From 61483a54f5d73a645839943159156bbf000102ca Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Sat, 23 Oct 2021 06:54:03 +0300
Subject: [PATCH 01/10] =?UTF-8?q?scaffolding=20(with=20Poetry=20?=
 =?UTF-8?q?=F0=9F=A4=A9)?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../aggregated_hotness/__init__.py            |    1 +
 experiments/aggregated_hotness/hotness.py     |   31 +
 experiments/aggregated_hotness/poetry.lock    | 1831 +++++++++++++++++
 experiments/aggregated_hotness/pyproject.toml |   20 +
 4 files changed, 1883 insertions(+)
 create mode 100644 experiments/aggregated_hotness/aggregated_hotness/__init__.py
 create mode 100644 experiments/aggregated_hotness/hotness.py
 create mode 100644 experiments/aggregated_hotness/poetry.lock
 create mode 100644 experiments/aggregated_hotness/pyproject.toml

diff --git a/experiments/aggregated_hotness/aggregated_hotness/__init__.py b/experiments/aggregated_hotness/aggregated_hotness/__init__.py
new file mode 100644
index 00000000..b794fd40
--- /dev/null
+++ b/experiments/aggregated_hotness/aggregated_hotness/__init__.py
@@ -0,0 +1 @@
+__version__ = '0.1.0'
diff --git a/experiments/aggregated_hotness/hotness.py b/experiments/aggregated_hotness/hotness.py
new file mode 100644
index 00000000..95bb6daa
--- /dev/null
+++ b/experiments/aggregated_hotness/hotness.py
@@ -0,0 +1,31 @@
+# ---
+# jupyter:
+#   jupytext:
+#     formats: ipynb,py:percent
+#     text_representation:
+#       extension: .py
+#       format_name: percent
+#       format_version: '1.3'
+#       jupytext_version: 1.13.0
+#   kernelspec:
+#     display_name: Python 3 (ipykernel)
+#     language: python
+#     name: python3
+# ---
+
+# %%
+from pathlib import Path
+import pandas as pd
+
+# %load_ext nb_black
+# %load_ext lab_black
+
+# %%
+hot_dir = Path("../../../board-game-data/rankings/bgg/hotness/").resolve()
+hot_dir
+
+# %%
+pd.read_csv(
+    max(hot_dir.glob("*.csv")),
+    index_col="bgg_id",
+)["rank"]
diff --git a/experiments/aggregated_hotness/poetry.lock b/experiments/aggregated_hotness/poetry.lock
new file mode 100644
index 00000000..6b795107
--- /dev/null
+++ b/experiments/aggregated_hotness/poetry.lock
@@ -0,0 +1,1831 @@
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+    {file = "tornado-6.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:20241b3cb4f425e971cb0a8e4ffc9b0a861530ae3c52f2b0434e6c1b57e9fd95"},
+    {file = "tornado-6.1-cp38-cp38-manylinux1_i686.whl", hash = "sha256:c77da1263aa361938476f04c4b6c8916001b90b2c2fdd92d8d535e1af48fba5a"},
+    {file = "tornado-6.1-cp38-cp38-manylinux1_x86_64.whl", hash = "sha256:fba85b6cd9c39be262fcd23865652920832b61583de2a2ca907dbd8e8a8c81e5"},
+    {file = "tornado-6.1-cp38-cp38-manylinux2010_i686.whl", hash = "sha256:1e8225a1070cd8eec59a996c43229fe8f95689cb16e552d130b9793cb570a288"},
+    {file = "tornado-6.1-cp38-cp38-manylinux2010_x86_64.whl", hash = "sha256:d14d30e7f46a0476efb0deb5b61343b1526f73ebb5ed84f23dc794bdb88f9d9f"},
+    {file = "tornado-6.1-cp38-cp38-manylinux2014_aarch64.whl", hash = "sha256:8f959b26f2634a091bb42241c3ed8d3cedb506e7c27b8dd5c7b9f745318ddbb6"},
+    {file = "tornado-6.1-cp38-cp38-win32.whl", hash = "sha256:34ca2dac9e4d7afb0bed4677512e36a52f09caa6fded70b4e3e1c89dbd92c326"},
+    {file = "tornado-6.1-cp38-cp38-win_amd64.whl", hash = "sha256:6196a5c39286cc37c024cd78834fb9345e464525d8991c21e908cc046d1cc02c"},
+    {file = "tornado-6.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:f0ba29bafd8e7e22920567ce0d232c26d4d47c8b5cf4ed7b562b5db39fa199c5"},
+    {file = "tornado-6.1-cp39-cp39-manylinux1_i686.whl", hash = "sha256:33892118b165401f291070100d6d09359ca74addda679b60390b09f8ef325ffe"},
+    {file = "tornado-6.1-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:7da13da6f985aab7f6f28debab00c67ff9cbacd588e8477034c0652ac141feea"},
+    {file = "tornado-6.1-cp39-cp39-manylinux2010_i686.whl", hash = "sha256:e0791ac58d91ac58f694d8d2957884df8e4e2f6687cdf367ef7eb7497f79eaa2"},
+    {file = "tornado-6.1-cp39-cp39-manylinux2010_x86_64.whl", hash = "sha256:66324e4e1beede9ac79e60f88de548da58b1f8ab4b2f1354d8375774f997e6c0"},
+    {file = "tornado-6.1-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:a48900ecea1cbb71b8c71c620dee15b62f85f7c14189bdeee54966fbd9a0c5bd"},
+    {file = "tornado-6.1-cp39-cp39-win32.whl", hash = "sha256:d3d20ea5782ba63ed13bc2b8c291a053c8d807a8fa927d941bd718468f7b950c"},
+    {file = "tornado-6.1-cp39-cp39-win_amd64.whl", hash = "sha256:548430be2740e327b3fe0201abe471f314741efcb0067ec4f2d7dcfb4825f3e4"},
+    {file = "tornado-6.1.tar.gz", hash = "sha256:33c6e81d7bd55b468d2e793517c909b139960b6c790a60b7991b9b6b76fb9791"},
+]
+traitlets = [
+    {file = "traitlets-5.1.0-py3-none-any.whl", hash = "sha256:03f172516916220b58c9f19d7f854734136dd9528103d04e9bf139a92c9f54c4"},
+    {file = "traitlets-5.1.0.tar.gz", hash = "sha256:bd382d7ea181fbbcce157c133db9a829ce06edffe097bcf3ab945b435452b46d"},
+]
+typing-extensions = [
+    {file = "typing_extensions-3.10.0.2-py2-none-any.whl", hash = "sha256:d8226d10bc02a29bcc81df19a26e56a9647f8b0a6d4a83924139f4a8b01f17b7"},
+    {file = "typing_extensions-3.10.0.2-py3-none-any.whl", hash = "sha256:f1d25edafde516b146ecd0613dabcc61409817af4766fbbcfb8d1ad4ec441a34"},
+    {file = "typing_extensions-3.10.0.2.tar.gz", hash = "sha256:49f75d16ff11f1cd258e1b988ccff82a3ca5570217d7ad8c5f48205dd99a677e"},
+]
+urllib3 = [
+    {file = "urllib3-1.26.7-py2.py3-none-any.whl", hash = "sha256:c4fdf4019605b6e5423637e01bc9fe4daef873709a7973e195ceba0a62bbc844"},
+    {file = "urllib3-1.26.7.tar.gz", hash = "sha256:4987c65554f7a2dbf30c18fd48778ef124af6fab771a377103da0585e2336ece"},
+]
+wcwidth = [
+    {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
+    {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
+]
+webencodings = [
+    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
+    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
+]
+websocket-client = [
+    {file = "websocket-client-1.2.1.tar.gz", hash = "sha256:8dfb715d8a992f5712fff8c843adae94e22b22a99b2c5e6b0ec4a1a981cc4e0d"},
+    {file = "websocket_client-1.2.1-py2.py3-none-any.whl", hash = "sha256:0133d2f784858e59959ce82ddac316634229da55b498aac311f1620567a710ec"},
+]
diff --git a/experiments/aggregated_hotness/pyproject.toml b/experiments/aggregated_hotness/pyproject.toml
new file mode 100644
index 00000000..f25a6a38
--- /dev/null
+++ b/experiments/aggregated_hotness/pyproject.toml
@@ -0,0 +1,20 @@
+[tool.poetry]
+name = "aggregated_hotness"
+version = "0.1.0"
+description = ""
+authors = ["Markus Shepherd <markus@recommend.games>"]
+
+[tool.poetry.dependencies]
+python = "^3.8"
+
+[tool.poetry.dev-dependencies]
+pytest = "^5.2"
+pandas = "^1.3.4"
+jupyterlab = "^3.2.1"
+jupytext = "^1.13.0"
+nb-black = "^1.0.7"
+black = "^21.9b0"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
-- 
GitLab


From eafc96403726bbece2456fb7d0d15ae6c96db780 Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Sat, 23 Oct 2021 07:25:33 +0300
Subject: [PATCH 02/10] load one hotness per day

---
 experiments/aggregated_hotness/hotness.py     |  32 ++-
 experiments/aggregated_hotness/poetry.lock    | 223 ++++++++----------
 experiments/aggregated_hotness/pyproject.toml |  11 +-
 3 files changed, 136 insertions(+), 130 deletions(-)

diff --git a/experiments/aggregated_hotness/hotness.py b/experiments/aggregated_hotness/hotness.py
index 95bb6daa..dc3e337f 100644
--- a/experiments/aggregated_hotness/hotness.py
+++ b/experiments/aggregated_hotness/hotness.py
@@ -14,8 +14,12 @@
 # ---
 
 # %%
+from datetime import timezone
+from itertools import groupby
 from pathlib import Path
 import pandas as pd
+import numpy as np
+from pytility import parse_date
 
 # %load_ext nb_black
 # %load_ext lab_black
@@ -24,8 +28,28 @@ import pandas as pd
 hot_dir = Path("../../../board-game-data/rankings/bgg/hotness/").resolve()
 hot_dir
 
+
+# %%
+def load_hotness(path, start, end):
+    for d, group in groupby(
+        sorted(
+            (d, p)
+            for p in path.glob("*.csv")
+            if start <= (d := parse_date(p.stem, tzinfo=timezone.utc)) < end
+        ),
+        key=lambda x: x[0].date(),
+    ):
+        _, p = max(group)
+        s = pd.read_csv(
+            p,
+            index_col="bgg_id",
+        )["rank"]
+        yield d, s
+
+
 # %%
-pd.read_csv(
-    max(hot_dir.glob("*.csv")),
-    index_col="bgg_id",
-)["rank"]
+rankings = load_hotness(
+    path=hot_dir,
+    start=parse_date("2021-08-01T00:00Z"),
+    end=parse_date("2021-10-01T00:00Z"),
+)
diff --git a/experiments/aggregated_hotness/poetry.lock b/experiments/aggregated_hotness/poetry.lock
index 6b795107..42de7404 100644
--- a/experiments/aggregated_hotness/poetry.lock
+++ b/experiments/aggregated_hotness/poetry.lock
@@ -2,7 +2,7 @@
 name = "anyio"
 version = "3.3.4"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6.2"
 
