From 6a143692635936a11e538380f0dc3e66af748317 Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Mon, 2 May 2022 14:23:45 +0300
Subject: [PATCH 1/6] scaffolding

---
 experiments/hotness/hotness/__init__.py |   1 +
 experiments/hotness/poetry.lock         | 155 ++++++++++++++++++++++++
 experiments/hotness/pyproject.toml      |  15 +++
 3 files changed, 171 insertions(+)
 create mode 100644 experiments/hotness/hotness/__init__.py
 create mode 100644 experiments/hotness/poetry.lock
 create mode 100644 experiments/hotness/pyproject.toml

diff --git a/experiments/hotness/hotness/__init__.py b/experiments/hotness/hotness/__init__.py
new file mode 100644
index 00000000..b794fd40
--- /dev/null
+++ b/experiments/hotness/hotness/__init__.py
@@ -0,0 +1 @@
+__version__ = '0.1.0'
diff --git a/experiments/hotness/poetry.lock b/experiments/hotness/poetry.lock
new file mode 100644
index 00000000..eccd6af7
--- /dev/null
+++ b/experiments/hotness/poetry.lock
@@ -0,0 +1,155 @@
+[[package]]
+name = "atomicwrites"
+version = "1.4.0"
+description = "Atomic file writes."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "attrs"
+version = "21.4.0"
+description = "Classes Without Boilerplate"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[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"]
+
+[[package]]
+name = "colorama"
+version = "0.4.4"
+description = "Cross-platform colored terminal text."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "more-itertools"
+version = "8.12.0"
+description = "More routines for operating on iterables, beyond itertools"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "packaging"
+version = "21.3"
+description = "Core utilities for Python packages"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
+
+[[package]]
+name = "pluggy"
+version = "0.13.1"
+description = "plugin and hook calling mechanisms for python"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.extras]
+dev = ["pre-commit", "tox"]
+
+[[package]]
+name = "py"
+version = "1.11.0"
+description = "library with cross-python path, ini-parsing, io, code, log facilities"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "pyparsing"
+version = "3.0.8"
+description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+category = "dev"
+optional = false
+python-versions = ">=3.6.8"
+
+[package.extras]
+diagrams = ["railroad-diagrams", "jinja2"]
+
+[[package]]
+name = "pytest"
+version = "5.4.3"
+description = "pytest: simple powerful testing with Python"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[package.dependencies]
+atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
+attrs = ">=17.4.0"
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+more-itertools = ">=4.0.0"
+packaging = "*"
+pluggy = ">=0.12,<1.0"
+py = ">=1.5.0"
+wcwidth = "*"
+
+[package.extras]
+checkqa-mypy = ["mypy (==v0.761)"]
+testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xmlschema"]
+
+[[package]]
+name = "wcwidth"
+version = "0.2.5"
+description = "Measures the displayed width of unicode strings in a terminal"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[metadata]
+lock-version = "1.1"
+python-versions = "^3.10"
