d2e1fb..cacfbdb 100644 --- a/notebooks/age_gap/age_gap_automation.py +++ b/notebooks/age_gap/age_gap_automation.py @@ -1,5 +1,5 @@ import sys -sys.path.append("..\..") +sys.path.append("../..") import bechdelai.data.wikipedia as wiki import bechdelai.data.tmdb as tmdb import process_couples as pc @@ -21,7 +21,8 @@ def __init__(self, title, release_year=None): self.title = title self.release_year = release_year self.plot = self.get_plot() - self.cast = self.get_cast() + self.cast_wiki = self.get_cast_wiki() + self.cast = self.get_cast_tmdb() def __repr__(self): return self.__str__() @@ -37,13 +38,16 @@ def get_plot(self): continue return None - def get_cast(self): + def get_cast_wiki(self): + return pc.get_cast_from_wikipedia(self.title,self.release_year) + + def get_cast_tmdb(self): movie_id = tmdb.get_best_tmdb_id(self.title,self.release_year) # get casting data data = tmdb.get_movie_cast_from_id(movie_id) tmdb_cast = pd.DataFrame(data["cast"]) - wiki_cast = pc.get_cast_from_wikipedia(self.title,self.release_year) + wiki_cast = self.cast_wiki cast_df = pc.correct_cast_with_wikipedia(tmdb_cast,wiki_cast) # only use simple quotation marks' @@ -62,10 +66,10 @@ def get_cast(self): return cast_df def main(): - verbs = ['kisses', 'sleeps with', 'goes on a date with', 'has sex with', 'marries', 'is in love with','is in couple with', 'is the father of', 'is the mother of'] - + verbs = ['kisses', 'sleeps with', 'goes on a date with', 'has sex with', 'marries', 'is in love with','is in couple with', + 'is the father of', 'is the mother of','is a friend of', 'is in the family of', 'is the enemy of'] hp4 = Movie("Harry Potter and the Goblet of Fire",2005) - ans = pc.compute_relationships_in_movie(hp4.cast,hp4.plot, verbs) + ans = pc.compute_relationships_in_movie(hp4, verbs) ans.to_csv('hp4.csv') call_me = Movie("Call Me by Your Name",2017) diff --git a/notebooks/age_gap/hp4.csv b/notebooks/age_gap/hp4.csv index 942e1ac..a0fb862 100644 --- a/notebooks/age_gap/hp4.csv +++ b/notebooks/age_gap/hp4.csv @@ -57,361 +57,864 @@ 55,Amos Diggory,Jeff Rawle,81022,Hermione,Emma Watson,10990,39,"[2, 1]",is the mother of,0.0005026301369071007 56,James Potter,Adrian Rawlins,1643,Hermione,Emma Watson,10990,32,"[2, 1]",is the mother of,5.515257726074196e-06 57,Lily Potter,Geraldine Somerville,10988,Hermione,Emma Watson,10990,23,"[1, 1]",is the mother of,4.521578205185506e-07 -58,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 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Delacour,Clemence Poesy,11291,Viktor Krum,Stanislav Yanevski,11290,3,"[1, 2]",is the mother of,7.575440395157784e-05 -126,Amos Diggory,Jeff Rawle,81022,Viktor Krum,Stanislav Yanevski,11290,34,"[2, 2]",is the mother of,1.6827239960548468e-05 -127,Gabrielle Delacour,Angelica Mandy,1090780,Viktor Krum,Stanislav Yanevski,11290,7,"[1, 2]",is the mother of,4.58624454040546e-05 -128,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",kisses,0.0010143151739612222 -129,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",kisses,0.002629900351166725 -130,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",kisses,7.321027078432962e-05 -131,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",kisses,0.009802639484405518 -132,Cedric Diggory,Robert Pattinson,11288,Ron,Rupert Grint,10989,2,"[2, 2]",kisses,1.4871328630761127e-06 -133,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",sleeps 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Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",marries,0.003042927011847496 -152,Cedric Diggory,Robert Pattinson,11288,Ron,Rupert Grint,10989,2,"[2, 2]",marries,3.5682139696291415e-06 -153,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",marries,0.0006675555487163365 -154,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is in love with,0.01727093942463398 -155,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is in love with,0.0022803430911153555 -156,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is in love with,7.454715523635969e-05 -157,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is in love with,0.12210413068532944 -158,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in love with,8.955447810876649e-06 -159,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",is in love with,0.00048799050273373723 -160,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is in couple with,0.06853651255369186 -161,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is in couple with,0.02225462906062603 -162,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is in couple with,0.02108883112668991 -163,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is in couple with,0.2894226312637329 -164,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in couple with,8.963409345597029e-05 -165,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",is in couple with,0.01798558048903942 -166,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is the father of,0.03547864034771919 -167,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is the father of,0.0014765928499400616 -168,Hermione Granger,Emma 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Watson,10990,5,"[2, 1]",is the mother of,0.025062652304768562 -177,Cedric Diggory,Robert Pattinson,11288,Padma Patil respectively; while Hermione,Afshan Azad,234926,2,"[2, 1]",is the mother of,2.812700358845177e-06 -178,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",is the mother of,0.45548906922340393 -179,Parvati Patil,Shefali Chowdhury,234925,Padma,Afshan Azad,234926,0,"[1, 1]",is the mother of,0.004700532648712397 -180,Harry Potter,Daniel Radcliffe,10980,Neville Longbottom,Matthew Lewis,96841,0,"[2, 2]",kisses,0.00041342590702697635 -181,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",kisses,0.013880024664103985 -182,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",kisses,0.0843910351395607 -183,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",kisses,9.0521086804074e-07 -184,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",kisses,7.983667273947503e-07 -185,Sirius Black,Gary Oldman,64,Harry,Daniel Radcliffe,10980,31,"[2, 2]",kisses,5.754735866503324e-06 -186,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",kisses,6.32161827525124e-05 -187,Igor Karkaroff,Predrag Bjelac,12044,Severus Snape,Alan Rickman,4566,16,"[2, 2]",kisses,1.2275755580049008e-05 -188,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",kisses,3.140596390949213e-06 -189,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",kisses,9.512403266853653e-06 -190,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",kisses,2.167139609809965e-05 -191,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",kisses,2.2639151211478747e-05 -192,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",kisses,0.08628030866384506 -193,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",kisses,2.136558759957552e-05 -194,Harry Potter,Daniel Radcliffe,10980,Fleur,Clemence Poesy,11291,7,"[2, 1]",sleeps with,2.142475568689406e-05 -195,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",sleeps with,0.004964819177985191 -196,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",sleeps with,0.05353345349431038 -197,Albus Dumbledore,Michael Gambon,5658,Severus Snape,Alan Rickman,4566,6,"[2, 2]",sleeps with,1.427554963129296e-07 -198,Sirius Black,Gary Oldman,64,Harry has to save Ron,Daniel Radcliffe,10980,31,"[2, 2]",sleeps with,7.127650292204635e-07 -199,Igor Karkaroff,Predrag Bjelac,12044,Severus Snape,Alan Rickman,4566,16,"[2, 2]",sleeps with,2.1044639652245678e-05 -200,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",sleeps with,2.7412314011598937e-05 -201,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",sleeps with,6.899400887050433e-06 -202,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",sleeps with,3.3291478302999167e-06 -203,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",sleeps with,0.017299814149737358 -204,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",sleeps with,0.00014141348947305232 -205,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",goes on a date with,0.0012686402769759297 -206,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",goes on a date with,0.1103484183549881 -207,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",goes on a date with,0.14302343130111694 -208,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",goes on a date with,3.3806027204263955e-05 -209,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",goes on a date with,0.0002923708816524595 -210,Sirius Black,Gary Oldman,64,Harry,Daniel Radcliffe,10980,31,"[2, 2]",goes 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Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",has sex with,1.4388064300874248e-05 -228,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",has sex with,6.0812250012531877e-05 -229,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",has sex with,3.9216498407768086e-05 -230,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",has sex with,2.976477480842732e-05 -231,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",has sex with,0.23469552397727966 -232,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",has sex with,0.0011106290621683002 -233,Harry Potter,Daniel Radcliffe,10980,Neville Longbottom,Matthew Lewis,96841,0,"[2, 2]",marries,0.0005853484035469592 -234,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",marries,0.010709276422858238 -235,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",marries,0.09588634967803955 -236,Lord Voldemort,Ralph Fiennes,5469,Dumbledore,Michael Gambon,5658,23,"[2, 2]",marries,1.0585465588519583e-06 -237,Albus Dumbledore,Michael Gambon,5658,Neville Longbottom,Matthew Lewis,96841,49,"[2, 2]",marries,7.344184638213846e-08 -238,Sirius Black,Gary Oldman,64,Neville Longbottom,Matthew Lewis,96841,31,"[2, 2]",marries,1.2389281209834735e-06 -239,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",marries,0.00017429630679544061 -240,Igor Karkaroff,Predrag Bjelac,12044,Dumbledore,Michael Gambon,5658,22,"[2, 2]",marries,8.37166044220794e-06 -241,Cedric Diggory,Robert Pattinson,11288,Neville Longbottom,Matthew Lewis,96841,3,"[2, 2]",marries,3.5859168292518007e-06 -242,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",marries,5.266942935122643e-06 -243,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",marries,2.817531139953644e-06 -244,Cho Chang,Katie 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Yanevski,11290,5,"[1, 2]",goes on a date with,0.23051732778549194 +180,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",goes on a date with,0.742298424243927 +181,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",goes on a date with,0.0001653544750297442 +182,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",has sex with,0.0151995699852705 +183,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",has sex with,0.0025165784172713757 +184,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",has sex with,0.019209494814276695 +185,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",has sex with,0.2923286557197571 +186,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",has sex with,0.00013170835154596716 +187,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",has sex with,0.0037791032809764147 +188,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",marries,0.014824699610471725 +189,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",marries,0.03580765798687935 +190,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",marries,0.000665284285787493 +191,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",marries,0.003042927011847496 +192,Cedric Diggory,Robert Pattinson,11288,Ron,Rupert Grint,10989,2,"[2, 2]",marries,3.5682139696291415e-06 +193,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",marries,0.0006675555487163365 +194,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is in love with,0.01727093942463398 +195,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is in love with,0.0022803430911153555 +196,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is in love with,7.454715523635969e-05 +197,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is in love with,0.12210413068532944 +198,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in love with,8.955447810876649e-06 +199,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",is in love with,0.00048799050273373723 +200,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is in couple with,0.06853651255369186 +201,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is in couple with,0.02225462906062603 +202,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is in couple with,0.02108883112668991 +203,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is in couple with,0.2894226312637329 +204,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in couple with,8.963409345597029e-05 +205,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",is in couple with,0.01798558048903942 +206,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is the father of,0.03547864034771919 +207,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is the father of,0.0014765928499400616 +208,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is the father of,0.04619067534804344 +209,Viktor Krum,Stanislav Yanevski,11290,Cedric,Robert Pattinson,11288,1,"[2, 2]",is the father of,8.93367723620031e-06 +210,Cedric Diggory,Robert Pattinson,11288,Professor Moody,Brendan Gleeson,2039,31,"[2, 2]",is the father of,9.27623659663368e-06 +211,Padma Patil,Afshan Azad,234926,Viktor,Stanislav Yanevski,11290,3,"[1, 2]",is the father of,0.0039680711925029755 +212,Parvati Patil,Shefali Chowdhury,234925,Viktor,Stanislav Yanevski,11290,3,"[1, 2]",is the father of,0.00534756388515234 +213,Harry Potter,Daniel Radcliffe,10980,Padma Patil,Afshan Azad,234926,1,"[2, 1]",is the mother of,0.017757510766386986 +214,Ron Weasley,Rupert Grint,10989,Padma Patil,Afshan Azad,234926,0,"[2, 1]",is the mother of,0.011560143902897835 +215,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is the mother of,0.0025023529306054115 +216,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is the mother of,0.025062652304768562 +217,Cedric Diggory,Robert Pattinson,11288,Padma Patil respectively; while Hermione,Afshan Azad,234926,2,"[2, 1]",is the mother of,2.812700358845177e-06 +218,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",is the mother of,0.45548906922340393 +219,Parvati Patil,Shefali Chowdhury,234925,Padma,Afshan Azad,234926,0,"[1, 1]",is the mother of,0.004700532648712397 +220,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is a friend of,0.0492921844124794 +221,Ron Weasley,Rupert Grint,10989,Padma Patil,Afshan Azad,234926,0,"[2, 1]",is a friend of,0.00041552798938937485 +222,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is a friend of,0.007822525687515736 +223,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is a friend of,0.0021144626662135124 +224,Cedric Diggory,Robert Pattinson,11288,Professor Moody,Brendan Gleeson,2039,31,"[2, 2]",is a friend of,3.879174619214609e-05 +225,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",is a friend of,0.00043048083898611367 +226,Parvati Patil,Shefali Chowdhury,234925,Viktor,Stanislav Yanevski,11290,3,"[1, 2]",is a friend of,8.551946666557342e-05 +227,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is in the family of,0.002112790709361434 +228,Ron Weasley,Rupert Grint,10989,Padma Patil,Afshan Azad,234926,0,"[2, 1]",is in the family of,0.00028127001132816076 +229,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is in the family of,0.0009301409590989351 +230,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is in the family of,1.8587164959171787e-05 +231,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",is in the family of,0.017679734155535698 +232,Parvati Patil,Shefali Chowdhury,234925,Padma,Afshan Azad,234926,0,"[1, 1]",is in the family of,7.932252628961578e-05 +233,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is the enemy of,0.001276665716432035 +234,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",is the enemy of,0.0012002600124105811 +235,Parvati Patil,Shefali Chowdhury,234925,Viktor,Stanislav Yanevski,11290,3,"[1, 2]",is the enemy of,4.840621477342211e-05 +236,Harry Potter,Daniel Radcliffe,10980,Neville Longbottom,Matthew Lewis,96841,0,"[2, 2]",kisses,0.00041342590702697635 +237,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",kisses,0.013880024664103985 +238,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",kisses,0.0843910351395607 +239,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",kisses,9.0521086804074e-07 +240,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",kisses,7.983667273947503e-07 +241,Sirius Black,Gary Oldman,64,Harry,Daniel Radcliffe,10980,31,"[2, 2]",kisses,5.754735866503324e-06 +242,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",kisses,6.32161827525124e-05 +243,Igor Karkaroff,Predrag Bjelac,12044,Severus Snape,Alan Rickman,4566,16,"[2, 2]",kisses,1.2275755580049008e-05 +244,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",kisses,3.140596390949213e-06 +245,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",kisses,9.512403266853653e-06 +246,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",kisses,2.167139609809965e-05 +247,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",kisses,2.2639151211478747e-05 +248,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",kisses,0.08628030866384506 +249,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",kisses,2.136558759957552e-05 +250,Harry Potter,Daniel Radcliffe,10980,Fleur,Clemence Poesy,11291,7,"[2, 1]",sleeps with,2.142475568689406e-05 +251,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",sleeps with,0.004964819177985191 +252,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",sleeps with,0.05353345349431038 +253,Albus Dumbledore,Michael Gambon,5658,Severus Snape,Alan Rickman,4566,6,"[2, 2]",sleeps with,1.427554963129296e-07 +254,Sirius Black,Gary Oldman,64,Harry has to save Ron,Daniel Radcliffe,10980,31,"[2, 2]",sleeps with,7.127650292204635e-07 +255,Igor Karkaroff,Predrag Bjelac,12044,Severus Snape,Alan Rickman,4566,16,"[2, 2]",sleeps with,2.1044639652245678e-05 +256,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",sleeps with,2.7412314011598937e-05 +257,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",sleeps with,6.899400887050433e-06 +258,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",sleeps with,3.3291478302999167e-06 +259,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",sleeps with,0.017299814149737358 +260,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",sleeps with,0.00014141348947305232 +261,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",goes on a date with,0.0012686402769759297 +262,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",goes on a date with,0.1103484183549881 +263,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",goes on a date with,0.14302343130111694 +264,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",goes on a date with,3.3806027204263955e-05 +265,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",goes on a date with,0.0002923708816524595 +266,Sirius Black,Gary Oldman,64,Harry,Daniel Radcliffe,10980,31,"[2, 2]",goes on a date with,8.058694220380858e-06 +267,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",goes on a date with,6.2062026700004935e-06 +268,Igor Karkaroff,Predrag Bjelac,12044,Severus Snape,Alan Rickman,4566,16,"[2, 2]",goes on a date with,0.0008167222258634865 +269,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",goes on a date with,8.273671846836805e-05 +270,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",goes on a date with,0.00048078264808282256 +271,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",goes on a date with,0.00012357723608147353 +272,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",goes on a date with,0.0007279763813130558 +273,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",goes on a date with,0.33413437008857727 +274,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",goes on a date with,0.006265638861805201 +275,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",has sex with,0.00035282340832054615 +276,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",has sex with,0.09523860365152359 +277,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",has sex with,0.1658368706703186 +278,Lord Voldemort,Ralph Fiennes,5469,Harry has to save Ron,Daniel Radcliffe,10980,26,"[2, 2]",has sex with,3.4119957490474917e-06 +279,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",has sex with,1.400464384460065e-06 +280,Sirius Black,Gary Oldman,64,Harry,Daniel Radcliffe,10980,31,"[2, 2]",has sex with,6.819604095653631e-06 +281,Severus Snape,Alan Rickman,4566,Igor Karkaroff,Predrag Bjelac,12044,16,"[2, 2]",has sex with,9.914697329804767e-06 +282,Igor Karkaroff,Predrag Bjelac,12044,Severus Snape,Alan Rickman,4566,16,"[2, 2]",has sex with,0.0008748861728236079 +283,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",has sex with,1.4388064300874248e-05 +284,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",has sex with,6.0812250012531877e-05 +285,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",has sex with,3.9216498407768086e-05 +286,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",has sex with,2.976477480842732e-05 +287,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",has sex with,0.23469552397727966 +288,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",has sex with,0.0011106290621683002 +289,Harry Potter,Daniel Radcliffe,10980,Neville Longbottom,Matthew Lewis,96841,0,"[2, 2]",marries,0.0005853484035469592 +290,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",marries,0.010709276422858238 +291,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",marries,0.09588634967803955 +292,Lord Voldemort,Ralph Fiennes,5469,Dumbledore,Michael Gambon,5658,23,"[2, 2]",marries,1.0585465588519583e-06 +293,Albus Dumbledore,Michael Gambon,5658,Neville Longbottom,Matthew Lewis,96841,49,"[2, 2]",marries,7.344184638213846e-08 +294,Sirius Black,Gary Oldman,64,Neville Longbottom,Matthew Lewis,96841,31,"[2, 2]",marries,1.2389281209834735e-06 +295,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",marries,0.00017429630679544061 +296,Igor Karkaroff,Predrag Bjelac,12044,Dumbledore,Michael Gambon,5658,22,"[2, 2]",marries,8.37166044220794e-06 +297,Cedric Diggory,Robert Pattinson,11288,Neville Longbottom,Matthew Lewis,96841,3,"[2, 2]",marries,3.5859168292518007e-06 +298,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",marries,5.266942935122643e-06 +299,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",marries,2.817531139953644e-06 +300,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",marries,0.084322489798069 +301,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",marries,1.012600932881469e-06 +302,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is in love with,0.0007668907637707889 +303,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is in love with,0.05832412466406822 +304,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is in love with,0.0569547601044178 +305,Lord Voldemort,Ralph Fiennes,5469,Harry has to save Ron,Daniel Radcliffe,10980,26,"[2, 2]",is in love with,3.1607894470653264e-06 +306,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",is in love with,2.3029409135233436e-07 +307,Sirius Black,Gary Oldman,64,Harry has to save Ron,Daniel Radcliffe,10980,31,"[2, 2]",is in love with,2.7805017452919856e-06 +308,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",is in love with,6.945270342839649e-06 +309,Igor Karkaroff,Predrag Bjelac,12044,Dumbledore,Michael Gambon,5658,22,"[2, 2]",is in love with,3.3713033644744428e-06 +310,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is in love with,7.15934147592634e-05 +311,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in love with,1.0336304512748029e-05 +312,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",is in love with,1.0769502978291712e-06 +313,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",is in love with,6.189587293192744e-05 +314,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",is in love with,0.1350986510515213 +315,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",is in love with,4.3193249439354986e-05 +316,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is in couple with,0.0013448349200189114 +317,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is in couple with,0.07767089456319809 +318,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is in couple with,0.1555609405040741 +319,Lord Voldemort,Ralph Fiennes,5469,Dumbledore,Michael Gambon,5658,23,"[2, 2]",is in couple with,1.543286634841934e-05 +320,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",is in couple with,6.496405603684252e-06 +321,Sirius Black,Gary Oldman,64,Harry,Daniel Radcliffe,10980,31,"[2, 2]",is in couple with,1.42858516483102e-05 +322,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",is in couple with,7.650644693057984e-05 +323,Igor Karkaroff,Predrag Bjelac,12044,Severus Snape,Alan Rickman,4566,16,"[2, 2]",is in couple with,0.0009480174630880356 +324,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is in couple with,0.00027543664327822626 +325,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in couple with,0.00021079504222143441 +326,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",is in couple with,1.6202873666770756e-05 +327,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",is in couple with,0.00044679525308310986 +328,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",is in couple with,0.19284629821777344 +329,Neville Longbottom,Matthew Lewis,96841,Harry,Daniel Radcliffe,10980,0,"[2, 2]",is in couple with,0.0008464643033221364 +330,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is the father of,0.008215934969484806 +331,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is the father of,0.22264905273914337 +332,Severus Snape,Alan Rickman,4566,Igor Karkaroff,Predrag Bjelac,12044,16,"[2, 2]",is the father of,0.010159268975257874 +333,Viktor Krum,Stanislav Yanevski,11290,Igor Karkaroff,Predrag Bjelac,12044,23,"[2, 2]",is the father of,1.0905511771852616e-05 +334,Cedric Diggory,Robert Pattinson,11288,Neville Longbottom,Matthew Lewis,96841,3,"[2, 2]",is the father of,7.232451025629416e-05 +335,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",is the father of,0.42315247654914856 +336,Harry Potter,Daniel Radcliffe,10980,Fleur,Clemence Poesy,11291,7,"[2, 1]",is the mother of,0.009258048608899117 +337,Ron Weasley,Rupert Grint,10989,Fleur,Clemence Poesy,11291,6,"[2, 1]",is the mother of,0.004457854200154543 +338,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is the mother of,0.05901283398270607 +339,Sirius Black,Gary Oldman,64,Fleur,Clemence Poesy,11291,24,"[2, 1]",is the mother of,0.00011128594633191824 +340,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",is the mother of,1.3194963685236871e-05 +341,Cedric Diggory,Robert Pattinson,11288,Fleur's sister after Fleur,Clemence Poesy,11291,4,"[2, 1]",is the mother of,0.00013727211626246572 +342,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",is the mother of,9.67013111221604e-05 +343,Neville Longbottom,Matthew Lewis,96841,Fleur,Clemence Poesy,11291,7,"[2, 1]",is the mother of,4.382355655252468e-06 +344,Harry Potter,Daniel Radcliffe,10980,Neville Longbottom,Matthew Lewis,96841,0,"[2, 2]",is a friend of,0.003954112995415926 +345,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is a friend of,0.006079285405576229 +346,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is a friend of,0.15280784666538239 +347,Lord Voldemort,Ralph Fiennes,5469,Igor Karkaroff,Predrag Bjelac,12044,1,"[2, 2]",is a friend of,5.437710206024349e-05 +348,Albus Dumbledore,Michael Gambon,5658,Igor Karkaroff,Predrag Bjelac,12044,22,"[2, 2]",is a friend of,7.481738430215046e-05 +349,Sirius Black,Gary Oldman,64,Harry has to save Ron,Daniel Radcliffe,10980,31,"[2, 2]",is a friend of,3.0639159376733005e-05 +350,Severus Snape,Alan Rickman,4566,Igor Karkaroff,Predrag Bjelac,12044,16,"[2, 2]",is a friend of,0.00043574627488851547 +351,Igor Karkaroff,Predrag Bjelac,12044,Severus Snape,Alan Rickman,4566,16,"[2, 2]",is a friend of,0.0005268294480629265 +352,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is a friend of,2.2689982870360836e-05 +353,Cedric Diggory,Robert Pattinson,11288,Neville Longbottom,Matthew Lewis,96841,3,"[2, 2]",is a friend of,7.96709573478438e-05 +354,Fleur Delacour,Clemence Poesy,11291,Neville Longbottom,Matthew Lewis,96841,7,"[1, 2]",is a friend of,4.964476829627529e-05 +355,Barty Crouch Junior,David Tennant,20049,Severus Snape,Alan Rickman,4566,25,"[2, 2]",is a friend of,1.2809920008294284e-05 +356,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",is a friend of,0.2517260015010834 +357,Neville Longbottom,Matthew Lewis,96841,Harry has to save Ron,Daniel Radcliffe,10980,0,"[2, 2]",is a friend of,6.7473092713044025e-06 +358,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is in the family of,0.012156964279711246 +359,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is in the family of,0.0012059749569743872 +360,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is in the family of,0.002256202744320035 +361,Sirius Black,Gary Oldman,64,Ron,Rupert Grint,10989,30,"[2, 2]",is in the family of,3.271520108683035e-05 +362,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is in the family of,0.00023137705284170806 +363,Cedric Diggory,Robert Pattinson,11288,Cho,Katie Leung,234933,1,"[2, 1]",is in the family of,0.0005029170424677432 +364,Fleur Delacour,Clemence Poesy,11291,her sister,Robert Wilfort,72313,5,"[1, 2]",is in the family of,0.00021712786110583693 +365,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",is in the family of,0.005288101267069578 +366,Harry Potter,Daniel Radcliffe,10980,Voldemort,Ralph Fiennes,5469,26,"[2, 2]",is the enemy of,0.0060158176347613335 +367,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is the enemy of,0.0022091541904956102 +368,Hermione Granger,Emma Watson,10990,Viktor,Stanislav Yanevski,11290,5,"[1, 2]",is the enemy of,0.004225651267915964 +369,Lord Voldemort,Ralph Fiennes,5469,Igor Karkaroff,Predrag Bjelac,12044,1,"[2, 2]",is the enemy of,0.00015626718231942505 +370,Albus Dumbledore,Michael Gambon,5658,Igor Karkaroff,Predrag Bjelac,12044,22,"[2, 2]",is the enemy of,0.00022485015506390482 +371,Sirius Black,Gary Oldman,64,Voldemort,Ralph Fiennes,5469,5,"[2, 2]",is the enemy of,0.00017800561909098178 +372,Viktor Krum,Stanislav Yanevski,11290,Hermione,Emma Watson,10990,5,"[2, 1]",is the enemy of,6.994731847953517e-06 +373,Cedric Diggory,Robert Pattinson,11288,Cho,Katie Leung,234933,1,"[2, 1]",is the enemy of,1.2835830602853093e-05 +374,Fleur Delacour,Clemence Poesy,11291,Ron,Rupert Grint,10989,6,"[1, 2]",is the enemy of,8.671779141877778e-06 +375,Barty Crouch Junior,David Tennant,20049,Igor Karkaroff,Predrag Bjelac,12044,9,"[2, 2]",is the enemy of,0.0016280579147860408 +376,Cho Chang,Katie Leung,234933,Cedric,Robert Pattinson,11288,1,"[1, 2]",is the enemy of,0.0019132103770971298 +377,Neville Longbottom,Matthew Lewis,96841,Fleur,Clemence Poesy,11291,7,"[2, 1]",is the enemy of,1.3150996664990089e-06 +378,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",kisses,0.0011424206895753741 +379,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",kisses,4.773705586558208e-05 +380,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",kisses,0.00014972995268180966 +381,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",sleeps with,0.0020075440406799316 +382,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",sleeps with,0.0010630744509398937 +383,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",goes on a date with,0.04811009764671326 +384,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",goes on a date with,0.01717871055006981 +385,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",has sex with,0.024519847705960274 +386,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",has sex with,0.0032772603444755077 +387,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",marries,0.014827633276581764 +388,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",marries,0.0003355786029715091 +389,Peter Pettigrew,Timothy Spall,9191,Harry,Daniel Radcliffe,10980,32,"[2, 2]",marries,3.221827853394643e-07 +390,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",marries,0.00028600008226931095 +391,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",is in love with,0.02961285039782524 +392,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in love with,0.0022925008088350296 +393,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",is in couple with,0.20594578981399536 +394,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in couple with,0.028427235782146454 +395,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",is the father of,0.0650436282157898 +396,Lord Voldemort,Ralph Fiennes,5469,Pettigrew,Timothy Spall,9191,6,"[2, 2]",is the father of,0.0033444829750806093 +397,Peter Pettigrew,Timothy Spall,9191,Voldemort,Ralph Fiennes,5469,6,"[2, 2]",is the father of,0.00026160417473874986 +398,Cedric Diggory,Robert Pattinson,11288,Pettigrew,Timothy Spall,9191,29,"[2, 2]",is the father of,0.012009527534246445 +399,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",is the mother of,0.0006543207564391196 +400,Lord Voldemort,Ralph Fiennes,5469,Cedric,Robert Pattinson,11288,23,"[2, 2]",is the mother of,8.951314521254972e-05 +401,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is the mother of,5.22038244525902e-05 +402,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",is a friend of,0.16952946782112122 +403,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is a friend of,0.0011464962735772133 +404,Harry Potter,Daniel Radcliffe,10980,Cedric,Robert Pattinson,11288,3,"[2, 2]",is in the family of,0.007895841263234615 +405,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in the family of,9.689271246315911e-05 +406,Harry Potter,Daniel Radcliffe,10980,Voldemort,Ralph Fiennes,5469,26,"[2, 2]",is the enemy of,0.09788063168525696 +407,Lord Voldemort,Ralph Fiennes,5469,Pettigrew,Timothy Spall,9191,6,"[2, 2]",is the enemy of,0.004268270451575518 +408,Peter Pettigrew,Timothy Spall,9191,Voldemort,Ralph Fiennes,5469,6,"[2, 2]",is the enemy of,0.07283134758472443 +409,Cedric Diggory,Robert Pattinson,11288,Voldemort,Ralph Fiennes,5469,23,"[2, 2]",is the enemy of,0.03380030393600464 +410,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",kisses,0.007836055010557175 +411,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",kisses,0.0004992980975657701 +412,Albus Dumbledore,Michael Gambon,5658,Moody,Brendan Gleeson,2039,15,"[2, 2]",kisses,0.0006659837090410292 +413,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",kisses,8.140571299009025e-05 +414,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",kisses,0.0006748071755282581 +415,Cedric Diggory,Robert Pattinson,11288,Moody,Brendan Gleeson,2039,31,"[2, 2]",kisses,0.0002955961390398443 +416,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",kisses,4.175102003500797e-05 +417,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",sleeps with,0.040312767028808594 +418,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",sleeps with,0.0019718767143785954 +419,Albus Dumbledore,Michael Gambon,5658,Moody,Brendan Gleeson,2039,15,"[2, 2]",sleeps with,0.0008776334580034018 +420,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",sleeps with,0.0005607620696537197 +421,Cedric Diggory,Robert Pattinson,11288,Harry is dragged by Moody,Daniel Radcliffe,10980,3,"[2, 2]",sleeps with,0.0007225794834084809 +422,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",sleeps with,0.0005295004812069237 +423,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",goes on a date with,0.3406515419483185 +424,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",goes on a date with,0.001917386776767671 +425,Albus Dumbledore,Michael Gambon,5658,Snape,Alan Rickman,4566,6,"[2, 2]",goes on a date with,0.0039843241684138775 +426,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",goes on a date with,0.0001403188070980832 +427,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",goes on a date with,0.020597897469997406 +428,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",goes on a date with,0.00405123783275485 +429,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",goes on a date with,0.0003280216478742659 +430,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",has sex with,0.08281753957271576 +431,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",has sex with,0.0017558560939505696 +432,Albus Dumbledore,Michael Gambon,5658,Snape,Alan Rickman,4566,6,"[2, 2]",has sex with,0.002463080221787095 +433,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",has sex with,0.007445661351084709 +434,Cedric Diggory,Robert Pattinson,11288,Moody,Brendan Gleeson,2039,31,"[2, 2]",has sex with,0.0011488331947475672 +435,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",has sex with,0.0013747566845268011 +436,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",marries,0.006319117266684771 +437,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",marries,0.0006463761092163622 +438,Albus Dumbledore,Michael Gambon,5658,Snape,Alan Rickman,4566,6,"[2, 2]",marries,0.0005751039716415107 +439,Severus Snape,Alan Rickman,4566,Minerva McGonagall,Maggie Smith,10978,11,"[2, 1]",marries,0.00030308961868286133 +440,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",marries,0.001577637973241508 +441,Cedric Diggory,Robert Pattinson,11288,Dumbledore,Michael Gambon,5658,46,"[2, 2]",marries,5.454924757941626e-05 +442,Barty Crouch Junior,David Tennant,20049,Dumbledore,Michael Gambon,5658,31,"[2, 2]",marries,1.467027141188737e-05 +443,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",is in love with,0.07733295857906342 +444,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",is in love with,0.0018766975263133645 +445,Albus Dumbledore,Michael Gambon,5658,Moody,Brendan Gleeson,2039,15,"[2, 2]",is in love with,0.0017114790389314294 +446,Severus Snape,Alan Rickman,4566,Moody,Brendan Gleeson,2039,9,"[2, 2]",is in love with,4.427699423104059e-06 +447,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",is in love with,0.0005755386664532125 +448,Cedric Diggory,Robert Pattinson,11288,Moody,Brendan Gleeson,2039,31,"[2, 2]",is in love with,0.0014063192065805197 +449,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",is in love with,0.00046742631820961833 +450,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",is in couple with,0.11348534375429153 +451,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",is in couple with,0.002530377823859453 +452,Albus Dumbledore,Michael Gambon,5658,Snape,Alan Rickman,4566,6,"[2, 2]",is in couple with,0.005789600778371096 +453,Severus Snape,Alan Rickman,4566,Minerva McGonagall,Maggie Smith,10978,11,"[2, 1]",is in couple with,0.006174720358103514 +454,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",is in couple with,0.03266735002398491 +455,Cedric Diggory,Robert Pattinson,11288,Harry is dragged by Moody,Daniel Radcliffe,10980,3,"[2, 2]",is in couple with,0.001423183479346335 +456,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",is in couple with,0.0011146612232550979 +457,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",is the father of,0.19163058698177338 +458,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",is the father of,0.030278798192739487 +459,Albus Dumbledore,Michael Gambon,5658,Moody,Brendan Gleeson,2039,15,"[2, 2]",is the father of,0.01946660876274109 +460,Severus Snape,Alan Rickman,4566,Moody,Brendan Gleeson,2039,9,"[2, 2]",is the father of,0.0001689448399702087 +461,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",is the father of,0.0005214246921241283 +462,Cedric Diggory,Robert Pattinson,11288,Moody,Brendan Gleeson,2039,31,"[2, 2]",is the father of,0.03552961349487305 +463,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",is the father of,0.04349388927221298 +464,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",is the mother of,0.05765285715460777 +465,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",is the mother of,0.012137314304709435 +466,Albus Dumbledore,Michael Gambon,5658,Moody,Brendan Gleeson,2039,15,"[2, 2]",is the mother of,0.0047346968203783035 +467,Severus Snape,Alan Rickman,4566,Minerva McGonagall,Maggie Smith,10978,11,"[2, 1]",is the mother of,0.0013421451440081 +468,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",is the mother of,3.5949428820458706e-06 +469,Cedric Diggory,Robert Pattinson,11288,Moody,Brendan Gleeson,2039,31,"[2, 2]",is the mother of,0.015801990404725075 +470,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",is the mother of,0.0025739511474967003 +471,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",is a friend of,0.17403027415275574 +472,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",is a friend of,0.022416258230805397 +473,Albus Dumbledore,Michael Gambon,5658,Snape,Alan Rickman,4566,6,"[2, 2]",is a friend of,0.008163902908563614 +474,Severus Snape,Alan Rickman,4566,Minerva McGonagall,Maggie Smith,10978,11,"[2, 1]",is a friend of,0.0008989553898572922 +475,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",is a friend of,0.00877982098609209 +476,Cedric Diggory,Robert Pattinson,11288,Moody,Brendan Gleeson,2039,31,"[2, 2]",is a friend of,0.021143628284335136 +477,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",is a friend of,0.0008389039430767298 +478,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",is in the family of,0.09311586618423462 +479,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",is in the family of,0.0058914124965667725 +480,Albus Dumbledore,Michael Gambon,5658,Moody,Brendan Gleeson,2039,15,"[2, 2]",is in the family of,0.002143822843208909 +481,Severus Snape,Alan Rickman,4566,Dumbledore,Michael Gambon,5658,6,"[2, 2]",is in the family of,5.534383490157779e-06 +482,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",is in the family of,0.0009705330594442785 +483,Cedric Diggory,Robert Pattinson,11288,Moody,Brendan Gleeson,2039,31,"[2, 2]",is in the family of,0.004390615504235029 +484,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",is in the family of,0.0012953957775607705 +485,Harry Potter,Daniel Radcliffe,10980,Moody,Brendan Gleeson,2039,34,"[2, 2]",is the enemy of,0.23453906178474426 +486,Lord Voldemort,Ralph Fiennes,5469,Moody,Brendan Gleeson,2039,8,"[2, 2]",is the enemy of,0.04964218661189079 +487,Albus Dumbledore,Michael Gambon,5658,Moody,Brendan Gleeson,2039,15,"[2, 2]",is the enemy of,0.023163150995969772 +488,Severus Snape,Alan Rickman,4566,Moody,Brendan Gleeson,2039,9,"[2, 2]",is the enemy of,0.0002502111019566655 +489,Minerva McGonagall,Maggie Smith,10978,Snape,Alan Rickman,4566,11,"[1, 2]",is the enemy of,0.0019259839318692684 +490,Cedric Diggory,Robert Pattinson,11288,Voldemort,Ralph Fiennes,5469,23,"[2, 2]",is the enemy of,0.2119603157043457 +491,Barty Crouch Junior,David Tennant,20049,Moody,Brendan Gleeson,2039,16,"[2, 2]",is the enemy of,0.04215544834733009 +492,Hermione Granger,Emma Watson,10990,"Harry, Ron",Rupert Grint,10989,2,"[1, 2]",kisses,0.0072325775399804115 +493,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",kisses,0.0002580239379312843 +494,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",kisses,0.003621054347604513 +495,Ron Weasley,Rupert Grint,10989,Hermione,Emma Watson,10990,2,"[2, 1]",sleeps with,0.008202124387025833 +496,Hermione Granger,Emma Watson,10990,Ron,Rupert Grint,10989,2,"[1, 2]",sleeps with,0.003218509256839752 +497,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",sleeps with,0.003950230777263641 +498,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",sleeps with,0.003182207467034459 +499,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",sleeps with,2.8123429729021154e-05 +500,Ron Weasley,Rupert Grint,10989,Hermione,Emma Watson,10990,2,"[2, 1]",goes on a date with,0.036851897835731506 +501,Hermione Granger,Emma Watson,10990,"Harry, Ron",Rupert Grint,10989,2,"[1, 2]",goes on a date with,0.015863850712776184 +502,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",goes on a date with,0.14588074386119843 +503,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",goes on a date with,0.029009146615862846 +504,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",goes on a date with,0.0004667031462304294 +505,Ron Weasley,Rupert Grint,10989,Hermione,Emma Watson,10990,2,"[2, 1]",has sex with,0.013639582321047783 +506,Hermione Granger,Emma Watson,10990,Ron,Rupert Grint,10989,2,"[1, 2]",has sex with,0.014080840162932873 +507,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",has sex with,0.05265769734978676 +508,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",has sex with,0.013971851207315922 +509,Cedric Diggory,Robert Pattinson,11288,Dumbledore,Michael Gambon,5658,46,"[2, 2]",has sex with,0.00020379746274556965 +510,Ron Weasley,Rupert Grint,10989,Hermione,Emma Watson,10990,2,"[2, 1]",marries,0.018092183396220207 +511,Hermione Granger,Emma Watson,10990,Ron,Rupert Grint,10989,2,"[1, 2]",marries,0.011778178624808788 +512,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",marries,0.00018633408762980253 +513,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",marries,0.0010147909633815289 +514,Ron Weasley,Rupert Grint,10989,Hermione,Emma Watson,10990,2,"[2, 1]",is in love with,0.07102980464696884 +515,Hermione Granger,Emma Watson,10990,Ron,Rupert Grint,10989,2,"[1, 2]",is in love with,0.0030985772609710693 +516,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",is in love with,0.003451830940321088 +517,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",is in love with,0.004001259803771973 +518,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in love with,7.667413592571393e-05 +519,Ron Weasley,Rupert Grint,10989,Hermione,Emma Watson,10990,2,"[2, 1]",is in couple with,0.15822426974773407 +520,Hermione Granger,Emma Watson,10990,"Harry, Ron",Rupert Grint,10989,2,"[1, 2]",is in couple with,0.03506234288215637 +521,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",is in couple with,0.0028426535427570343 +522,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",is in couple with,0.006894368678331375 +523,Harry Potter,Daniel Radcliffe,10980,Dumbledore,Michael Gambon,5658,49,"[2, 2]",is the father of,0.02574446052312851 +524,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is the father of,0.014950496144592762 +525,Hermione Granger,Emma Watson,10990,Ron,Rupert Grint,10989,2,"[1, 2]",is the father of,0.019987061619758606 +526,Lord Voldemort,Ralph Fiennes,5469,Cedric,Robert Pattinson,11288,23,"[2, 2]",is the father of,0.006174351088702679 +527,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",is the father of,0.012096120975911617 +528,Cedric Diggory,Robert Pattinson,11288,Dumbledore,Michael Gambon,5658,46,"[2, 2]",is the father of,0.03306801617145538 +529,Harry Potter,Daniel Radcliffe,10980,Hermione,Emma Watson,10990,1,"[2, 1]",is the mother of,0.09148059785366058 +530,Ron Weasley,Rupert Grint,10989,Hermione,Emma Watson,10990,2,"[2, 1]",is the mother of,0.2706192135810852 +531,Hermione Granger,Emma Watson,10990,Ron,Rupert Grint,10989,2,"[1, 2]",is the mother of,0.0014246193459257483 +532,Lord Voldemort,Ralph Fiennes,5469,Cedric,Robert Pattinson,11288,23,"[2, 2]",is the mother of,0.002840070053935051 +533,Albus Dumbledore,Michael Gambon,5658,Hermione,Emma Watson,10990,50,"[2, 1]",is the mother of,0.00329207512550056 +534,Cedric Diggory,Robert Pattinson,11288,Dumbledore,Michael Gambon,5658,46,"[2, 2]",is the mother of,0.0006934466073289514 +535,Ron Weasley,Rupert Grint,10989,Hermione,Emma Watson,10990,2,"[2, 1]",is a friend of,0.026693224906921387 +536,Hermione Granger,Emma Watson,10990,Ron,Rupert Grint,10989,2,"[1, 2]",is a friend of,0.01116557139903307 +537,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",is a friend of,0.005796500947326422 +538,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",is a friend of,0.024805106222629547 +539,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is a friend of,0.0014202974271029234 +540,Ron Weasley,Rupert Grint,10989,Hermione,Emma Watson,10990,2,"[2, 1]",is in the family of,0.018639015033841133 +541,Hermione Granger,Emma Watson,10990,Ron,Rupert Grint,10989,2,"[1, 2]",is in the family of,0.004874559119343758 +542,Lord Voldemort,Ralph Fiennes,5469,Cedric,Robert Pattinson,11288,23,"[2, 2]",is in the family of,0.0015627065440639853 +543,Albus Dumbledore,Michael Gambon,5658,Harry,Daniel Radcliffe,10980,49,"[2, 2]",is in the family of,0.001418225932866335 +544,Cedric Diggory,Robert Pattinson,11288,Dumbledore,Michael Gambon,5658,46,"[2, 2]",is in the family of,0.0002442184486426413 +545,Harry Potter,Daniel Radcliffe,10980,Voldemort,Ralph Fiennes,5469,26,"[2, 2]",is the enemy of,0.14070652425289154 +546,Ron Weasley,Rupert Grint,10989,Voldemort,Ralph Fiennes,5469,25,"[2, 2]",is the enemy of,0.00041984289418905973 +547,Hermione Granger,Emma Watson,10990,Ron,Rupert Grint,10989,2,"[1, 2]",is the enemy of,0.0011384058743715286 +548,Lord Voldemort,Ralph Fiennes,5469,Harry,Daniel Radcliffe,10980,26,"[2, 2]",is the enemy of,0.0008559802663512528 +549,Albus Dumbledore,Michael Gambon,5658,Voldemort,Ralph Fiennes,5469,23,"[2, 2]",is the enemy of,0.3426632881164551 +550,Cedric Diggory,Robert Pattinson,11288,Voldemort,Ralph Fiennes,5469,23,"[2, 2]",is the enemy of,0.646350622177124 +551,James Potter,Adrian Rawlins,1643,List of Harry Potter cast members,Daniel Radcliffe,10980,31,"[2, 2]",kisses,1.2070480615022916e-08 +552,Lily Potter,Geraldine Somerville,10988,Harry Potter cast members,Daniel Radcliffe,10980,22,"[1, 2]",kisses,7.52678452897726e-09 +553,James Potter,Adrian Rawlins,1643,Harry Potter cast members,Daniel Radcliffe,10980,31,"[2, 2]",sleeps with,5.018891258146141e-08 +554,Lily Potter,Geraldine Somerville,10988,Harry Potter cast members,Daniel Radcliffe,10980,22,"[1, 2]",sleeps with,2.96247097963942e-08 +555,James Potter,Adrian Rawlins,1643,Harry Potter cast members,Daniel Radcliffe,10980,31,"[2, 2]",goes on a date with,6.69954602017242e-07 +556,Lily Potter,Geraldine Somerville,10988,Harry Potter cast members,Daniel Radcliffe,10980,22,"[1, 2]",goes on a date with,1.0947060502530803e-07 +557,James Potter,Adrian Rawlins,1643,Harry Potter cast members,Daniel Radcliffe,10980,31,"[2, 2]",has sex with,1.8449463823344558e-07 +558,Lily Potter,Geraldine Somerville,10988,Harry Potter cast members,Daniel Radcliffe,10980,22,"[1, 2]",has sex with,8.720890321001207e-08 +559,James Potter,Adrian Rawlins,1643,Harry Potter cast members,Daniel Radcliffe,10980,31,"[2, 2]",marries,4.742116477274294e-09 +560,Lily Potter,Geraldine Somerville,10988,Harry Potter cast members,Daniel Radcliffe,10980,22,"[1, 2]",marries,3.643541468534295e-09 +561,James Potter,Adrian Rawlins,1643,Harry Potter cast members,Daniel Radcliffe,10980,31,"[2, 2]",is in love with,2.2187704473708436e-07 +562,Lily Potter,Geraldine Somerville,10988,Harry Potter cast members,Daniel Radcliffe,10980,22,"[1, 2]",is in love with,1.4223785171907366e-07 +563,James Potter,Adrian Rawlins,1643,Harry Potter,Daniel Radcliffe,10980,31,"[2, 2]",is in couple with,3.2746342526479566e-07 +564,Lily Potter,Geraldine Somerville,10988,Harry Potter,Daniel Radcliffe,10980,22,"[1, 2]",is in couple with,4.6767604544584174e-07 +565,James Potter,Adrian Rawlins,1643,Harry Potter cast members,Daniel Radcliffe,10980,31,"[2, 2]",is the father of,8.657416117330285e-09 +566,Lily Potter,Geraldine Somerville,10988,Harry Potter,Daniel Radcliffe,10980,22,"[1, 2]",is the father of,5.960587401432349e-08 +567,James Potter,Adrian Rawlins,1643,Harry Potter cast members,Daniel Radcliffe,10980,31,"[2, 2]",is the mother of,6.7131309400281225e-09 +568,Lily Potter,Geraldine Somerville,10988,Harry Potter cast members,Daniel Radcliffe,10980,22,"[1, 2]",is the mother of,7.3338952688573045e-09 +569,James Potter,Adrian Rawlins,1643,Harry Potter cast members,Daniel Radcliffe,10980,31,"[2, 2]",is a friend of,8.327985412392991e-09 +570,Lily Potter,Geraldine Somerville,10988,Harry Potter cast members,Daniel Radcliffe,10980,22,"[1, 2]",is a friend of,3.7759453341834615e-09 +571,James Potter,Adrian Rawlins,1643,Harry Potter,Daniel Radcliffe,10980,31,"[2, 2]",is in the family of,3.5814125567412702e-06 +572,Lily Potter,Geraldine Somerville,10988,Harry Potter,Daniel Radcliffe,10980,22,"[1, 2]",is in the family of,1.346778162769624e-06 +573,James Potter,Adrian Rawlins,1643,List of Harry Potter cast members,Daniel Radcliffe,10980,31,"[2, 2]",is the enemy of,2.8057920431479033e-09 +574,Lily Potter,Geraldine Somerville,10988,Harry Potter cast members,Daniel Radcliffe,10980,22,"[1, 2]",is the enemy of,3.868409148566343e-09 +575,Lord Voldemort,Ralph Fiennes,5469,Daniel Radcliffe as Harry Potter,Alfred Enoch,234923,26,"[2, 2]",is the father of,3.4682454952417174e-07 +576,Lord Voldemort,Ralph Fiennes,5469,Harry Potter,Daniel Radcliffe,10980,26,"[2, 2]",is the mother of,4.471570491659804e-08 +577,Lord Voldemort,Ralph Fiennes,5469,Daniel Radcliffe as Harry Potter,Alfred Enoch,234923,26,"[2, 2]",is in the family of,3.2791445846669376e-05 +578,James Potter,Adrian Rawlins,1643,Lord Voldemort,Ralph Fiennes,5469,5,"[2, 2]",is in the family of,1.1951116221098346e-06 +579,Lily Potter,Geraldine Somerville,10988,Lord Voldemort,Ralph Fiennes,5469,4,"[1, 2]",is in