@@ -19,7 +19,7 @@ trio = ["trio (>=0.16)"]
 name = "appnope"
 version = "0.1.2"
 description = "Disable App Nap on macOS >= 10.9"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -27,7 +27,7 @@ python-versions = "*"
 name = "argon2-cffi"
 version = "21.1.0"
 description = "The secure Argon2 password hashing algorithm."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 
@@ -51,7 +51,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 name = "attrs"
 version = "21.2.0"
 description = "Classes Without Boilerplate"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
@@ -65,7 +65,7 @@ tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>
 name = "babel"
 version = "2.9.1"
 description = "Internationalization utilities"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
@@ -76,7 +76,7 @@ pytz = ">=2015.7"
 name = "backcall"
 version = "0.2.0"
 description = "Specifications for callback functions passed in to an API"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -84,7 +84,7 @@ python-versions = "*"
 name = "black"
 version = "21.9b0"
 description = "The uncompromising code formatter."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6.2"
 
@@ -111,7 +111,7 @@ uvloop = ["uvloop (>=0.15.2)"]
 name = "bleach"
 version = "4.1.0"
 description = "An easy safelist-based HTML-sanitizing tool."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -124,7 +124,7 @@ webencodings = "*"
 name = "certifi"
 version = "2021.10.8"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -132,7 +132,7 @@ python-versions = "*"
 name = "cffi"
 version = "1.15.0"
 description = "Foreign Function Interface for Python calling C code."
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -143,7 +143,7 @@ pycparser = "*"
 name = "charset-normalizer"
 version = "2.0.7"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.5.0"
 
@@ -154,7 +154,7 @@ unicode_backport = ["unicodedata2"]
 name = "click"
 version = "8.0.3"
 description = "Composable command line interface toolkit"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -165,7 +165,7 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 name = "colorama"
 version = "0.4.4"
 description = "Cross-platform colored terminal text."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
@@ -173,7 +173,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 name = "debugpy"
 version = "1.5.1"
 description = "An implementation of the Debug Adapter Protocol for Python"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
 
@@ -181,7 +181,7 @@ python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
 name = "decorator"
 version = "5.1.0"
 description = "Decorators for Humans"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 
@@ -189,7 +189,7 @@ python-versions = ">=3.5"
 name = "defusedxml"
 version = "0.7.1"
 description = "XML bomb protection for Python stdlib modules"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
@@ -197,7 +197,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 name = "entrypoints"
 version = "0.3"
 description = "Discover and load entry points from installed packages."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7"
 
@@ -205,7 +205,7 @@ python-versions = ">=2.7"
 name = "idna"
 version = "3.3"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 
@@ -213,7 +213,7 @@ python-versions = ">=3.5"
 name = "ipykernel"
 version = "6.4.2"
 description = "IPython Kernel for Jupyter"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 
@@ -234,7 +234,7 @@ test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "nose", "ipyparallel"]
 name = "ipython"
 version = "7.28.0"
 description = "IPython: Productive Interactive Computing"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 
@@ -266,7 +266,7 @@ test = ["nose (>=0.10.1)", "requests", "testpath", "pygments", "nbformat", "ipyk
 name = "ipython-genutils"
 version = "0.2.0"
 description = "Vestigial utilities from IPython"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -274,7 +274,7 @@ python-versions = "*"
 name = "jedi"
 version = "0.18.0"
 description = "An autocompletion tool for Python that can be used for text editors."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -289,7 +289,7 @@ testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<6.0.0)"]
 name = "jinja2"
 version = "3.0.2"
 description = "A very fast and expressive template engine."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -303,7 +303,7 @@ i18n = ["Babel (>=2.7)"]
 name = "json5"
 version = "0.9.6"
 description = "A Python implementation of the JSON5 data format."
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -314,7 +314,7 @@ dev = ["hypothesis"]
 name = "jsonschema"
 version = "4.1.2"
 description = "An implementation of JSON Schema validation for Python"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 
@@ -330,7 +330,7 @@ format_nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 name = "jupyter-client"
 version = "7.0.6"
 description = "Jupyter protocol implementation and client libraries"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6.1"
 
@@ -351,7 +351,7 @@ test = ["codecov", "coverage", "ipykernel", "ipython", "mock", "mypy", "pre-comm
 name = "jupyter-core"
 version = "4.8.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -363,7 +363,7 @@ traitlets = "*"
 name = "jupyter-server"
 version = "1.11.1"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -392,7 +392,7 @@ test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-mock", "requests", "
 name = "jupyterlab"
 version = "3.2.1"
 description = "JupyterLab computational environment"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -414,7 +414,7 @@ ui-tests = ["build"]
 name = "jupyterlab-pygments"
 version = "0.1.2"
 description = "Pygments theme using JupyterLab CSS variables"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -425,7 +425,7 @@ pygments = ">=2.4.1,<3"
 name = "jupyterlab-server"
 version = "2.8.2"
 description = "A set of server components for JupyterLab and JupyterLab like applications ."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -446,7 +446,7 @@ test = ["codecov", "ipykernel", "pytest (>=5.3.2)", "pytest-cov", "jupyter-serve
 name = "jupytext"
 version = "1.13.0"
 description = "Jupyter notebooks as Markdown documents, Julia, Python or R scripts"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "~=3.6"
 
@@ -465,7 +465,7 @@ toml = ["toml"]
 name = "markdown-it-py"
 version = "1.1.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "~=3.6"
 
@@ -484,7 +484,7 @@ testing = ["coverage", "psutil", "pytest (>=3.6,<4)", "pytest-benchmark (>=3.2,<
 name = "markupsafe"
 version = "2.0.1"
 description = "Safely add untrusted strings to HTML/XML markup."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -492,7 +492,7 @@ python-versions = ">=3.6"
 name = "matplotlib-inline"
 version = "0.1.3"
 description = "Inline Matplotlib backend for Jupyter"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 
@@ -503,7 +503,7 @@ traitlets = "*"
 name = "mdit-py-plugins"
 version = "0.2.8"
 description = "Collection of plugins for markdown-it-py"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "~=3.6"
 
@@ -519,7 +519,7 @@ testing = ["coverage", "pytest (>=3.6,<4)", "pytest-cov", "pytest-regressions"]
 name = "mistune"
 version = "0.8.4"
 description = "The fastest markdown parser in pure Python"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -535,7 +535,7 @@ python-versions = ">=3.5"
 name = "mypy-extensions"
 version = "0.4.3"
 description = "Experimental type system extensions for programs checked with the mypy typechecker."
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -543,7 +543,7 @@ python-versions = "*"
 name = "nb-black"
 version = "1.0.7"
 description = "A simple extension for Jupyter Notebook and Jupyter Lab to beautify Python code automatically using Black."
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -554,7 +554,7 @@ ipython = "*"
 name = "nbclassic"
 version = "0.3.3"
 description = "Jupyter Notebook as a Jupyter Server extension."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -569,7 +569,7 @@ test = ["pytest", "pytest-tornasync", "pytest-console-scripts"]
 name = "nbclient"
 version = "0.5.4"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6.1"
 
@@ -588,7 +588,7 @@ test = ["codecov", "coverage", "ipython", "ipykernel", "ipywidgets", "pytest (>=
 name = "nbconvert"
 version = "6.2.0"
 description = "Converting Jupyter Notebooks"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 
@@ -618,7 +618,7 @@ webpdf = ["pyppeteer (==0.2.6)"]
 name = "nbformat"
 version = "5.1.3"
 description = "The Jupyter Notebook format"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 
@@ -636,7 +636,7 @@ test = ["check-manifest", "fastjsonschema", "testpath", "pytest", "pytest-cov"]
 name = "nest-asyncio"
 version = "1.5.1"
 description = "Patch asyncio to allow nested event loops"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 
@@ -644,7 +644,7 @@ python-versions = ">=3.5"
 name = "notebook"
 version = "6.4.5"
 description = "A web-based notebook environment for interactive computing"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -669,19 +669,11 @@ docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "m
 json-logging = ["json-logging"]
 test = ["pytest", "coverage", "requests", "nbval", "selenium", "pytest-cov", "requests-unixsocket"]
 
-[[package]]
-name = "numpy"
-version = "1.21.1"
-description = "NumPy is the fundamental package for array computing with Python."
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-
 [[package]]
 name = "numpy"
 version = "1.21.3"
 description = "NumPy is the fundamental package for array computing with Python."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7,<3.11"
 
@@ -689,7 +681,7 @@ python-versions = ">=3.7,<3.11"
 name = "packaging"
 version = "21.0"
 description = "Core utilities for Python packages"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -700,7 +692,7 @@ pyparsing = ">=2.0.2"
 name = "pandas"
 version = "1.3.4"
 description = "Powerful data structures for data analysis, time series, and statistics"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7.1"
 
@@ -721,7 +713,7 @@ test = ["hypothesis (>=3.58)", "pytest (>=6.0)", "pytest-xdist"]
 name = "pandocfilters"
 version = "1.5.0"
 description = "Utilities for writing pandoc filters in python"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
@@ -729,7 +721,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 name = "parso"
 version = "0.8.2"
 description = "A Python Parser"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -741,7 +733,7 @@ testing = ["docopt", "pytest (<6.0.0)"]
 name = "pathspec"
 version = "0.9.0"
 description = "Utility library for gitignore style pattern matching of file paths."
-category = "dev"
+category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
@@ -749,7 +741,7 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 name = "pexpect"
 version = "4.8.0"
 description = "Pexpect allows easy control of interactive console applications."
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -760,7 +752,7 @@ ptyprocess = ">=0.5"
 name = "pickleshare"
 version = "0.7.5"
 description = "Tiny 'shelve'-like database with concurrency support"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -768,7 +760,7 @@ python-versions = "*"
 name = "platformdirs"
 version = "2.4.0"
 description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -791,7 +783,7 @@ dev = ["pre-commit", "tox"]
 name = "prometheus-client"
 version = "0.11.0"
 description = "Python client for the Prometheus monitoring system."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
@@ -802,7 +794,7 @@ twisted = ["twisted"]
 name = "prompt-toolkit"
 version = "3.0.21"
 description = "Library for building powerful interactive command lines in Python"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6.2"
 
@@ -813,7 +805,7 @@ wcwidth = "*"
 name = "ptyprocess"
 version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -821,7 +813,7 @@ python-versions = "*"
 name = "py"
 version = "1.10.0"
 description = "library with cross-python path, ini-parsing, io, code, log facilities"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
@@ -829,7 +821,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 name = "pycparser"
 version = "2.20"
 description = "C parser in Python"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
@@ -837,7 +829,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 name = "pygments"
 version = "2.10.0"
 description = "Pygments is a syntax highlighting package written in Python."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 
@@ -845,7 +837,7 @@ python-versions = ">=3.5"
 name = "pyparsing"
 version = "2.4.7"
 description = "Python parsing module"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
@@ -853,7 +845,7 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 name = "pyrsistent"
 version = "0.18.0"
 description = "Persistent/Functional/Immutable data structures"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -883,18 +875,29 @@ 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"
 
 [package.dependencies]
 six = ">=1.5"
 