+content-hash = "491a37bfc34281cb87606e36384453db66e94ff9c309c7a34be6f9380c5e9782"
+
+[metadata.files]
+atomicwrites = [
+    {file = "atomicwrites-1.4.0-py2.py3-none-any.whl", hash = "sha256:6d1784dea7c0c8d4a5172b6c620f40b6e4cbfdf96d783691f2e1302a7b88e197"},
+    {file = "atomicwrites-1.4.0.tar.gz", hash = "sha256:ae70396ad1a434f9c7046fd2dd196fc04b12f9e91ffb859164193be8b6168a7a"},
+]
+attrs = [
+    {file = "attrs-21.4.0-py2.py3-none-any.whl", hash = "sha256:2d27e3784d7a565d36ab851fe94887c5eccd6a463168875832a1be79c82828b4"},
+    {file = "attrs-21.4.0.tar.gz", hash = "sha256:626ba8234211db98e869df76230a137c4c40a12d72445c45d5f5b716f076e2fd"},
+]
+colorama = [
+    {file = "colorama-0.4.4-py2.py3-none-any.whl", hash = "sha256:9f47eda37229f68eee03b24b9748937c7dc3868f906e8ba69fbcbdd3bc5dc3e2"},
+    {file = "colorama-0.4.4.tar.gz", hash = "sha256:5941b2b48a20143d2267e95b1c2a7603ce057ee39fd88e7329b0c292aa16869b"},
+]
+more-itertools = [
+    {file = "more-itertools-8.12.0.tar.gz", hash = "sha256:7dc6ad46f05f545f900dd59e8dfb4e84a4827b97b3cfecb175ea0c7d247f6064"},
+    {file = "more_itertools-8.12.0-py3-none-any.whl", hash = "sha256:43e6dd9942dffd72661a2c4ef383ad7da1e6a3e968a927ad7a6083ab410a688b"},
+]
+packaging = [
+    {file = "packaging-21.3-py3-none-any.whl", hash = "sha256:ef103e05f519cdc783ae24ea4e2e0f508a9c99b2d4969652eed6a2e1ea5bd522"},
+    {file = "packaging-21.3.tar.gz", hash = "sha256:dd47c42927d89ab911e606518907cc2d3a1f38bbd026385970643f9c5b8ecfeb"},
+]
+pluggy = [
+    {file = "pluggy-0.13.1-py2.py3-none-any.whl", hash = "sha256:966c145cd83c96502c3c3868f50408687b38434af77734af1e9ca461a4081d2d"},
+    {file = "pluggy-0.13.1.tar.gz", hash = "sha256:15b2acde666561e1298d71b523007ed7364de07029219b604cf808bfa1c765b0"},
+]
+py = [
+    {file = "py-1.11.0-py2.py3-none-any.whl", hash = "sha256:607c53218732647dff4acdfcd50cb62615cedf612e72d1724fb1a0cc6405b378"},
+    {file = "py-1.11.0.tar.gz", hash = "sha256:51c75c4126074b472f746a24399ad32f6053d1b34b68d2fa41e558e6f4a98719"},
+]
+pyparsing = [
+    {file = "pyparsing-3.0.8-py3-none-any.whl", hash = "sha256:ef7b523f6356f763771559412c0d7134753f037822dad1b16945b7b846f7ad06"},
+    {file = "pyparsing-3.0.8.tar.gz", hash = "sha256:7bf433498c016c4314268d95df76c81b842a4cb2b276fa3312cfb1e1d85f6954"},
+]
+pytest = [
+    {file = "pytest-5.4.3-py3-none-any.whl", hash = "sha256:5c0db86b698e8f170ba4582a492248919255fcd4c79b1ee64ace34301fb589a1"},
+    {file = "pytest-5.4.3.tar.gz", hash = "sha256:7979331bfcba207414f5e1263b5a0f8f521d0f457318836a7355531ed1a4c7d8"},
+]
+wcwidth = [
+    {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
+    {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
+]
diff --git a/experiments/hotness/pyproject.toml b/experiments/hotness/pyproject.toml
new file mode 100644
index 00000000..5c8cd838
--- /dev/null
+++ b/experiments/hotness/pyproject.toml
@@ -0,0 +1,15 @@
+[tool.poetry]
+name = "hotness"
+version = "0.1.0"
+description = ""
+authors = ["Markus Schepke <markus.schepke@wolt.com>"]
+
+[tool.poetry.dependencies]
+python = "^3.10"
+
+[tool.poetry.dev-dependencies]
+pytest = "^5.2"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
-- 
GitLab