the family of,3.5172392927051987e-06 +580,Harry Potter,Daniel Radcliffe,10980,Lord Voldemort,Ralph Fiennes,5469,26,"[2, 2]",is the enemy of,0.4272652566432953 +581,Lord Voldemort,Ralph Fiennes,5469,Harry Potter,Daniel Radcliffe,10980,26,"[2, 2]",is the enemy of,5.4970769269857556e-05 +582,James Potter,Adrian Rawlins,1643,Lord Voldemort,Ralph Fiennes,5469,5,"[2, 2]",is the enemy of,7.235176599351689e-05 +583,Lily Potter,Geraldine Somerville,10988,Lord Voldemort,Ralph Fiennes,5469,4,"[1, 2]",is the enemy of,4.8372232413385063e-05 +584,Harry Potter,Daniel Radcliffe,10980,Ron Weasley,Rupert Grint,10989,1,"[2, 2]",kisses,0.006162421312183142 +585,Harry Potter,Daniel Radcliffe,10980,Ron Weasley,Rupert Grint,10989,1,"[2, 2]",sleeps with,0.006168692838400602 +586,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",sleeps with,0.00043467868817970157 +587,Arthur Weasley,Mark Williams,20999,Ron Weasley,Rupert Grint,10989,29,"[2, 2]",sleeps with,4.2428351321177615e-07 +588,Fred Weasley,James Phelps,96851,Ron Weasley,Rupert Grint,10989,2,"[2, 2]",sleeps with,2.8812087293772493e-06 +589,George Weasley,Oliver Phelps,140368,Ron Weasley,Rupert Grint,10989,2,"[2, 2]",sleeps with,5.591040235231048e-07 +590,Ginny Weasley,Bonnie Wright,10991,Ron Weasley,Rupert Grint,10989,3,"[1, 2]",sleeps with,1.022981564346992e-06 +591,Harry Potter,Daniel Radcliffe,10980,Ron Weasley,Rupert Grint,10989,1,"[2, 2]",goes on a date with,0.1480148732662201 +592,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",goes on a date with,0.05110602453351021 +593,Arthur Weasley,Mark Williams,20999,Harry,Daniel Radcliffe,10980,30,"[2, 2]",goes on a date with,1.796670039766468e-05 +594,Fred Weasley,James Phelps,96851,Ron Weasley,Rupert Grint,10989,2,"[2, 2]",goes on a date with,9.400396083947271e-05 +595,George Weasley,Oliver Phelps,140368,Harry,Daniel Radcliffe,10980,3,"[2, 2]",goes on a date with,1.244479699380463e-05 +596,Ginny Weasley,Bonnie Wright,10991,Ron Weasley,Rupert Grint,10989,3,"[1, 2]",goes on a date with,1.3880052392778452e-05 +597,Harry Potter,Daniel Radcliffe,10980,Ron Weasley,Rupert Grint,10989,1,"[2, 2]",has sex with,0.09359104931354523 +598,Arthur Weasley,Mark Williams,20999,Ron Weasley,Rupert Grint,10989,29,"[2, 2]",has sex with,5.263305138214491e-05 +599,Fred Weasley,James Phelps,96851,Ron Weasley,Rupert Grint,10989,2,"[2, 2]",has sex with,0.00029473702306859195 +600,George Weasley,Oliver Phelps,140368,Ron Weasley,Rupert Grint,10989,2,"[2, 2]",has sex with,3.760423351195641e-05 +601,Ginny Weasley,Bonnie Wright,10991,Ron Weasley,Rupert Grint,10989,3,"[1, 2]",has sex with,0.00010152763570658863 +602,Harry Potter,Daniel Radcliffe,10980,Rupert Grint as Ron Weasley,Alfred Enoch,234923,0,"[2, 2]",marries,0.0012282606912776828 +603,Harry Potter,Daniel Radcliffe,10980,Ron Weasley,Rupert Grint,10989,1,"[2, 2]",is in love with,0.0055817714892327785 +604,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is in love with,0.008419105783104897 +605,George Weasley,Oliver Phelps,140368,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in love with,3.28952614836453e-06 +606,Harry Potter,Daniel Radcliffe,10980,Ron Weasley,Rupert Grint,10989,1,"[2, 2]",is in couple with,0.047633618116378784 +607,Arthur Weasley,Mark Williams,20999,Harry,Daniel Radcliffe,10980,30,"[2, 2]",is in couple with,1.0453234608576167e-05 +608,Fred Weasley,James Phelps,96851,Ron Weasley,Rupert Grint,10989,2,"[2, 2]",is in couple with,0.00015293736942112446 +609,George Weasley,Oliver Phelps,140368,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in couple with,1.8297134374734014e-05 +610,Ginny Weasley,Bonnie Wright,10991,Ron Weasley,Rupert Grint,10989,3,"[1, 2]",is in couple with,1.098242591979215e-05 +611,Harry Potter,Daniel Radcliffe,10980,Ron Weasley,Rupert Grint,10989,1,"[2, 2]",is the father of,0.14127786457538605 +612,Arthur Weasley,Mark Williams,20999,Ron Weasley,Rupert Grint,10989,29,"[2, 2]",is the father of,0.0017441813834011555 +613,Fred Weasley,James Phelps,96851,Ron Weasley,Rupert Grint,10989,2,"[2, 2]",is the father of,0.0053579481318593025 +614,George Weasley,Oliver Phelps,140368,Ron Weasley,Rupert Grint,10989,2,"[2, 2]",is the father of,0.0007444227812811732 +615,Ginny Weasley,Bonnie Wright,10991,Ron Weasley,Rupert Grint,10989,3,"[1, 2]",is the father of,0.007160580717027187 +616,Harry Potter,Daniel Radcliffe,10980,Ron Weasley,Rupert Grint,10989,1,"[2, 2]",is the mother of,0.0008423905237577856 +617,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is the mother of,0.00011880238889716566 +618,Arthur Weasley,Mark Williams,20999,Ron Weasley,Rupert Grint,10989,29,"[2, 2]",is the mother of,3.973513230448589e-06 +619,Fred Weasley,James Phelps,96851,Ron,Rupert Grint,10989,2,"[2, 2]",is the mother of,5.017072180635296e-05 +620,George Weasley,Oliver Phelps,140368,Ron Weasley,Rupert Grint,10989,2,"[2, 2]",is the mother of,2.8539598133647814e-06 +621,Ginny Weasley,Bonnie Wright,10991,Ron Weasley,Rupert Grint,10989,3,"[1, 2]",is the mother of,8.274682841147296e-07 +622,Harry Potter,Daniel Radcliffe,10980,Ron Weasley,Rupert Grint,10989,1,"[2, 2]",is a friend of,0.9189558625221252 +623,Arthur Weasley,Mark Williams,20999,Ron Weasley,Rupert Grint,10989,29,"[2, 2]",is a friend of,0.00041350454557687044 +624,Fred Weasley,James Phelps,96851,Ron Weasley,Rupert Grint,10989,2,"[2, 2]",is a friend of,0.006120929028838873 +625,George Weasley,Oliver Phelps,140368,Ron Weasley,Rupert Grint,10989,2,"[2, 2]",is a friend of,0.0003963033959735185 +626,Ginny Weasley,Bonnie Wright,10991,Ron Weasley,Rupert Grint,10989,3,"[1, 2]",is a friend of,6.005696195643395e-05 +627,Harry Potter,Daniel Radcliffe,10980,Ron Weasley,Rupert Grint,10989,1,"[2, 2]",is in the family of,0.30907881259918213 +628,Arthur Weasley,Mark Williams,20999,Ron Weasley,Rupert Grint,10989,29,"[2, 2]",is in the family of,3.9587117498740554e-05 +629,Fred Weasley,James Phelps,96851,Ron Weasley,Rupert Grint,10989,2,"[2, 2]",is 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""Mad-Eye"" Moody",Brendan Gleeson,2039,15,"[2, 2]",is a friend of,0.00012557441368699074 +661,Albus Dumbledore,Michael Gambon,5658,"Alastor ""Mad-Eye"" Moody",Brendan Gleeson,2039,15,"[2, 2]",is in the family of,0.00014031365572009236 +662,Barty Crouch Junior,David Tennant,20049,"Mad-Eye"" Moody",Brendan Gleeson,2039,16,"[2, 2]",is in the family of,1.4408736888071871e-06 +663,Albus Dumbledore,Michael Gambon,5658,"Alastor ""Mad-Eye"" Moody",Brendan Gleeson,2039,15,"[2, 2]",is the enemy of,0.006368257571011782 +664,Barty Crouch Junior,David Tennant,20049,"Alastor ""Mad-Eye"" Moody",Brendan Gleeson,2039,16,"[2, 2]",is the enemy of,0.0007198539096862078 +665,Lucius Malfoy,Jason Isaacs,11355,Draco,Tom Felton,10993,24,"[2, 2]",sleeps with,5.683847484760918e-05 +666,Draco Malfoy,Tom Felton,10993,Lucius Malfoy,Jason Isaacs,11355,24,"[2, 2]",sleeps with,0.00012454397801775485 +667,Draco Malfoy,Tom Felton,10993,Lucius Malfoy,Jason Isaacs,11355,24,"[2, 2]",has sex with,0.005118907429277897 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Oldman,64,31,"[2, 2]",is in couple with,0.015456780791282654 +677,Harry Potter,Daniel Radcliffe,10980,Sirius Black,Gary Oldman,64,31,"[2, 2]",is the father of,0.45671945810317993 +678,Harry Potter,Daniel Radcliffe,10980,Sirius Black,Gary Oldman,64,31,"[2, 2]",is the mother of,0.0008048326708376408 +679,Sirius Black,Gary Oldman,64,Harry,Daniel Radcliffe,10980,31,"[2, 2]",is the mother of,1.6270989817712689e-06 +680,Harry Potter,Daniel Radcliffe,10980,Sirius Black,Gary Oldman,64,31,"[2, 2]",is a friend of,0.016288768500089645 +681,Harry Potter,Daniel Radcliffe,10980,Sirius Black,Gary Oldman,64,31,"[2, 2]",is in the family of,0.3338853716850281 +682,Harry Potter,Daniel Radcliffe,10980,Sirius Black,Gary Oldman,64,31,"[2, 2]",is the enemy of,0.02312670648097992 +683,Harry Potter,Daniel Radcliffe,10980,Peter Pettigrew,Timothy Spall,9191,32,"[2, 2]",kisses,0.00013812391262035817 +684,Lord Voldemort,Ralph Fiennes,5469,Peter Pettigrew,Timothy Spall,9191,6,"[2, 2]",kisses,1.1251449905103073e-05 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Pettigrew,Timothy Spall,9191,Harry,Daniel Radcliffe,10980,32,"[2, 2]",is the mother of,0.000619677419308573 +702,Harry Potter,Daniel Radcliffe,10980,Peter Pettigrew,Timothy Spall,9191,32,"[2, 2]",is a friend of,0.0011452097678557038 +703,Lord Voldemort,Ralph Fiennes,5469,Peter Pettigrew,Timothy Spall,9191,6,"[2, 2]",is a friend of,6.824558658991009e-05 +704,Peter Pettigrew,Timothy Spall,9191,Harry,Daniel Radcliffe,10980,32,"[2, 2]",is in the family of,0.0014436471974477172 +705,Harry Potter,Daniel Radcliffe,10980,Voldemort,Ralph Fiennes,5469,26,"[2, 2]",is the enemy of,0.46045392751693726 +706,Lord Voldemort,Ralph Fiennes,5469,Peter Pettigrew,Timothy Spall,9191,6,"[2, 2]",is the enemy of,0.0002558762498665601 +707,Peter Pettigrew,Timothy Spall,9191,Voldemort,Ralph Fiennes,5469,6,"[2, 2]",is the enemy of,0.027698706835508347 +708,Ron Weasley,Rupert Grint,10989,Bonnie Wright portrays their sister Ginny,Bonnie Wright,10991,3,"[2, 1]",kisses,1.0584979008854134e-06 +709,Lucius Malfoy,Jason Isaacs,11355,Harry,Daniel Radcliffe,10980,26,"[2, 2]",kisses,5.173953354642435e-07 +710,Draco Malfoy,Tom Felton,10993,Harry,Daniel Radcliffe,10980,2,"[2, 2]",kisses,8.738390533835627e-06 +711,George Weasley,Oliver Phelps,140368,Ron,Rupert Grint,10989,2,"[2, 2]",kisses,2.5732495487318374e-05 +712,Neville Longbottom,Matthew Lewis,96841,Seamus Finnigan,Devon Murray,234922,1,"[2, 2]",kisses,1.26234044728335e-05 +713,Seamus Finnigan,Devon Murray,234922,Dean Thomas,Alfred Enoch,234923,1,"[2, 2]",kisses,0.00031378003768622875 +714,Dean Thomas,Alfred Enoch,234923,Seamus Finnigan,Devon Murray,234922,1,"[2, 2]",kisses,0.0002968083426821977 +715,Gregory Goyle,Josh Herdman,11212,Crabbe,Jamie Waylett,956224,2,"[2, 2]",kisses,1.3127369129506405e-05 +716,Harry Potter,Daniel Radcliffe,10980,Draco,Tom Felton,10993,2,"[2, 2]",sleeps with,8.78031860338524e-05 +717,Lucius Malfoy,Jason Isaacs,11355,Draco,Tom Felton,10993,24,"[2, 2]",sleeps with,7.660366100026295e-05 +718,Draco Malfoy,Tom Felton,10993,Harry,Daniel Radcliffe,10980,2,"[2, 2]",sleeps with,0.00036688815453089774 +719,Moaning Myrtle,Shirley Henderson,1834,Cornelius Fudge,Robert Hardy,23076,41,"[1, 2]",sleeps with,3.7486225323846156e-07 +720,Arthur Weasley,Mark Williams,20999,Ginny,Bonnie Wright,10991,32,"[2, 1]",sleeps with,4.8721682105679065e-05 +721,Fred Weasley,James Phelps,96851,Ron,Rupert Grint,10989,2,"[2, 2]",sleeps with,0.0007960553048178554 +722,George Weasley,Oliver Phelps,140368,Ron,Rupert Grint,10989,2,"[2, 2]",sleeps with,0.0016732834046706557 +723,Ginny Weasley,Bonnie Wright,10991,Arthur Weasley,Mark Williams,20999,32,"[1, 2]",sleeps with,0.0002844628179445863 +724,Seamus Finnigan,Devon Murray,234922,Dean Thomas,Alfred Enoch,234923,1,"[2, 2]",sleeps with,0.0708150789141655 +725,Dean Thomas,Alfred Enoch,234923,Seamus Finnigan,Devon Murray,234922,1,"[2, 2]",sleeps with,0.00885543879121542 +726,Vincent Crabbe,Jamie Waylett,956224,Goyle,Josh Herdman,11212,2,"[2, 2]",sleeps with,0.007128897588700056 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Enoch,234923,1,"[2, 2]",goes on a date with,0.25704294443130493 +736,Dean Thomas,Alfred Enoch,234923,Seamus Finnigan,Devon Murray,234922,1,"[2, 2]",goes on a date with,0.10946255922317505 +737,Vincent Crabbe,Jamie Waylett,956224,Goyle,Josh Herdman,11212,2,"[2, 2]",goes on a date with,0.023654786869883537 +738,Gregory Goyle,Josh Herdman,11212,Crabbe,Jamie Waylett,956224,2,"[2, 2]",goes on a date with,0.00547361746430397 +739,James Potter,Adrian Rawlins,1643,Ron,Rupert Grint,10989,30,"[2, 2]",goes on a date with,9.858733847067924e-07 +740,Harry Potter,Daniel Radcliffe,10980,Draco,Tom Felton,10993,2,"[2, 2]",has sex with,0.00035422685323283076 +741,Lucius Malfoy,Jason Isaacs,11355,Draco,Tom Felton,10993,24,"[2, 2]",has sex with,0.003293232526630163 +742,Draco Malfoy,Tom Felton,10993,Harry,Daniel Radcliffe,10980,2,"[2, 2]",has sex with,0.0026669627986848354 +743,Fred Weasley,James Phelps,96851,Ron,Rupert Grint,10989,2,"[2, 2]",has sex with,0.0032566608861088753 +744,George Weasley,Oliver Phelps,140368,Ron,Rupert Grint,10989,2,"[2, 2]",has sex with,0.007499216590076685 +745,Ginny Weasley,Bonnie Wright,10991,Arthur Weasley,Mark Williams,20999,32,"[1, 2]",has sex with,0.00023063340631779283 +746,Seamus Finnigan,Devon Murray,234922,Dean Thomas,Alfred Enoch,234923,1,"[2, 2]",has sex with,0.050516434013843536 +747,Dean Thomas,Alfred Enoch,234923,Seamus Finnigan,Devon Murray,234922,1,"[2, 2]",has sex with,0.03460785746574402 +748,Vincent Crabbe,Jamie Waylett,956224,Goyle,Josh Herdman,11212,2,"[2, 2]",has sex with,0.002853326965123415 +749,Gregory Goyle,Josh Herdman,11212,Crabbe,Jamie Waylett,956224,2,"[2, 2]",has sex with,0.0014291165862232447 +750,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",marries,2.908059968831367e-06 +751,Seamus Finnigan,Devon Murray,234922,Dean Thomas,Alfred Enoch,234923,1,"[2, 2]",marries,0.007769105024635792 +752,Dean Thomas,Alfred Enoch,234923,Seamus Finnigan,Devon Murray,234922,1,"[2, 2]",marries,0.001117672654800117 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Phelps,96851,Ginny,Bonnie Wright,10991,5,"[2, 1]",is the mother of,0.011146118864417076 +796,George Weasley,Oliver Phelps,140368,Ginny,Bonnie Wright,10991,5,"[2, 1]",is the mother of,0.015621034428477287 +797,Neville Longbottom,Matthew Lewis,96841,Dean Thomas,Alfred Enoch,234923,0,"[2, 2]",is the mother of,4.577382424031384e-05 +798,Seamus Finnigan,Devon Murray,234922,Dean Thomas,Alfred Enoch,234923,1,"[2, 2]",is the mother of,0.027563869953155518 +799,Dean Thomas,Alfred Enoch,234923,Seamus Finnigan,Devon Murray,234922,1,"[2, 2]",is the mother of,0.004895150661468506 +800,Vincent Crabbe,Jamie Waylett,956224,Ginny,Bonnie Wright,10991,2,"[2, 1]",is the mother of,8.129695743264165e-06 +801,Gregory Goyle,Josh Herdman,11212,Crabbe,Jamie Waylett,956224,2,"[2, 2]",is the mother of,0.008097819052636623 +802,James Potter,Adrian Rawlins,1643,Ginny,Bonnie Wright,10991,33,"[2, 1]",is the mother of,0.0027740534860640764 +803,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",is a 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Herdman,11212,Crabbe,Jamie Waylett,956224,2,"[2, 2]",is a friend of,0.00020340995979495347 +813,Harry Potter,Daniel Radcliffe,10980,Arthur Weasley,Mark Williams,20999,30,"[2, 2]",is in the family of,0.004934421740472317 +814,Lucius Malfoy,Jason Isaacs,11355,Draco,Tom Felton,10993,24,"[2, 2]",is in the family of,0.35401052236557007 +815,Draco Malfoy,Tom Felton,10993,Lucius Malfoy,Jason Isaacs,11355,24,"[2, 2]",is in the family of,0.05277577415108681 +816,Ginny Weasley,Bonnie Wright,10991,Arthur Weasley,Mark Williams,20999,32,"[1, 2]",is in the family of,0.04311775043606758 +817,Seamus Finnigan,Devon Murray,234922,Dean Thomas,Alfred Enoch,234923,1,"[2, 2]",is in the family of,0.00529065728187561 +818,Dean Thomas,Alfred Enoch,234923,Seamus Finnigan,Devon Murray,234922,1,"[2, 2]",is in the family of,0.010987420566380024 +819,Vincent Crabbe,Jamie Waylett,956224,Goyle,Josh Herdman,11212,2,"[2, 2]",is in the family of,5.2763854910153896e-05 +820,Gregory Goyle,Josh Herdman,11212,Crabbe,Jamie Waylett,956224,2,"[2, 2]",is in the family of,0.00022151805751491338 +821,Harry Potter,Daniel Radcliffe,10980,Draco,Tom Felton,10993,2,"[2, 2]",is the enemy of,0.547900378704071 +822,Ron Weasley,Rupert Grint,10989,Draco,Tom Felton,10993,1,"[2, 2]",is the enemy of,0.026678118854761124 +823,Lucius Malfoy,Jason Isaacs,11355,Draco,Tom Felton,10993,24,"[2, 2]",is the enemy of,0.1948036253452301 +824,Argus Filch,David Bradley,11180,Draco,Tom Felton,10993,45,"[2, 2]",is the enemy of,5.5550266552018e-05 +825,Filius Flitwick,Warwick Davis,11184,Draco,Tom Felton,10993,17,"[2, 2]",is the enemy of,7.037058821879327e-05 +826,Draco Malfoy,Tom Felton,10993,Harry,Daniel Radcliffe,10980,2,"[2, 2]",is the enemy of,0.7067006230354309 +827,Cornelius Fudge,Robert Hardy,23076,Draco,Tom Felton,10993,62,"[2, 2]",is the enemy of,8.410720329266042e-05 +828,Moaning Myrtle,Shirley Henderson,1834,Draco,Tom Felton,10993,21,"[1, 2]",is the enemy of,0.0001609925675438717 +829,Arthur Weasley,Mark Williams,20999,Draco,Tom Felton,10993,28,"[2, 2]",is the enemy of,0.007307331543415785 +830,Fred Weasley,James Phelps,96851,Draco,Tom Felton,10993,1,"[2, 2]",is the enemy of,0.011981675401329994 +831,George Weasley,Oliver Phelps,140368,Draco,Tom Felton,10993,1,"[2, 2]",is the enemy of,0.002775692380964756 +832,Ginny Weasley,Bonnie Wright,10991,Draco,Tom Felton,10993,4,"[1, 2]",is the enemy of,0.013573971576988697 +833,Seamus Finnigan,Devon Murray,234922,Dean Thomas,Alfred Enoch,234923,1,"[2, 2]",is the enemy of,0.02149607054889202 +834,Dean Thomas,Alfred Enoch,234923,Seamus Finnigan,Devon Murray,234922,1,"[2, 2]",is the enemy of,0.011120934970676899 +835,Vincent Crabbe,Jamie Waylett,956224,Goyle,Josh Herdman,11212,2,"[2, 2]",is the enemy of,0.014035860076546669 +836,Gregory Goyle,Josh Herdman,11212,Draco,Tom Felton,10993,0,"[2, 2]",is the enemy of,0.00044433935545384884 +837,James Potter,Adrian Rawlins,1643,Draco,Tom Felton,10993,29,"[2, 2]",is the enemy of,0.005321388132870197 +838,Harry Potter,Daniel Radcliffe,10980,Cho Chang,Katie Leung,234933,2,"[2, 1]",kisses,0.0024101559538394213 +839,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",kisses,0.00012747448636218905 +840,Igor Karkaroff,Predrag Bjelac,12044,Harry,Daniel Radcliffe,10980,27,"[2, 2]",kisses,3.6777063883164374e-07 +841,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",kisses,1.5485265976167284e-05 +842,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",kisses,6.4382188611489255e-06 +843,Harry Potter,Daniel Radcliffe,10980,Cho Chang,Katie Leung,234933,2,"[2, 1]",sleeps with,0.0019721556454896927 +844,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",sleeps with,0.0008062773267738521 +845,Olympe Maxime,Frances de la Tour,47468,Harry,Daniel Radcliffe,10980,45,"[1, 2]",sleeps with,1.0931393035207293e-06 +846,Igor Karkaroff,Predrag Bjelac,12044,Harry,Daniel Radcliffe,10980,27,"[2, 2]",sleeps with,5.303953685142915e-07 +847,Viktor Krum,Stanislav Yanevski,11290,Rita Skeeter,Miranda Richardson,8436,27,"[2, 1]",sleeps with,6.050043793948134e-06 +848,Cedric Diggory,Robert Pattinson,11288,Amos,Jeff Rawle,81022,35,"[2, 2]",sleeps with,6.128843233454973e-05 +849,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",sleeps with,4.4674103264696896e-05 +850,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",sleeps with,7.472544893971644e-06 +851,Amos Diggory,Jeff Rawle,81022,Jeff Rawle appears as Cedric's father,Alfred Enoch,234923,38,"[2, 2]",sleeps with,4.805613116332097e-06 +852,Cho Chang,Katie Leung,234933,Harry,Daniel Radcliffe,10980,2,"[1, 2]",sleeps with,0.07531292736530304 +853,Gabrielle Delacour,Angelica Mandy,1090780,Harry,Daniel Radcliffe,10980,3,"[1, 2]",sleeps with,4.3699026718968526e-05 +854,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",goes on a date with,0.24504515528678894 +855,Ron 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Mandy,1090780,Harry,Daniel Radcliffe,10980,3,"[1, 2]",goes on a date with,0.0005332357250154018 +864,Roger Davies,Henry Lloyd-Hughes,513677,Harry,Daniel Radcliffe,10980,4,"[2, 2]",goes on a date with,1.268858227376768e-07 +865,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",has sex with,0.0023361535277217627 +866,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",has sex with,0.0033664857037365437 +867,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",has sex with,0.0001820905163185671 +868,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",has sex with,7.43046184652485e-05 +869,Cho Chang,Katie Leung,234933,Harry,Daniel Radcliffe,10980,2,"[1, 2]",has sex with,0.3224542438983917 +870,Harry Potter,Daniel Radcliffe,10980,Ron,Rupert Grint,10989,1,"[2, 2]",marries,0.0009007923072203994 +871,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",marries,0.0006067630019970238 +872,Harry Potter,Daniel Radcliffe,10980,Cho Chang,Katie Leung,234933,2,"[2, 1]",is in love with,0.6987861394882202 +873,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is in love with,0.0361996591091156 +874,Viktor Krum,Stanislav Yanevski,11290,Harry,Daniel Radcliffe,10980,4,"[2, 2]",is in love with,0.0005159208667464554 +875,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in love with,0.010830529034137726 +876,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",is in love with,0.005675111897289753 +877,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",is in love with,0.00196304963901639 +878,Amos Diggory,Jeff Rawle,81022,Harry,Daniel Radcliffe,10980,38,"[2, 2]",is in love with,0.0003676828637253493 +879,Cho Chang,Katie Leung,234933,Harry,Daniel Radcliffe,10980,2,"[1, 2]",is in love with,0.8709089159965515 +880,Gabrielle Delacour,Angelica Mandy,1090780,Harry,Daniel Radcliffe,10980,3,"[1, 2]",is in love with,0.006777429953217506 +881,Roger Davies,Henry Lloyd-Hughes,513677,Katie Leung appears as Cho Chang,Alfred Enoch,234923,4,"[2, 2]",is in love with,2.772661900962703e-06 +882,Harry Potter,Daniel Radcliffe,10980,Cho Chang,Katie Leung,234933,2,"[2, 1]",is in couple with,0.1107490137219429 +883,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is in couple with,0.03594038635492325 +884,Viktor Krum,Stanislav Yanevski,11290,Harry,Daniel Radcliffe,10980,4,"[2, 2]",is in couple with,0.00039134640246629715 +885,Cedric Diggory,Robert Pattinson,11288,Harry,Daniel Radcliffe,10980,3,"[2, 2]",is in couple with,0.010491077788174152 +886,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",is in couple with,0.0047851852141320705 +887,Barty Crouch Junior,David Tennant,20049,Harry,Daniel Radcliffe,10980,18,"[2, 2]",is in couple with,0.0019563406240195036 +888,Amos Diggory,Jeff Rawle,81022,Harry,Daniel Radcliffe,10980,38,"[2, 2]",is in couple with,0.00039386184653267264 +889,Cho Chang,Katie Leung,234933,Harry,Daniel Radcliffe,10980,2,"[1, 2]",is in couple with,0.7948440909385681 +890,Gabrielle Delacour,Angelica Mandy,1090780,Harry,Daniel Radcliffe,10980,3,"[1, 2]",is in couple with,0.005409414879977703 +891,Cedric Diggory,Robert Pattinson,11288,Amos,Jeff Rawle,81022,35,"[2, 2]",is the father of,0.32037442922592163 +892,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",is the father of,0.0038175699301064014 +893,Parvati Patil,Shefali Chowdhury,234925,Padma,Afshan Azad,234926,0,"[1, 1]",is the father of,0.0003215185133740306 +894,Ron Weasley,Rupert Grint,10989,Padma Patil,Afshan Azad,234926,0,"[2, 1]",is the mother of,0.017904767766594887 +895,Barty Crouch Junior,David Tennant,20049,Amos,Jeff Rawle,81022,20,"[2, 2]",is the mother of,7.900301170593593e-06 +896,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",is the mother of,0.47808638215065 +897,Parvati Patil,Shefali Chowdhury,234925,Padma,Afshan Azad,234926,0,"[1, 1]",is the mother of,0.16925464570522308 +898,Harry Potter,Daniel Radcliffe,10980,Cho Chang,Katie Leung,234933,2,"[2, 1]",is a friend of,0.007347775157541037 +899,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is a friend of,0.00034153222804889083 +900,Fleur Delacour,Clemence Poesy,11291,Cho Chang,Katie Leung,234933,5,"[1, 1]",is a friend of,0.0001927428093040362 +901,Barty Crouch Junior,David Tennant,20049,Cho Chang,Katie Leung,234933,16,"[2, 1]",is a friend of,1.273229941034515e-06 +902,Cho Chang,Katie Leung,234933,Harry,Daniel Radcliffe,10980,2,"[1, 2]",is a friend of,0.03698871284723282 +903,Gabrielle Delacour,Angelica Mandy,1090780,Cho Chang,Katie Leung,234933,5,"[1, 1]",is a friend of,0.00024975620908662677 +904,Harry Potter,Daniel Radcliffe,10980,Cedric Diggory,Robert Pattinson,11288,3,"[2, 2]",is in the family of,0.006692143157124519 +905,Cedric Diggory,Robert Pattinson,11288,father Amos,Jeff Rawle,81022,35,"[2, 2]",is in the family of,0.5205039381980896 +906,Amos Diggory,Jeff Rawle,81022,Jeff Rawle appears as Cedric's father,Alfred Enoch,234923,38,"[2, 2]",is in the family of,0.0018816804513335228 +907,Cho Chang,Katie Leung,234933,Harry,Daniel Radcliffe,10980,2,"[1, 2]",is in the family of,0.07385297864675522 +908,Padma Patil,Afshan Azad,234926,Parvati,Shefali Chowdhury,234925,0,"[1, 1]",is in the family of,0.09011708945035934 +909,Parvati Patil,Shefali Chowdhury,234925,Padma,Afshan Azad,234926,0,"[1, 1]",is in the family of,0.0007107267156243324 +910,Harry Potter,Daniel Radcliffe,10980,Cedric Diggory,Robert Pattinson,11288,3,"[2, 2]",is the enemy of,0.00030581222381442785 +911,Ron Weasley,Rupert Grint,10989,Harry,Daniel Radcliffe,10980,1,"[2, 2]",is the enemy of,0.00034195187618024647 +912,Rita Skeeter,Miranda Richardson,8436,Viktor Krum,Stanislav Yanevski,11290,27,"[1, 2]",is the enemy of,7.20092475603451e-06 +913,Olympe Maxime,Frances de la Tour,47468,Igor Karkaroff,Predrag Bjelac,12044,18,"[1, 2]",is the enemy of,1.4786816109335632e-06 +914,Viktor Krum,Stanislav Yanevski,11290,Rita Skeeter,Miranda Richardson,8436,27,"[2, 1]",is the enemy of,3.551941699697636e-05 +915,Cedric Diggory,Robert Pattinson,11288,Amos,Jeff Rawle,81022,35,"[2, 2]",is the enemy of,0.00010704030137276277 +916,Fleur Delacour,Clemence Poesy,11291,Harry,Daniel Radcliffe,10980,7,"[1, 2]",is the enemy of,3.975790150434477e-06 +917,Cho Chang,Katie Leung,234933,Harry,Daniel Radcliffe,10980,2,"[1, 2]",is the enemy of,0.011350635439157486 +918,Gabrielle Delacour,Angelica Mandy,1090780,Cho Chang,Katie Leung,234933,5,"[1, 1]",is the enemy of,4.644543423637515e-06 diff --git a/notebooks/age_gap/process_couples.py b/notebooks/age_gap/process_couples.py index 54ea399..e5748e2 100644 --- a/notebooks/age_gap/process_couples.py +++ b/notebooks/age_gap/process_couples.py @@ -325,7 +325,7 @@ def fill_scores(df, new_entry, column_to_update): return df -def compute_relationships_in_movie(cast_data,document_string, verbs): +def compute_relationships_in_movie(movie, verbs): # Load model nlp = spacy.load('en_core_web_lg') @@ -334,10 +334,12 @@ def compute_relationships_in_movie(cast_data,document_string, verbs): qa = pipeline('question-answering', model=model_name, tokenizer=model_name, top_k=1) ans = pd.DataFrame(columns = ['character1','star1','star_id1','character2','star2','star_id2','age_gap','genders','question','score']) - people = [get_character_nickname(name) for name in cast_data.character] + people = [get_character_nickname(name) for name in movie.cast.character] + + document_string = movie.plot.split('\n') + movie.cast_wiki.split('\n') # Prediction -> Combine characters and questions - for context in document_string.split('\n'): + for context in document_string: if not len(context): continue for v in verbs: @@ -348,10 +350,10 @@ def compute_relationships_in_movie(cast_data,document_string, verbs): continue # create new entry in ans dataframe - star1,star_id1 = get_actor_from_character(cast_data,person1) - star2,star_id2 = get_actor_from_character(cast_data,person2) + star1,star_id1 = get_actor_from_character(movie.cast,person1) + star2,star_id2 = get_actor_from_character(movie.cast,person2) # compute age gap - age_gap,genders = get_age_gap(cast_data,[star1,star2]) + age_gap,genders = get_age_gap(movie.cast,[star1,star2]) # ignore entry if age gap not computed if age_gap==None: continue From 409cef795fc38bd686179027d4370777063fcf99 Mon Sep 17 00:00:00 2001 From: JPegoraro Date: Fri, 10 Jun 2022 22:56:49 +0200 Subject: [PATCH 16/21] plot characters relationships with pyvis --- .../age_gap/hp4_chars_relationships.html | 108 +++++++++++++ .../hp4_chars_relationships_circular.html | 108 +++++++++++++ .../age_gap/plot_relation_with_pyvis.ipynb | 142 ++++++++++++++++++ 3 files changed, 358 insertions(+) create mode 100644 notebooks/age_gap/hp4_chars_relationships.html create mode 100644 notebooks/age_gap/hp4_chars_relationships_circular.html create mode 100644 notebooks/age_gap/plot_relation_with_pyvis.ipynb diff --git a/notebooks/age_gap/hp4_chars_relationships.html b/notebooks/age_gap/hp4_chars_relationships.html new file mode 100644 index 0000000..28ba040 --- /dev/null +++ b/notebooks/age_gap/hp4_chars_relationships.html @@ -0,0 +1,108 @@ + + + + +