+[[package]]
+name = "pytility"
+version = "0.3.0"
+description = "A lean collection of Python utilities"
+category = "main"
+optional = false
+python-versions = ">=3.6.0"
+
+[package.extras]
+dates = ["python-dateutil"]
+
 [[package]]
 name = "pytz"
 version = "2021.3"
 description = "World timezone definitions, modern and historical"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -902,7 +905,7 @@ python-versions = "*"
 name = "pywin32"
 version = "302"
 description = "Python for Window Extensions"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -910,7 +913,7 @@ python-versions = "*"
 name = "pywinpty"
 version = "1.1.4"
 description = "Pseudo terminal support for Windows from Python."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -918,7 +921,7 @@ python-versions = ">=3.6"
 name = "pyyaml"
 version = "6.0"
 description = "YAML parser and emitter for Python"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -926,7 +929,7 @@ python-versions = ">=3.6"
 name = "pyzmq"
 version = "22.3.0"
 description = "Python bindings for 0MQ"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -938,7 +941,7 @@ py = {version = "*", markers = "implementation_name == \"pypy\""}
 name = "regex"
 version = "2021.10.23"
 description = "Alternative regular expression module, to replace re."
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -946,7 +949,7 @@ python-versions = "*"
 name = "requests"
 version = "2.26.0"
 description = "Python HTTP for Humans."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 
@@ -964,7 +967,7 @@ use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
 name = "requests-unixsocket"
 version = "0.2.0"
 description = "Use requests to talk HTTP via a UNIX domain socket"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -976,7 +979,7 @@ urllib3 = ">=1.8"
 name = "send2trash"
 version = "1.8.0"
 description = "Send file to trash natively under Mac OS X, Windows and Linux."
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -989,7 +992,7 @@ 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.*"
 
@@ -997,7 +1000,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 name = "sniffio"
 version = "1.2.0"
 description = "Sniff out which async library your code is running under"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 
@@ -1005,7 +1008,7 @@ python-versions = ">=3.5"
 name = "terminado"
 version = "0.12.1"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -1021,7 +1024,7 @@ test = ["pytest"]
 name = "testpath"
 version = "0.5.0"
 description = "Test utilities for code working with files and commands"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">= 3.5"
 
@@ -1032,7 +1035,7 @@ test = ["pytest", "pathlib2"]
 name = "toml"
 version = "0.10.2"
 description = "Python Library for Tom's Obvious, Minimal Language"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
@@ -1040,7 +1043,7 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 name = "tomli"
 version = "1.2.1"
 description = "A lil' TOML parser"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -1048,7 +1051,7 @@ python-versions = ">=3.6"
 name = "tornado"
 version = "6.1"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">= 3.5"
 
@@ -1056,7 +1059,7 @@ python-versions = ">= 3.5"
 name = "traitlets"
 version = "5.1.0"
 description = "Traitlets Python configuration system"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
 
@@ -1067,7 +1070,7 @@ test = ["pytest"]
 name = "typing-extensions"
 version = "3.10.0.2"
 description = "Backported and Experimental Type Hints for Python 3.5+"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -1075,7 +1078,7 @@ python-versions = "*"
 name = "urllib3"
 version = "1.26.7"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
 
@@ -1088,7 +1091,7 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 name = "wcwidth"
 version = "0.2.5"
 description = "Measures the displayed width of unicode strings in a terminal"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -1096,7 +1099,7 @@ python-versions = "*"
 name = "webencodings"
 version = "0.5.1"
 description = "Character encoding aliases for legacy web content"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -1104,7 +1107,7 @@ python-versions = "*"
 name = "websocket-client"
 version = "1.2.1"
 description = "WebSocket client for Python with low level API options"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -1115,7 +1118,7 @@ test = ["websockets"]
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.8"
-content-hash = "c1df7f81e4b997f7ab58b9002d26f60578499859ef684c1a6d1fa45776be4321"
+content-hash = "c90d920b0c79ddad067991ef488ba583a3f36f16eb9995098e048b80bca9b106"
 
 [metadata.files]
 anyio = [
@@ -1414,34 +1417,6 @@ notebook = [
     {file = "notebook-6.4.5.tar.gz", hash = "sha256:872e20da9ae518bbcac3e4e0092d5bd35454e847dedb8cb9739e9f3b68406be0"},
 ]
 numpy = [
-    {file = "numpy-1.21.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:38e8648f9449a549a7dfe8d8755a5979b45b3538520d1e735637ef28e8c2dc50"},
-    {file = "numpy-1.21.1-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:fd7d7409fa643a91d0a05c7554dd68aa9c9bb16e186f6ccfe40d6e003156e33a"},
-    {file = "numpy-1.21.1-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:a75b4498b1e93d8b700282dc8e655b8bd559c0904b3910b144646dbbbc03e062"},
-    {file = "numpy-1.21.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1412aa0aec3e00bc23fbb8664d76552b4efde98fb71f60737c83efbac24112f1"},
-    {file = "numpy-1.21.1-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:e46ceaff65609b5399163de5893d8f2a82d3c77d5e56d976c8b5fb01faa6b671"},
-    {file = "numpy-1.21.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:c6a2324085dd52f96498419ba95b5777e40b6bcbc20088fddb9e8cbb58885e8e"},
-    {file = "numpy-1.21.1-cp37-cp37m-win32.whl", hash = "sha256:73101b2a1fef16602696d133db402a7e7586654682244344b8329cdcbbb82172"},
-    {file = "numpy-1.21.1-cp37-cp37m-win_amd64.whl", hash = "sha256:7a708a79c9a9d26904d1cca8d383bf869edf6f8e7650d85dbc77b041e8c5a0f8"},
-    {file = "numpy-1.21.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:95b995d0c413f5d0428b3f880e8fe1660ff9396dcd1f9eedbc311f37b5652e16"},
-    {file = "numpy-1.21.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:635e6bd31c9fb3d475c8f44a089569070d10a9ef18ed13738b03049280281267"},
-    {file = "numpy-1.21.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:4a3d5fb89bfe21be2ef47c0614b9c9c707b7362386c9a3ff1feae63e0267ccb6"},
-    {file = "numpy-1.21.1-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:8a326af80e86d0e9ce92bcc1e65c8ff88297de4fa14ee936cb2293d414c9ec63"},
-    {file = "numpy-1.21.1-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:791492091744b0fe390a6ce85cc1bf5149968ac7d5f0477288f78c89b385d9af"},
-    {file = "numpy-1.21.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0318c465786c1f63ac05d7c4dbcecd4d2d7e13f0959b01b534ea1e92202235c5"},
-    {file = "numpy-1.21.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:9a513bd9c1551894ee3d31369f9b07460ef223694098cf27d399513415855b68"},
-    {file = "numpy-1.21.1-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:91c6f5fc58df1e0a3cc0c3a717bb3308ff850abdaa6d2d802573ee2b11f674a8"},
-    {file = "numpy-1.21.1-cp38-cp38-win32.whl", hash = "sha256:978010b68e17150db8765355d1ccdd450f9fc916824e8c4e35ee620590e234cd"},
-    {file = "numpy-1.21.1-cp38-cp38-win_amd64.whl", hash = "sha256:9749a40a5b22333467f02fe11edc98f022133ee1bfa8ab99bda5e5437b831214"},
-    {file = "numpy-1.21.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:d7a4aeac3b94af92a9373d6e77b37691b86411f9745190d2c351f410ab3a791f"},
-    {file = "numpy-1.21.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:d9e7912a56108aba9b31df688a4c4f5cb0d9d3787386b87d504762b6754fbb1b"},
-    {file = "numpy-1.21.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:25b40b98ebdd272bc3020935427a4530b7d60dfbe1ab9381a39147834e985eac"},
-    {file = "numpy-1.21.1-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:8a92c5aea763d14ba9d6475803fc7904bda7decc2a0a68153f587ad82941fec1"},
-    {file = "numpy-1.21.1-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:05a0f648eb28bae4bcb204e6fd14603de2908de982e761a2fc78efe0f19e96e1"},
-    {file = "numpy-1.21.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f01f28075a92eede918b965e86e8f0ba7b7797a95aa8d35e1cc8821f5fc3ad6a"},
-    {file = "numpy-1.21.1-cp39-cp39-win32.whl", hash = "sha256:88c0b89ad1cc24a5efbb99ff9ab5db0f9a86e9cc50240177a571fbe9c2860ac2"},
-    {file = "numpy-1.21.1-cp39-cp39-win_amd64.whl", hash = "sha256:01721eefe70544d548425a07c80be8377096a54118070b8a62476866d5208e33"},
-    {file = "numpy-1.21.1-pp37-pypy37_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:2d4d1de6e6fb3d28781c73fbde702ac97f03d79e4ffd6598b880b2d95d62ead4"},
-    {file = "numpy-1.21.1.zip", hash = "sha256:dff4af63638afcc57a3dfb9e4b26d434a7a602d225b42d746ea7fe2edf1342fd"},
     {file = "numpy-1.21.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:508b0b513fa1266875524ba8a9ecc27b02ad771fe1704a16314dc1a816a68737"},
     {file = "numpy-1.21.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:5dfe9d6a4c39b8b6edd7990091fea4f852888e41919d0e6722fe78dd421db0eb"},
     {file = "numpy-1.21.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8a10968963640e75cc0193e1847616ab4c718e83b6938ae74dea44953950f6b7"},
@@ -1590,6 +1565,10 @@ python-dateutil = [
     {file = "python-dateutil-2.8.2.tar.gz", hash = "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86"},
     {file = "python_dateutil-2.8.2-py2.py3-none-any.whl", hash = "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"},
 ]
+pytility = [
+    {file = "pytility-0.3.0-py2.py3-none-any.whl", hash = "sha256:3792f994a2d84acf3531aaf5ac6f71dea43afbdc2fd5b17d2ba9f027e33fadc2"},
+    {file = "pytility-0.3.0.tar.gz", hash = "sha256:dc1b1f6f23c3d5ad2128ae21aff8cdc2f6117c486af6b2148ec2691d20dbfe92"},
+]
 pytz = [
     {file = "pytz-2021.3-py2.py3-none-any.whl", hash = "sha256:3672058bc3453457b622aab7a1c3bfd5ab0bdae451512f6cf25f64ed37f5b87c"},
     {file = "pytz-2021.3.tar.gz", hash = "sha256:acad2d8b20a1af07d4e4c9d2e9285c5ed9104354062f275f3fcd88dcef4f1326"},
diff --git a/experiments/aggregated_hotness/pyproject.toml b/experiments/aggregated_hotness/pyproject.toml
index f25a6a38..9e8d9d50 100644
--- a/experiments/aggregated_hotness/pyproject.toml
+++ b/experiments/aggregated_hotness/pyproject.toml
@@ -7,13 +7,16 @@ authors = ["Markus Shepherd <markus@recommend.games>"]
 [tool.poetry.dependencies]
 python = "^3.8"
 
-[tool.poetry.dev-dependencies]
-pytest = "^5.2"
-pandas = "^1.3.4"
+black = "^21.9b0"
 jupyterlab = "^3.2.1"
 jupytext = "^1.13.0"
 nb-black = "^1.0.7"
-black = "^21.9b0"
+numpy = {version = "^1.21.3", python = ">=3.8,<3.11"}
+pandas = "^1.3.4"
+pytility = "^0.3.0"
+
+[tool.poetry.dev-dependencies]
+pytest = "^5.2"
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
-- 
GitLab