From 6a29b21487b57d22ed749fecd285513282680859 Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Mon, 2 May 2022 14:29:33 +0300
Subject: [PATCH 2/6] more packages

---
 experiments/hotness/poetry.lock    | 2303 +++++++++++++++++++++++++++-
 experiments/hotness/pyproject.toml |    8 +
 2 files changed, 2261 insertions(+), 50 deletions(-)

diff --git a/experiments/hotness/poetry.lock b/experiments/hotness/poetry.lock
index eccd6af7..df267d53 100644
--- a/experiments/hotness/poetry.lock
+++ b/experiments/hotness/poetry.lock
@@ -1,103 +1,1389 @@
+[[package]]
+name = "anyio"
+version = "3.5.0"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+category = "dev"
+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 (>=6.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
+trio = ["trio (>=0.16)"]
+
+[[package]]
+name = "appnope"
+version = "0.1.3"
+description = "Disable App Nap on macOS >= 10.9"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "argon2-cffi"
+version = "21.3.0"
+description = "The secure Argon2 password hashing algorithm."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+argon2-cffi-bindings = "*"
+
+[package.extras]
+dev = ["pre-commit", "cogapp", "tomli", "coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "sphinx-notfound-page", "furo"]
+docs = ["sphinx", "sphinx-notfound-page", "furo"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
+
+[[package]]
+name = "argon2-cffi-bindings"
+version = "21.2.0"
+description = "Low-level CFFI bindings for Argon2"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = ">=1.0.1"
+
+[package.extras]
+dev = ["pytest", "cogapp", "pre-commit", "wheel"]
+tests = ["pytest"]
+
+[[package]]
+name = "astroid"
+version = "2.11.3"
+description = "An abstract syntax tree for Python with inference support."
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+lazy-object-proxy = ">=1.4.0"
+wrapt = ">=1.11,<2"
+
+[[package]]
+name = "asttokens"
+version = "2.0.5"
+description = "Annotate AST trees with source code positions"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
+[package.extras]
+test = ["astroid", "pytest"]
+
 [[package]]
 name = "atomicwrites"
 version = "1.4.0"
 description = "Atomic file writes."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "attrs"
+version = "21.4.0"
+description = "Classes Without Boilerplate"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[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"]
+
+[[package]]
+name = "babel"
+version = "2.10.1"
+description = "Internationalization utilities"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+pytz = ">=2015.7"
+
+[[package]]
+name = "backcall"
+version = "0.2.0"
+description = "Specifications for callback functions passed in to an API"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "beautifulsoup4"
+version = "4.11.1"
+description = "Screen-scraping library"
+category = "dev"
+optional = false
+python-versions = ">=3.6.0"
+
+[package.dependencies]
+soupsieve = ">1.2"
+
+[package.extras]
+html5lib = ["html5lib"]
+lxml = ["lxml"]
+
+[[package]]
+name = "black"
+version = "22.3.0"
+description = "The uncompromising code formatter."
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+
+[package.dependencies]
+click = ">=8.0.0"
+mypy-extensions = ">=0.4.3"
+pathspec = ">=0.9.0"
+platformdirs = ">=2"
+tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
+
+[package.extras]
+colorama = ["colorama (>=0.4.3)"]
+d = ["aiohttp (>=3.7.4)"]
+jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
+uvloop = ["uvloop (>=0.15.2)"]
+
+[[package]]
+name = "bleach"
+version = "5.0.0"
+description = "An easy safelist-based HTML-sanitizing tool."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+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 = "certifi"
+version = "2021.10.8"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "cffi"
+version = "1.15.0"
+description = "Foreign Function Interface for Python calling C code."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pycparser = "*"
+
+[[package]]
+name = "charset-normalizer"
+version = "2.0.12"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "dev"
+optional = false
+python-versions = ">=3.5.0"
+
+[package.extras]
+unicode_backport = ["unicodedata2"]
+
+[[package]]
+name = "click"
+version = "8.1.3"
+description = "Composable command line interface toolkit"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[[package]]
+name = "colorama"
+version = "0.4.4"
+description = "Cross-platform colored terminal text."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "debugpy"
+version = "1.6.0"
+description = "An implementation of the Debug Adapter Protocol for Python"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "decorator"
+version = "5.1.1"
+description = "Decorators for Humans"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "defusedxml"
+version = "0.7.1"
+description = "XML bomb protection for Python stdlib modules"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "dill"
+version = "0.3.4"
+description = "serialize all of python"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*"
+
+[package.extras]
+graph = ["objgraph (>=1.7.2)"]
+
+[[package]]
+name = "entrypoints"
+version = "0.4"
+description = "Discover and load entry points from installed packages."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "executing"
+version = "0.8.3"
+description = "Get the currently executing AST node of a frame, and other information"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "fastjsonschema"
+version = "2.15.3"
+description = "Fastest Python implementation of JSON schema"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.extras]
+devel = ["colorama", "jsonschema", "json-spec", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
+
+[[package]]
+name = "idna"
+version = "3.3"
+description = "Internationalized Domain Names in Applications (IDNA)"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "ipykernel"
+version = "6.13.0"
+description = "IPython Kernel for Jupyter"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+appnope = {version = "*", markers = "platform_system == \"Darwin\""}
+debugpy = ">=1.0"
+ipython = ">=7.23.1"
+jupyter-client = ">=6.1.12"
+matplotlib-inline = ">=0.1"
+nest-asyncio = "*"
+packaging = "*"
+psutil = "*"
+tornado = ">=6.1"
+traitlets = ">=5.1.0"
+
+[package.extras]
+test = ["pytest (>=6.0)", "pytest-cov", "flaky", "ipyparallel", "pre-commit", "pytest-timeout"]
+
+[[package]]
+name = "ipython"
+version = "8.3.0"
+description = "IPython: Productive Interactive Computing"
+category = "dev"
+optional = false
+python-versions = ">=3.8"
+
+[package.dependencies]
+appnope = {version = "*", markers = "sys_platform == \"darwin\""}
+backcall = "*"
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+decorator = "*"
+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"
+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"]
+black = ["black"]
+doc = ["Sphinx (>=1.3)"]
+kernel = ["ipykernel"]
+nbconvert = ["nbconvert"]
+nbformat = ["nbformat"]
+notebook = ["ipywidgets", "notebook"]
+parallel = ["ipyparallel"]
+qtconsole = ["qtconsole"]
+test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
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+
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+category = "dev"
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+
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+category = "dev"
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+[package.extras]
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+version = "2022.1"
+description = "World timezone definitions, modern and historical"
+category = "dev"
+optional = false
+python-versions = "*"
 