+

+
+ + + + + + + + +
+ + + + + \ No newline at end of file diff --git a/notebooks/age_gap/hp4_chars_relationships_circular.html b/notebooks/age_gap/hp4_chars_relationships_circular.html new file mode 100644 index 0000000..efabe45 --- /dev/null +++ b/notebooks/age_gap/hp4_chars_relationships_circular.html @@ -0,0 +1,108 @@ + + + + +
+

+
+ + + + + + + + +
+ + + + + \ No newline at end of file diff --git a/notebooks/age_gap/plot_relation_with_pyvis.ipynb b/notebooks/age_gap/plot_relation_with_pyvis.ipynb new file mode 100644 index 0000000..fc58130 --- /dev/null +++ b/notebooks/age_gap/plot_relation_with_pyvis.ipynb @@ -0,0 +1,142 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "amazing-bosnia", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from age_gap_automation import Movie\n", + "from pyvis.options import EdgeOptions\n", + "from pyvis.network import Network\n", + "\n", + "import sys\n", + "sys.path.append(\"../..\")\n", + "import bechdelai.data.tmdb as tmdb\n", + "\n", + "hp4 = pd.read_csv('hp4.csv')\n", + "\n", + "hp4_data = Movie(\"Harry Potter and the Goblet of Fire\",2005)\n", + "cast = hp4_data.cast" + ] + }, + { + "cell_type": "markdown", + "id": "golden-virgin", + "metadata": {}, + "source": [ + "# Plot Characters relationships" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "indirect-intervention", + "metadata": {}, + "outputs": [], + "source": [ + "# Define color by relationship type\n", + "relationship_color = {'kisses':'#fca311', \n", + " 'sleeps with':'#fca311', \n", + " 'goes on a date with':'#fca311', \n", + " 'has sex with':'#fca311', \n", + " 'marries':'#fca311', \n", + " 'is in love with':'#fca311',\n", + " 'is in couple with':'#fca311',\n", + " 'is the father of':'#cce03d', \n", + " 'is the mother of':'#cce03d',\n", + " 'is a friend of':'#35c4d7', \n", + " 'is in the family of':'#cce03d', \n", + " 'is the enemy of':'#000000'}" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "smaller-complaint", + "metadata": {}, + "outputs": [], + "source": [ + "# get edges\n", + "hp4 = hp4.sort_values('score',ascending=False)\n", + "hp4 = hp4[hp4.score>0.4]\n", + "\n", + "all_stars = np.unique(list(hp4.star1.values)+list(hp4.star2.values))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "acting-video", + "metadata": {}, + "outputs": [], + "source": [ + "g = Network()\n", + "\n", + "# add nodes\n", + "for star in all_stars:\n", + " star_data = cast[cast.name==star]\n", + " character = star_data['character'].iloc[0]\n", + " image_path = tmdb.get_person_image_from_id(star_data.id.iloc[0])\n", + " image = 'https://image.tmdb.org/t/p/original'+image_path[\"profiles\"][0][\"file_path\"]\n", + " g.add_node(star, \n", + " label = character,\n", + " title = star,\n", + " shape='image', image =image,\n", + " borderWidth=0,\n", + " size = 30,\n", + " labelHighlightBold=True)\n", + "\n", + "# add edges\n", + "for i,row in hp4.iterrows():\n", + " g.add_edge(row.star1,row.star2, \n", + " value=100*row.score,\n", + " color=relationship_color[row.question])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "worth-subcommittee", + "metadata": {}, + "outputs": [], + "source": [ + "g.show(\"hp4_chars_relationships.html\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "sought-convergence", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From e6bb03cb16ef9f542c9e0268362560712b96ccf0 Mon Sep 17 00:00:00 2001 From: JPegoraro Date: Fri, 10 Jun 2022 23:41:27 +0200 Subject: [PATCH 17/21] add actors and actresses age at release --- .../age_gap/hp4_chars_relationships.html | 2 +- .../hp4_chars_relationships_circular.html | 2 +- .../age_gap/plot_relation_with_pyvis.ipynb | 63 +++++++++++-------- 3 files changed, 40 insertions(+), 27 deletions(-) diff --git a/notebooks/age_gap/hp4_chars_relationships.html b/notebooks/age_gap/hp4_chars_relationships.html index 28ba040..227875d 100644 --- a/notebooks/age_gap/hp4_chars_relationships.html +++ b/notebooks/age_gap/hp4_chars_relationships.html @@ -51,7 +51,7 @@

// parsing and collecting nodes and edges from the python nodes = new vis.DataSet([{"borderWidth": 0, "id": "Afshan Azad", "image": "https://image.tmdb.org/t/p/original/z0eJOCf7UmaK76by4PcdNz9NKeP.jpg", "label": "Padma Patil", "labelHighlightBold": true, "shape": "image", "size": 30, "title": "Afshan Azad"}, {"borderWidth": 0, "id": "Bonnie Wright", "image": "https://image.tmdb.org/t/p/original/1O3bVJp2geFCqlDkOCJuTeSuqx.jpg", "label": "Ginny Weasley", "labelHighlightBold": true, "shape": "image", "size": 30, "title": "Bonnie Wright"}, {"borderWidth": 0, "id": "Daniel Radcliffe", "image": "https://image.tmdb.org/t/p/original/uAICvHxj4cwSGjEY9B09Mhqxrk.jpg", "label": "Harry Potter", "labelHighlightBold": true, "shape": "image", "size": 30, "title": "Daniel Radcliffe"}, {"borderWidth": 0, "id": "Emma Watson", "image": "https://image.tmdb.org/t/p/original/tvPPRGzAzdQFhlKzLbMO1EpuTJI.jpg", "label": "Hermione Granger", "labelHighlightBold": true, "shape": "image", "size": 30, "title": "Emma Watson"}, {"borderWidth": 0, "id": "Gary Oldman", "image": "https://image.tmdb.org/t/p/original/2v9FVVBUrrkW2m3QOcYkuhq9A6o.jpg", "label": "Sirius Black", "labelHighlightBold": true, "shape": "image", "size": 30, "title": "Gary Oldman"}, {"borderWidth": 0, "id": "Jason Isaacs", "image": "https://image.tmdb.org/t/p/original/nlim5RpNgpNcN0BWhhOCWmaMEHI.jpg", "label": "Lucius Malfoy", "labelHighlightBold": true, "shape": "image", "size": 30, "title": "Jason Isaacs"}, {"borderWidth": 0, "id": "Jeff Rawle", "image": "https://image.tmdb.org/t/p/original/h3boko7omXOqHW2Nd4d4NAm54ZM.jpg", "label": "Amos Diggory", "labelHighlightBold": true, "shape": "image", "size": 30, "title": "Jeff Rawle"}, {"borderWidth": 0, "id": "Katie Leung", "image": "https://image.tmdb.org/t/p/original/ahnrv2ih7f7mqjDjbkiv1v728Ga.jpg", "label": "Cho Chang", "labelHighlightBold": true, "shape": "image", "size": 30, "title": "Katie Leung"}, {"borderWidth": 0, "id": "Mark Williams", "image": "https://image.tmdb.org/t/p/original/gdlEDhxSmPv3hWHbpTuwCI5Jrtk.jpg", "label": "Arthur Weasley", "labelHighlightBold": true, "shape": "image", "size": 30, "title": "Mark Williams"}, {"borderWidth": 0, "id": "Oliver Phelps", "image": "https://image.tmdb.org/t/p/original/ayhhLnxQYTR50VQKeGFhiYFPyka.jpg", "label": "George Weasley", "labelHighlightBold": true, "shape": "image", "size": 30, "title": "Oliver Phelps"}, {"borderWidth": 0, "id": "Ralph Fiennes", "image": "https://image.tmdb.org/t/p/original/tJr9GcmGNHhLVVEH3i7QYbj6hBi.jpg", "label": "Lord Voldemort", "labelHighlightBold": true, "shape": "image", "size": 30, "title": "Ralph Fiennes"}, {"borderWidth": 0, "id": "Robert Pattinson", "image": "https://image.tmdb.org/t/p/original/6RVxNlNmc0DIfZzaJKCJM43If3M.jpg", "label": "Cedric Diggory", "labelHighlightBold": true, "shape": "image", "size": 30, "title": "Robert Pattinson"}, {"borderWidth": 0, "id": "Rupert Grint", "image": "https://image.tmdb.org/t/p/original/iFlkpTaOF6fGLqxz8b0PhI0i0zN.jpg", "label": "Ron Weasley", "labelHighlightBold": true, "shape": "image", "size": 30, "title": "Rupert Grint"}, {"borderWidth": 0, "id": "Shefali Chowdhury", "image": "https://image.tmdb.org/t/p/original/tj2UrD1uSdK1P2v0w65Ps5wuACU.jpg", "label": "Parvati Patil", "labelHighlightBold": true, "shape": "image", "size": 30, "title": "Shefali Chowdhury"}, {"borderWidth": 0, "id": "Stanislav Yanevski", "image": "https://image.tmdb.org/t/p/original/8vbMJ7qu9DLJcAyvA7G13hYNOFT.jpg", "label": "Viktor Krum", "labelHighlightBold": true, "shape": "image", "size": 30, "title": "Stanislav Yanevski"}, {"borderWidth": 0, "id": "Tom Felton", "image": "https://image.tmdb.org/t/p/original/4fO0PjiBbNFEnYLPe55xUUP7Wgf.jpg", "label": "Draco Malfoy", "labelHighlightBold": true, "shape": "image", "size": 30, "title": "Tom Felton"}]); - edges = new vis.DataSet([{"color": "#35c4d7", "from": "Daniel Radcliffe", "to": "Emma Watson", "value": 93.40982437133788}, {"color": "#35c4d7", "from": "Daniel Radcliffe", "to": "Rupert Grint", "value": 91.89558625221252}, {"color": "#cce03d", "from": "Tom Felton", "to": "Jason Isaacs", "value": 89.30890560150146}, {"color": "#fca311", "from": "Katie Leung", "to": "Daniel Radcliffe", "value": 87.09089159965515}, {"color": "#fca311", "from": "Stanislav Yanevski", "to": "Emma Watson", "value": 74.2298424243927}, {"color": "#000000", "from": "Tom Felton", "to": "Daniel Radcliffe", "value": 70.67006230354309}, {"color": "#000000", "from": "Robert Pattinson", "to": "Ralph Fiennes", "value": 64.6350622177124}, {"color": "#cce03d", "from": "Jeff Rawle", "to": "Robert Pattinson", "value": 63.198912143707275}, {"color": "#cce03d", "from": "Bonnie Wright", "to": "Mark Williams", "value": 60.21912097930908}, {"color": "#cce03d", "from": "Daniel Radcliffe", "to": "Mark Williams", "value": 58.58624577522278}, {"color": "#cce03d", "from": "Afshan Azad", "to": "Shefali Chowdhury", "value": 47.808638215065}, {"color": "#cce03d", "from": "Oliver Phelps", "to": "Mark Williams", "value": 46.43263518810272}, {"color": "#000000", "from": "Daniel Radcliffe", "to": "Ralph Fiennes", "value": 46.04539275169372}, {"color": "#cce03d", "from": "Daniel Radcliffe", "to": "Gary Oldman", "value": 45.671945810317986}, {"color": "#cce03d", "from": "Rupert Grint", "to": "Mark Williams", "value": 45.2230304479599}, {"color": "#cce03d", "from": "Katie Leung", "to": "Robert Pattinson", "value": 42.31524765491485}]); + edges = new vis.DataSet([{"color": "#35c4d7", "from": "Daniel Radcliffe", "title": "At movie release\nDaniel Radcliffe was 16 years old \nEmma Watson was 15 years old \n", "to": "Emma Watson", "value": 93.40982437133788}, {"color": "#35c4d7", "from": "Daniel Radcliffe", "title": "At movie release\nDaniel Radcliffe was 16 years old \nRupert Grint was 17 years old \n", "to": "Rupert Grint", "value": 91.89558625221252}, {"color": "#cce03d", "from": "Tom Felton", "title": "At movie release\nTom Felton was 18 years old \nJason Isaacs was 42 years old \n", "to": "Jason Isaacs", "value": 89.30890560150146}, {"color": "#fca311", "from": "Katie Leung", "title": "At movie release\nKatie Leung was 18 years old \nDaniel Radcliffe was 16 years old \n", "to": "Daniel Radcliffe", "value": 87.09089159965515}, {"color": "#fca311", "from": "Stanislav Yanevski", "title": "At movie release\nStanislav Yanevski was 20 years old \nEmma Watson was 15 years old \n", "to": "Emma Watson", "value": 74.2298424243927}, {"color": "#000000", "from": "Tom Felton", "title": "At movie release\nTom Felton was 18 years old \nDaniel Radcliffe was 16 years old \n", "to": "Daniel Radcliffe", "value": 70.67006230354309}, {"color": "#000000", "from": "Robert Pattinson", "title": "At movie release\nRobert Pattinson was 19 years old \nRalph Fiennes was 42 years old \n", "to": "Ralph Fiennes", "value": 64.6350622177124}, {"color": "#cce03d", "from": "Jeff Rawle", "title": "At movie release\nJeff Rawle was 54 years old \nRobert Pattinson was 19 years old \n", "to": "Robert Pattinson", "value": 63.198912143707275}, {"color": "#cce03d", "from": "Bonnie Wright", "title": "At movie release\nBonnie Wright was 14 years old \nMark Williams was 46 years old \n", "to": "Mark Williams", "value": 60.21912097930908}, {"color": "#cce03d", "from": "Daniel Radcliffe", "title": "At movie release\nDaniel Radcliffe was 16 years old \nMark Williams was 46 years old \n", "to": "Mark Williams", "value": 58.58624577522278}, {"color": "#cce03d", "from": "Afshan Azad", "title": "At movie release\nAfshan Azad was 17 years old \nShefali Chowdhury was 17 years old \n", "to": "Shefali Chowdhury", "value": 47.808638215065}, {"color": "#cce03d", "from": "Oliver Phelps", "title": "At movie release\nOliver Phelps was 19 years old \nMark Williams was 46 years old \n", "to": "Mark Williams", "value": 46.43263518810272}, {"color": "#000000", "from": "Daniel Radcliffe", "title": "At movie release\nDaniel Radcliffe was 16 years old \nRalph Fiennes was 42 years old \n", "to": "Ralph Fiennes", "value": 46.04539275169372}, {"color": "#cce03d", "from": "Daniel Radcliffe", "title": "At movie release\nDaniel Radcliffe was 16 years old \nGary Oldman was 47 years old \n", "to": "Gary Oldman", "value": 45.671945810317986}, {"color": "#cce03d", "from": "Rupert Grint", "title": "At movie release\nRupert Grint was 17 years old \nMark Williams was 46 years old \n", "to": "Mark Williams", "value": 45.2230304479599}, {"color": "#cce03d", "from": "Katie Leung", "title": "At movie release\nKatie Leung was 18 years old \nRobert Pattinson was 19 years old \n", "to": "Robert Pattinson", "value": 42.31524765491485}]); // adding nodes and edges to the graph data = {nodes: nodes, edges: edges}; diff --git a/notebooks/age_gap/hp4_chars_relationships_circular.html b/notebooks/age_gap/hp4_chars_relationships_circular.html index efabe45..438e33a 100644 --- a/notebooks/age_gap/hp4_chars_relationships_circular.html +++ b/notebooks/age_gap/hp4_chars_relationships_circular.html @@ -51,7 +51,7 @@

// parsing and collecting nodes and edges from the python nodes = new vis.DataSet([{"borderWidth": 0, "id": "Afshan Azad", "image": "https://image.tmdb.org/t/p/original/z0eJOCf7UmaK76by4PcdNz9NKeP.jpg", "label": "Padma Patil", "labelHighlightBold": true, "shape": "circularImage", "size": 30, "title": "Afshan Azad"}, {"borderWidth": 0, "id": "Bonnie Wright", "image": "https://image.tmdb.org/t/p/original/1O3bVJp2geFCqlDkOCJuTeSuqx.jpg", "label": "Ginny Weasley", "labelHighlightBold": true, "shape": "circularImage", "size": 30, "title": "Bonnie Wright"}, {"borderWidth": 0, "id": "Daniel Radcliffe", "image": "https://image.tmdb.org/t/p/original/uAICvHxj4cwSGjEY9B09Mhqxrk.jpg", "label": "Harry Potter", "labelHighlightBold": true, "shape": "circularImage", "size": 30, "title": "Daniel Radcliffe"}, {"borderWidth": 0, "id": "Emma Watson", "image": "https://image.tmdb.org/t/p/original/tvPPRGzAzdQFhlKzLbMO1EpuTJI.jpg", "label": "Hermione Granger", "labelHighlightBold": true, "shape": "circularImage", "size": 30, "title": "Emma Watson"}, {"borderWidth": 0, "id": "Gary Oldman", "image": "https://image.tmdb.org/t/p/original/2v9FVVBUrrkW2m3QOcYkuhq9A6o.jpg", "label": "Sirius Black", "labelHighlightBold": true, "shape": "circularImage", "size": 30, "title": "Gary Oldman"}, {"borderWidth": 0, "id": "Jason Isaacs", "image": "https://image.tmdb.org/t/p/original/nlim5RpNgpNcN0BWhhOCWmaMEHI.jpg", "label": "Lucius Malfoy", "labelHighlightBold": true, "shape": "circularImage", "size": 30, "title": "Jason Isaacs"}, {"borderWidth": 0, "id": "Jeff Rawle", "image": "https://image.tmdb.org/t/p/original/h3boko7omXOqHW2Nd4d4NAm54ZM.jpg", "label": "Amos Diggory", "labelHighlightBold": true, "shape": "circularImage", "size": 30, "title": "Jeff Rawle"}, {"borderWidth": 0, "id": "Katie Leung", "image": "https://image.tmdb.org/t/p/original/ahnrv2ih7f7mqjDjbkiv1v728Ga.jpg", "label": "Cho Chang", "labelHighlightBold": true, "shape": "circularImage", "size": 30, "title": "Katie Leung"}, {"borderWidth": 0, "id": "Mark Williams", "image": "https://image.tmdb.org/t/p/original/gdlEDhxSmPv3hWHbpTuwCI5Jrtk.jpg", "label": "Arthur Weasley", "labelHighlightBold": true, "shape": "circularImage", "size": 30, "title": "Mark Williams"}, {"borderWidth": 0, "id": "Oliver Phelps", "image": "https://image.tmdb.org/t/p/original/ayhhLnxQYTR50VQKeGFhiYFPyka.jpg", "label": "George Weasley", "labelHighlightBold": true, "shape": "circularImage", "size": 30, "title": "Oliver Phelps"}, {"borderWidth": 0, "id": "Ralph Fiennes", "image": "https://image.tmdb.org/t/p/original/tJr9GcmGNHhLVVEH3i7QYbj6hBi.jpg", "label": "Lord Voldemort", "labelHighlightBold": true, "shape": "circularImage", "size": 30, "title": "Ralph Fiennes"}, {"borderWidth": 0, "id": "Robert Pattinson", "image": "https://image.tmdb.org/t/p/original/6RVxNlNmc0DIfZzaJKCJM43If3M.jpg", "label": "Cedric Diggory", "labelHighlightBold": true, "shape": "circularImage", "size": 30, "title": "Robert Pattinson"}, {"borderWidth": 0, "id": "Rupert Grint", "image": "https://image.tmdb.org/t/p/original/iFlkpTaOF6fGLqxz8b0PhI0i0zN.jpg", "label": "Ron Weasley", "labelHighlightBold": true, "shape": "circularImage", "size": 30, "title": "Rupert Grint"}, {"borderWidth": 0, "id": "Shefali Chowdhury", "image": "https://image.tmdb.org/t/p/original/tj2UrD1uSdK1P2v0w65Ps5wuACU.jpg", "label": "Parvati Patil", "labelHighlightBold": true, "shape": "circularImage", "size": 30, "title": "Shefali Chowdhury"}, {"borderWidth": 0, "id": "Stanislav Yanevski", "image": "https://image.tmdb.org/t/p/original/8vbMJ7qu9DLJcAyvA7G13hYNOFT.jpg", "label": "Viktor Krum", "labelHighlightBold": true, "shape": "circularImage", "size": 30, "title": "Stanislav Yanevski"}, {"borderWidth": 0, "id": "Tom Felton", "image": "https://image.tmdb.org/t/p/original/4fO0PjiBbNFEnYLPe55xUUP7Wgf.jpg", "label": "Draco Malfoy", "labelHighlightBold": true, "shape": "circularImage", "size": 30, "title": "Tom Felton"}]); - edges = new vis.DataSet([{"color": "#35c4d7", "from": "Daniel Radcliffe", "to": "Emma Watson", "value": 93.40982437133788}, {"color": "#35c4d7", "from": "Daniel Radcliffe", "to": "Rupert Grint", "value": 91.89558625221252}, {"color": "#cce03d", "from": "Tom Felton", "to": "Jason Isaacs", "value": 89.30890560150146}, {"color": "#fca311", "from": "Katie Leung", "to": "Daniel Radcliffe", "value": 87.09089159965515}, {"color": "#fca311", "from": "Stanislav Yanevski", "to": "Emma Watson", "value": 74.2298424243927}, {"color": "#000000", "from": "Tom Felton", "to": "Daniel Radcliffe", "value": 70.67006230354309}, {"color": "#000000", "from": "Robert Pattinson", "to": "Ralph Fiennes", "value": 64.6350622177124}, {"color": "#cce03d", "from": "Jeff Rawle", "to": "Robert Pattinson", "value": 63.198912143707275}, {"color": "#cce03d", "from": "Bonnie Wright", "to": "Mark Williams", "value": 60.21912097930908}, {"color": "#cce03d", "from": "Daniel Radcliffe", "to": "Mark Williams", "value": 58.58624577522278}, {"color": "#cce03d", "from": "Afshan Azad", "to": "Shefali Chowdhury", "value": 47.808638215065}, {"color": "#cce03d", "from": "Oliver Phelps", "to": "Mark Williams", "value": 46.43263518810272}, {"color": "#000000", "from": "Daniel Radcliffe", "to": "Ralph Fiennes", "value": 46.04539275169372}, {"color": "#cce03d", "from": "Daniel Radcliffe", "to": "Gary Oldman", "value": 45.671945810317986}, {"color": "#cce03d", "from": "Rupert Grint", "to": "Mark Williams", "value": 45.2230304479599}, {"color": "#cce03d", "from": "Katie Leung", "to": "Robert Pattinson", "value": 42.31524765491485}]); + edges = new vis.DataSet([{"color": "#35c4d7", "from": "Daniel Radcliffe", "title": "At movie release\nDaniel Radcliffe was 16 years old \nEmma Watson was 15 years old \n", "to": "Emma Watson", "value": 93.40982437133788}, {"color": "#35c4d7", "from": "Daniel Radcliffe", "title": "At movie release\nDaniel Radcliffe was 16 years old \nRupert Grint was 17 years old \n", "to": "Rupert Grint", "value": 91.89558625221252}, {"color": "#cce03d", "from": "Tom Felton", "title": "At movie release\nTom Felton was 18 years old \nJason Isaacs was 42 years old \n", "to": "Jason Isaacs", "value": 89.30890560150146}, {"color": "#fca311", "from": "Katie Leung", "title": "At movie release\nKatie Leung was 18 years old \nDaniel Radcliffe was 16 years old \n", "to": "Daniel Radcliffe", "value": 87.09089159965515}, {"color": "#fca311", "from": "Stanislav Yanevski", "title": "At movie release\nStanislav Yanevski was 20 years old \nEmma Watson was 15 years old \n", "to": "Emma Watson", "value": 74.2298424243927}, {"color": "#000000", "from": "Tom Felton", "title": "At movie release\nTom Felton was 18 years old \nDaniel Radcliffe was 16 years old \n", "to": "Daniel Radcliffe", "value": 70.67006230354309}, {"color": "#000000", "from": "Robert Pattinson", "title": "At movie release\nRobert Pattinson was 19 years old \nRalph Fiennes was 42 years old \n", "to": "Ralph Fiennes", "value": 64.6350622177124}, {"color": "#cce03d", "from": "Jeff Rawle", "title": "At movie release\nJeff Rawle was 54 years old \nRobert Pattinson was 19 years old \n", "to": "Robert Pattinson", "value": 63.198912143707275}, {"color": "#cce03d", "from": "Bonnie Wright", "title": "At movie release\nBonnie Wright was 14 years old \nMark Williams was 46 years old \n", "to": "Mark Williams", "value": 60.21912097930908}, {"color": "#cce03d", "from": "Daniel Radcliffe", "title": "At movie release\nDaniel Radcliffe was 16 years old \nMark Williams was 46 years old \n", "to": "Mark Williams", "value": 58.58624577522278}, {"color": "#cce03d", "from": "Afshan Azad", "title": "At movie release\nAfshan Azad was 17 years old \nShefali Chowdhury was 17 years old \n", "to": "Shefali Chowdhury", "value": 47.808638215065}, {"color": "#cce03d", "from": "Oliver Phelps", "title": "At movie release\nOliver Phelps was 19 years old \nMark Williams was 46 years old \n", "to": "Mark Williams", "value": 46.43263518810272}, {"color": "#000000", "from": "Daniel Radcliffe", "title": "At movie release\nDaniel Radcliffe was 16 years old \nRalph Fiennes was 42 years old \n", "to": "Ralph Fiennes", "value": 46.04539275169372}, {"color": "#cce03d", "from": "Daniel Radcliffe", "title": "At movie release\nDaniel Radcliffe was 16 years old \nGary Oldman was 47 years old \n", "to": "Gary Oldman", "value": 45.671945810317986}, {"color": "#cce03d", "from": "Rupert Grint", "title": "At movie release\nRupert Grint was 17 years old \nMark Williams was 46 years old \n", "to": "Mark Williams", "value": 45.2230304479599}, {"color": "#cce03d", "from": "Katie Leung", "title": "At movie release\nKatie Leung was 18 years old \nRobert Pattinson was 19 years old \n", "to": "Robert Pattinson", "value": 42.31524765491485}]); // adding nodes and edges to the graph data = {nodes: nodes, edges: edges}; diff --git a/notebooks/age_gap/plot_relation_with_pyvis.ipynb b/notebooks/age_gap/plot_relation_with_pyvis.ipynb index fc58130..75090b3 100644 --- a/notebooks/age_gap/plot_relation_with_pyvis.ipynb +++ b/notebooks/age_gap/plot_relation_with_pyvis.ipynb @@ -3,7 +3,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "amazing-bosnia", + "id": "worst-member", "metadata": { "scrolled": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "golden-virgin", + "id": "waiting-graph", "metadata": {}, "source": [ "# Plot Characters relationships" @@ -35,30 +35,34 @@ }, { "cell_type": "code", - "execution_count": 3, - "id": "indirect-intervention", + "execution_count": 23, + "id": "detected-effects", "metadata": {}, "outputs": [], "source": [ "# Define color by relationship type\n", - "relationship_color = {'kisses':'#fca311', \n", - " 'sleeps with':'#fca311', \n", - " 'goes on a date with':'#fca311', \n", - " 'has sex with':'#fca311', \n", - " 'marries':'#fca311', \n", - " 'is in love with':'#fca311',\n", - " 'is in couple with':'#fca311',\n", - " 'is the father of':'#cce03d', \n", - " 'is the mother of':'#cce03d',\n", - " 'is a friend of':'#35c4d7', \n", - " 'is in the family of':'#cce03d', \n", - " 'is the enemy of':'#000000'}" + "relationship_type = {'kisses':'love', \n", + " 'sleeps with':'love', \n", + " 'goes on a date with':'love', \n", + " 'has sex with':'love', \n", + " 'marries':'love', \n", + " 'is in love with':'love',\n", + " 'is in couple with':'love',\n", + " 'is the father of':'family', \n", + " 'is the mother of':'family',\n", + " 'is a friend of':'friend', \n", + " 'is in the family of':'family', \n", + " 'is the enemy of':'enemy'}\n", + "relationship_color = {'love':'#fca311', \n", + " 'family':'#cce03d', \n", + " 'friend':'#35c4d7', \n", + " 'enemy':'#000000'}" ] }, { "cell_type": "code", "execution_count": 4, - "id": "smaller-complaint", + "id": "square-answer", "metadata": {}, "outputs": [], "source": [ @@ -71,8 +75,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "id": "acting-video", + "execution_count": 35, + "id": "exciting-theme", "metadata": {}, "outputs": [], "source": [ @@ -87,32 +91,41 @@ " g.add_node(star, \n", " label = character,\n", " title = star,\n", - " shape='image', image =image,\n", + " shape='circularImage', image =image,\n", " borderWidth=0,\n", " size = 30,\n", " labelHighlightBold=True)\n", "\n", "# add edges\n", "for i,row in hp4.iterrows():\n", + " row_relation_type = relationship_type[row.question]\n", + " title = \"At movie release\\n\"+\\\n", + " '{} was {} years old \\n'.format(row.star1,cast[cast.name==row.star1]['age_at_release'].iloc[0])+\\\n", + " '{} was {} years old \\n'.format(row.star2,cast[cast.name==row.star2]['age_at_release'].iloc[0])\n", + " \n", + " \n", + "# if row_relation_type=='love': # is romantic relationship\n", + "# title = age_gap\n", " g.add_edge(row.star1,row.star2, \n", " value=100*row.score,\n", - " color=relationship_color[row.question])" + " color=relationship_color[row_relation_type],\n", + " title = title)" ] }, { "cell_type": "code", - "execution_count": 6, - "id": "worth-subcommittee", + "execution_count": 37, + "id": "featured-greek", "metadata": {}, "outputs": [], "source": [ - "g.show(\"hp4_chars_relationships.html\")" + "g.show(\"hp4_chars_relationships_circular.html\")" ] }, { "cell_type": "code", "execution_count": null, - "id": "sought-convergence", + "id": "consistent-iceland", "metadata": {}, "outputs": [], "source": [] From a04f1c9aa6bfb2c58820dedb5f0c5a8d8b1dc9fc Mon Sep 17 00:00:00 2001 From: JPegoraro Date: Sun, 12 Jun 2022 22:03:52 +0200 Subject: [PATCH 18/21] plot age gaps for couples in streamlit --- notebooks/age_gap/age_gap_visualisation.py | 99 ++++++++++++++++++++++ 1 file changed, 99 insertions(+) create mode 100644 notebooks/age_gap/age_gap_visualisation.py