From 3cd6f2c2fd5c57e3b8c7b470cb7495ad08ebc114 Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Sat, 23 Oct 2021 07:40:09 +0300
Subject: [PATCH 03/10] one result dataframe

---
 experiments/aggregated_hotness/hotness.py | 21 ++++++++++++---------
 1 file changed, 12 insertions(+), 9 deletions(-)

diff --git a/experiments/aggregated_hotness/hotness.py b/experiments/aggregated_hotness/hotness.py
index dc3e337f..3b307902 100644
--- a/experiments/aggregated_hotness/hotness.py
+++ b/experiments/aggregated_hotness/hotness.py
@@ -40,16 +40,19 @@ def load_hotness(path, start, end):
         key=lambda x: x[0].date(),
     ):
         _, p = max(group)
-        s = pd.read_csv(
-            p,
-            index_col="bgg_id",
-        )["rank"]
-        yield d, s
+        s = pd.read_csv(p, index_col="bgg_id",)[
+            "rank"
+        ].rename(d.isoformat())
+        yield s
 
 
 # %%
-rankings = load_hotness(
-    path=hot_dir,
-    start=parse_date("2021-08-01T00:00Z"),
-    end=parse_date("2021-10-01T00:00Z"),
+result = pd.concat(
+    objs=load_hotness(
+        path=hot_dir,
+        start=parse_date("2021-08-01T00:00Z"),
+        end=parse_date("2021-10-01T00:00Z"),
+    ),
+    axis=1,
 )
+result.shape
-- 
GitLab


From bf27140a4bcadf756d06e1f56dcf13aa40824b26 Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Sat, 23 Oct 2021 07:53:16 +0300
Subject: [PATCH 04/10] =?UTF-8?q?actual=20scores=20=F0=9F=92=AA?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 experiments/aggregated_hotness/hotness.py | 29 ++++++++++++++++-------
 1 file changed, 20 insertions(+), 9 deletions(-)

diff --git a/experiments/aggregated_hotness/hotness.py b/experiments/aggregated_hotness/hotness.py
index 3b307902..e9b6204d 100644
--- a/experiments/aggregated_hotness/hotness.py
+++ b/experiments/aggregated_hotness/hotness.py
@@ -47,12 +47,23 @@ def load_hotness(path, start, end):
 
 
 # %%
-result = pd.concat(
-    objs=load_hotness(
-        path=hot_dir,
-        start=parse_date("2021-08-01T00:00Z"),
-        end=parse_date("2021-10-01T00:00Z"),
-    ),
-    axis=1,
-)
-result.shape
+def compute_scores(path, start, end):
+    result = pd.concat(
+        objs=load_hotness(path=path, start=start, end=end),
+        axis=1,
+    )
+    for bgg_id, ranks in result.T.iteritems():
+        yield bgg_id, np.exp2(1 - ranks.sort_values().head(30)).sum() * 100 / 30
+
+
+# %%
+aggregated_hotness = pd.Series(
+    dict(
+        compute_scores(
+            path=hot_dir,
+            start=parse_date("2021-08-01T00:00Z"),
+            end=parse_date("2021-10-01T00:00Z"),
+        )
+    )
+).sort_values(ascending=False)
+aggregated_hotness.head(50)
-- 
GitLab


From d38032bda4c39e44c0c3334f2cdd0dc40549b0d9 Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Sun, 24 Oct 2021 06:48:20 +0300
Subject: [PATCH 05/10] added aggregated_hotness/utils.py

---
 .../aggregated_hotness/__init__.py            |  2 +-
 .../aggregated_hotness/hotness.py             |  0
 .../aggregated_hotness/utils.py               | 31 +++++++++++++++++++
 experiments/aggregated_hotness/hotness.py     |  2 +-
 experiments/aggregated_hotness/poetry.lock    | 17 +++++++++-
 experiments/aggregated_hotness/pyproject.toml |  2 ++
 6 files changed, 51 insertions(+), 3 deletions(-)
 create mode 100644 experiments/aggregated_hotness/aggregated_hotness/hotness.py
 create mode 100644 experiments/aggregated_hotness/aggregated_hotness/utils.py

diff --git a/experiments/aggregated_hotness/aggregated_hotness/__init__.py b/experiments/aggregated_hotness/aggregated_hotness/__init__.py
index b794fd40..3dc1f76b 100644
--- a/experiments/aggregated_hotness/aggregated_hotness/__init__.py
+++ b/experiments/aggregated_hotness/aggregated_hotness/__init__.py
@@ -1 +1 @@
-__version__ = '0.1.0'
+__version__ = "0.1.0"
diff --git a/experiments/aggregated_hotness/aggregated_hotness/hotness.py b/experiments/aggregated_hotness/aggregated_hotness/hotness.py
new file mode 100644
index 00000000..e69de29b
diff --git a/experiments/aggregated_hotness/aggregated_hotness/utils.py b/experiments/aggregated_hotness/aggregated_hotness/utils.py
new file mode 100644
index 00000000..17ad268a
--- /dev/null
+++ b/experiments/aggregated_hotness/aggregated_hotness/utils.py
@@ -0,0 +1,31 @@
+from itertools import tee
+from dateutil.rrule import MONTHLY, WEEKLY, YEARLY, rrule
+from snaptime import snap
+
+
+def pairwise(iterable):
+    it1, it2 = tee(iterable)
+    next(it2, None)
+    return zip(it1, it2)
+
+
+def gen_start_and_end_dates(min_date, max_date, freq):
+    if freq == "week":
+        instruction = "@week1"  # previous Monday
+        freq = WEEKLY
+    elif freq == "month":
+        instruction = "@month"  # beginning of the month
+        freq = MONTHLY
+    elif freq == "year":
+        instruction = "@year"  # beginning of the year
+        freq = YEARLY
+    else:
+        raise ValueError(f"Unknow frequency <{freq}>")
+
+    return pairwise(
+        rrule(
+            dtstart=snap(min_date, instruction),
+            until=max_date,
+            freq=freq,
+        )
+    )
diff --git a/experiments/aggregated_hotness/hotness.py b/experiments/aggregated_hotness/hotness.py
index e9b6204d..83294b76 100644
--- a/experiments/aggregated_hotness/hotness.py
+++ b/experiments/aggregated_hotness/hotness.py
@@ -39,7 +39,7 @@ def load_hotness(path, start, end):
         ),
         key=lambda x: x[0].date(),
     ):
-        _, p = max(group)
+        _, p = min(group)
         s = pd.read_csv(p, index_col="bgg_id",)[
             "rank"
         ].rename(d.isoformat())
diff --git a/experiments/aggregated_hotness/poetry.lock b/experiments/aggregated_hotness/poetry.lock
index 42de7404..06dfb5cb 100644
--- a/experiments/aggregated_hotness/poetry.lock
+++ b/experiments/aggregated_hotness/poetry.lock
@@ -996,6 +996,18 @@ category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 
+[[package]]
+name = "snaptime"
+version = "0.2.4"
+description = "Transform timestamps with a simple DSL"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+python-dateutil = "*"
+pytz = "*"
+
 [[package]]
 name = "sniffio"
 version = "1.2.0"
@@ -1118,7 +1130,7 @@ test = ["websockets"]
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.8"
-content-hash = "c90d920b0c79ddad067991ef488ba583a3f36f16eb9995098e048b80bca9b106"
+content-hash = "ddc86e78405cdd6728104cb452ec4ff203581b588d9cd63944d8603b39e6c4a6"
 
 [metadata.files]
 anyio = [
@@ -1720,6 +1732,9 @@ six = [
     {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
 ]
+snaptime = [
+    {file = "snaptime-0.2.4.tar.gz", hash = "sha256:e3f1eb89043d58d30721ab98cb65023f1a4c2740e3b197704298b163c92d508b"},
+]
 sniffio = [
     {file = "sniffio-1.2.0-py3-none-any.whl", hash = "sha256:471b71698eac1c2112a40ce2752bb2f4a4814c22a54a3eed3676bc0f5ca9f663"},
     {file = "sniffio-1.2.0.tar.gz", hash = "sha256:c4666eecec1d3f50960c6bdf61ab7bc350648da6c126e3cf6898d8cd4ddcd3de"},
diff --git a/experiments/aggregated_hotness/pyproject.toml b/experiments/aggregated_hotness/pyproject.toml
index 9e8d9d50..7eb6f53f 100644
--- a/experiments/aggregated_hotness/pyproject.toml
+++ b/experiments/aggregated_hotness/pyproject.toml
@@ -14,6 +14,8 @@ nb-black = "^1.0.7"
 numpy = {version = "^1.21.3", python = ">=3.8,<3.11"}
 pandas = "^1.3.4"
 pytility = "^0.3.0"
+snaptime = "^0.2.4"
+python-dateutil = "^2.8.2"
 
 [tool.poetry.dev-dependencies]
 pytest = "^5.2"
-- 
GitLab


From 49b2293682d1dfeda3ba7985d15a697b72747add Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Sun, 24 Oct 2021 07:16:00 +0300
Subject: [PATCH 06/10] added aggregated_hotness/hotness.py

---
 .../aggregated_hotness/hotness.py             |  66 ++++++++
 experiments/aggregated_hotness/hotness.py     |  48 +-----
 experiments/aggregated_hotness/poetry.lock    | 156 +++++++++++++++++-
 experiments/aggregated_hotness/pyproject.toml |   1 +
 4 files changed, 229 insertions(+), 42 deletions(-)

diff --git a/experiments/aggregated_hotness/aggregated_hotness/hotness.py b/experiments/aggregated_hotness/aggregated_hotness/hotness.py
index e69de29b..af3b2277 100644
--- a/experiments/aggregated_hotness/aggregated_hotness/hotness.py
+++ b/experiments/aggregated_hotness/aggregated_hotness/hotness.py
@@ -0,0 +1,66 @@
+from datetime import timezone
+from itertools import groupby
+from pathlib import Path
+import numpy as np
+import pandas as pd
+from pytility import parse_date
+
+
+def load_daily_hotness(
+    path_dir,
+    start_date,
+    end_date,
+    glob="*.csv",
+    index_col="bgg_id",
+):
+    path_dir = Path(path_dir).resolve()
+    start_date = parse_date(start_date, tzinfo=timezone.utc)
+    end_date = parse_date(end_date, tzinfo=timezone.utc)
+
+    for date, group in groupby(
+        sorted(
+            (date, path_file)
+            for path_file in path_dir.glob(glob)
+            if start_date
+            <= (date := parse_date(path_file.stem, tzinfo=timezone.utc))
+            < end_date
+        ),
+        key=lambda x: x[0].date(),
+    ):
+        _, path_file = min(group)
+        series = pd.read_csv(path_file, index_col=index_col)["rank"]
+        yield series.rename(date.isoformat())
+
+
+def _compute_scores(
+    path_dir,
+    start_date,
+    end_date,
+    top=30,
+):
+    result = pd.concat(
+        objs=load_daily_hotness(
+            path_dir=path_dir, start_date=start_date, end_date=end_date
+        ),
+        axis=1,
+    )
+    for bgg_id, ranks in result.T.iteritems():
+        yield bgg_id, np.exp2(1 - ranks.sort_values().head(top)).mean()
+
+
+def aggregate_hotness(
+    path_dir,
+    start_date,
+    end_date,
+    top=30,
+):
+    return pd.Series(
+        dict(
+            _compute_scores(
+                path_dir=path_dir,
+                start_date=start_date,
+                end_date=end_date,
+                top=top,
+            )
+        )
+    ).sort_values(ascending=False)
diff --git a/experiments/aggregated_hotness/hotness.py b/experiments/aggregated_hotness/hotness.py
index 83294b76..33e8335a 100644
--- a/experiments/aggregated_hotness/hotness.py
+++ b/experiments/aggregated_hotness/hotness.py
@@ -14,12 +14,9 @@
 # ---
 