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-name = "attrs"
-version = "21.4.0"
-description = "Classes Without Boilerplate"
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 category = "dev"
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+category = "dev"
+optional = false
+python-versions = ">=3.6"
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+[package.dependencies]
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+py = {version = "*", markers = "implementation_name == \"pypy\""}
+
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+description = "Jupyter Qt console"
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+[package.dependencies]
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+ipython-genutils = "*"
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+jupyter-core = "*"
+pygments = "*"
+pyzmq = ">=17.1"
+qtpy = ">=2.0.1"
+traitlets = "*"
 
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-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"]
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-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"]
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+doc = ["Sphinx (>=1.3)"]
+test = ["flaky", "pytest", "pytest-qt"]
 
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-name = "colorama"
-version = "0.4.4"
-description = "Cross-platform colored terminal text."
+name = "qtpy"
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+description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)."
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-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.6"
+
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+packaging = "*"
+
+[package.extras]
+test = ["pytest (>=6.0.0)", "pytest-cov (>=3.0.0)", "pytest-qt"]
 
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-description = "More routines for operating on iterables, beyond itertools"
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+
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+optional = false
+python-versions = "*"
+
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+
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+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+
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 python-versions = ">=3.5"
 
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-name = "packaging"
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+version = "2.3.2.post1"
+description = "A modern CSS selector implementation for Beautiful Soup."
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+executing = "*"
+pure-eval = "*"
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+pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""}
+tornado = ">=4"
 
 [package.extras]
-dev = ["pre-commit", "tox"]
+test = ["pytest"]
 
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-description = "library with cross-python path, ini-parsing, io, code, log facilities"
+name = "tinycss2"
+version = "1.1.1"
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-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.6"
+
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+
+[package.extras]
+doc = ["sphinx", "sphinx-rtd-theme"]
+test = ["pytest", "pytest-cov", "pytest-flake8", "pytest-isort", "coverage"]
 
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-name = "pyparsing"
-version = "3.0.8"
-description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+name = "toml"
+version = "0.10.2"
+description = "Python Library for Tom's Obvious, Minimal Language"
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-python-versions = ">=3.6.8"
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+
+[[package]]
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+version = "2.0.1"
+description = "A lil' TOML parser"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "tornado"
+version = "6.1"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+category = "dev"
+optional = false
+python-versions = ">= 3.5"
+
+[[package]]
+name = "traitlets"
+version = "5.1.1"
+description = "Traitlets Python configuration system"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
 
 [package.extras]
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+test = ["pytest"]
 
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-name = "pytest"
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-description = "pytest: simple powerful testing with Python"
+name = "typing-extensions"
+version = "4.2.0"
+description = "Backported and Experimental Type Hints for Python 3.7+"
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-python-versions = ">=3.5"
+python-versions = ">=3.7"
 
-[package.dependencies]
-atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
-attrs = ">=17.4.0"
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-more-itertools = ">=4.0.0"
-packaging = "*"
-pluggy = ">=0.12,<1.0"
-py = ">=1.5.0"
-wcwidth = "*"
+[[package]]
+name = "urllib3"
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+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
 
 [package.extras]
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-testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xmlschema"]
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+socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "wcwidth"
@@ -107,12 +1393,95 @@ category = "dev"
 optional = false
 python-versions = "*"
 