diff --git a/notebooks/age_gap/age_gap_visualisation.py b/notebooks/age_gap/age_gap_visualisation.py new file mode 100644 index 0000000..f15a450 --- /dev/null +++ b/notebooks/age_gap/age_gap_visualisation.py @@ -0,0 +1,99 @@ +import sys +sys.path.append("../..") +from age_gap_automation import Movie +import process_couples as pc +import bechdelai.data.wikipedia as wiki +import bechdelai.data.tmdb as tmdb + +import streamlit as st +import pandas as pd +import plotly.express as px + +MOVIE_FILES = {"Harry Potter and the Goblet of Fire":"hp4.csv", + "Call me by your name":"call_me.csv", + "The Big Lebowski":"lebowski.csv", + "Love Actually":"love_actually.csv"} +MOVIE_YEARS = {"Harry Potter and the Goblet of Fire":2005, + "Call me by your name":2017, + "The Big Lebowski":1998, + "Love Actually":2003} + +VERBS = ['kisses', 'sleeps with', 'goes on a date with', 'has sex with', 'marries', 'is in love with','is in couple with', 'is the father of', 'is the mother of'] +LOVE_VERBS = ['kisses', 'sleeps with', 'goes on a date with', 'has sex with', 'marries', 'is in love with','is in couple with'] + +@st.cache +def load_data_from_file(file): + return pd.read_csv(file) +def load_data(movie): + return pc.compute_relationships_in_movie(movie.cast,movie.plot, VERBS) + + +def main(): + st.set_page_config(layout="wide") + title = st.selectbox("Choose a movie:",list(MOVIE_FILES.keys())) + st.title(title) + st.subheader('Romantic relationships') + + + movie = Movie(title,MOVIE_YEARS[title]) + cast = movie.cast + + try: + scores = load_data_from_file(MOVIE_FILES[title]) + except FileNotFoundError: + with st.spinner('Wait for it...'): + scores = load_data(movie) + + scores.sort_values('score',ascending=False,inplace=True) + scores.drop_duplicates(['star1','star2'],keep='first',inplace=True) # TO DO: avoid duplicates when star1 and star2 are inversed + + count=0 + for i,row in scores.iterrows(): + + if row.question not in LOVE_VERBS: + continue + + if (count==10) | (row.score<0.7): + break + + star_younger = {'name':row.star1, + 'character':row.character1, + 'age':cast[cast.name==row.star1]['age_at_release'].iloc[0], + 'gender':cast[cast.name==row.star1]['gender'].iloc[0], + 'image' : tmdb.get_person_image_from_id(row.star_id1)["profiles"][0]["file_path"] } + star_older = {'name':row.star2, + 'character':row.character2, + 'age':cast[cast.name==row.star2]['age_at_release'].iloc[0], + 'gender':cast[cast.name==row.star2]['gender'].iloc[0], + 'image' : tmdb.get_person_image_from_id(row.star_id2)["profiles"][0]["file_path"] } + + if star_younger['age'] > star_older['age']: + star_aux = star_younger + star_younger = star_older + star_older = star_aux + + + + st.subheader('{} and {}'.format(star_younger['character'], star_older['character'])) + st.write('They were played by {} and {} respectively. '.format(star_younger['name'], star_older['name'])) + st.write('Age gap: ' ,row.age_gap) + + col1, col2, col3,col4,col5 = st.columns([1.5,5,1.5,2,10]) + col1.image('https://image.tmdb.org/t/p/original'+star_younger['image'],width=100) + + + values = col2.slider( + '', + 10, 50, + (star_younger['age'], star_older['age']), + disabled=True, key = "slider_"+str(i)) + + col3.image('https://image.tmdb.org/t/p/original'+star_older['image'],width=100) + + # relationship_true = col4.radio('Is this relationship true?', ['Yes', 'No'],key = "radio_"+str(i)) + count+=1 + + + +if __name__ == "__main__": + main() From b57ff1914e1602bfd2997eeb86c66a0efba9cb9c Mon Sep 17 00:00:00 2001 From: JPegoraro Date: Tue, 14 Jun 2022 07:53:14 +0200 Subject: [PATCH 19/21] combine relationship visualisation in the same streamlit --- notebooks/age_gap/relationships_streamlit.py | 249 +++++++++++++++++++ 1 file changed, 249 insertions(+) create mode 100644 notebooks/age_gap/relationships_streamlit.py diff --git a/notebooks/age_gap/relationships_streamlit.py b/notebooks/age_gap/relationships_streamlit.py new file mode 100644 index 0000000..d8817af --- /dev/null +++ b/notebooks/age_gap/relationships_streamlit.py @@ -0,0 +1,249 @@ + +import sys +sys.path.append("../..") +from age_gap_automation import Movie +import process_couples as pc +import bechdelai.data.wikipedia as wiki +import bechdelai.data.tmdb as tmdb +from pyvis.network import Network +import numpy as np +import streamlit.components.v1 as components +from pyvis import network as net + +import streamlit as st +import pandas as pd +from streamlit_option_menu import option_menu + + +MOVIE_FILES = {"Harry Potter et la Coupe de Feu":"hp4.csv", + "Call me by your name":"call_me.csv", + "The Big Lebowski":"lebowski.csv", + "Love Actually":"love_actually.csv"} +MOVIE_YEARS = {"Harry Potter et la Coupe de Feu":2005, + "Call me by your name":2017, + "The Big Lebowski":1998, + "Love Actually":2003} +MOVIE_ORIG = {"Harry Potter et la Coupe de Feu":"Harry Potter and the Goblet of Fire", + "Call me by your name":"Call me by your name", + "The Big Lebowski":"The Big Lebowski", + "Love Actually":"Love Actually"} + +VERBS = ['kisses', 'sleeps with', 'goes on a date with', 'has sex with', 'marries', 'is in love with','is in couple with', 'is the father of', 'is the mother of'] +LOVE_VERBS = ['kisses', 'sleeps with', 'goes on a date with', 'has sex with', 'marries', 'is in love with','is in couple with'] + +@st.cache(allow_output_mutation=True) +def load_data_from_file(file): + return pd.read_csv(file) +@st.cache +def load_data(movie): + return pc.compute_relationships_in_movie(movie.cast,movie.plot, VERBS) + + +# --------------- MENU SELECTION +def menu_horizontal(): + selected_info = option_menu(None, + ["Relations", "Couples", "Corrections"], + icons=['people', 'heart', "check-all",], + menu_icon="cast", + default_index=0, + orientation="horizontal", + styles={ + "container": {"padding": "0!important", "background-color": "#fafafa"}, + "icon": {"color": "#EEAE46", "font-size": "20px"}, + "nav-link": {"font-size": "20px", "text-align": "left", "margin":"0px", "--hover-color": "#eee"}, + "nav-link-selected": {"background-color": "#D0DE5C"}, + } + ) + return selected_info + +def create_network(cast,scores): + # Define color by relationship type + relationship_type = {'kisses':'love', + 'sleeps with':'love', + 'goes on a date with':'love', + 'has sex with':'love', + 'marries':'love', + 'is in love with':'love', + 'is in couple with':'love', + 'is the father of':'family', + 'is the mother of':'family', + 'is the son of':'family', + 'is the daughter of':'family', + 'is a friend of':'friend', + 'is in the family of':'family', + 'is the enemy of':'enemy'} + relationship_color = {'love':'#fca311', + 'family':'#cce03d', + 'friend':'#35c4d7', + 'enemy':'#000000'} + color_node = {0:'#187498', + 1:'#F9D923', + 2:'#36AE7C', + 3:'#EB5353'} + + g = Network('750px', '690px') + + # add nodes + all_stars = np.unique(list(scores.star1.values)+list(scores.star2.values)) + for star in all_stars: + star_data = cast[cast.name==star] + character = star_data['character'].iloc[0] + image_path = tmdb.get_person_image_from_id(star_data.id.iloc[0]) + try: + image = 'https://image.tmdb.org/t/p/original'+image_path["profiles"][0]["file_path"] + except IndexError: + image = "http://cdn.onlinewebfonts.com/svg/img_233997.png" + g.add_node(star, + label = character, + title = star, + shape='circularImage', + image =image, + # borderWidth=0, # without border + color = color_node[star_data['gender'].iloc[0]], # with color border by gender + borderWidth=3, # with color border + size = 30, + labelHighlightBold=True) + + # add edges + for i,row in scores.iterrows(): + row_relation_type = relationship_type[row.question] + title = "{} {} {}\n\n".format(row.character2,row.question,row.character1)+\ + "At movie release\n"+\ + '{} was {} years old \n'.format(row.star1,cast[cast.name==row.star1]['age_at_release'].iloc[0])+\ + '{} was {} years old \n'.format(row.star2,cast[cast.name==row.star2]['age_at_release'].iloc[0]) + + + # if row_relation_type=='love': # is romantic relationship + # title = age_gap + g.add_edge(row.star1,row.star2, + value=100*row.score, + color=relationship_color[row_relation_type], + title = title) + return g + +def do_relations(cast,scores): + g = create_network(cast,scores) + g.save_graph(f'relation_graph.html') + # st.header('Connections by Company Graph') + HtmlFile = open(f'relation_graph.html','r',encoding='utf-8') + + # Load HTML into HTML component for display on Streamlit + components.html(HtmlFile.read(), height=800, width=800) + +def get_scores(movie,title): + try: + scores = load_data_from_file(MOVIE_FILES[title]) + except FileNotFoundError: + with st.spinner('Patientez...'): + scores = load_data(movie) + return scores + +def do_couples(scores, cast): + scores.sort_values('score',ascending=False,inplace=True) + scores.drop_duplicates(['star1','star2'],keep='first',inplace=True) # TO DO: avoid duplicates when star1 and star2 are inversed + + count=0 + for i,row in scores.iterrows(): + + if row.question not in LOVE_VERBS: + continue + + if (count==10) | (row.score<0.7): + break + + star_younger = {'name':row.star1, + 'character':row.character1, + 'age':cast[cast.name==row.star1]['age_at_release'].iloc[0], + 'gender':cast[cast.name==row.star1]['gender'].iloc[0], + 'image' : tmdb.get_person_image_from_id(row.star_id1)["profiles"][0]["file_path"] } + star_older = {'name':row.star2, + 'character':row.character2, + 'age':cast[cast.name==row.star2]['age_at_release'].iloc[0], + 'gender':cast[cast.name==row.star2]['gender'].iloc[0], + 'image' : tmdb.get_person_image_from_id(row.star_id2)["profiles"][0]["file_path"] } + + if star_younger['age'] > star_older['age']: + star_aux = star_younger + star_younger = star_older + star_older = star_aux + + + + st.subheader('{} et {}'.format(star_younger['character'], star_older['character'])) + st.write('Ces personnages ont été joués par {} et {} respectivement. '.format(star_younger['name'], star_older['name'])) + st.write('Ecart d\'âge: ' ,row.age_gap) + + col1, col2, col3 = st.columns([1.5,5,1.5]) + col1.image('https://image.tmdb.org/t/p/original'+star_younger['image'],width=100) + + + values = col2.slider( + '', + 10, 50, + (star_younger['age'], star_older['age']), + disabled=True, key = "slider_"+str(i)) + + col3.image('https://image.tmdb.org/t/p/original'+star_older['image'],width=100) + + count+=1 + +def do_corrections(scores): + count=0 + for i,row in scores.iterrows(): + + if row.question not in VERBS: + continue + + if (count==10): + break + + if ('mother' in row.question) | ('father' in row.question): # for parental relationship, the threshold is high + if row.score < 0.85: + continue + st.subheader('{} {} {}'.format(row.character2, row.question, row.character1)) + st.write('Score: ',row.score) + # st.write('Age gap: ' ,row.age_gap) + + col1, col2, col3 = st.columns([2,2,2]) + img_star2 = tmdb.get_person_image_from_id(row.star_id2) + col1.image('https://image.tmdb.org/t/p/original'+img_star2["profiles"][0]["file_path"],width=150) + + img_star1 = tmdb.get_person_image_from_id(row.star_id1) + col2.image('https://image.tmdb.org/t/p/original'+img_star1["profiles"][0]["file_path"],width=150) + + relationship_true = col3.radio('Is this relationship true?', ['Yes', 'No'],key = "couple_"+str(i)) + + st.text("\n") + count+=1 + + +menu_nav_viz_dict = { +"Relations" : {"fn": do_relations}, +"Couples" : {"fn": do_couples}, +"Corrections" : {"fn": do_corrections},} + + +def main(): + st.set_page_config(layout="centered") + title = st.selectbox("Choisissez un film:",list(MOVIE_FILES.keys())) + # st.title(title) + + movie = Movie(MOVIE_ORIG[title],MOVIE_YEARS[title]) + cast = movie.cast + scores = get_scores(movie,title) + scores = scores.sort_values('score',ascending=False) + + selected_info= menu_horizontal() + + if selected_info in menu_nav_viz_dict.keys(): + if selected_info == "Relations": + do_relations(cast,scores[scores.score>0.4]) + elif selected_info == "Couples": + do_couples(scores,cast) + elif selected_info == "Corrections": + do_corrections(scores[scores.score>0.4]) + else : + st.empty() + +if __name__ == "__main__": + main() From e71528a9b246db63c68f3734f55e50eec63031ab Mon Sep 17 00:00:00 2001 From: Lokhia Date: Wed, 18 Jan 2023 10:28:13 +0100 Subject: [PATCH 20/21] some minors modif in Jupyter --- .../age_gap/age gap and relationships.ipynb | 5280 ++++++++++------- .../age_gap/plot_relation_with_pyvis.ipynb | 4 +- 2 files changed, 3043 insertions(+), 2241 deletions(-) diff --git a/notebooks/age_gap/age gap and relationships.ipynb b/notebooks/age_gap/age gap and relationships.ipynb index 6d97c27..04b04ba 100644 --- a/notebooks/age_gap/age gap and relationships.ipynb +++ b/notebooks/age_gap/age gap and relationships.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 6, "id": "premier-giving", "metadata": {}, "outputs": [], @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 7, "id": "serious-stage", "metadata": {}, "outputs": [], @@ -59,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "id": "uniform-converter", "metadata": { "scrolled": true @@ -74,9 +74,9 @@ " DATE\n", "\n", ". \n", - "\n", + "\n", " Elio\n", - " PERSON\n", + " ORG\n", "\n", ", a \n", "\n", @@ -93,10 +93,10 @@ " Italo-French\n", " NORP\n", "\n", - " young man, lives with his parents in rural \n", - "\n", + " boy, lives with his parents in rural \n", + "\n", " Northern Italy\n", - " GPE\n", + " LOC\n", "\n", ". \n", "\n", @@ -110,6 +110,11 @@ "\n", " \n", "\n", + " Jewish\n", + " NORP\n", + "\n", + " \n", + "\n", " American\n", " NORP\n", "\n", @@ -118,11 +123,6 @@ " Oliver\n", " PERSON\n", "\n", - ", who is also \n", - "\n", - " Jewish\n", - " NORP\n", - "\n", ", to live with the family over \n", "\n", " the summer\n", @@ -133,7 +133,7 @@ " Elio\n", " PERSON\n", "\n", - ", an introspective bibliophile and a talented musician, initially thinks he has little in common with \n", + ", an introspective bibliophile and a musician, initially thinks he has little in common with \n", "\n", " Oliver\n", " PERSON\n", @@ -163,7 +163,7 @@ " Oliver touches Elio's\n", " PERSON\n", "\n", - " back as a sign of interest but \n", + " back but \n", "\n", " Elio\n", " PERSON\n", @@ -175,12 +175,7 @@ "\n", " later finds himself jealous upon seeing \n", "\n", - " Oliver\n", - " PERSON\n", - "\n", - " pursue \n", - "\n", - " Chiara\n", + " Oliver pursue Chiara\n", " PERSON\n", "\n", ".
\n", @@ -223,7 +218,7 @@ " Oliver\n", " PERSON\n", "\n", - ", who is awestruck and tells him they cannot discuss such things. Later, in a secluded spot, the \n", + ", who tells him they cannot discuss such things. Later, in a secluded spot, the \n", "\n", " two\n", " CARDINAL\n", @@ -233,12 +228,7 @@ " first\n", " ORDINAL\n", "\n", - " time. \n", - "\n", - " Oliver\n", - " PERSON\n", - "\n", - " is reluctant to take things further and they do not speak for \n", + " time. They do not speak for \n", "\n", " several days\n", " DATE\n", @@ -249,9 +239,9 @@ " PERSON\n", "\n", " goes on a date with \n", - "\n", + "\n", " Marzia\n", - " PERSON\n", + " GPE\n", "\n", " and the \n", "\n", @@ -293,7 +283,7 @@ " first\n", " ORDINAL\n", "\n", - " time. In the immediate aftermath, \n", + " time. After, \n", "\n", " Oliver\n", " PERSON\n", @@ -303,7 +293,12 @@ " Elio\n", " PERSON\n", "\n", - ", "Call me by your name and I'll call you by mine." The morning after, \n", + ", "Call me by your name and I'll call you by mine". \n", + "\n", + " The morning\n", + " TIME\n", + "\n", + " after, \n", "\n", " Elio\n", " PERSON\n", @@ -323,42 +318,37 @@ " three days\n", " DATE\n", "\n", - ". He offers a cold response, leaving her heartbroken.
As the end of \n", + ". He responds coldly.
As the end of \n", "\n", " Oliver\n", " PERSON\n", "\n", - "'s stay approaches, he and \n", - "\n", - " Elio\n", - " PERSON\n", - "\n", - " both find themselves overcome by uncertainty and longing. \n", + "'s stay approaches, \n", "\n", " Elio\n", " PERSON\n", "\n", - "'s parents, who are privately aware of the bond between the \n", + "'s parents, who appear to be aware of the bond between the \n", "\n", " two\n", " CARDINAL\n", "\n", - " but do not address it openly, recommend he and \n", + ", recommend that he and \n", "\n", " Oliver\n", " PERSON\n", "\n", " visit \n", - "\n", + "\n", " Bergamo\n", - " ORG\n", + " FAC\n", "\n", " together before \n", "\n", " Oliver\n", " PERSON\n", "\n", - " returns home to the \n", + " returns to the \n", "\n", " U.S.\n", " GPE\n", @@ -378,12 +368,7 @@ " Oliver\n", " PERSON\n", "\n", - "'s departure, calls his mother and asks her to pick him up from the train station and take him home. \n", - "\n", - " Marzia\n", - " PERSON\n", - "\n", - " is sympathetic to \n", + "'s departure, calls his mother and asks her to pick him up from the train station and take him home. Marzia is sympathetic to \n", "\n", " Elio\n", " PERSON\n", @@ -398,15 +383,15 @@ " Oliver\n", " PERSON\n", "\n", - " and confesses to almost having had a similar relationship in his own youth. He urges \n", + " and confesses to having had a similar relationship in his own youth. He urges \n", "\n", " Elio\n", " PERSON\n", "\n", - " to learn from his grief and grow, instead of just moving on too quickly.
During \n", - "\n", + " to learn from his grief and grow instead of moving on too quickly.
During \n", + "\n", " Hanukkah\n", - " ORG\n", + " DATE\n", "\n", ", \n", "\n", @@ -438,12 +423,17 @@ " Oliver\n", " PERSON\n", "\n", - " responds with his; he also mentions that he remembers everything. After the call, \n", + " responds with his; \n", + "\n", + " Oliver\n", + " PERSON\n", + "\n", + " also says that he remembers everything. After the call, \n", "\n", " Elio\n", " PERSON\n", "\n", - " sits down by the fireplace and stares into the flames, tearfully reminiscing, as his parents and the house staff prepare a holiday dinner." + " sits down by the fireplace and stares into the flames, tearfully reflecting, as his parents and staff prepare the holiday dinner." ], "text/plain": [ "" @@ -545,32 +535,47 @@ " Graham\n", " PERSON\n", "\n", - ", drops by after drinking too much at the local pub, asking to spend the night. \n", + ", drops by after drinking too much at the local pub, asking to spend \n", + "\n", + " the night\n", + " TIME\n", + "\n", + ". \n", "\n", " Amanda\n", " PERSON\n", "\n", - " agrees and after they talk. \n", + " agrees and after they talk \n", "\n", " Graham\n", " PERSON\n", "\n", - " unexpectedly kisses her on the lips, then she suggests they have sex as she does not expect to see him ever again. \n", + " unexpectedly kisses her on the lips; she suggests they have sex as she does not expect to see him ever again. \n", "\n", " The next morning\n", " TIME\n", "\n", - ", despite having enjoyed their time together, they go their separate ways. That evening \n", + ", despite having enjoyed their time together, they go their separate ways. \n", + "\n", + " That evening\n", + " TIME\n", + "\n", + " \n", "\n", " Graham\n", " PERSON\n", "\n", - " meets friends at the pub for dinner and sees \n", + " meets friends at the pub for dinner, as he had mentioned to \n", + "\n", + " Amanda\n", + " ORG\n", + "\n", + ", and he sees \n", "\n", " Amanda\n", " PERSON\n", "\n", - " there, having decided to stay.
\n", + " there, she having decided to stay.
\n", "\n", " Iris\n", " PERSON\n", @@ -590,27 +595,22 @@ " Oscar\n", " PERSON\n", "\n", - "-winning screenwriter from \n", - "\n", - " the Golden Age of Film\n", - " ORG\n", - "\n", - ". Over dinner, \n", + "-winning screenwriter from the Golden Age of Film. Over dinner, \n", "\n", " Iris\n", " PERSON\n", "\n", " tells him about her troubles with \n", - "\n", + "\n", " Jasper\n", - " PERSON\n", + " ORG\n", "\n", - ". He gives her a long list of movies with strong female characters to watch so she can become "the leading lady of her own life."
\n", + ". He gives her a long list of movies with strong female characters to watch so she can become "the leading lady of her own life."
\n", "\n", " Iris\n", " PERSON\n", "\n", - " convinces \n", + " persuades \n", "\n", " Arthur\n", " PERSON\n", @@ -635,15 +635,10 @@ " Maggie\n", " PERSON\n", "\n", - ". While at the video store looking for \n", - "\n", - " one\n", - " CARDINAL\n", - "\n", - " of the movies on \n", - "\n", + ". While at the video store looking for one of the movies on \n", + "\n", " Arthur\n", - " PERSON\n", + " ORG\n", "\n", "'s list, he catches \n", "\n", @@ -676,16 +671,16 @@ " PERSON\n", "\n", ", telling him she has not cried since her parents divorced when she was \n", - "\n", + "\n", " 15\n", - " CARDINAL\n", + " DATE\n", "\n", ". Surprising him at his house, she discovers he is a widower with \n", "\n", " two\n", " CARDINAL\n", "\n", - " young daughters. He kept his daughters a secret because compartmentalizing his life helps him deal with the overwhelming responsibility of being a single working father. And he does not want to bring a woman into the girls' lives unless the relationship definitely has a future. They begin to think their relationship is more complicated than they can handle.
On \n", + " young daughters. He kept his daughters a secret because compartmentalizing his life helps him deal with the overwhelming responsibility of being a single working father, and he does not want to bring a woman into the girls' lives unless the relationship definitely has a future. They begin to think their relationship is more complicated than they can handle.
On \n", "\n", " the day\n", " DATE\n", @@ -716,9 +711,9 @@ " ORG\n", "\n", "'s but, drawing on the example of the women from \n", - "\n", + "\n", " Arthur\n", - " PERSON\n", + " ORG\n", "\n", "'s films, she kicks him out. At the gala, \n", "\n", @@ -740,7 +735,7 @@ " New Year's Eve\n", " EVENT\n", "\n", - ". She agrees and kisses him.
Meanwhile, \n", + ". She agrees and kisses him.
Meanwhile, \n", "\n", " Graham\n", " PERSON\n", @@ -751,9 +746,9 @@ " PERSON\n", "\n", " he has fallen for her and while she says she does not return the sentiment, they agree to try to make a long-distance relationship work. While heading to the airport, \n", - "\n", + "\n", " Amanda\n", - " PERSON\n", + " ORG\n", "\n", " breaks down crying. She runs back to the cottage and she and \n", "\n", @@ -776,9 +771,9 @@ " PERSON\n", "\n", ", \n", - "\n", + "\n", " Amanda\n", - " ORG\n", + " PERSON\n", "\n", ", \n", "\n", @@ -807,9 +802,34 @@ { "data": { "text/html": [ - "
In \n", + "
Albus \n", + "\n", + " Dumbledore\n", + " PERSON\n", + "\n", + " and \n", + "\n", + " Gellert Grindelwald\n", + " PERSON\n", + "\n", + " briefly meet in a Muggle teashop where they acknowledge their mutual feelings. Grindelwald vows to destroy the Muggle world, but \n", + "\n", + " Dumbledore\n", + " PERSON\n", + "\n", + " denounces the plan as madness, saying he once supported it only because he was young and foolish.
In \n", + "\n", + " Kweilin\n", + " GPE\n", + "\n", + ", \n", + "\n", + " China\n", + " GPE\n", + "\n", + ", \n", "\n", - " Bhutan 1932\n", + " 1932\n", " DATE\n", "\n", ", \n", @@ -818,43 +838,38 @@ " PERSON\n", "\n", " helps a \n", - "\n", + "\n", " Qilin\n", - " ORG\n", + " GPE\n", "\n", " — a magical creature that can see into one's soul as well as the future — give birth. \n", "\n", - " Gellert Grindelwald's\n", + " Grindelwald\n", " PERSON\n", "\n", - " acolytes, led by \n", - "\n", - " Credence Barebone\n", - " PERSON\n", + "'s acolytes, (led by \n", + "\n", + " Credence\n", + " ORG\n", "\n", - ", attack and kill the mother, and kidnap the newborn. \n", + "), attack and kill the mother, then kidnap the newborn. Grindelwald kills the creature, intending to harness its ability of precognition. Unbeknownst to them, the \n", "\n", - " Grindelwald\n", - " GPE\n", - "\n", - " subsequently kills the creature to harness its ability of precognition. However, unbeknownst to them, the \n", - "\n", " Qilin\n", - " ORG\n", + " GPE\n", "\n", - " has given birth to twins, the younger of which \n", + " had twins, the younger of which \n", "\n", " Newt\n", " PERSON\n", "\n", - " is able to save.
Unable to battle against \n", - "\n", + " saved.
Unable to battle \n", + "\n", " Grindelwald\n", - " GPE\n", + " PERSON\n", "\n", - " due to a blood pact, \n", + " due to a blood pact they formed, Albus \n", "\n", - " Albus Dumbledore\n", + " Dumbledore\n", " PERSON\n", "\n", " recruits \n", @@ -862,12 +877,12 @@ " Newt\n", " PERSON\n", "\n", - ", his brother, \n", + ", \n", "\n", - " Theseus\n", + " Newt\n", " PERSON\n", "\n", - ", \n", + "'s brother Theseus, \n", "\n", " Ilvermorny Charms\n", " ORG\n", @@ -887,97 +902,97 @@ " Yusuf Kama\n", " PERSON\n", "\n", - " and \n", - "\n", - " American No-Maj\n", - " ORG\n", + ", \n", + "\n", + " American\n", + " NORP\n", "\n", - " \n", + " No-Maj \n", "\n", " Jacob Kowalski\n", " PERSON\n", "\n", - " to thwart \n", - "\n", - " Grindelwald\n", - " GPE\n", - "\n", - "'s plan for world domination. \n", + ", and \n", "\n", - " Yusuf Kama\n", + " Newt\n", " PERSON\n", "\n", - " is tagged as a spy in \n", - "\n", + "'s assistant Bunty to thwart \n", + "\n", " Grindelwald\n", - " GPE\n", + " ORG\n", "\n", - "'s inner circle while the rest of the group is sent to \n", + "'s plan for world domination. They travel to \n", "\n", " Berlin\n", " GPE\n", "\n", - ", \n", - "\n", - " Germany\n", - " GPE\n", + ", where \n", + "\n", + " Yusuf\n", + " PERSON\n", "\n", - ". There, the group witness \n", - "\n", + " is planted as a spy in \n", + "\n", " Grindelwald\n", - " GPE\n", + " PERSON\n", "\n", - " being acquitted of all criminal charges by \n", + "'s inner circle. Grindelwald has convert \n", "\n", - " the International Confederation of Wizards\n", + " Queenie Goldstein\n", " ORG\n", "\n", - " (\n", - "\n", - " ICW\n", - " ORG\n", + " use legilimency to test \n", + "\n", + " Yusuf\n", + " PERSON\n", "\n", - ") and subsequently running for \n", + "'s trustworthiness. \n", "\n", - " the office of Supreme Mugwump\n", + " The International Confederation of Wizards\n", " ORG\n", "\n", - ". The \n", + " (\n", "\n", " ICW\n", " ORG\n", "\n", - " believes arresting \n", - "\n", + ") acquits \n", + "\n", " Grindelwald\n", - " GPE\n", + " PERSON\n", "\n", - " could gain him more support, but beating him in a legitimate election will lose him support.
\n", - "\n", - " Grindelwald\n", - " GPE\n", + " of all previous criminal charges, allowing him to run in the elections for \n", + "\n", + " Supreme Leader\n", + " ORG\n", "\n", - "'s acolytes; who have undermined \n", + " of the \n", "\n", - " the German Ministry of Magic\n", + " ICW\n", " ORG\n", "\n", - ", arrest \n", + ", despite \n", "\n", - " Theseus\n", + " Dumbledore\n", " PERSON\n", "\n", - " and plan to assassinate \n", - "\n", - " one\n", - " CARDINAL\n", + "'s attempts to otherwise persuade current Leader \n", + "\n", + " Anton Vogel\n", + " PERSON\n", "\n", - " of \n", - "\n", + ".