 # %%
-from datetime import timezone
-from itertools import groupby
 from pathlib import Path
-import pandas as pd
-import numpy as np
 from pytility import parse_date
+from aggregated_hotness.hotness import aggregate_hotness
 
 # %load_ext nb_black
 # %load_ext lab_black
@@ -28,42 +25,11 @@ from pytility import parse_date
 hot_dir = Path("../../../board-game-data/rankings/bgg/hotness/").resolve()
 hot_dir
 
-
-# %%
-def load_hotness(path, start, end):
-    for d, group in groupby(
-        sorted(
-            (d, p)
-            for p in path.glob("*.csv")
-            if start <= (d := parse_date(p.stem, tzinfo=timezone.utc)) < end
-        ),
-        key=lambda x: x[0].date(),
-    ):
-        _, p = min(group)
-        s = pd.read_csv(p, index_col="bgg_id",)[
-            "rank"
-        ].rename(d.isoformat())
-        yield s
-
-
-# %%
-def compute_scores(path, start, end):
-    result = pd.concat(
-        objs=load_hotness(path=path, start=start, end=end),
-        axis=1,
-    )
-    for bgg_id, ranks in result.T.iteritems():
-        yield bgg_id, np.exp2(1 - ranks.sort_values().head(30)).sum() * 100 / 30
-
-
 # %%
-aggregated_hotness = pd.Series(
-    dict(
-        compute_scores(
-            path=hot_dir,
-            start=parse_date("2021-08-01T00:00Z"),
-            end=parse_date("2021-10-01T00:00Z"),
-        )
-    )
-).sort_values(ascending=False)
+aggregated_hotness = aggregate_hotness(
+    path_dir=hot_dir,
+    start_date=parse_date("2021-08-01T00:00Z"),
+    end_date=parse_date("2021-10-01T00:00Z"),
+    top=30,
+)
 aggregated_hotness.head(50)
diff --git a/experiments/aggregated_hotness/poetry.lock b/experiments/aggregated_hotness/poetry.lock
index 06dfb5cb..5240afd4 100644
--- a/experiments/aggregated_hotness/poetry.lock
+++ b/experiments/aggregated_hotness/poetry.lock
@@ -39,6 +39,19 @@ dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "furo", "wh
 docs = ["sphinx", "furo"]
 tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
 
+[[package]]
+name = "astroid"
+version = "2.8.3"
+description = "An abstract syntax tree for Python with inference support."
+category = "main"
+optional = false
+python-versions = "~=3.6"
+
+[package.dependencies]
+lazy-object-proxy = ">=1.4.0"
+typing-extensions = {version = ">=3.10", markers = "python_version < \"3.10\""}
+wrapt = ">=1.11,<1.14"
+
 [[package]]
 name = "atomicwrites"
 version = "1.4.0"
@@ -270,6 +283,20 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "isort"
+version = "5.9.3"
+description = "A Python utility / library to sort Python imports."
+category = "main"
+optional = false
+python-versions = ">=3.6.1,<4.0"
+
+[package.extras]
+pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
+requirements_deprecated_finder = ["pipreqs", "pip-api"]
+colors = ["colorama (>=0.4.3,<0.5.0)"]
+plugins = ["setuptools"]
+
 [[package]]
 name = "jedi"
 version = "0.18.0"
@@ -461,6 +488,14 @@ toml = "*"
 rst2md = ["sphinx-gallery (>=0.7.0,<0.8.0)"]
 toml = ["toml"]
 
+[[package]]
+name = "lazy-object-proxy"
+version = "1.6.0"
+description = "A fast and thorough lazy object proxy."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+
 [[package]]
 name = "markdown-it-py"
 version = "1.1.0"
@@ -499,6 +534,14 @@ python-versions = ">=3.5"
 [package.dependencies]
 traitlets = "*"
 
+[[package]]
+name = "mccabe"
+version = "0.6.1"
+description = "McCabe checker, plugin for flake8"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "mdit-py-plugins"
 version = "0.2.8"
@@ -833,6 +876,23 @@ category = "main"
 optional = false
 python-versions = ">=3.5"
 
+[[package]]
+name = "pylint"
+version = "2.11.1"
+description = "python code static checker"
+category = "main"
+optional = false
+python-versions = "~=3.6"
+
+[package.dependencies]
+astroid = ">=2.8.0,<2.9"
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+isort = ">=4.2.5,<6"
+mccabe = ">=0.6,<0.7"
+platformdirs = ">=2.2.0"
+toml = ">=0.7.1"
+typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""}
+
 [[package]]
 name = "pyparsing"
 version = "2.4.7"
@@ -1127,10 +1187,18 @@ python-versions = ">=3.6"
 optional = ["python-socks", "wsaccel"]
 test = ["websockets"]
 
+[[package]]
+name = "wrapt"
+version = "1.13.2"
+description = "Module for decorators, wrappers and monkey patching."
+category = "main"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.8"
-content-hash = "ddc86e78405cdd6728104cb452ec4ff203581b588d9cd63944d8603b39e6c4a6"
+content-hash = "65e0483e5b0fecd387d11b89ee8b685faa540eb22e75f7864c210f99f565874f"
 