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+python-versions = ">=3.7"
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+python-versions = "*"
+
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+
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+category = "dev"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
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diff --git a/experiments/hotness/pyproject.toml b/experiments/hotness/pyproject.toml
index 5c8cd838..761df3e1 100644
--- a/experiments/hotness/pyproject.toml
+++ b/experiments/hotness/pyproject.toml
@@ -9,6 +9,14 @@ python = "^3.10"
 
 [tool.poetry.dev-dependencies]
 pytest = "^5.2"
+pandas = "^1.4.2"
+black = "^22.3.0"
+nb-black = "^1.0.7"
+jupyter = "^1.0.0"
+jupyterlab = "^3.3.4"
+jupytext = "^1.13.8"
+pylint = "^2.13.7"
+mypy = "^0.950"
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
-- 
GitLab


From 8c2bcf6cc237269a7d5fb56b1ab09c59adf78d16 Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Mon, 2 May 2022 14:31:28 +0300
Subject: [PATCH 3/6] better separation

---
 experiments/hotness/poetry.lock    | 12 ++++++------
 experiments/hotness/pyproject.toml | 11 ++++++-----
 2 files changed, 12 insertions(+), 11 deletions(-)

diff --git a/experiments/hotness/poetry.lock b/experiments/hotness/poetry.lock
index df267d53..6a2d1c76 100644
--- a/experiments/hotness/poetry.lock
+++ b/experiments/hotness/poetry.lock
@@ -898,7 +898,7 @@ test = ["pytest", "pytest-tornasync", "pytest-console-scripts"]
 name = "numpy"
 version = "1.22.3"
 description = "NumPy is the fundamental package for array computing with Python."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 
@@ -917,7 +917,7 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 name = "pandas"
 version = "1.4.2"
 description = "Powerful data structures for data analysis, time series, and statistics"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.8"
 
@@ -1140,7 +1140,7 @@ testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xm
 name = "python-dateutil"
 version = "2.8.2"
 description = "Extensions to the standard Python datetime module"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 
@@ -1151,7 +1151,7 @@ six = ">=1.5"
 name = "pytz"
 version = "2022.1"
 description = "World timezone definitions, modern and historical"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -1262,7 +1262,7 @@ win32 = ["pywin32"]
 name = "six"
 version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 
@@ -1436,7 +1436,7 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.10"
-content-hash = "7300f9d9231c981c3aa848b7686d48cf95d3f71486ce81f68471366ede898d79"
+content-hash = "2f695d79ffa40bd3da9323eb06adcabeaf6dd848b21f6e081176a2da79ea7799"
 
 [metadata.files]
 anyio = [
diff --git a/experiments/hotness/pyproject.toml b/experiments/hotness/pyproject.toml
index 761df3e1..897329a9 100644
--- a/experiments/hotness/pyproject.toml
+++ b/experiments/hotness/pyproject.toml
@@ -2,21 +2,22 @@
 name = "hotness"
 version = "0.1.0"
 description = ""
-authors = ["Markus Schepke <markus.schepke@wolt.com>"]
+authors = ["Markus Shepherd <markus@recommend.games>"]
 
 [tool.poetry.dependencies]
 python = "^3.10"
 
-[tool.poetry.dev-dependencies]
-pytest = "^5.2"
 pandas = "^1.4.2"
+
+[tool.poetry.dev-dependencies]
 black = "^22.3.0"
-nb-black = "^1.0.7"
 jupyter = "^1.0.0"
 jupyterlab = "^3.3.4"
 jupytext = "^1.13.8"
-pylint = "^2.13.7"
 mypy = "^0.950"
+nb-black = "^1.0.7"
+pylint = "^2.13.7"
+pytest = "^5.2"
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
-- 
GitLab


From e6d8e7e16e09000c55dac96e7ecc720c9d87ca83 Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Mon, 2 May 2022 16:45:15 +0300
Subject: [PATCH 4/6] first sketch of analysis.py