Meanwhile, \n", + "\n", " Grindelwald\n", - " GPE\n", + " ORG\n", + "\n", + "'s acolytes, who have undermined the \n", + "\n", + " German\n", + " NORP\n", "\n", - "'s competitors, the \n", + " Ministry of Magic, arrest Theseus and plot to assassinate the \n", "\n", " Brazilian\n", " NORP\n", @@ -992,202 +1007,262 @@ " Dumbledore\n", " PERSON\n", "\n", - " gives \n", + " dispatches \n", "\n", " Newt\n", " PERSON\n", "\n", - " and \n", - "\n", - " Lally\n", - " PERSON\n", - "\n", - " their next assignments; to rescue Theseus and foil the assassination. While \n", + " to the \n", "\n", - " Newt\n", + " Erkstag\n", " PERSON\n", "\n", - " rescues his brother from the secret \n", + ", the secret \n", "\n", " German\n", " NORP\n", "\n", - " wizarding prison, \n", + " wizarding prison where Theseus is held. Lally and \n", "\n", - " Lally\n", + " Jacob\n", " PERSON\n", "\n", - " and Jacob thwart the assassination attempt; however, \n", + " escape after successfully preventing the assassination, but \n", "\n", " Jacob\n", " PERSON\n", "\n", - " is subsequently framed for attempting to kill \n", - "\n", + " is framed for attempting to murder \n", + "\n", " Grindelwald\n", - " GPE\n", + " PERSON\n", "\n", - ", and he and \n", + ", who then justifies suppressing all Muggles. Meanwhile, Credence battles Albus \n", "\n", - " Lally\n", + " Dumbledore\n", " PERSON\n", "\n", - " barely escape, giving \n", - "\n", - " Grindelwald\n", - " GPE\n", - "\n", - " an incentive to turn the \n", + ", who quickly defeats him. Credence learns he is the illegitimate son of \n", "\n", - " Wizarding\n", + " Aberforth Dumbledore\n", " PERSON\n", "\n", - " world against the Muggle world. Meanwhile, \n", - "\n", - " Grindelwald\n", - " GPE\n", - "\n", - " has sent Credence to assassinate \n", + ", Albus \n", "\n", " Dumbledore\n", " PERSON\n", "\n", - ". \n", + "'s brother, and questions his loyalty to \n", "\n", - " Dumbledore\n", + " Grindelwald\n", " PERSON\n", "\n", - " quickly defeats Credence and he is revealed to be the illegitimate son of \n", + ". Elsewhere, \n", "\n", - " Dumbledore\n", + " Newt\n", " PERSON\n", "\n", - "'s younger brother, \n", + " and Theseus escape the \n", "\n", - " Aberforth Dumbledore\n", + " Erkstag\n", " PERSON\n", "\n", - ". Learning who his father is and being spared by \n", - "\n", - " Albus\n", - " ORG\n", - "\n", - ", Credence starts to question his loyalty to \n", - "\n", - " Grindelwald\n", - " GPE\n", + " and use a \n", + "\n", + " Portkey\n", + " LOC\n", "\n", - ".
The leaders of the wizarding world gather in \n", + " to transport to Hogwarts.
Wizarding world leaders gather in \n", "\n", " Bhutan\n", " GPE\n", "\n", - ", where the new \n", + " for \n", "\n", - " Supreme Mugwump\n", - " ORG\n", - "\n", - " is to be elected by the ancient tradition of being found worthy by a \n", - "\n", - " Qilin\n", - " ORG\n", - "\n", - ", who bows to those pure of heart. Using necromancy to reanimate the corpse of the \n", - "\n", - " Qilin\n", + " the Walk of the\n", " ORG\n", "\n", - " he killed earlier, \n", + " \n", "\n", - " Grindelwald\n", + " Qilin\n", " GPE\n", "\n", - " has it bow to him during the Walk of the \n", - "\n", + " ritual, at which a \n", + "\n", " Qilin\n", - " ORG\n", + " GPE\n", "\n", - " ceremony, thus manipulating the election. He immediately declares war on all Muggles and tortures Jacob for trying to assassinate him; however, \n", + " will select a worthy new \n", "\n", - " Credence\n", + " Supreme\n", " ORG\n", "\n", - ", \n", + " Leader. Using necromancy, \n", "\n", - " Queenie Goldstein\n", + " Grindelwald\n", " PERSON\n", "\n", - " (who regrets joining \n", + " reanimates the dead \n", "\n", - " Grindelwald\n", + " Qilin\n", " GPE\n", "\n", - ") and \n", + " and, knowing \n", "\n", - " Newt\n", + " Dumbledore\n", " PERSON\n", "\n", - " expose him. The surviving \n", - "\n", + " and \n", + "\n", + " Newt\n", + " PERSON\n", + "\n", + " will bring the surviving twin \n", + "\n", " Qilin\n", + " GPE\n", + "\n", + " to the ritual, gives Credence a last chance to redeem himself. To thwart \n", + "\n", + " Grindelwald\n", " ORG\n", "\n", - " is produced, who subsequently bows to Dumbledore, as well as \n", + "'s cohorts, each \n", "\n", - " Santos\n", + " Dumbledore\n", " PERSON\n", "\n", - ". Enraged, \n", + " ally carries an identical suitcase with \n", + "\n", + " only one\n", + " CARDINAL\n", + "\n", + " containing the \n", + "\n", + " Qilin\n", + " FAC\n", + "\n", + ".
The team arrive in \n", "\n", - " Grindelwald\n", + " Bhutan\n", " GPE\n", "\n", - " tries to kill Credence, who is protected by \n", + " and are immediately confronted by \n", "\n", - " Albus\n", + " Grindelwald\n", " PERSON\n", "\n", - " and \n", + "'s acolytes. \n", "\n", - " Aberforth\n", + " Queenie\n", " PERSON\n", "\n", - ". The ensuing contact of the \n", - "\n", - " two\n", - " CARDINAL\n", + " renounces \n", + "\n", + " Grindelwald\n", + " PERSON\n", + "\n", + " and reunites with \n", + "\n", + " Jacob\n", + " PERSON\n", + "\n", + ", but they are caught. The manipulated dead \n", + "\n", + " Qilin\n", + " PERSON\n", + "\n", + " chooses \n", + "\n", + " Grindelwald\n", + " PERSON\n", + "\n", + " during the \n", + "\n", + " Supreme\n", + " ORG\n", + "\n", + " Leader selection ceremony. He immediately declares war on all Muggles and tortures \n", + "\n", + " Jacob\n", + " PERSON\n", + "\n", + " with the cruciatus curse until \n", + "\n", + " Santos\n", + " PERSON\n", + "\n", + " intervenes. Credence, \n", + "\n", + " Newt\n", + " PERSON\n", + "\n", + ", and \n", + "\n", + " Bunty\n", + " GPE\n", + "\n", + " expose Grindelwald. Bunty produces the surviving \n", + "\n", + " Qilin\n", + " GPE\n", "\n", - " spells breaks the blood pact that prevented \n", + " which bows to \n", "\n", " Dumbledore\n", " PERSON\n", "\n", + ", who declines the position. \n", + "\n", + " Santos\n", + " PERSON\n", + "\n", + " is instead chosen as the new \n", + "\n", + " Supreme\n", + " ORG\n", + "\n", + " Leader. Enraged, \n", + "\n", + " Grindelwald\n", + " PERSON\n", + "\n", + " tries to kill Credence who is simultaneously protected by \n", + "\n", + " Aberforth\n", + " PERSON\n", + "\n", " and \n", "\n", - " Grindelwald\n", + " Albus\n", " GPE\n", "\n", - " from attacking each other, starting a battle between the \n", - "\n", - " two\n", - " CARDINAL\n", + ". \n", + "\n", + " Dumbledore\n", + " PERSON\n", "\n", - ". As the battle reaches a stalemate, \n", - "\n", + "'s and \n", + "\n", " Grindelwald\n", - " GPE\n", + " PERSON\n", "\n", - " eventually retreats.
In the aftermath, a dying \n", + "'s clashing spells break the blood pact. Their ensuing battle reaches a stalemate, and \n", "\n", - " Credence\n", + " Grindelwald\n", " ORG\n", "\n", - " is accepted by \n", + " disapparates.
In the aftermath, \n", "\n", " Aberforth\n", " PERSON\n", "\n", - " and returns home. \n", + " accepts the ailing \n", + "\n", + " Credence\n", + " PRODUCT\n", + "\n", + " as his son and takes him home. \n", "\n", " Jacob\n", " PERSON\n", @@ -1197,22 +1272,42 @@ " Queenie\n", " PERSON\n", "\n", - " marry in the former's bakery in \n", - "\n", - " New York City\n", - " GPE\n", + " marry at \n", + "\n", + " Jacob\n", + " PERSON\n", "\n", - ", with most of the group and \n", + "'s bakery, with most of the team and \n", "\n", " Tina Goldstein\n", " PERSON\n", "\n", - " in attendance. Dumbledore watches the ceremony from afar and afterwards, briefly thanks \n", + " in attendance. \n", + "\n", + " Newt\n", + " PERSON\n", + "\n", + " spots \n", + "\n", + " Dumbledore\n", + " PERSON\n", + "\n", + " watching from across the street. \n", + "\n", + " Dumbledore\n", + " PERSON\n", + "\n", + " thanks \n", "\n", " Newt\n", " PERSON\n", "\n", - " before departing alone into the night.
" + " before disappearing into \n", + "\n", + " the night\n", + " TIME\n", + "\n", + ".
" ], "text/plain": [ "" @@ -1224,7 +1319,7 @@ { "data": { "text/html": [ - "
An enchantress disguised as an old beggar woman arrives at a castle during a ball and offers the host, a cruel and selfish prince, an enchanted rose in return for shelter from a storm. When he refuses the offer, the enchantress reveals her true form and transforms the prince into a beast and his servants into household objects before erasing the castle, himself, and his servants from the memories of their loved ones and everyone else in the town. She warns the prince that the curse will be broken, only if he can learn to love another and have that person love him in return by the time the last petal of the rose falls, or else he will remain a beast for the rest of his life while his servants become inanimate.
\n", + "
An enchantress disguised as an old beggar woman arrives at a castle during a ball and offers the host, a selfish and unkind prince, an enchanted rose in return for shelter from a storm. When he turns down the offer, she reveals her true form and transforms him into a beast and his servants into household objects before erasing the castle, himself, and the servants from the memories of their loved ones and everyone else in the nearby village. She warns the prince that the curse will only be broken if he learns to love another and have that person love him back before the last petal of the rose falls; if not, he will remain a beast for the rest of his life, while his servants will become inanimate objects.
\n", "\n", " Several years later\n", " DATE\n", @@ -1245,26 +1340,26 @@ " PERSON\n", "\n", ", dreams of adventure. She constantly brushes off advances from \n", - "\n", + "\n", " Gaston\n", - " GPE\n", + " ORG\n", "\n", - ", an arrogant war veteran as he is not the type of man \n", - "\n", + ", an arrogant hunter and war veteran, as he is not the type of man \n", + "\n", " Belle\n", - " GPE\n", + " PERSON\n", "\n", - " wishes to marry. On \n", + " wishes to marry. On his way to the market, \n", "\n", " Maurice\n", " PERSON\n", "\n", - "'s way to the market, he becomes lost in the forest and after narrowly escaping a pack of wolves he seeks refuge in the \n", - "\n", + " becomes lost in the forest and after narrowly escaping a pack of wolves he seeks refuge in the \n", + "\n", " Beast\n", - " ORG\n", + " LOC\n", "\n", - "'s castle. However, the Beast imprisons him when he "stole" a rose from his garden as a gift to \n", + "'s castle. However, the Beast imprisons him when he "steals" a rose from the garden as a gift to \n", "\n", " Belle\n", " GPE\n", @@ -1284,32 +1379,22 @@ " Belle\n", " GPE\n", "\n", - " asks the Beast to let her take \n", + " pleads with the Beast to let her take her father's place, to which the Beast agrees but \n", "\n", " Maurice\n", " PERSON\n", "\n", - "'s place, the Beast agrees but \n", + " refuses. \n", "\n", - " Maurice\n", - " PERSON\n", - "\n", - " refuses. On the pretence of saying goodbye, \n", - "\n", - " Belle\n", - " GPE\n", - "\n", - " asks the Beast to allow her to say goodbye to her father. The Beast opens the gate to the cell, \n", - "\n", " Belle\n", - " GPE\n", + " PERSON\n", "\n", - " hugs \n", + " is granted the chance to be allowed to say goodbye; she hugs \n", "\n", " Maurice\n", " PERSON\n", "\n", - " and surprises him by swapping places and shutting the gate on herself. The Beast drags \n", + ", then surprises him by swapping places and shutting the gate on herself. The Beast drags \n", "\n", " Maurice\n", " PERSON\n", @@ -1319,35 +1404,35 @@ " Belle\n", " GPE\n", "\n", - " befriends the castle's servants, including candelabra/footman \n", - "\n", - " Lumiere\n", - " ORG\n", + " befriends the castle's servants, including candelabra/\n", + "\n", + " footman Lumiere\n", + " PERSON\n", "\n", ", mantel clock/majordomo \n", "\n", " Cogsworth\n", " GPE\n", "\n", - ", feather-duster/maid \n", + ", feather-duster/maid Plumette, teapot/housekeeper Mrs. \n", "\n", - " Plumette\n", + " Potts\n", " PERSON\n", "\n", - ", teapot/housekeeper Mrs. \n", + ", and her son, \n", "\n", - " Potts\n", + " Chip\n", " PERSON\n", "\n", - ", and her son, Chip, who is now a teacup. They invite her to a spectacular dinner. When she wanders into the forbidden west wing and finds the rose, the Beast scares her into the woods. \n", + ", who is now a teacup. They invite her to a spectacular dinner. When she wanders into the forbidden west wing and finds the enchanted rose, the Beast scares her into the woods. \n", "\n", " Belle\n", " GPE\n", "\n", - " is ambushed off-guard by the wolves from earlier, but the Beast rescues her, injuring himself in the process. As \n", - "\n", + " is ambushed off-guard by the wolves from earlier, but the Beast attempts to rescue her, injuring himself in the process. As \n", + "\n", " Belle\n", - " GPE\n", + " PERSON\n", "\n", " nurses his wounds, a spark develops between them. The Beast shows \n", "\n", @@ -1355,26 +1440,31 @@ " GPE\n", "\n", " a gift from the enchantress, a book that transports readers wherever they want. \n", - "\n", + "\n", " Belle\n", - " GPE\n", + " PERSON\n", "\n", " uses the book to visit her childhood home in \n", "\n", " Paris\n", " GPE\n", "\n", - ", where she discovers a plague doctor's mask and realizes that she and her father were forced to leave when her mother succumbed to the Bubonic plague, the one thing her father couldn't tell her all those years.
In \n", - "\n", + ", where she discovers a plague doctor's mask and realizes that she and her father were forced to leave when her mother died from bubonic plague, the \n", + "\n", + " one\n", + " CARDINAL\n", + "\n", + " thing her father could not tell her all those years.
In \n", + "\n", " Villeneuve\n", - " ORG\n", + " GPE\n", "\n", ", \n", "\n", " Maurice\n", " PERSON\n", "\n", - " fails to convince the other villagers of the Beast and \n", + " fails to convince the other villagers of the Beast, his castle and \n", "\n", " Belle\n", " GPE\n", @@ -1404,20 +1494,15 @@ " Gaston\n", " PERSON\n", "\n", - " abandons him to be eaten by the wolves. \n", + " knocks him unconscious and abandons him to be eaten by the wolves. \n", "\n", " Maurice\n", " PERSON\n", "\n", - " is rescued by the town hermit \n", + " is rescued by the town hermit Agathe, but when he tells the townsfolk of \n", "\n", - " Agathe\n", - " PERSON\n", - "\n", - ", but when he tells the townsfolk of \n", - "\n", " Gaston\n", - " GPE\n", + " PERSON\n", "\n", "'s crime and is unable to provide solid evidence, \n", "\n", @@ -1439,7 +1524,7 @@ " Maurice\n", " PERSON\n", "\n", - ", giving her the mirror to remember him with. Arriving back to the town, \n", + ", giving her the mirror to remember him with. Arriving back to the village, \n", "\n", " Belle\n", " GPE\n", @@ -1449,27 +1534,22 @@ " Belle\n", " GPE\n", "\n", - " loves the Beast, a jealous \n", + " is in love with the Beast, a jealous \n", "\n", " Gaston\n", " PERSON\n", "\n", " claims she has been charmed by dark magic and has her thrown into the asylum carriage with her father. He rallies the villagers to follow him to the castle to slay the Beast before he "curses" the whole village. Inside the asylum carriage, \n", - "\n", - " Belle\n", - " GPE\n", - "\n", - " tells her father that she already knows what happened to her mother and showed him the rose rattle she took from her magical visit to their old, abandoned home. \n", "\n", - " Maurice\n", + " Belle\n", " PERSON\n", "\n", - " and \n", - "\n", - " Belle\n", - " GPE\n", + " tells her father that she already knows what happened to her mother and shows him the rose rattle she took from her magical visit to their old, abandoned home. The \n", + "\n", + " two\n", + " CARDINAL\n", "\n", - " escape, and \n", + " manage to escape, and \n", "\n", " Belle\n", " GPE\n", @@ -1480,11 +1560,21 @@ " PERSON\n", "\n", " abandons his companion \n", - "\n", + "\n", " LeFou\n", + " PERSON\n", + "\n", + ", who then sides with the \n", + "\n", + " Beast\n", " ORG\n", "\n", - ", who then sides with the servants to fend off the villagers. Meanwhile, he attacks the Beast in his tower, who is too depressed to fight back, but regains his spirit upon seeing \n", + "'s servants to fend off the villagers. Meanwhile, \n", + "\n", + " Gaston\n", + " PERSON\n", + "\n", + " attacks the Beast in his tower; the Beast who is too depressed to fight back, but regains his spirit upon seeing \n", "\n", " Belle\n", " GPE\n", @@ -1494,10 +1584,10 @@ " Gaston\n", " PERSON\n", "\n", - ", but spares his life at the last \n", - "\n", - " second\n", - " ORDINAL\n", + ", but spares his life at \n", + "\n", + " the last second\n", + " TIME\n", "\n", " before reuniting with \n", "\n", @@ -1509,27 +1599,27 @@ " Gaston\n", " PERSON\n", "\n", - " treacherously shoots the Beast from a bridge, which then collapses as the castle begins to crumble, leading \n", + " shoots the Beast from an unstable bridge, which then collapses, sending \n", "\n", " Gaston\n", " PERSON\n", "\n", - " to fall to his death. The Beast then dies just as the last petal falls and the servants become inanimate objects themselves shortly after the ordeal.
As \n", - "\n", - " Belle\n", - " GPE\n", - "\n", - " tearfully professes her love to the Beast, \n", + " falling to his death. The Beast then dies just as the last petal falls, and the servants become inanimate objects.
As \n", "\n", - " Agathe\n", + " Belle\n", " PERSON\n", "\n", - " reveals herself as the enchantress and undoes the curse which repairs the crumbling castle, revives the Beast and restores him and his servants to their human forms and to the villagers' memories once again. The movie ends with the Prince and \n", + " tearfully professes her love to the Beast, Agathe reveals herself as the enchantress and undoes the curse, which repairs the crumbling castle, revives the \n", + "\n", + " Beast\n", + " LOC\n", + "\n", + ", and restores him and his servants to their human forms and to the villagers' memories once again. The film ends with \n", "\n", " Belle\n", " GPE\n", "\n", - " hosting a ball for the kingdom, where they dance happily.
" + " and the prince hosting a ball for the kingdom, where they dance happily.
" ], "text/plain": [ "" @@ -1548,7 +1638,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "id": "taken-singapore", "metadata": { "scrolled": true @@ -1566,7 +1656,7 @@ { "data": { "text/html": [ - "\n", + "\n", "\n", " Later,\n", " ADV\n", @@ -1604,7 +1694,7 @@ "\n", "\n", " kiss\n", - " VERB\n", + " NOUN\n", "\n", "\n", "\n", @@ -1628,89 +1718,89 @@ "\n", "\n", "\n", - " \n", + " \n", " \n", - " advmod\n", + " advmod\n", " \n", " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " prep\n", + " prep\n", " \n", " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " det\n", + " det\n", " \n", " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " amod\n", + " amod\n", " \n", " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " pobj\n", + " pobj\n", " \n", " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " det\n", + " det\n", " \n", " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " nummod\n", + " nummod\n", " \n", " \n", "\n", "\n", "\n", - " \n", + " 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"\n", - " \n", + " \n", " \n", - " cc\n", + " det\n", " \n", - " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " det\n", + " nsubj\n", " \n", " \n", "\n", "\n", "\n", - " \n", - " \n", - " nsubj\n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", + " \n", " \n", - " conj\n", + " conj\n", " \n", - " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " dobj\n", + " dobj\n", " \n", - " \n", + " \n", "\n", "" ], @@ -2089,13 +2151,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "['Elio', 'Marzia']\n" + "['Elio']\n" ] }, { "data": { "text/html": [ - "\n", + "\n", "\n", " Elio\n", " PROPN\n", @@ -2147,73 +2209,73 @@ "\n", "\n", "\n", - " \n", + " \n", " \n", - " nsubj\n", + " nsubj\n", " \n", " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " cc\n", + " cc\n", " \n", " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " nsubj\n", + " nsubj\n", " \n", " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " conj\n", + " conj\n", " \n", - " \n", + " \n", 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@@ -3119,296 +3181,361 @@ { "data": { "text/html": [ - "\n", - "\n", - " Graham\n", + "\n", + "\n", + " Amanda\n", " PROPN\n", "\n", "\n", - "\n", - " unexpectedly\n", - " ADV\n", + "\n", + " agrees\n", + " VERB\n", "\n", "\n", - "\n", - " kisses\n", - " VERB\n", + "\n", + " and\n", + " CCONJ\n", "\n", "\n", - "\n", - " her\n", - " PRON\n", + "\n", + " after\n", + " SCONJ\n", "\n", "\n", - "\n", - " on\n", - " ADP\n", + "\n", + " they\n", + " PRON\n", "\n", "\n", - "\n", - " the\n", - " DET\n", + "\n", + " talk\n", + " VERB\n", "\n", "\n", - "\n", - " lips,\n", - " NOUN\n", + "\n", + " Graham\n", + " PROPN\n", "\n", "\n", - "\n", - " then\n", + "\n", + " unexpectedly\n", " ADV\n", "\n", "\n", - "\n", - " she\n", - " PRON\n", + "\n", + " kisses\n", + " VERB\n", "\n", "\n", - "\n", - " suggests\n", - " VERB\n", + "\n", + " her\n", + " PRON\n", "\n", "\n", - "\n", - " they\n", - " PRON\n", + "\n", + " on\n", + " ADP\n", "\n", "\n", - "\n", - " have\n", - " VERB\n", + "\n", + " the\n", + " 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\n", - " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " dobj\n", + " neg\n", " \n", - " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " advmod\n", + " advcl\n", " \n", - " \n", + " \n", + "\n", + "\n", + "\n", + " \n", + " \n", + " aux\n", + " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " advmod\n", + " xcomp\n", " \n", - " \n", + " \n", + "\n", + "\n", + "\n", + " \n", + " \n", + " dobj\n", + " \n", + " \n", + "\n", + "\n", + "\n", + " \n", + " \n", + " advmod\n", + " \n", + " \n", + "\n", + "\n", + "\n", + " \n", + " \n", + " advmod\n", + " \n", + " \n", "\n", "" ], @@ -3423,263 +3550,263 @@ "name": "stdout", "output_type": "stream", "text": [ - "['Graham', 'Amanda']\n" + "['Amanda', 'Graham']\n" ] }, { "data": { "text/html": [ - "\n", - "\n", + "\n", + "\n", " At\n", " ADP\n", "\n", "\n", - "\n", + "\n", " the\n", " DET\n", "\n", "\n", - "\n", + "\n", " gala,\n", " NOUN\n", "\n", "\n", - "\n", + "\n", " Arthur\n", " PROPN\n", "\n", "\n", - "\n", + "\n", " walks\n", " VERB\n", "\n", "\n", - "\n", + "\n", " onstage\n", - " NOUN\n", + " ADV\n", "\n", "\n", - "\n", + "\n", " unassisted\n", " ADJ\n", "\n", "\n", - "\n", + "\n", " and\n", " CCONJ\n", "\n", "\n", - "\n", + "\n", " Miles\n", - " NOUN\n", + " PROPN\n", "\n", "\n", - "\n", + "\n", " asks\n", " VERB\n", "\n", "\n", - "\n", + "\n", " Iris\n", " PROPN\n", "\n", "\n", - "\n", + "\n", " out\n", " ADP\n", "\n", "\n", - "\n", + "\n", " on\n", " ADP\n", "\n", "\n", - "\n", + "\n", " a\n", " DET\n", "\n", "\n", - "\n", + "\n", " date\n", " NOUN\n", "\n", "\n", - "\n", + "\n", " for\n", " ADP\n", "\n", "\n", - "\n", + "\n", " New\n", " PROPN\n", "\n", "\n", - "\n", + "\n", " Year\n", " PROPN\n", "\n", "\n", - "\n", + "\n", " 's\n", " PART\n", "\n", "\n", - "\n", + "\n", " Eve.\n", " PROPN\n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " prep\n", + " prep\n", " \n", - " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " det\n", + " det\n", " \n", - " \n", + " 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det\n", + " det\n", " \n", - " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " pobj\n", + " pobj\n", " \n", - " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " prep\n", + " prep\n", " \n", - " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " compound\n", + " compound\n", " \n", - " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " poss\n", + " poss\n", " \n", - " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " case\n", + " case\n", " \n", - " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " pobj\n", + " pobj\n", " \n", - " \n", + " \n", "\n", "" ], @@ -3703,296 +3830,231 @@ { "data": { "text/html": [ - "\n", - "\n", + "\n", + "\n", " Jacob\n", " PROPN\n", "\n", "\n", - "\n", + "\n", " and\n", " CCONJ\n", "\n", "\n", - "\n", + "\n", " Queenie\n", " PROPN\n", "\n", "\n", - "\n", + "\n", " marry\n", " VERB\n", "\n", "\n", - "\n", - " in\n", + "\n", + " at\n", " ADP\n", "\n", "\n", - "\n", - " the\n", - " DET\n", + "\n", + " Jacob\n", + " PROPN\n", "\n", "\n", - "\n", - " former\n", - " NOUN\n", + "\n", + " 's\n", + " PART\n", "\n", "\n", - "\n", - " 's\n", - " PART\n", + "\n", + " bakery,\n", + " NOUN\n", "\n", "\n", - "\n", - " bakery\n", - " NOUN\n", + "\n", + " with\n", + " ADP\n", "\n", "\n", - "\n", - " in\n", - " ADP\n", + "\n", + " most\n", + " ADJ\n", "\n", "\n", - "\n", - " New\n", - " PROPN\n", + "\n", + " of\n", + " ADP\n", "\n", "\n", - "\n", - " York\n", - " PROPN\n", + "\n", + " the\n", + " DET\n", "\n", "\n", - "\n", - " City,\n", - " PROPN\n", + "\n", + " team\n", + " NOUN\n", "\n", "\n", - "\n", - " with\n", - " ADP\n", + "\n", + " and\n", + " CCONJ\n", "\n", "\n", - "\n", - " most\n", - " ADJ\n", + "\n", + " Tina\n", + " PROPN\n", "\n", "\n", - "\n", - " of\n", - " ADP\n", + "\n", + " Goldstein\n", + " PROPN\n", "\n", "\n", - "\n", - " the\n", - " DET\n", + "\n", + " in\n", + " ADP\n", "\n", "\n", - "\n", - " group\n", + "\n", + " attendance.\n", " NOUN\n", "\n", "\n", - "\n", - " and\n", - " CCONJ\n", - "\n", - "\n", - "\n", - " Tina\n", - " PROPN\n", - "\n", - "\n", - "\n", - " Goldstein\n", - " PROPN\n", - "\n", - "\n", - "\n", - " in\n", - " ADP\n", - "\n", - "\n", - "\n", - " attendance.\n", - " NOUN\n", - "\n", - "\n", - "\n", - " \n", - " \n", - " nsubj\n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " cc\n", - " \n", - " \n", - "\n", - "\n", "\n", - " \n", + " \n", " \n", - " conj\n", + " nsubj\n", " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " prep\n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " det\n", - " \n", - " \n", - "\n", - "\n", - "\n", - " \n", - " \n", - " poss\n", - " \n", - " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " case\n", + " cc\n", " \n", - " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " pobj\n", + " conj\n", " \n", - " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " prep\n", + " prep\n", " \n", - " \n", + " \n", "\n", "\n", "\n", - " 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"\n", "\n", - " \n", + " \n", " \n", - " pobj\n", + " pobj\n", " \n", - " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " advmod\n", + " advmod\n", " \n", - " \n", + " \n", "\n", "\n", "\n", - " \n", + " \n", " \n", - " advmod\n", + " advmod\n", " \n", - " \n", + " \n", "\n", "" ], @@ -6343,7 +7221,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "['Agathe']\n" + "['Belle']\n" ] } ], @@ -6413,88 +7291,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "afraid-guest", "metadata": { "scrolled": true }, - "outputs": [ - { - "data": { - "text/html": [ - "0 \n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " Beauty and the Beast\n", - " (1991)\n", - " \n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "1 \n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " Beauty and the Beast\n", - " (2017)\n", - " \n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "2 \n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " Beauty and the Beast\n", - " (2009)\n", - " \n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Select wanted index:1\n", - "ID of the movie: 321612\n" - ] - } - ], + "outputs": [], "source": [ "# To get movies data from TMDb, we need to find the movie's ID.