 [metadata.files]
 anyio = [
@@ -1154,6 +1222,10 @@ argon2-cffi = [
     {file = "argon2_cffi-21.1.0-pp37-pypy37_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:165cadae5ac1e26644f5ade3bd9c18d89963be51d9ea8817bd671006d7909057"},
     {file = "argon2_cffi-21.1.0-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:566ffb581bbd9db5562327aee71b2eda24a1c15b23a356740abe3c011bbe0dcb"},
 ]
+astroid = [
+    {file = "astroid-2.8.3-py3-none-any.whl", hash = "sha256:f9d66e3a4a0e5b52819b2ff41ac2b179df9d180697db71c92beb33a60c661794"},
+    {file = "astroid-2.8.3.tar.gz", hash = "sha256:0e361da0744d5011d4f5d57e64473ba9b7ab4da1e2d45d6631ebd67dd28c3cce"},
+]
 atomicwrites = [
     {file = "atomicwrites-1.4.0-py2.py3-none-any.whl", hash = "sha256:6d1784dea7c0c8d4a5172b6c620f40b6e4cbfdf96d783691f2e1302a7b88e197"},
     {file = "atomicwrites-1.4.0.tar.gz", hash = "sha256:ae70396ad1a434f9c7046fd2dd196fc04b12f9e91ffb859164193be8b6168a7a"},
@@ -1297,6 +1369,10 @@ ipython-genutils = [
     {file = "ipython_genutils-0.2.0-py2.py3-none-any.whl", hash = "sha256:72dd37233799e619666c9f639a9da83c34013a73e8bbc79a7a6348d93c61fab8"},
     {file = "ipython_genutils-0.2.0.tar.gz", hash = "sha256:eb2e116e75ecef9d4d228fdc66af54269afa26ab4463042e33785b887c628ba8"},
 ]
+isort = [
+    {file = "isort-5.9.3-py3-none-any.whl", hash = "sha256:e17d6e2b81095c9db0a03a8025a957f334d6ea30b26f9ec70805411e5c7c81f2"},
+    {file = "isort-5.9.3.tar.gz", hash = "sha256:9c2ea1e62d871267b78307fe511c0838ba0da28698c5732d54e2790bf3ba9899"},
+]
 jedi = [
     {file = "jedi-0.18.0-py2.py3-none-any.whl", hash = "sha256:18456d83f65f400ab0c2d3319e48520420ef43b23a086fdc05dff34132f0fb93"},
     {file = "jedi-0.18.0.tar.gz", hash = "sha256:92550a404bad8afed881a137ec9a461fed49eca661414be45059329614ed0707"},
@@ -1341,6 +1417,30 @@ jupytext = [
     {file = "jupytext-1.13.0-py3-none-any.whl", hash = "sha256:c31f016c6fc000d88c5aed2cfc58f1acbfb3d9c58898aa0e4bdc3716f3860b09"},
     {file = "jupytext-1.13.0.tar.gz", hash = "sha256:fb220af65d2bd32d01c779b0e935c4c2b71e3f5f2f01bf1bab10d5f23fe121d4"},
 ]
+lazy-object-proxy = [
+    {file = "lazy-object-proxy-1.6.0.tar.gz", hash = "sha256:489000d368377571c6f982fba6497f2aa13c6d1facc40660963da62f5c379726"},
+    {file = "lazy_object_proxy-1.6.0-cp27-cp27m-macosx_10_14_x86_64.whl", hash = "sha256:c6938967f8528b3668622a9ed3b31d145fab161a32f5891ea7b84f6b790be05b"},
+    {file = "lazy_object_proxy-1.6.0-cp27-cp27m-win32.whl", hash = "sha256:ebfd274dcd5133e0afae738e6d9da4323c3eb021b3e13052d8cbd0e457b1256e"},
+    {file = "lazy_object_proxy-1.6.0-cp27-cp27m-win_amd64.whl", hash = "sha256:ed361bb83436f117f9917d282a456f9e5009ea12fd6de8742d1a4752c3017e93"},
+    {file = "lazy_object_proxy-1.6.0-cp27-cp27mu-manylinux1_x86_64.whl", hash = "sha256:d900d949b707778696fdf01036f58c9876a0d8bfe116e8d220cfd4b15f14e741"},
+    {file = "lazy_object_proxy-1.6.0-cp36-cp36m-manylinux1_x86_64.whl", hash = "sha256:5743a5ab42ae40caa8421b320ebf3a998f89c85cdc8376d6b2e00bd12bd1b587"},
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+    {file = "lazy_object_proxy-1.6.0-cp39-cp39-win_amd64.whl", hash = "sha256:f5144c75445ae3ca2057faac03fda5a902eff196702b0a24daf1d6ce0650514b"},
+]
 markdown-it-py = [
     {file = "markdown-it-py-1.1.0.tar.gz", hash = "sha256:36be6bb3ad987bfdb839f5ba78ddf094552ca38ccbd784ae4f74a4e1419fc6e3"},
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@@ -1385,6 +1485,10 @@ matplotlib-inline = [
     {file = "matplotlib-inline-0.1.3.tar.gz", hash = "sha256:a04bfba22e0d1395479f866853ec1ee28eea1485c1d69a6faf00dc3e24ff34ee"},
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 ]
+mccabe = [
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+    {file = "mccabe-0.6.1.tar.gz", hash = "sha256:dd8d182285a0fe56bace7f45b5e7d1a6ebcbf524e8f3bd87eb0f125271b8831f"},
+]
 mdit-py-plugins = [
     {file = "mdit-py-plugins-0.2.8.tar.gz", hash = "sha256:5991cef645502e80a5388ec4fc20885d2313d4871e8b8e320ca2de14ac0c015f"},
     {file = "mdit_py_plugins-0.2.8-py3-none-any.whl", hash = "sha256:1833bf738e038e35d89cb3a07eb0d227ed647ce7dd357579b65343740c6d249c"},
@@ -1542,6 +1646,10 @@ pygments = [
     {file = "Pygments-2.10.0-py3-none-any.whl", hash = "sha256:b8e67fe6af78f492b3c4b3e2970c0624cbf08beb1e493b2c99b9fa1b67a20380"},
     {file = "Pygments-2.10.0.tar.gz", hash = "sha256:f398865f7eb6874156579fdf36bc840a03cab64d1cde9e93d68f46a425ec52c6"},
 ]
+pylint = [
+    {file = "pylint-2.11.1-py3-none-any.whl", hash = "sha256:0f358e221c45cbd4dad2a1e4b883e75d28acdcccd29d40c76eb72b307269b126"},
+    {file = "pylint-2.11.1.tar.gz", hash = "sha256:2c9843fff1a88ca0ad98a256806c82c5a8f86086e7ccbdb93297d86c3f90c436"},
+]
 pyparsing = [
     {file = "pyparsing-2.4.7-py2.py3-none-any.whl", hash = "sha256:ef9d7589ef3c200abe66653d3f1ab1033c3c419ae9b9bdb1240a85b024efc88b"},
     {file = "pyparsing-2.4.7.tar.gz", hash = "sha256:c203ec8783bf771a155b207279b9bccb8dea02d8f0c9e5f8ead507bc3246ecc1"},
@@ -1823,3 +1931,49 @@ websocket-client = [
     {file = "websocket-client-1.2.1.tar.gz", hash = "sha256:8dfb715d8a992f5712fff8c843adae94e22b22a99b2c5e6b0ec4a1a981cc4e0d"},
     {file = "websocket_client-1.2.1-py2.py3-none-any.whl", hash = "sha256:0133d2f784858e59959ce82ddac316634229da55b498aac311f1620567a710ec"},
 ]
+wrapt = [
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+    {file = "wrapt-1.13.2-cp27-cp27m-manylinux1_i686.whl", hash = "sha256:8164069f775c698d15582bf6320a4f308c50d048c1c10cf7d7a341feaccf5df7"},
+    {file = "wrapt-1.13.2-cp27-cp27m-manylinux1_x86_64.whl", hash = "sha256:9adee1891253670575028279de8365c3a02d3489a74a66d774c321472939a0b1"},
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+    {file = "wrapt-1.13.2-cp38-cp38-win32.whl", hash = "sha256:c65e623ea7556e39c4f0818200a046cbba7575a6b570ff36122c276fdd30ab0a"},
+    {file = "wrapt-1.13.2-cp38-cp38-win_amd64.whl", hash = "sha256:b20703356cae1799080d0ad15085dc3213c1ac3f45e95afb9f12769b98231528"},
+    {file = "wrapt-1.13.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:1c5c4cf188b5643a97e87e2110bbd4f5bc491d54a5b90633837b34d5df6a03fe"},
+    {file = "wrapt-1.13.2-cp39-cp39-manylinux1_i686.whl", hash = "sha256:82223f72eba6f63eafca87a0f614495ae5aa0126fe54947e2b8c023969e9f2d7"},
+    {file = "wrapt-1.13.2-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:81a4cf257263b299263472d669692785f9c647e7dca01c18286b8f116dbf6b38"},
+    {file = "wrapt-1.13.2-cp39-cp39-manylinux2010_i686.whl", hash = "sha256:728e2d9b7a99dd955d3426f237b940fc74017c4a39b125fec913f575619ddfe9"},
+    {file = "wrapt-1.13.2-cp39-cp39-manylinux2010_x86_64.whl", hash = "sha256:7574de567dcd4858a2ffdf403088d6df8738b0e1eabea220553abf7c9048f59e"},
+    {file = "wrapt-1.13.2-cp39-cp39-win32.whl", hash = "sha256:c7ac2c7a8e34bd06710605b21dd1f3576764443d68e069d2afba9b116014d072"},
+    {file = "wrapt-1.13.2-cp39-cp39-win_amd64.whl", hash = "sha256:6e6d1a8eeef415d7fb29fe017de0e48f45e45efd2d1bfda28fc50b7b330859ef"},
+    {file = "wrapt-1.13.2.tar.gz", hash = "sha256:dca56cc5963a5fd7c2aa8607017753f534ee514e09103a6c55d2db70b50e7447"},
+]
diff --git a/experiments/aggregated_hotness/pyproject.toml b/experiments/aggregated_hotness/pyproject.toml
index 7eb6f53f..caa02fa7 100644
--- a/experiments/aggregated_hotness/pyproject.toml
+++ b/experiments/aggregated_hotness/pyproject.toml
@@ -16,6 +16,7 @@ pandas = "^1.3.4"
 pytility = "^0.3.0"
 snaptime = "^0.2.4"
 python-dateutil = "^2.8.2"
+pylint = "^2.11.1"
 
 [tool.poetry.dev-dependencies]
 pytest = "^5.2"
-- 
GitLab


From d5de754b3ab1c705ecddaf846706a8f0d8c22362 Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Sun, 24 Oct 2021 08:15:23 +0300
Subject: [PATCH 07/10] add game names and version with all days

---
 .../aggregated_hotness/hotness.py             | 35 +++++++++++--------
 experiments/aggregated_hotness/hotness.py     | 19 +++++++++-
 2 files changed, 39 insertions(+), 15 deletions(-)

diff --git a/experiments/aggregated_hotness/aggregated_hotness/hotness.py b/experiments/aggregated_hotness/aggregated_hotness/hotness.py
index af3b2277..b32664ad 100644
--- a/experiments/aggregated_hotness/aggregated_hotness/hotness.py
+++ b/experiments/aggregated_hotness/aggregated_hotness/hotness.py
@@ -36,31 +36,38 @@ def _compute_scores(
     path_dir,
     start_date,
     end_date,
-    top=30,
+    top=None,
 ):
     result = pd.concat(
         objs=load_daily_hotness(
-            path_dir=path_dir, start_date=start_date, end_date=end_date
+            path_dir=path_dir,
+            start_date=start_date,
+            end_date=end_date,
         ),
         axis=1,
     )
-    for bgg_id, ranks in result.T.iteritems():
-        yield bgg_id, np.exp2(1 - ranks.sort_values().head(top)).mean()
+
+    if top:
+        return pd.Series(
+            {
+                bgg_id: np.exp2(1 - ranks.sort_values().head(top)).sum() / top
+                for bgg_id, ranks in result.T.iteritems()
+            }
+        )
+
+    full_scores = 2 ** (1 - result)
+    return full_scores.sum(axis=1) / result.shape[1]
 
 
 def aggregate_hotness(
     path_dir,
     start_date,
     end_date,
-    top=30,
+    top=None,
 ):
-    return pd.Series(
-        dict(
-            _compute_scores(
-                path_dir=path_dir,
-                start_date=start_date,
-                end_date=end_date,
-                top=top,
-            )
-        )
+    return _compute_scores(
+        path_dir=path_dir,
+        start_date=start_date,
+        end_date=end_date,
+        top=top,
     ).sort_values(ascending=False)
diff --git a/experiments/aggregated_hotness/hotness.py b/experiments/aggregated_hotness/hotness.py
index 33e8335a..8268f197 100644
--- a/experiments/aggregated_hotness/hotness.py
+++ b/experiments/aggregated_hotness/hotness.py
@@ -15,12 +15,21 @@
 
 # %%
 from pathlib import Path
+import pandas as pd
 from pytility import parse_date
 from aggregated_hotness.hotness import aggregate_hotness
 
 # %load_ext nb_black
 # %load_ext lab_black
 
+# %%
+games = pd.read_csv(
+    "../../../board-game-data/scraped/bgg_GameItem.csv",
+    index_col="bgg_id",
+    low_memory=False,
+)
+games.shape
+
 # %%
 hot_dir = Path("../../../board-game-data/rankings/bgg/hotness/").resolve()
 hot_dir
@@ -31,5 +40,13 @@ aggregated_hotness = aggregate_hotness(
     start_date=parse_date("2021-08-01T00:00Z"),
     end_date=parse_date("2021-10-01T00:00Z"),
     top=30,
+).rename("hotness")
+aggregated_hotness.shape
+
+# %%
+results = (
+    games[["name"]]
+    .join(aggregated_hotness, how="right")
+    .sort_values("hotness", ascending=False)
 )
-aggregated_hotness.head(50)
+results.head(50)
-- 
GitLab


From b2118db8c8c0d03a3fcb31ac2b1650afc49f17fe Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Tue, 26 Oct 2021 07:28:51 +0300
Subject: [PATCH 08/10] small changes

---
 experiments/aggregated_hotness/hotness.py | 44 +++++++++++++----------
 1 file changed, 25 insertions(+), 19 deletions(-)

diff --git a/experiments/aggregated_hotness/hotness.py b/experiments/aggregated_hotness/hotness.py
index 8268f197..30e73dfe 100644
--- a/experiments/aggregated_hotness/hotness.py
+++ b/experiments/aggregated_hotness/hotness.py
@@ -14,6 +14,7 @@
 # ---
 
 # %%
+from datetime import datetime, timedelta
 from pathlib import Path
 import pandas as pd
 from pytility import parse_date
@@ -23,30 +24,35 @@ from aggregated_hotness.hotness import aggregate_hotness
 # %load_ext lab_black
 
 # %%
-games = pd.read_csv(
-    "../../../board-game-data/scraped/bgg_GameItem.csv",
-    index_col="bgg_id",
-    low_memory=False,
-)
-games.shape
+def hot_games(
+    games_path=Path("../../../board-game-data/scraped/bgg_GameItem.csv").resolve(),
+    hot_dir=Path("../../../board-game-data/rankings/bgg/hotness/").resolve(),
+    start_date=datetime.utcnow() - timedelta(days=60),
+    end_date=datetime.utcnow(),
+    top=30,
+):
+    games = pd.read_csv(
+        games_path,
+        index_col="bgg_id",
+        low_memory=False,
+    )
+    hotness = aggregate_hotness(
+        path_dir=hot_dir,
+        start_date=start_date,
+        end_date=end_date,
+        top=top,
+    ).rename("hotness")
+    return (
+        games[["name"]]
+        .join(hotness, how="right")
+        .sort_values("hotness", ascending=False)
+    )
 
-# %%
-hot_dir = Path("../../../board-game-data/rankings/bgg/hotness/").resolve()
-hot_dir
 