---
 experiments/hotness/analysis.py | 73 +++++++++++++++++++++++++++++++++
 1 file changed, 73 insertions(+)
 create mode 100644 experiments/hotness/analysis.py

diff --git a/experiments/hotness/analysis.py b/experiments/hotness/analysis.py
new file mode 100644
index 00000000..dfb09381
--- /dev/null
+++ b/experiments/hotness/analysis.py
@@ -0,0 +1,73 @@
+# ---
+# jupyter:
+#   jupytext:
+#     formats: ipynb,py:percent
+#     text_representation:
+#       extension: .py
+#       format_name: percent
+#       format_version: '1.3'
+#       jupytext_version: 1.13.8
+#   kernelspec:
+#     display_name: Python 3 (ipykernel)
+#     language: python
+#     name: python3
+# ---
+
+# %%
+import json
+import pandas as pd
+import pathlib
+
+# %load_ext nb_black
+# %load_ext lab_black
+
+# %%
+responses_dir = (
+    pathlib.Path()
+    / ".."
+    / ".."
+    / ".."
+    / "board-game-scraper"
+    / "feeds"
+    / "r_g_responses"
+).resolve()
+responses_dir
+
+
+# %%
+def parse_dir(path_dir):
+    for path_file in path_dir.rglob("*.jl"):
+        with path_file.open() as file:
+            yield from map(json.loads, file)
+
+
+# %%
+responses = pd.DataFrame.from_records(
+    data=parse_dir(responses_dir),
+    columns=["timestamp", "response"],
+)
+responses.shape
+
+# %%
+responses["timestamp"] = pd.to_datetime(responses.timestamp)
+responses.set_index("timestamp", inplace=True)
+responses["points"] = responses["response"].apply(
+    lambda l: list(range(25, 25 - len(l), -1))
+)
+responses.shape
+
+# %%
+points = responses.explode(["response", "points"])
+points.rename(columns={"response": "bgg_id"}, inplace=True)
+points.shape
+
+# %%
+daily = (
+    points.groupby("bgg_id")
+    .resample("D")
+    .points.sum()
+    .swaplevel()
+    .reset_index()
+    .sort_values(["timestamp", "points", "bgg_id"], ascending=[True, False, True])
+)
+daily.shape
-- 
GitLab


From a5cd9c582e00f6bb0dec6556c8223060a1e74186 Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Mon, 2 May 2022 16:55:13 +0300
Subject: [PATCH 5/6] small change to the daily DF

---
 experiments/hotness/analysis.py | 17 ++++++++++-------
 1 file changed, 10 insertions(+), 7 deletions(-)

diff --git a/experiments/hotness/analysis.py b/experiments/hotness/analysis.py
index dfb09381..6c43dc99 100644
--- a/experiments/hotness/analysis.py
+++ b/experiments/hotness/analysis.py
@@ -62,12 +62,15 @@ points.rename(columns={"response": "bgg_id"}, inplace=True)
 points.shape
 
 # %%
-daily = (
-    points.groupby("bgg_id")
-    .resample("D")
-    .points.sum()
-    .swaplevel()
-    .reset_index()
-    .sort_values(["timestamp", "points", "bgg_id"], ascending=[True, False, True])
+daily = points.groupby("bgg_id").resample("D").points.sum().reset_index()
+daily["date"] = daily.timestamp.dt.date
+daily.drop(columns="timestamp", inplace=True)
+daily.sort_values(
+    by=["date", "points", "bgg_id"],
+    ascending=[True, False, True],
+    inplace=True,
 )
 daily.shape
+
+# %%
+daily.sample(10)
-- 
GitLab


From f8578f0414b1b3fee898e768b28ace3d6dbad7f1 Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Tue, 3 May 2022 10:16:46 +0300
Subject: [PATCH 6/6] some actual hotness

---
 experiments/hotness/analysis.py | 25 +++++++++++++++++++++++++
 1 file changed, 25 insertions(+)

diff --git a/experiments/hotness/analysis.py b/experiments/hotness/analysis.py
index 6c43dc99..c35340b8 100644
--- a/experiments/hotness/analysis.py
+++ b/experiments/hotness/analysis.py
@@ -74,3 +74,28 @@ daily.shape
 
 # %%
 daily.sample(10)
+
+
+# %%
+def process_days(daily, weight_today=0.5):
+    yesterday = None
+
+    for date, data in daily.groupby("date"):
+        today = pd.Series(index=data.bgg_id, data=data.points)
+
+        if yesterday is None:
+            yield date, today.rank(method="min", ascending=False)
+            yesterday = today
+
+        else:
+            temp = pd.DataFrame({"yesterday": yesterday, "today": today})
+            temp.fillna(value=0, inplace=True)
+            values = (1 - weight_today) * temp.yesterday + weight_today * temp.today
+            yield date, values.rank(method="min", ascending=False)
+            yesterday = values
+
+
+# %%
+for date, p in process_days(daily):
+    print(date)
+    print(p.sort_values()[:5])
-- 
GitLab