\n", "\n", @@ -6844,7 +7646,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -6858,7 +7660,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.10.7" } }, "nbformat": 4, diff --git a/notebooks/age_gap/plot_relation_with_pyvis.ipynb b/notebooks/age_gap/plot_relation_with_pyvis.ipynb index fc58130..61ee05e 100644 --- a/notebooks/age_gap/plot_relation_with_pyvis.ipynb +++ b/notebooks/age_gap/plot_relation_with_pyvis.ipynb @@ -120,7 +120,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -134,7 +134,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.10.7" } }, "nbformat": 4, From afcee488efe998ed2449fac951b549ad3c082393 Mon Sep 17 00:00:00 2001 From: Lokhia Date: Wed, 8 Feb 2023 11:47:22 +0100 Subject: [PATCH 21/21] Pyproject update to python 11 --- poetry.lock | 2407 +++++++++++++++--------------------------------- pyproject.toml | 2 +- 2 files changed, 752 insertions(+), 1657 deletions(-) diff --git a/poetry.lock b/poetry.lock index 7e8f681..a7fa7aa 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,11 +1,28 @@ [[package]] name = "absl-py" -version = "1.1.0" +version = "1.4.0" description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py." category = "main" optional = false python-versions = ">=3.6" +[[package]] +name = "anyio" +version = "3.6.2" +description = "High level compatibility layer for multiple asynchronous event loop implementations" +category = "main" +optional = false +python-versions = ">=3.6.2" + +[package.dependencies] +idna = ">=2.8" +sniffio = ">=1.1" + +[package.extras] +doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"] +test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"] +trio = ["trio (>=0.16,<0.22)"] + [[package]] name = "appnope" version = "0.1.3" @@ -45,9 +62,20 @@ cffi = ">=1.0.1" dev = ["pytest", "cogapp", "pre-commit", "wheel"] tests = ["pytest"] +[[package]] +name = "arrow" +version = "1.2.3" +description = "Better dates & times for Python" +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +python-dateutil = ">=2.7.0" + [[package]] name = "asttokens" -version = "2.0.5" +version = "2.2.1" description = "Annotate AST trees with source code positions" category = "main" optional = false @@ -72,17 +100,19 @@ six = ">=1.6.1,<2.0" [[package]] name = "attrs" -version = "21.4.0" +version = "22.2.0" description = "Classes Without Boilerplate" category = "main" optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" +python-versions = ">=3.6" [package.extras] -dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"] -docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"] -tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"] -tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"] +cov = ["attrs", "coverage-enable-subprocess", "coverage[toml] (>=5.3)"] +dev = ["attrs"] +docs = ["furo", "sphinx", "myst-parser", "zope.interface", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"] +tests = ["attrs", "zope.interface"] +tests-no-zope = ["hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist", "cloudpickle", "mypy (>=0.971,<0.990)", "pytest-mypy-plugins"] +tests_no_zope = ["hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist", "cloudpickle", "mypy (>=0.971,<0.990)", "pytest-mypy-plugins"] [[package]] name = "backcall" @@ -109,7 +139,7 @@ lxml = ["lxml"] [[package]] name = "bleach" -version = "5.0.0" +version = "5.0.1" description = "An easy safelist-based HTML-sanitizing tool." category = "main" optional = false @@ -120,12 +150,12 @@ six = ">=1.9.0" webencodings = "*" [package.extras] -css = ["tinycss2 (>=1.1.0)"] -dev = ["pip-tools (==6.5.1)", "pytest (==7.1.1)", "flake8 (==4.0.1)", "tox (==3.24.5)", "sphinx (==4.3.2)", "twine (==4.0.0)", "wheel (==0.37.1)", "hashin (==0.17.0)", "black (==22.3.0)", "mypy (==0.942)"] +dev = ["mypy (==0.961)", "black (==22.3.0)", "wheel (==0.37.1)", "twine (==4.0.1)", "tox (==3.25.0)", "Sphinx (==4.3.2)", "pytest (==7.1.2)", "pip-tools (==6.6.2)", "hashin (==0.17.0)", "flake8 (==4.0.1)", "build (==0.8.0)"] +css = ["tinycss2 (>=1.1.0,<1.2)"] [[package]] name = "blis" -version = "0.7.7" +version = "0.7.9" description = "The Blis BLAS-like linear algebra library, as a self-contained C-extension." category = "main" optional = false @@ -136,7 +166,7 @@ numpy = ">=1.15.0" [[package]] name = "cachetools" -version = "5.2.0" +version = "5.2.1" description = "Extensible memoizing collections and decorators" category = "main" optional = false @@ -144,7 +174,7 @@ python-versions = "~=3.7" [[package]] name = "catalogue" -version = "2.0.7" +version = "2.0.8" description = "Super lightweight function registries for your library" category = "main" optional = false @@ -152,7 +182,7 @@ python-versions = ">=3.6" [[package]] name = "certifi" -version = "2022.5.18.1" +version = "2022.12.7" description = "Python package for providing Mozilla's CA Bundle." category = "main" optional = false @@ -160,7 +190,7 @@ python-versions = ">=3.6" [[package]] name = "cffi" -version = "1.15.0" +version = "1.15.1" description = "Foreign Function Interface for Python calling C code." category = "main" optional = false @@ -171,22 +201,19 @@ pycparser = "*" [[package]] name = "chardet" -version = "4.0.0" -description = "Universal encoding detector for Python 2 and 3" +version = "5.1.0" +description = "Universal encoding detector for Python 3" category = "main" optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" +python-versions = ">=3.7" [[package]] name = "charset-normalizer" -version = "2.0.12" +version = "3.0.1" description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet." category = "main" optional = false -python-versions = ">=3.5.0" - -[package.extras] -unicode_backport = ["unicodedata2"] +python-versions = "*" [[package]] name = "click" @@ -201,11 +228,43 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""} [[package]] name = "colorama" -version = "0.4.4" +version = "0.4.6" description = "Cross-platform colored terminal text." category = "main" optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" +python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7" + +[[package]] +name = "comm" +version = "0.1.2" +description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc." +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +traitlets = ">=5.3" + +[package.extras] +test = ["pytest"] + +[[package]] +name = "contourpy" +version = "1.0.7" +description = "Python library for calculating contours of 2D quadrilateral grids" +category = "main" +optional = false +python-versions = ">=3.8" + +[package.dependencies] +numpy = ">=1.16" + +[package.extras] +bokeh = ["bokeh", "chromedriver", "selenium"] +docs = ["furo", "sphinx-copybutton"] +mypy = ["contourpy", "docutils-stubs", "mypy (==0.991)", "types-pillow"] +test = ["matplotlib", "pillow", "pytest"] +test-no-images = ["pytest"] [[package]] name = "cycler" @@ -217,7 +276,7 @@ python-versions = ">=3.6" [[package]] name = "cymem" -version = "2.0.6" +version = "2.0.7" description = "Manage calls to calloc/free through Cython" category = "main" optional = false @@ -225,7 +284,7 @@ python-versions = "*" [[package]] name = "debugpy" -version = "1.6.0" +version = "1.6.5" description = "An implementation of the Debug Adapter Protocol for Python" category = "main" optional = false @@ -293,15 +352,18 @@ python-versions = ">=3.6" [[package]] name = "executing" -version = "0.8.3" +version = "1.2.0" description = "Get the currently executing AST node of a frame, and other information" category = "main" optional = false python-versions = "*" +[package.extras] +tests = ["asttokens", "pytest", "littleutils", "rich"] + [[package]] name = "fastjsonschema" -version = "2.15.3" +version = "2.16.2" description = "Fastest Python implementation of JSON schema" category = "main" optional = false @@ -312,19 +374,19 @@ devel = ["colorama", "jsonschema", "json-spec", "pylint", "pytest", "pytest-benc [[package]] name = "filelock" -version = "3.7.1" +version = "3.9.0" description = "A platform independent file lock." category = "main" optional = false python-versions = ">=3.7" [package.extras] -docs = ["furo (>=2021.8.17b43)", "sphinx (>=4.1)", "sphinx-autodoc-typehints (>=1.12)"] -testing = ["covdefaults (>=1.2.0)", "coverage (>=4)", "pytest (>=4)", "pytest-cov", "pytest-timeout (>=1.4.2)"] +docs = ["furo (>=2022.12.7)", "sphinx-autodoc-typehints (>=1.19.5)", "sphinx (>=5.3)"] +testing = ["covdefaults (>=2.2.2)", "coverage (>=7.0.1)", "pytest-cov (>=4)", "pytest-timeout (>=2.1)", "pytest (>=7.2)"] [[package]] name = "flask" -version = "2.1.2" +version = "2.2.2" description = "A simple framework for building complex web applications." category = "main" optional = false @@ -335,7 +397,7 @@ click = ">=8.0" importlib-metadata = {version = ">=3.6.0", markers = "python_version < \"3.10\""} itsdangerous = ">=2.0" Jinja2 = ">=3.0" -Werkzeug = ">=2.0" +Werkzeug = ">=2.2.2" [package.extras] async = ["asgiref (>=3.2)"] @@ -343,7 +405,7 @@ dotenv = ["python-dotenv"] [[package]] name = "flatbuffers" -version = "1.12" +version = "23.1.4" description = "The FlatBuffers serialization format for Python" category = "main" optional = false @@ -351,7 +413,7 @@ python-versions = "*" [[package]] name = "fonttools" -version = "4.33.3" +version = "4.38.0" description = "Tools to manipulate font files" category = "main" optional = false @@ -371,6 +433,14 @@ ufo = ["fs (>=2.2.0,<3)"] unicode = ["unicodedata2 (>=14.0.0)"] woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"] +[[package]] +name = "fqdn" +version = "1.5.1" +description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers" +category = "main" +optional = false +python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4" + [[package]] name = "ftfy" version = "6.1.1" @@ -392,7 +462,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" [[package]] name = "gdown" -version = "4.4.0" +version = "4.6.0" description = "Google Drive direct download of big files." category = "main" optional = false @@ -407,7 +477,7 @@ tqdm = "*" [[package]] name = "google-auth" -version = "2.6.6" +version = "2.16.0" description = "Google Authentication Library" category = "main" optional = false @@ -421,8 +491,10 @@ six = ">=1.9.0" [package.extras] aiohttp = ["requests (>=2.20.0,<3.0.0dev)", "aiohttp (>=3.6.2,<4.0.0dev)"] -pyopenssl = ["pyopenssl (>=20.0.0)"] +enterprise_cert = ["cryptography (==36.0.2)", "pyopenssl (==22.0.0)"] +pyopenssl = ["pyopenssl (>=20.0.0)", "cryptography (>=38.0.3)"] reauth = ["pyu2f (>=0.1.5)"] +requests = ["requests (>=2.20.0,<3.0.0dev)"] [[package]] name = "google-auth-oauthlib" @@ -452,17 +524,14 @@ six = "*" [[package]] name = "grpcio" -version = "1.46.3" +version = "1.51.1" description = "HTTP/2-based RPC framework" category = "main" optional = false -python-versions = ">=3.6" - -[package.dependencies] -six = ">=1.5.2" +python-versions = ">=3.7" [package.extras] -protobuf = ["grpcio-tools (>=1.46.3)"] +protobuf = ["grpcio-tools (>=1.51.1)"] [[package]] name = "h5py" @@ -477,8 +546,8 @@ numpy = ">=1.14.5" [[package]] name = "huggingface-hub" -version = "0.7.0" -description = "Client library to download and publish models on the huggingface.co hub" +version = "0.11.1" +description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub" category = "main" optional = false python-versions = ">=3.7.0" @@ -492,17 +561,19 @@ tqdm = "*" typing-extensions = ">=3.7.4.3" [package.extras] -all = ["pytest", "datasets", "soundfile", "black (>=22.0,<23.0)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"] -dev = ["pytest", "datasets", "soundfile", "black (>=22.0,<23.0)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"] +all = ["InquirerPy (==0.3.4)", "isort (>=5.5.4)", "jedi", "jinja2", "pytest", "pytest-cov", "pytest-env", "soundfile", "black (==22.3)", "flake8 (>=3.8.3)", "flake8-bugbear", "mypy (==0.982)", "types-pyyaml", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3"] +cli = ["InquirerPy (==0.3.4)"] +dev = ["InquirerPy (==0.3.4)", "isort (>=5.5.4)", "jedi", "jinja2", "pytest", "pytest-cov", "pytest-env", "soundfile", "black (==22.3)", "flake8 (>=3.8.3)", "flake8-bugbear", "mypy (==0.982)", "types-pyyaml", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3"] fastai = ["toml", "fastai (>=2.4)", "fastcore (>=1.3.27)"] -quality = ["black (>=22.0,<23.0)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"] +quality = ["black (==22.3)", "flake8 (>=3.8.3)", "flake8-bugbear", "isort (>=5.5.4)", "mypy (==0.982)"] tensorflow = ["tensorflow", "pydot", "graphviz"] -testing = ["pytest", "datasets", "soundfile"] +testing = ["InquirerPy (==0.3.4)", "isort (>=5.5.4)", "jedi", "jinja2", "pytest", "pytest-cov", "pytest-env", "soundfile"] torch = ["torch"] +typing = ["types-pyyaml", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3"] [[package]] name = "idna" -version = "3.3" +version = "3.4" description = "Internationalized Domain Names in Applications (IDNA)" category = "main" optional = false @@ -510,7 +581,7 @@ python-versions = ">=3.5" [[package]] name = "importlib-metadata" -version = "4.11.4" +version = "6.0.0" description = "Read metadata from Python packages" category = "main" optional = false @@ -520,13 +591,13 @@ python-versions = ">=3.7" zipp = ">=0.5" [package.extras] -docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"] +docs = ["sphinx (>=3.5)", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "furo", "sphinx-lint", "jaraco.tidelift (>=1.4)"] perf = ["ipython"] -testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"] +testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "flake8 (<5)", "pytest-cov", "pytest-enabler (>=1.3)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "pytest-flake8", "importlib-resources (>=1.3)"] [[package]] name = "importlib-resources" -version = "5.7.1" +version = "5.10.2" description = "Read resources from Python packages" category = "main" optional = false @@ -536,19 +607,20 @@ python-versions = ">=3.7" zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""} [package.extras] -docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"] -testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"] +docs = ["sphinx (>=3.5)", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "furo", "sphinx-lint", "jaraco.tidelift (>=1.4)"] +testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "flake8 (<5)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "pytest-flake8"] [[package]] name = "ipykernel" -version = "6.13.0" +version = "6.20.2" description = "IPython Kernel for Jupyter" category = "main" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" [package.dependencies] appnope = {version = "*", markers = "platform_system == \"Darwin\""} +comm = ">=0.1.1" debugpy = ">=1.0" ipython = ">=7.23.1" jupyter-client = ">=6.1.12" @@ -556,15 +628,20 @@ matplotlib-inline = ">=0.1" nest-asyncio = "*" packaging = "*" psutil = "*" +pyzmq = ">=17" tornado = ">=6.1" -traitlets = ">=5.1.0" +traitlets = ">=5.4.0" [package.extras] -test = ["pytest (>=6.0)", "pytest-cov", "flaky", "ipyparallel", "pre-commit", "pytest-timeout"] +cov = ["coverage", "curio", "matplotlib", "pytest-cov", "trio"] +docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"] +pyqt5 = ["pyqt5"] +pyside6 = ["pyside6"] +test = ["flaky", "ipyparallel", "pre-commit", "pytest-asyncio", "pytest-cov", "pytest-timeout", "pytest (>=7.0)"] [[package]] name = "ipython" -version = "8.4.0" +version = "8.8.0" description = "IPython: Productive Interactive Computing" category = "main" optional = false @@ -579,15 +656,15 @@ jedi = ">=0.16" matplotlib-inline = "*" pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""} pickleshare = "*" -prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0" +prompt-toolkit = ">=3.0.11,<3.1.0" pygments = ">=2.4.0" stack-data = "*" traitlets = ">=5" [package.extras] -all = ["black", "Sphinx (>=1.3)", "ipykernel", "nbconvert", "nbformat", "ipywidgets", "notebook", "ipyparallel", "qtconsole", "pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "numpy (>=1.19)", "pandas", "trio"] +all = ["black", "ipykernel", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "docrepr", "matplotlib", "stack-data", "pytest (<7)", "typing-extensions", "pytest (<7.1)", "pytest-asyncio", "testpath", "nbconvert", "nbformat", "ipywidgets", "notebook", "ipyparallel", "qtconsole", "curio", "matplotlib (!=3.2.0)", "numpy (>=1.20)", "pandas", "trio"] black = ["black"] -doc = ["Sphinx (>=1.3)"] +doc = ["ipykernel", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "docrepr", "matplotlib", "stack-data", "pytest (<7)", "typing-extensions", "pytest (<7.1)", "pytest-asyncio", "testpath"] kernel = ["ipykernel"] nbconvert = ["nbconvert"] nbformat = ["nbformat"] @@ -595,7 +672,7 @@ notebook = ["ipywidgets", "notebook"] parallel = ["ipyparallel"] qtconsole = ["qtconsole"] test = ["pytest (<7.1)", "pytest-asyncio", "testpath"] -test_extra = ["pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "trio"] +test_extra = ["pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.20)", "pandas", "trio"] [[package]] name = "ipython-genutils" @@ -607,23 +684,32 @@ python-versions = "*" [[package]] name = "ipywidgets" -version = "7.7.0" -description = "IPython HTML widgets for Jupyter" +version = "8.0.4" +description = "Jupyter interactive widgets" category = "main" optional = false -python-versions = "*" +python-versions = ">=3.7" [package.dependencies] ipykernel = ">=4.5.1" -ipython = {version = ">=4.0.0", markers = "python_version >= \"3.3\""} -ipython-genutils = ">=0.2.0,<0.3.0" -jupyterlab-widgets = {version = ">=1.0.0", markers = "python_version >= \"3.6\""} -nbformat = ">=4.2.0" +ipython = ">=6.1.0" +jupyterlab-widgets = ">=3.0,<4.0" traitlets = ">=4.3.1" -widgetsnbextension = ">=3.6.0,<3.7.0" +widgetsnbextension = ">=4.0,<5.0" [package.extras] -test = ["pytest (>=3.6.0)", "pytest-cov", "mock"] +test = ["jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"] + +[[package]] +name = "isoduration" +version = "20.11.0" +description = "Operations with ISO 8601 durations" +category = "main" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +arrow = ">=0.15.0" [[package]] name = "itsdangerous" @@ -635,7 +721,7 @@ python-versions = ">=3.7" [[package]] name = "jedi" -version = "0.18.1" +version = "0.18.2" description = "An autocompletion tool for Python that can be used for text editors." category = "main" optional = false @@ -645,8 +731,9 @@ python-versions = ">=3.6" parso = ">=0.8.0,<0.9.0" [package.extras] +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-rtd-theme (==0.4.3)", "sphinx (==1.8.5)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"] qa = ["flake8 (==3.8.3)", "mypy (==0.782)"] -testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<7.0.0)"] +testing = ["Django (<3.1)", "attrs", "colorama", "docopt", "pytest (<7.0.0)"] [[package]] name = "jinja2" @@ -664,15 +751,23 @@ i18n = ["Babel (>=2.7)"] [[package]] name = "joblib" -version = "1.1.0" +version = "1.2.0" description = "Lightweight pipelining with Python functions" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" + +[[package]] +name = "jsonpointer" +version = "2.3" +description = "Identify specific nodes in a JSON document (RFC 6901)" +category = "main" +optional = false +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" [[package]] name = "jsonschema" -version = "4.6.0" +version = "4.17.3" description = "An implementation of JSON Schema validation for Python" category = "main" optional = false @@ -680,8 +775,17 @@ python-versions = ">=3.7" [package.dependencies] attrs = ">=17.4.0" +fqdn = {version = "*", optional = true, markers = "extra == \"format-nongpl\""} +idna = {version = "*", optional = true, markers = "extra == \"format-nongpl\""} importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""} +isoduration = {version = "*", optional = true, markers = "extra == \"format-nongpl\""} +jsonpointer = {version = ">1.13", optional = true, markers = "extra == \"format-nongpl\""} +pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""} pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2" +rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""} +rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""} +uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""} +webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-nongpl\""} [package.extras] format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"] @@ -705,7 +809,7 @@ qtconsole = "*" [[package]] name = "jupyter-client" -version = "7.3.2" +version = "7.4.9" description = "Jupyter protocol implementation and client libraries" category = "main" optional = false @@ -717,20 +821,20 @@ jupyter-core = ">=4.9.2" nest-asyncio = ">=1.5.4" python-dateutil = ">=2.8.2" pyzmq = ">=23.0" -tornado = ">=6.0" +tornado = ">=6.2" traitlets = "*" [package.extras] doc = ["ipykernel", "myst-parser", "sphinx-rtd-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt"] -test = ["codecov", "coverage", "ipykernel (>=6.5)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"] +test = ["codecov", "coverage", "ipykernel (>=6.12)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"] [[package]] name = "jupyter-console" -version = "6.4.3" +version = "6.4.4" description = "Jupyter terminal console" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.dependencies] ipykernel = "*" @@ -744,63 +848,117 @@ test = ["pexpect"] [[package]] name = "jupyter-core" -version = "4.10.0" +version = "5.1.3" description = "Jupyter core package. A base package on which Jupyter projects rely." category = "main" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" [package.dependencies] +platformdirs = ">=2.5" pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""} -traitlets = "*" +traitlets = ">=5.3" [package.extras] +docs = ["myst-parser", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"] test = ["ipykernel", "pre-commit", "pytest", "pytest-cov", "pytest-timeout"] [[package]] -name = "jupyterlab-pygments" -version = "0.2.2" -description = "Pygments theme using JupyterLab CSS variables" +name = "jupyter-events" +version = "0.6.3" +description = "Jupyter Event System library" category = "main" optional = false python-versions = ">=3.7" +[package.dependencies] +jsonschema = {version = ">=3.2.0", extras = ["format-nongpl"]} +python-json-logger = ">=2.0.4" +pyyaml = ">=5.3" +rfc3339-validator = "*" +rfc3986-validator = ">=0.1.1" +traitlets = ">=5.3" + +[package.extras] +cli = ["click", "rich"] +docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme", "sphinxcontrib-spelling"] +test = ["click", "coverage", "pre-commit", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "pytest-cov", "pytest (>=7.0)", "rich"] + [[package]] -name = "jupyterlab-widgets" -version = "1.1.0" -description = "A JupyterLab extension." +name = "jupyter-server" +version = "2.1.0" +description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications." category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.8" + +[package.dependencies] +anyio = ">=3.1.0,<4" +argon2-cffi = "*" +jinja2 = "*" +jupyter-client = ">=7.4.4" +jupyter-core = ">=4.12,<5.0.0 || >=5.1.0" +jupyter-events = ">=0.4.0" +jupyter-server-terminals = "*" +nbconvert = ">=6.4.4" +nbformat = ">=5.3.0" +packaging = "*" +prometheus-client = "*" +pywinpty = {version = "*", markers = "os_name == \"nt\""} +pyzmq = ">=24" +send2trash = "*" +terminado = ">=0.8.3" +tornado = ">=6.2.0" +traitlets = ">=5.6.0" +websocket-client = "*" + +[package.extras] +docs = ["docutils (<0.20)", "ipykernel", "jinja2", "jupyter-client", "jupyter-server", "mistune (<1.0.0)", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxcontrib-spelling", "sphinxemoji", "tornado"] +test = ["ipykernel", "pre-commit", "pytest-console-scripts", "pytest-jupyter[server] (>=0.4)", "pytest-timeout", "pytest (>=7.0)", "requests"] [[package]] -name = "keras" -version = "2.9.0" -description = "Deep learning for humans." +name = "jupyter-server-terminals" +version = "0.4.4" +description = "A Jupyter Server Extension Providing Terminals." category = "main" optional = false -python-versions = "*" +python-versions = ">=3.8" + +[package.dependencies] +pywinpty = {version = ">=2.0.3", markers = "os_name == \"nt\""} +terminado = ">=0.8.3" + +[package.extras] +docs = ["jinja2", "jupyter-server", "mistune (<3.0)", "myst-parser", "nbformat", "packaging", "pydata-sphinx-theme", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxcontrib-spelling", "sphinxemoji", "tornado"] +test = ["coverage", "jupyter-server (>=2.0.0)", "pytest-cov", "pytest-jupyter[server] (>=0.5.3)", "pytest-timeout", "pytest (>=7.0)"] [[package]] -name = "keras-preprocessing" -version = "1.1.2" -description = "Easy data preprocessing and data augmentation for deep learning models" +name = "jupyterlab-pygments" +version = "0.2.2" +description = "Pygments theme using JupyterLab CSS variables" category = "main" optional = false -python-versions = "*" +python-versions = ">=3.7" -[package.dependencies] -numpy = ">=1.9.1" -six = ">=1.9.0" +[[package]] +name = "jupyterlab-widgets" +version = "3.0.5" +description = "Jupyter interactive widgets for JupyterLab" +category = "main" +optional = false +python-versions = ">=3.7" -[package.extras] -image = ["scipy (>=0.14)", "Pillow (>=5.2.0)"] -pep8 = ["flake8"] -tests = ["pandas", "pillow", "tensorflow", "keras", "pytest", "pytest-xdist", "pytest-cov"] +[[package]] +name = "keras" +version = "2.11.0" +description = "Deep learning for humans." +category = "main" +optional = false +python-versions = ">=3.7" [[package]] name = "kiwisolver" -version = "1.4.2" +version = "1.4.4" description = "A fast implementation of the Cassowary constraint solver" category = "main" optional = false @@ -819,7 +977,7 @@ data = ["language-data (>=1.1,<2.0)"] [[package]] name = "libclang" -version = "14.0.1" +version = "15.0.6.1" description = "Clang Python Bindings, mirrored from the official LLVM repo: https://github.com/llvm/llvm-project/tree/main/clang/bindings/python, to make the installation process easier." category = "main" optional = false @@ -827,15 +985,15 @@ python-versions = "*" [[package]] name = "llvmlite" -version = "0.38.1" +version = "0.34.0" description = "lightweight wrapper around basic LLVM functionality" category = "main" optional = false -python-versions = ">=3.7,<3.11" +python-versions = ">=3.6" [[package]] name = "lxml" -version = "4.9.0" +version = "4.9.2" description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API." category = "main" optional = false @@ -849,11 +1007,11 @@ source = ["Cython (>=0.29.7)"] [[package]] name = "markdown" -version = "3.3.7" +version = "3.4.1" description = "Python implementation of Markdown." category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.dependencies] importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""} @@ -863,7 +1021,7 @@ testing = ["coverage", "pyyaml"] [[package]] name = "markupsafe" -version = "2.1.1" +version = "2.1.2" description = "Safely add untrusted strings to HTML/XML markup." category = "main" optional = false @@ -871,26 +1029,27 @@ python-versions = ">=3.7" [[package]] name = "matplotlib" -version = "3.5.2" +version = "3.6.3" description = "Python plotting package" category = "main" optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" [package.dependencies] +contourpy = ">=1.0.1" cycler = ">=0.10" fonttools = ">=4.22.0" kiwisolver = ">=1.0.1" -numpy = ">=1.17" +numpy = ">=1.19" packaging = ">=20.0" pillow = ">=6.2.0" pyparsing = ">=2.2.1" python-dateutil = ">=2.7" -setuptools_scm = ">=4" +setuptools_scm = ">=7" [[package]] name = "matplotlib-inline" -version = "0.1.3" +version = "0.1.6" description = "Inline Matplotlib backend for Jupyter" category = "main" optional = false @@ -901,8 +1060,8 @@ traitlets = "*" [[package]] name = "mistune" -version = "0.8.4" -description = "The fastest markdown parser in pure Python" +version = "2.0.4" +description = "A sane Markdown parser