 # %%
-aggregated_hotness = aggregate_hotness(
-    path_dir=hot_dir,
+results = hot_games(
     start_date=parse_date("2021-08-01T00:00Z"),
     end_date=parse_date("2021-10-01T00:00Z"),
     top=30,
-).rename("hotness")
-aggregated_hotness.shape
-
-# %%
-results = (
-    games[["name"]]
-    .join(aggregated_hotness, how="right")
-    .sort_values("hotness", ascending=False)
 )
 results.head(50)
-- 
GitLab


From e7bef4158364c29f0beed1e7090894afa2dc3c6e Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Sun, 28 Apr 2024 20:51:12 +0300
Subject: [PATCH 09/10] Update poetry env

---
 experiments/aggregated_hotness/poetry.lock    | 3206 ++++++++++-------
 experiments/aggregated_hotness/pyproject.toml |   36 +-
 2 files changed, 1854 insertions(+), 1388 deletions(-)

diff --git a/experiments/aggregated_hotness/poetry.lock b/experiments/aggregated_hotness/poetry.lock
index 5240afd4..a3657539 100644
--- a/experiments/aggregated_hotness/poetry.lock
+++ b/experiments/aggregated_hotness/poetry.lock
@@ -1,324 +1,744 @@
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+
 [[package]]
 name = "anyio"
-version = "3.3.4"
+version = "4.3.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "main"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.8"
+files = [
+    {file = "anyio-4.3.0-py3-none-any.whl", hash = "sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8"},
+    {file = "anyio-4.3.0.tar.gz", hash = "sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6"},
+]
 
 [package.dependencies]
 idna = ">=2.8"
 sniffio = ">=1.1"
 
 [package.extras]
-doc = ["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", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
-trio = ["trio (>=0.16)"]
+doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+trio = ["trio (>=0.23)"]
 
 [[package]]
 name = "appnope"
-version = "0.1.2"
+version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
-category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
+files = [
+    {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
+    {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
+]
 
 [[package]]
 name = "argon2-cffi"
-version = "21.1.0"
-description = "The secure Argon2 password hashing algorithm."
-category = "main"
+version = "23.1.0"
+description = "Argon2 for Python"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
+files = [
+    {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
+    {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
+]
 
 [package.dependencies]
-cffi = ">=1.0.0"
+argon2-cffi-bindings = "*"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "furo", "wheel", "pre-commit"]
-docs = ["sphinx", "furo"]
-tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
+dev = ["argon2-cffi[tests,typing]", "tox (>4)"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-copybutton", "sphinx-notfound-page"]
+tests = ["hypothesis", "pytest"]
+typing = ["mypy"]
 
 [[package]]
-name = "astroid"
-version = "2.8.3"
-description = "An abstract syntax tree for Python with inference support."
-category = "main"
+name = "argon2-cffi-bindings"
+version = "21.2.0"
+description = "Low-level CFFI bindings for Argon2"
 optional = false
-python-versions = "~=3.6"
+python-versions = ">=3.6"
+files = [
+    {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9524464572e12979364b7d600abf96181d3541da11e23ddf565a32e70bd4dc0d"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b746dba803a79238e925d9046a63aa26bf86ab2a2fe74ce6b009a1c3f5c8f2ae"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:58ed19212051f49a523abb1dbe954337dc82d947fb6e5a0da60f7c8471a8476c"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:bd46088725ef7f58b5a1ef7ca06647ebaf0eb4baff7d1d0d177c6cc8744abd86"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_i686.whl", hash = "sha256:8cd69c07dd875537a824deec19f978e0f2078fdda07fd5c42ac29668dda5f40f"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win32.whl", hash = "sha256:603ca0aba86b1349b147cab91ae970c63118a0f30444d4bc80355937c950c082"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win_amd64.whl", hash = "sha256:b2ef1c30440dbbcba7a5dc3e319408b59676e2e039e2ae11a8775ecf482b192f"},
+    {file = "argon2_cffi_bindings-21.2.0-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e415e3f62c8d124ee16018e491a009937f8cf7ebf5eb430ffc5de21b900dad93"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3e385d1c39c520c08b53d63300c3ecc28622f076f4c2b0e6d7e796e9f6502194"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2c3e3cc67fdb7d82c4718f19b4e7a87123caf8a93fde7e23cf66ac0337d3cb3f"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6a22ad9800121b71099d0fb0a65323810a15f2e292f2ba450810a7316e128ee5"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f9f8b450ed0547e3d473fdc8612083fd08dd2120d6ac8f73828df9b7d45bb351"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:93f9bf70084f97245ba10ee36575f0c3f1e7d7724d67d8e5b08e61787c320ed7"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3b9ef65804859d335dc6b31582cad2c5166f0c3e7975f324d9ffaa34ee7e6583"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d4966ef5848d820776f5f562a7d45fdd70c2f330c961d0d745b784034bd9f48d"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:20ef543a89dee4db46a1a6e206cd015360e5a75822f76df533845c3cbaf72670"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ed2937d286e2ad0cc79a7087d3c272832865f779430e0cc2b4f3718d3159b0cb"},
+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:5e00316dabdaea0b2dd82d141cc66889ced0cdcbfa599e8b471cf22c620c329a"},
+]
 
 [package.dependencies]
-lazy-object-proxy = ">=1.4.0"
-typing-extensions = {version = ">=3.10", markers = "python_version < \"3.10\""}
-wrapt = ">=1.11,<1.14"
+cffi = ">=1.0.1"
+
+[package.extras]
+dev = ["cogapp", "pre-commit", "pytest", "wheel"]
+tests = ["pytest"]
 
 [[package]]
-name = "atomicwrites"
-version = "1.4.0"
-description = "Atomic file writes."
-category = "dev"
+name = "arrow"
+version = "1.3.0"
+description = "Better dates & times for Python"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.8"
+files = [
+    {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
+    {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"},
+]
+
+[package.dependencies]
+python-dateutil = ">=2.7.0"
+types-python-dateutil = ">=2.8.10"
+
+[package.extras]
+doc = ["doc8", "sphinx (>=7.0.0)", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx_rtd_theme (>=1.3.0)"]
+test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2021.1)", "simplejson (==3.*)"]
+
+[[package]]
+name = "asttokens"
+version = "2.4.1"
+description = "Annotate AST trees with source code positions"
+optional = false
+python-versions = "*"
+files = [
+    {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
+    {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
+]
+
+[package.dependencies]
+six = ">=1.12.0"
+
+[package.extras]
+astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
+test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
+
+[[package]]
+name = "async-lru"
+version = "2.0.4"
+description = "Simple LRU cache for asyncio"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
 
 [[package]]
 name = "attrs"
-version = "21.2.0"
+version = "23.2.0"
 description = "Classes Without Boilerplate"
-category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.7"
+files = [
+    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
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+]
 
 [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"]
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-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins"]
+cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
+dev = ["attrs[tests]", "pre-commit"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
+tests = ["attrs[tests-no-zope]", "zope-interface"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
 
 [[package]]
 name = "babel"
-version = "2.9.1"
+version = "2.14.0"
 description = "Internationalization utilities"
-category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.7"
+files = [
+    {file = "Babel-2.14.0-py3-none-any.whl", hash = "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"},
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+]
 
-[package.dependencies]
-pytz = ">=2015.7"
+[package.extras]
+dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
 [[package]]
-name = "backcall"
-version = "0.2.0"
-description = "Specifications for callback functions passed in to an API"
-category = "main"
+name = "beautifulsoup4"
+version = "4.12.3"
+description = "Screen-scraping library"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6.0"
+files = [
+    {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"},
+    {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"},
+]
+
+[package.dependencies]
+soupsieve = ">1.2"
+
+[package.extras]
+cchardet = ["cchardet"]
+chardet = ["chardet"]
+charset-normalizer = ["charset-normalizer"]
+html5lib = ["html5lib"]
+lxml = ["lxml"]
 
 [[package]]
 name = "black"
-version = "21.9b0"
+version = "24.4.2"
 description = "The uncompromising code formatter."
-category = "main"
 optional = false
-python-versions = ">=3.6.2"
+python-versions = ">=3.8"
+files = [
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 [package.dependencies]
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 [[package]]
 name = "decorator"
-version = "5.1.0"
+version = "5.1.1"
 description = "Decorators for Humans"
-category = "main"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
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+]
 
 [[package]]
 name = "defusedxml"
 version = "0.7.1"
 description = "XML bomb protection for Python stdlib modules"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
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+]
+
+[[package]]
+name = "executing"
+version = "2.0.1"
+description = "Get the currently executing AST node of a frame, and other information"
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "executing-2.0.1-py2.py3-none-any.whl", hash = "sha256:eac49ca94516ccc753f9fb5ce82603156e590b27525a8bc32cce8ae302eb61bc"},
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+
+[package.extras]
+tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
+
+[[package]]
+name = "fastjsonschema"
+version = "2.19.1"
+description = "Fastest Python implementation of JSON schema"
+optional = false
+python-versions = "*"
+files = [
+    {file = "fastjsonschema-2.19.1-py3-none-any.whl", hash = "sha256:3672b47bc94178c9f23dbb654bf47440155d4db9df5f7bc47643315f9c405cd0"},
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+]
+
+[package.extras]
+devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
+
+[[package]]
+name = "fqdn"
+version = "1.5.1"
+description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
+optional = false
+python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
+files = [
+    {file = "fqdn-1.5.1-py3-none-any.whl", hash = "sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014"},
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+]
+
+[[package]]
+name = "h11"
+version = "0.14.0"
+description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
+    {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
+]
+
+[[package]]
+name = "httpcore"
+version = "1.0.5"
+description = "A minimal low-level HTTP client."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "httpcore-1.0.5-py3-none-any.whl", hash = "sha256:421f18bac248b25d310f3cacd198d55b8e6125c107797b609ff9b7a6ba7991b5"},
+    {file = "httpcore-1.0.5.tar.gz", hash = "sha256:34a38e2f9291467ee3b44e89dd52615370e152954ba21721378a87b2960f7a61"},
+]
+
+[package.dependencies]
+certifi = "*"
+h11 = ">=0.13,<0.15"
+
+[package.extras]
+asyncio = ["anyio (>=4.0,<5.0)"]
+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (==1.*)"]
+trio = ["trio (>=0.22.0,<0.26.0)"]
 
 [[package]]
-name = "entrypoints"
-version = "0.3"
-description = "Discover and load entry points from installed packages."
-category = "main"
+name = "httpx"
+version = "0.27.0"
+description = "The next generation HTTP client."
 optional = false
-python-versions = ">=2.7"
+python-versions = ">=3.8"
+files = [
+    {file = "httpx-0.27.0-py3-none-any.whl", hash = "sha256:71d5465162c13681bff01ad59b2cc68dd838ea1f10e51574bac27103f00c91a5"},
+    {file = "httpx-0.27.0.tar.gz", hash = "sha256:a0cb88a46f32dc874e04ee956e4c2764aba2aa228f650b06788ba6bda2962ab5"},
+]
+
+[package.dependencies]
+anyio = "*"
+certifi = "*"
+httpcore = "==1.*"
+idna = "*"
+sniffio = "*"
+
+[package.extras]
+brotli = ["brotli", "brotlicffi"]
+cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "idna"
-version = "3.3"
+version = "3.7"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
+    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
+]
 