with useful plugins and renderers" category = "main" optional = false python-versions = "*" @@ -921,33 +1080,66 @@ opencv-python = ">=4.1.0" [[package]] name = "murmurhash" -version = "1.0.7" +version = "1.0.9" description = "Cython bindings for MurmurHash" category = "main" optional = false -python-versions = "*" +python-versions = ">=3.6" + +[[package]] +name = "nbclassic" +version = "0.4.8" +description = "A web-based notebook environment for interactive computing" +category = "main" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +argon2-cffi = "*" +ipykernel = "*" +ipython-genutils = "*" +jinja2 = "*" +jupyter-client = ">=6.1.1" +jupyter-core = ">=4.6.1" +jupyter-server = ">=1.8" +nbconvert = ">=5" +nbformat = "*" +nest-asyncio = ">=1.5" +notebook-shim = ">=0.1.0" +prometheus-client = "*" +pyzmq = ">=17" +Send2Trash = ">=1.8.0" +terminado = ">=0.8.3" +tornado = ">=6.1" +traitlets = ">=4.2.1" + +[package.extras] +docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"] +json-logging = ["json-logging"] +test = ["pytest", "coverage", "requests", "testpath", "nbval", "pytest-playwright", "pytest-cov", "pytest-tornasync", "requests-unixsocket"] [[package]] name = "nbclient" -version = "0.6.4" +version = "0.7.2" description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor." category = "main" optional = false python-versions = ">=3.7.0" [package.dependencies] -jupyter-client = ">=6.1.5" -nbformat = ">=5.0" -nest-asyncio = "*" -traitlets = ">=5.2.2" +jupyter-client = ">=6.1.12" +jupyter-core = ">=4.12,<5.0.0 || >=5.1.0" +nbformat = ">=5.1" +traitlets = ">=5.3" [package.extras] -sphinx = ["autodoc-traits", "mock", "moto", "myst-parser", "Sphinx (>=1.7)", "sphinx-book-theme"] -test = ["black", "check-manifest", "flake8", "ipykernel", "ipython (<8.0.0)", "ipywidgets (<8.0.0)", "mypy", "pip (>=18.1)", "pre-commit", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "setuptools (>=60.0)", "testpath", "twine (>=1.11.0)", "xmltodict"] +dev = ["pre-commit"] +docs = ["autodoc-traits", "mock", "moto", "myst-parser", "nbclient", "sphinx-book-theme", "sphinx (>=1.7)"] +test = ["ipykernel", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest-asyncio", "pytest-cov (>=4.0)", "pytest (>=7.0)", "testpath", "xmltodict"] [[package]] name = "nbconvert" -version = "6.5.0" +version = "7.2.8" description = "Converting Jupyter Notebooks" category = "main" optional = false @@ -957,12 +1149,12 @@ python-versions = ">=3.7" beautifulsoup4 = "*" bleach = "*" defusedxml = "*" -entrypoints = ">=0.2.2" +importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""} jinja2 = ">=3.0" jupyter-core = ">=4.7" jupyterlab-pygments = "*" -MarkupSafe = ">=2.0" -mistune = ">=0.8.1,<2" +markupsafe = ">=2.0" +mistune = ">=2.0.3,<3" nbclient = ">=0.5.0" nbformat = ">=5.1" packaging = "*" @@ -972,15 +1164,17 @@ tinycss2 = "*" traitlets = ">=5.0" [package.extras] -all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "tornado (>=6.1)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"] -docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"] +all = ["nbconvert"] +docs = ["ipykernel", "ipython", "myst-parser", "nbsphinx (>=0.2.12)", "pydata-sphinx-theme", "sphinx (==5.0.2)", "sphinxcontrib-spelling"] +qtpdf = ["nbconvert"] +qtpng = ["pyqtwebengine (>=5.15)"] serve = ["tornado (>=6.1)"] -test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)"] +test = ["ipykernel", "ipywidgets (>=7)", "pre-commit", "pytest", "pytest-dependency"] webpdf = ["pyppeteer (>=1,<1.1)"] [[package]] name = "nbformat" -version = "5.4.0" +version = "5.7.3" description = "The Jupyter Notebook format" category = "main" optional = false @@ -993,11 +1187,12 @@ jupyter-core = "*" traitlets = ">=5.1" [package.extras] -test = ["check-manifest", "testpath", "pytest", "pre-commit"] +docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"] +test = ["pep440", "pre-commit", "pytest", "testpath"] [[package]] name = "nest-asyncio" -version = "1.5.5" +version = "1.5.6" description = "Patch asyncio to allow nested event loops" category = "main" optional = false @@ -1005,7 +1200,7 @@ python-versions = ">=3.5" [[package]] name = "notebook" -version = "6.4.11" +version = "6.5.2" description = "A web-based notebook environment for interactive computing" category = "main" optional = false @@ -1018,6 +1213,7 @@ ipython-genutils = "*" jinja2 = "*" jupyter-client = ">=5.3.4" jupyter-core = ">=4.6.1" +nbclassic = ">=0.4.7" nbconvert = ">=5" nbformat = "*" nest-asyncio = ">=1.5" @@ -1031,31 +1227,45 @@ traitlets = ">=4.2.1" [package.extras] docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "myst-parser"] json-logging = ["json-logging"] -test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium", "pytest-cov", "requests-unixsocket"] +test = ["pytest", "coverage", "requests", "testpath", "nbval", "selenium (==4.1.5)", "pytest-cov", "requests-unixsocket"] + +[[package]] +name = "notebook-shim" +version = "0.2.2" +description = "A shim layer for notebook traits and config" +category = "main" +optional = false +python-versions = ">=3.7" + +[package.dependencies] +jupyter-server = ">=1.8,<3" + +[package.extras] +test = ["pytest", "pytest-console-scripts", "pytest-tornasync"] [[package]] name = "numba" -version = "0.55.2" +version = "0.51.2" description = "compiling Python code using LLVM" category = "main" optional = false -python-versions = ">=3.7,<3.11" +python-versions = ">=3.6" [package.dependencies] -llvmlite = ">=0.38.0rc1,<0.39" -numpy = ">=1.18,<1.23" +llvmlite = ">=0.34.0.dev0,<0.35" +numpy = ">=1.15" [[package]] name = "numpy" -version = "1.22.4" -description = "NumPy is the fundamental package for array computing with Python." +version = "1.24.1" +description = "Fundamental package for array computing in Python" category = "main" optional = false python-versions = ">=3.8" [[package]] name = "oauthlib" -version = "3.2.0" +version = "3.2.2" description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic" category = "main" optional = false @@ -1068,7 +1278,7 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"] [[package]] name = "opencv-python" -version = "4.5.5.64" +version = "4.7.0.68" description = "Wrapper package for OpenCV python bindings." category = "main" optional = false @@ -1076,9 +1286,11 @@ python-versions = ">=3.6" [package.dependencies] numpy = [ - {version = ">=1.21.2", markers = "python_version >= \"3.6\" and platform_system == \"Darwin\" and platform_machine == \"arm64\""}, + {version = ">=1.21.0", markers = "python_version <= \"3.9\" and platform_system == \"Darwin\" and platform_machine == \"arm64\""}, + {version = ">=1.21.2", markers = "python_version >= \"3.10\""}, + {version = ">=1.21.4", markers = "python_version >= \"3.10\" and platform_system == \"Darwin\""}, {version = ">=1.19.3", markers = "python_version >= \"3.6\" and platform_system == \"Linux\" and platform_machine == \"aarch64\" or python_version >= \"3.9\""}, - {version = ">=1.14.5", markers = "python_version >= \"3.7\""}, + {version = ">=1.17.0", markers = "python_version >= \"3.7\""}, {version = ">=1.17.3", markers = "python_version >= \"3.8\""}, ] @@ -1107,18 +1319,15 @@ python-versions = ">=3.6" [[package]] name = "packaging" -version = "21.3" +version = "23.0" description = "Core utilities for Python packages" category = "main" optional = false -python-versions = ">=3.6" - -[package.dependencies] -pyparsing = ">=2.0.2,<3.0.5 || >3.0.5" +python-versions = ">=3.7" [[package]] name = "pandas" -version = "1.4.2" +version = "1.5.2" description = "Powerful data structures for data analysis, time series, and statistics" category = "main" optional = false @@ -1126,9 +1335,8 @@ python-versions = ">=3.8" [package.dependencies] numpy = [ - {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""}, - {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""}, - {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""}, + {version = ">=1.20.3", markers = "python_version < \"3.10\""}, + {version = ">=1.21.0", markers = "python_version >= \"3.10\""}, ] python-dateutil = ">=2.8.1" pytz = ">=2020.1" @@ -1158,18 +1366,19 @@ testing = ["docopt", "pytest (<6.0.0)"] [[package]] name = "pathy" -version = "0.6.1" +version = "0.10.1" description = "pathlib.Path subclasses for local and cloud bucket storage" category = "main" optional = false python-versions = ">= 3.6" [package.dependencies] -smart-open = ">=5.0.0,<6.0.0" +smart-open = ">=5.2.1,<7.0.0" typer = ">=0.3.0,<1.0.0" [package.extras] -all = ["google-cloud-storage (>=1.26.0,<2.0.0)", "boto3", "pytest", "pytest-coverage", "mock", "typer-cli"] +all = ["google-cloud-storage (>=1.26.0,<2.0.0)", "boto3", "azure-storage-blob", "pytest", "pytest-coverage", "mock", "typer-cli"] +azure = ["azure-storage-blob"] gcs = ["google-cloud-storage (>=1.26.0,<2.0.0)"] s3 = ["boto3"] test = ["pytest", "pytest-coverage", "mock", "typer-cli"] @@ -1195,19 +1404,39 @@ python-versions = "*" [[package]] name = "pillow" -version = "9.1.1" +version = "9.4.0" description = "Python Imaging Library (Fork)" category = "main" optional = false python-versions = ">=3.7" [package.extras] -docs = ["olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinx-rtd-theme (>=1.0)", "sphinxext-opengraph"] +docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-issues (>=3.0.1)", "sphinx-removed-in", "sphinxext-opengraph"] tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"] +[[package]] +name = "pkgutil-resolve-name" +version = "1.3.10" +description = "Resolve a name to an object." +category = "main" +optional = false +python-versions = ">=3.6" + +[[package]] +name = "platformdirs" +version = "2.6.2" +description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"." +category = "main" +optional = false +python-versions = ">=3.7" + +[package.extras] +docs = ["furo (>=2022.12.7)", "proselint (>=0.13)", "sphinx-autodoc-typehints (>=1.19.5)", "sphinx (>=5.3)"] +test = ["appdirs (==1.4.4)", "covdefaults (>=2.2.2)", "pytest-cov (>=4)", "pytest-mock (>=3.10)", "pytest (>=7.2)"] + [[package]] name = "plotly" -version = "5.8.0" +version = "5.12.0" description = "An open-source, interactive data visualization library for Python" category = "main" optional = false @@ -1218,11 +1447,11 @@ tenacity = ">=6.2.0" [[package]] name = "preshed" -version = "3.0.6" +version = "3.0.8" description = "Cython hash table that trusts the keys are pre-hashed" category = "main" optional = false -python-versions = "*" +python-versions = ">=3.6" [package.dependencies] cymem = ">=2.0.2,<2.1.0" @@ -1230,7 +1459,7 @@ murmurhash = ">=0.28.0,<1.1.0" [[package]] name = "prometheus-client" -version = "0.14.1" +version = "0.15.0" description = "Python client for the Prometheus monitoring system." category = "main" optional = false @@ -1241,7 +1470,7 @@ twisted = ["twisted"] [[package]] name = "prompt-toolkit" -version = "3.0.29" +version = "3.0.36" description = "Library for building powerful interactive command lines in Python" category = "main" optional = false @@ -1252,7 +1481,7 @@ wcwidth = "*" [[package]] name = "protobuf" -version = "3.19.4" +version = "3.19.6" description = "Protocol Buffers" category = "main" optional = false @@ -1260,7 +1489,7 @@ python-versions = ">=3.5" [[package]] name = "psutil" -version = "5.9.1" +version = "5.9.4" description = "Cross-platform lib for process and system monitoring in Python." category = "main" optional = false @@ -1288,14 +1517,6 @@ python-versions = "*" [package.extras] tests = ["pytest"] -[[package]] -name = "py" -version = "1.11.0" -description = "library with cross-python path, ini-parsing, io, code, log facilities" -category = "main" -optional = false -python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" - [[package]] name = "pyasn1" version = "0.4.8" @@ -1340,23 +1561,26 @@ email = ["email-validator (>=1.0.3)"] [[package]] name = "pygments" -version = "2.12.0" +version = "2.14.0" description = "Pygments is a syntax highlighting package written in Python." category = "main" optional = false python-versions = ">=3.6" +[package.extras] +plugins = ["importlib-metadata"] + [[package]] name = "pymupdf" -version = "1.19.6" +version = "1.21.1" description = "Python bindings for the PDF toolkit and renderer MuPDF" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [[package]] name = "pynndescent" -version = "0.5.7" +version = "0.5.8" description = "Nearest Neighbor Descent" category = "main" optional = false @@ -1382,7 +1606,7 @@ diagrams = ["railroad-diagrams", "jinja2"] [[package]] name = "pyrsistent" -version = "0.18.1" +version = "0.19.3" description = "Persistent/Functional/Immutable data structures" category = "main" optional = false @@ -1409,18 +1633,26 @@ six = ">=1.5" [[package]] name = "python-dotenv" -version = "0.20.0" +version = "0.21.0" description = "Read key-value pairs from a .env file and set them as environment variables" category = "main" optional = false -python-versions = ">=3.5" +python-versions = ">=3.7" [package.extras] cli = ["click (>=5.0)"] +[[package]] +name = "python-json-logger" +version = "2.0.4" +description = "A python library adding a json log formatter" +category = "main" +optional = false +python-versions = ">=3.5" + [[package]] name = "pytz" -version = "2022.1" +version = "2022.7.1" description = "World timezone definitions, modern and historical" category = "main" optional = false @@ -1428,7 +1660,7 @@ python-versions = "*" [[package]] name = "pywin32" -version = "304" +version = "305" description = "Python for Window Extensions" category = "main" optional = false @@ -1436,7 +1668,7 @@ python-versions = "*" [[package]] name = "pywinpty" -version = "2.0.5" +version = "2.0.10" description = "Pseudo terminal support for Windows from Python." category = "main" optional = false @@ -1452,7 +1684,7 @@ python-versions = ">=3.6" [[package]] name = "pyzmq" -version = "23.1.0" +version = "25.0.0" description = "Python bindings for 0MQ" category = "main" optional = false @@ -1460,11 +1692,10 @@ python-versions = ">=3.6" [package.dependencies] cffi = {version = "*", markers = "implementation_name == \"pypy\""} -py = {version = "*", markers = "implementation_name == \"pypy\""} [[package]] name = "qtconsole" -version = "5.3.1" +version = "5.4.0" description = "Jupyter Qt console" category = "main" optional = false @@ -1486,7 +1717,7 @@ test = ["flaky", "pytest", "pytest-qt"] [[package]] name = "qtpy" -version = "2.1.0" +version = "2.3.0" description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)." category = "main" optional = false @@ -1500,7 +1731,7 @@ test = ["pytest (>=6,!=7.0.0,!=7.0.1)", "pytest-cov (>=3.0.0)", "pytest-qt"] [[package]] name = "regex" -version = "2022.6.2" +version = "2022.10.31" description = "Alternative regular expression module, to replace re." category = "main" optional = false @@ -1508,22 +1739,22 @@ python-versions = ">=3.6" [[package]] name = "requests" -version = "2.27.1" +version = "2.28.2" 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,<4" +idna = ">=2.5,<4" PySocks = {version = ">=1.5.6,<1.5.7 || >1.5.7", optional = true, markers = "extra == \"socks\""} urllib3 = ">=1.21.1,<1.27" [package.extras] -socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"] -use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"] +socks = ["PySocks (>=1.5.6,!=1.5.7)"] +use_chardet_on_py3 = ["chardet (>=3.0.2,<6)"] [[package]] name = "requests-oauthlib" @@ -1555,9 +1786,28 @@ opencv-python = ">=3.4.4" Pillow = ">=5.2.0" tensorflow = ">=1.9.0" +[[package]] +name = "rfc3339-validator" +version = "0.1.4" +description = "A pure python RFC3339 validator" +category = "main" +optional = false +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" + +[package.dependencies] +six = "*" + +[[package]] +name = "rfc3986-validator" +version = "0.1.1" +description = "Pure python rfc3986 validator" +category = "main" +optional = false +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" + [[package]] name = "rsa" -version = "4.8" +version = "4.9" description = "Pure-Python RSA implementation" category = "main" optional = false @@ -1568,34 +1818,39 @@ pyasn1 = ">=0.1.3" [[package]] name = "scikit-learn" -version = "1.1.1" +version = "1.2.0" description = "A set of python modules for machine learning and data mining" category = "main" optional = false python-versions = ">=3.8" [package.dependencies] -joblib = ">=1.0.0" +joblib = ">=1.1.1" numpy = ">=1.17.3" scipy = ">=1.3.2" threadpoolctl = ">=2.0.0" [package.extras] -benchmark = ["matplotlib (>=3.1.2)", "pandas (>=1.0.5)", "memory-profiler (>=0.57.0)"] -docs = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)", "memory-profiler (>=0.57.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "numpydoc (>=1.2.0)", "Pillow (>=7.1.2)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)"] -examples = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)"] -tests = ["matplotlib (>=3.1.2)", "scikit-image (>=0.14.5)", "pandas (>=1.0.5)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "flake8 (>=3.8.2)", "black (>=22.3.0)", "mypy (>=0.770)", "pyamg (>=4.0.0)", "numpydoc (>=1.2.0)"] +benchmark = ["matplotlib (>=3.1.3)", "pandas (>=1.0.5)", "memory-profiler (>=0.57.0)"] +docs = ["matplotlib (>=3.1.3)", "scikit-image (>=0.16.2)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)", "memory-profiler (>=0.57.0)", "sphinx (>=4.0.1)", "sphinx-gallery (>=0.7.0)", "numpydoc (>=1.2.0)", "Pillow (>=7.1.2)", "pooch (>=1.6.0)", "sphinx-prompt (>=1.3.0)", "sphinxext-opengraph (>=0.4.2)", "plotly (>=5.10.0)"] +examples = ["matplotlib (>=3.1.3)", "scikit-image (>=0.16.2)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)", "pooch (>=1.6.0)", "plotly (>=5.10.0)"] +tests = ["matplotlib (>=3.1.3)", "scikit-image (>=0.16.2)", "pandas (>=1.0.5)", "pytest (>=5.3.1)", "pytest-cov (>=2.9.0)", "flake8 (>=3.8.2)", "black (>=22.3.0)", "mypy (>=0.961)", "pyamg (>=4.0.0)", "numpydoc (>=1.2.0)", "pooch (>=1.6.0)"] [[package]] name = "scipy" -version = "1.8.1" -description = "SciPy: Scientific Library for Python" +version = "1.10.0" +description = "Fundamental algorithms for scientific computing in Python" category = "main" optional = false -python-versions = ">=3.8,<3.11" +python-versions = "<3.12,>=3.8" [package.dependencies] -numpy = ">=1.17.3,<1.25.0" +numpy = ">=1.19.5,<1.27.0" + +[package.extras] +test = ["pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "asv", "mpmath", "gmpy2", "threadpoolctl", "scikit-umfpack", "pooch"] +doc = ["sphinx (!=4.1.0)", "pydata-sphinx-theme (==0.9.0)", "sphinx-design (>=0.2.0)", "matplotlib (>2)", "numpydoc"] +dev = ["mypy", "typing-extensions", "pycodestyle", "flake8", "rich-click", "click", "doit (>=0.36.0)", "pydevtool"] [[package]] name = "send2trash" @@ -1612,15 +1867,16 @@ win32 = ["pywin32"] [[package]] name = "setuptools-scm" -version = "6.4.2" +version = "7.1.0" description = "the blessed package to manage your versions by scm tags" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.dependencies] packaging = ">=20.0" -tomli = ">=1.0.0" +tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""} +typing-extensions = "*" [package.extras] test = ["pytest (>=6.2)", "virtualenv (>20)"] @@ -1636,21 +1892,30 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*" [[package]] name = "smart-open" -version = "5.2.1" +version = "6.3.0" description = "Utils for streaming large files (S3, HDFS, GCS, Azure Blob Storage, gzip, bz2...)" category = "main" optional = false python-versions = ">=3.6,<4.0" [package.extras] -all = ["boto3", "google-cloud-storage", "azure-storage-blob", "azure-common", "azure-core", "requests"] +all = ["boto3", "google-cloud-storage (>=2.6.0)", "azure-storage-blob", "azure-common", "azure-core", "requests", "paramiko"] azure = ["azure-storage-blob", "azure-common", "azure-core"] -gcs = ["google-cloud-storage"] +gcs = ["google-cloud-storage (>=2.6.0)"] 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"] +ssh = ["paramiko"] +test = ["boto3", "google-cloud-storage (>=2.6.0)", "azure-storage-blob", "azure-common", "azure-core", "requests", "paramiko", "moto", "responses", "pytest", "pytest-rerunfailures"] webhdfs = ["requests"] +[[package]] +name = "sniffio" +version = "1.3.0" +description = "Sniff out which async library your code is running under" +category = "main" +optional = false +python-versions = ">=3.7" + [[package]] name = "soupsieve" version = "2.3.2.post1" @@ -1661,7 +1926,7 @@ python-versions = ">=3.6" [[package]] name = "spacy" -version = "3.3.0" +version = "3.3.2" description = "Industrial-strength Natural Language Processing (NLP) in Python" category = "main" optional = false @@ -1680,6 +1945,7 @@ pathy = ">=0.3.5" preshed = ">=3.0.2,<3.1.0" pydantic = ">=1.7.4,<1.8 || >1.8,<1.8.1 || >1.8.1,<1.9.0" requests = ">=2.13.0,<3.0.0" +smart-open = ">=5.2.1,<7.0.0" spacy-legacy = ">=3.0.9,<3.1.0" spacy-loggers = ">=1.0.0,<2.0.0" srsly = ">=2.4.3,<3.0.0" @@ -1713,7 +1979,7 @@ transformers = ["spacy-transformers (>=1.1.2,<1.2.0)"] [[package]] name = "spacy-legacy" -version = "3.0.9" +version = "3.0.11" description = "Legacy registered functions for spaCy backwards compatibility" category = "main" optional = false @@ -1721,18 +1987,15 @@ python-versions = ">=3.6" [[package]] name = "spacy-loggers" -version = "1.0.2" +version = "1.0.4" description = "Logging utilities for SpaCy" category = "main" optional = false python-versions = ">=3.6" -[package.dependencies] -wasabi = ">=0.8.1,<1.1.0" - [[package]] name = "srsly" -version = "2.4.3" +version = "2.4.5" description = "Modern high-performance serialization utilities for Python" category = "main" optional = false @@ -1743,15 +2006,15 @@ catalogue = ">=2.0.3,<2.1.0" [[package]] name = "stack-data" -version = "0.2.0" +version = "0.6.2" description = "Extract data from python stack frames and tracebacks for informative displays" category = "main" optional = false python-versions = "*" [package.dependencies] -asttokens = "*" -executing = "*" +asttokens = ">=2.1.0" +executing = ">=1.2.0" pure-eval = "*" [package.extras] @@ -1759,7 +2022,7 @@ tests = ["pytest", "typeguard", "pygments", "littleutils", "cython"] [[package]] name = "tenacity" -version = "8.0.1" +version = "8.1.0" description = "Retry code until it succeeds" category = "main" optional = false @@ -1770,11 +2033,11 @@ doc = ["reno", "sphinx", "tornado (>=4.5)"] [[package]] name = "tensorboard" -version = "2.9.0" +version = "2.11.2" description = "TensorBoard lets you watch Tensors Flow" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.dependencies] absl-py = ">=0.4" @@ -1783,7 +2046,7 @@ google-auth-oauthlib = ">=0.4.1,<0.5" grpcio = ">=1.24.3" markdown = ">=2.6.8" numpy = ">=1.12.0" -protobuf = ">=3.9.2" +protobuf = ">=3.9.2,<4" requests = ">=2.21.0,<3" tensorboard-data-server = ">=0.6.0,<0.7.0" tensorboard-plugin-wit = ">=1.6.0" @@ -1807,7 +2070,7 @@ python-versions = "*" [[package]] name = "tensorflow" -version = "2.9.1" +version = "2.11.0" description = "TensorFlow is an open source machine learning framework for everyone." category = "main" optional = false @@ -1816,29 +2079,28 @@ python-versions = ">=3.7" [package.dependencies] absl-py = ">=1.0.0" astunparse = ">=1.6.0" -flatbuffers = ">=1.12,<2" +flatbuffers = ">=2.0" gast = ">=0.2.1,<=0.4.0" google-pasta = ">=0.1.1" grpcio = ">=1.24.3,<2.0" h5py = ">=2.9.0" -keras = ">=2.9.0rc0,<2.10.0" -keras-preprocessing = ">=1.1.1" +keras = ">=2.11.0,<2.12" libclang = ">=13.0.0" numpy = ">=1.20" opt-einsum = ">=2.3.2" packaging = "*" protobuf = ">=3.9.2,<3.20" six = ">=1.12.0" -tensorboard = ">=2.9,<2.10" -tensorflow-estimator = ">=2.9.0rc0,<2.10.0" -tensorflow-io-gcs-filesystem = ">=0.23.1" +tensorboard = ">=2.11,<2.12" +tensorflow-estimator = ">=2.11.0,<2.12" +tensorflow-io-gcs-filesystem = {version = ">=0.23.1", markers = "platform_machine != \"arm64\" or platform_system != \"Darwin\""} termcolor = ">=1.1.0" typing-extensions = ">=3.6.6" wrapt = ">=1.11.0" [[package]] name = "tensorflow-estimator" -version = "2.9.0" +version = "2.11.0" description = "TensorFlow Estimator." category = "main" optional = false @@ -1846,30 +2108,33 @@ python-versions = ">=3.7" [[package]] name = "tensorflow-io-gcs-filesystem" -version = "0.26.0" +version = "0.29.0" description = "TensorFlow IO" category = "main" optional = false -python-versions = ">=3.7, <3.11" +python-versions = ">=3.7, <3.12" [package.extras] -tensorflow = ["tensorflow (>=2.9.0,<2.10.0)"] -tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.9.0,<2.10.0)"] -tensorflow-cpu = ["tensorflow-cpu (>=2.9.0,<2.10.0)"] -tensorflow-gpu = ["tensorflow-gpu (>=2.9.0,<2.10.0)"] -tensorflow-rocm = ["tensorflow-rocm (>=2.9.0,<2.10.0)"] +tensorflow = ["tensorflow (>=2.11.0,<2.12.0)"] +tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.11.0,<2.12.0)"] +tensorflow-cpu = ["tensorflow-cpu (>=2.11.0,<2.12.0)"] +tensorflow-gpu = ["tensorflow-gpu (>=2.11.0,<2.12.0)"] +tensorflow-rocm = ["tensorflow-rocm (>=2.11.0,<2.12.0)"] [[package]] name = "termcolor" -version = "1.1.0" -description = "ANSII Color formatting for output in terminal." +version = "2.2.0" +description = "ANSI color formatting for output in terminal" category = "main" optional = false -python-versions = "*" +python-versions = ">=3.7" + +[package.extras] +tests = ["pytest", "pytest-cov"] [[package]] name = "terminado" -version = "0.15.0" +version = "0.17.1" description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library." category = "main" optional = false @@ -1881,7 +2146,8 @@ pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""} tornado = ">=6.1.0" [package.extras] -test = ["pre-commit", "pytest-timeout", "pytest (>=6.0)"] +docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"] +test = ["pre-commit", "pytest-timeout", "pytest (>=7.0)"] [[package]] name = "thinc" @@ -1932,30 +2198,31 @@ python-versions = ">=3.6" [[package]] name = "tinycss2" -version = "1.1.1" +version = "1.2.1" description = "A tiny CSS parser" category = "main" optional = false -python-versions = ">=3.6" +python-versions = ">=3.7" [package.dependencies] webencodings = ">=0.4" [package.extras] doc = ["sphinx", "sphinx-rtd-theme"] -test = ["pytest", "pytest-cov", "pytest-flake8", "pytest-isort", "coverage"] +test = ["pytest", "isort", "flake8"] [[package]] name = "tokenizers" -version = "0.12.1" +version = "0.13.2" description = "Fast and Customizable Tokenizers" category = "main" optional = false python-versions = "*" [package.extras] +dev = ["pytest", "requests", "numpy", "datasets", "black (==22.3)"] docs = ["sphinx", "sphinx-rtd-theme", "setuptools-rust"] -testing = ["pytest", "requests", "numpy", "datasets"] +testing = ["pytest", "requests", "numpy", "datasets", "black (==22.3)"] [[package]] name = "tomli" @@ -2007,15 +2274,15 @@ scipy = ["scipy"] [[package]] name = "tornado" -version = "6.1" +version = "6.2" description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed." category = "main" optional = false -python-versions = ">= 3.5" +python-versions = ">= 3.7" [[package]] name = "tqdm" -version = "4.64.0" +version = "4.64.1" description = "Fast, Extensible Progress Meter" category = "main" optional = false @@ -2032,18 +2299,19 @@ telegram = ["requests"] [[package]] name = "traitlets" -version = "5.2.2.post1" -description = "" +version = "5.8.1" +description = "Traitlets Python configuration system" category = "main" optional = false python-versions = ">=3.7" [package.extras] -test = ["pre-commit", "pytest"] +docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"] +test = ["argcomplete (>=2.0)", "pre-commit", "pytest", "pytest-mock"] [[package]] name = "transformers" -version = "4.19.2" 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