 [[package]]
 name = "ipykernel"
-version = "6.4.2"
+version = "6.29.4"
 description = "IPython Kernel for Jupyter"
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {file = "ipykernel-6.29.4-py3-none-any.whl", hash = "sha256:1181e653d95c6808039c509ef8e67c4126b3b3af7781496c7cbfb5ed938a27da"},
+    {file = "ipykernel-6.29.4.tar.gz", hash = "sha256:3d44070060f9475ac2092b760123fadf105d2e2493c24848b6691a7c4f42af5c"},
+]
 
 [package.dependencies]
 appnope = {version = "*", markers = "platform_system == \"Darwin\""}
-debugpy = ">=1.0.0,<2.0"
-ipython = ">=7.23.1,<8.0"
-ipython-genutils = "*"
-jupyter-client = "<8.0"
-matplotlib-inline = ">=0.1.0,<0.2.0"
-tornado = ">=4.2,<7.0"
-traitlets = ">=4.1.0,<6.0"
+comm = ">=0.1.1"
+debugpy = ">=1.6.5"
+ipython = ">=7.23.1"
+jupyter-client = ">=6.1.12"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+matplotlib-inline = ">=0.1"
+nest-asyncio = "*"
+packaging = "*"
+psutil = "*"
+pyzmq = ">=24"
+tornado = ">=6.1"
+traitlets = ">=5.4.0"
 
 [package.extras]
-test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "nose", "ipyparallel"]
+cov = ["coverage[toml]", "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 (>=7.0)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
-version = "7.28.0"
+version = "8.24.0"
 description = "IPython: Productive Interactive Computing"
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.10"
+files = [
+    {file = "ipython-8.24.0-py3-none-any.whl", hash = "sha256:d7bf2f6c4314984e3e02393213bab8703cf163ede39672ce5918c51fe253a2a3"},
+    {file = "ipython-8.24.0.tar.gz", hash = "sha256:010db3f8a728a578bb641fdd06c063b9fb8e96a9464c63aec6310fbcb5e80501"},
+]
 
 [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 = "*"
-traitlets = ">=4.2"
+pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
+prompt-toolkit = ">=3.0.41,<3.1.0"
+pygments = ">=2.4.0"
+stack-data = "*"
+traitlets = ">=5.13.0"
 
 [package.extras]
-all = ["Sphinx (>=1.3)", "ipykernel", "ipyparallel", "ipywidgets", "nbconvert", "nbformat", "nose (>=0.10.1)", "notebook", "numpy (>=1.17)", "pygments", "qtconsole", "requests", "testpath"]
-doc = ["Sphinx (>=1.3)"]
+all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
+black = ["black"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "stack-data", "typing-extensions"]
 kernel = ["ipykernel"]
+matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
-notebook = ["notebook", "ipywidgets"]
+notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["nose (>=0.10.1)", "requests", "testpath", "pygments", "nbformat", "ipykernel", "numpy (>=1.17)"]
-
-[[package]]
-name = "ipython-genutils"
-version = "0.2.0"
-description = "Vestigial utilities from IPython"
-category = "main"
-optional = false
-python-versions = "*"
+test = ["pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
 [[package]]
-name = "isort"
-version = "5.9.3"
-description = "A Python utility / library to sort Python imports."
-category = "main"
+name = "isoduration"
+version = "20.11.0"
+description = "Operations with ISO 8601 durations"
 optional = false
-python-versions = ">=3.6.1,<4.0"
+python-versions = ">=3.7"
+files = [
+    {file = "isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042"},
+    {file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"},
+]
 
-[package.extras]
-pipfile_deprecated_finder = ["pipreqs", "requirementslib"]
-requirements_deprecated_finder = ["pipreqs", "pip-api"]
-colors = ["colorama (>=0.4.3,<0.5.0)"]
-plugins = ["setuptools"]
+[package.dependencies]
+arrow = ">=0.15.0"
 
 [[package]]
 name = "jedi"
-version = "0.18.0"
+version = "0.19.1"
 description = "An autocompletion tool for Python that can be used for text editors."
-category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "jedi-0.19.1-py2.py3-none-any.whl", hash = "sha256:e983c654fe5c02867aef4cdfce5a2fbb4a50adc0af145f70504238f18ef5e7e0"},
+    {file = "jedi-0.19.1.tar.gz", hash = "sha256:cf0496f3651bc65d7174ac1b7d043eff454892c708a87d1b683e57b569927ffd"},
+]
 
 [package.dependencies]
-parso = ">=0.8.0,<0.9.0"
+parso = ">=0.8.3,<0.9.0"
 
 [package.extras]
-qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
-testing = ["Django (<3.1)", "colorama", "docopt", "pytest (<6.0.0)"]
+docs = ["Jinja2 (==2.11.3)", "MarkupSafe (==1.1.1)", "Pygments (==2.8.1)", "alabaster (==0.7.12)", "babel (==2.9.1)", "chardet (==4.0.0)", "commonmark (==0.8.1)", "docutils (==0.17.1)", "future (==0.18.2)", "idna (==2.10)", "imagesize (==1.2.0)", "mock (==1.0.1)", "packaging (==20.9)", "pyparsing (==2.4.7)", "pytz (==2021.1)", "readthedocs-sphinx-ext (==2.1.4)", "recommonmark (==0.5.0)", "requests (==2.25.1)", "six (==1.15.0)", "snowballstemmer (==2.1.0)", "sphinx (==1.8.5)", "sphinx-rtd-theme (==0.4.3)", "sphinxcontrib-serializinghtml (==1.1.4)", "sphinxcontrib-websupport (==1.2.4)", "urllib3 (==1.26.4)"]
+qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
+testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
 
 [[package]]
 name = "jinja2"
-version = "3.0.2"
+version = "3.1.3"
 description = "A very fast and expressive template engine."
-category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
+files = [
+    {file = "Jinja2-3.1.3-py3-none-any.whl", hash = "sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa"},
+    {file = "Jinja2-3.1.3.tar.gz", hash = "sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90"},
+]
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -328,741 +748,1421 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "json5"
-version = "0.9.6"
+version = "0.9.25"
 description = "A Python implementation of the JSON5 data format."
-category = "main"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
+files = [
+    {file = "json5-0.9.25-py3-none-any.whl", hash = "sha256:34ed7d834b1341a86987ed52f3f76cd8ee184394906b6e22a1e0deb9ab294e8f"},
+    {file = "json5-0.9.25.tar.gz", hash = "sha256:548e41b9be043f9426776f05df8635a00fe06104ea51ed24b67f908856e151ae"},
+]
 
-[package.extras]
-dev = ["hypothesis"]
+[[package]]
+name = "jsonpointer"
+version = "2.4"
+description = "Identify specific nodes in a JSON document (RFC 6901)"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+files = [
+    {file = "jsonpointer-2.4-py2.py3-none-any.whl", hash = "sha256:15d51bba20eea3165644553647711d150376234112651b4f1811022aecad7d7a"},
+    {file = "jsonpointer-2.4.tar.gz", hash = "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"},
+]
 
 [[package]]
 name = "jsonschema"
-version = "4.1.2"
+version = "4.21.1"
 description = "An implementation of JSON Schema validation for Python"
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {file = "jsonschema-4.21.1-py3-none-any.whl", hash = "sha256:7996507afae316306f9e2290407761157c6f78002dcf7419acb99822143d1c6f"},
+    {file = "jsonschema-4.21.1.tar.gz", hash = "sha256:85727c00279f5fa6bedbe6238d2aa6403bedd8b4864ab11207d07df3cc1b2ee5"},
+]
 
 [package.dependencies]
-attrs = ">=17.4.0"
-pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
+attrs = ">=22.2.0"
+fqdn = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
+idna = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
+isoduration = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
+jsonpointer = {version = ">1.13", optional = true, markers = "extra == \"format-nongpl\""}
+jsonschema-specifications = ">=2023.03.6"
+referencing = ">=0.28.4"
+rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
+rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
+rpds-py = ">=0.7.1"
+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)"]
-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 = "jsonschema-specifications"
+version = "2023.12.1"
+description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jsonschema_specifications-2023.12.1-py3-none-any.whl", hash = "sha256:87e4fdf3a94858b8a2ba2778d9ba57d8a9cafca7c7489c46ba0d30a8bc6a9c3c"},
+    {file = "jsonschema_specifications-2023.12.1.tar.gz", hash = "sha256:48a76787b3e70f5ed53f1160d2b81f586e4ca6d1548c5de7085d1682674764cc"},
+]
+
+[package.dependencies]
+referencing = ">=0.31.0"
+
+[[package]]
+name = "jupyter-black"
+version = "0.3.4"
+description = "A simple extension for Jupyter Notebook and Jupyter Lab to beautify Python code automatically using Black. Fork of dnanhkhoa/nb_black."
+optional = false
+python-versions = "*"
+files = [
+    {file = "jupyter-black-0.3.4.tar.gz", hash = "sha256:2a38f33d4c321eb768f426103635ac9b80b40c9e42aa06072a729e3caddca4c3"},
+    {file = "jupyter_black-0.3.4-py3-none-any.whl", hash = "sha256:8690ec1d16d173a74eecc44419755ca7209c494b213e0d7b04c40a878239e247"},
+]
+
+[package.dependencies]
+black = ">=21"
+ipython = ">=7"
+tokenize-rt = ">=4"
+
+[package.extras]
+dev = ["build (==0.9.0)", "twine (==4.0.1)", "wheel (==0.37.0)"]
+test = ["flake8 (==3.9.2)", "flake8-docstrings (==1.6.0)", "flake8-import-order (==0.18.1)", "isort (==5.11.5)", "jupyterlab (==3.6.3)", "mypy (==1.2.0)", "pep8-naming (==0.12.1)", "playwright (==1.14.1)", "pytest (==7.3.1)", "tox (==4.5.1)"]
 
 [[package]]
 name = "jupyter-client"
-version = "7.0.6"
+version = "8.6.1"
 description = "Jupyter protocol implementation and client libraries"
-category = "main"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.8"
+files = [
+    {file = "jupyter_client-8.6.1-py3-none-any.whl", hash = "sha256:3b7bd22f058434e3b9a7ea4b1500ed47de2713872288c0d511d19926f99b459f"},
+    {file = "jupyter_client-8.6.1.tar.gz", hash = "sha256:e842515e2bab8e19186d89fdfea7abd15e39dd581f94e399f00e2af5a1652d3f"},
+]
 
 [package.dependencies]
-entrypoints = "*"
-jupyter-core = ">=4.6.0"
-nest-asyncio = ">=1.5"
-python-dateutil = ">=2.1"
-pyzmq = ">=13"
-tornado = ">=4.1"
-traitlets = "*"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+python-dateutil = ">=2.8.2"
+pyzmq = ">=23.0"
+tornado = ">=6.2"
+traitlets = ">=5.3"
 
 [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)"]
+docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-core"
-version = "4.8.1"
+version = "5.7.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
-category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+files = [
+    {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"},
+    {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"},
+]
 
 [package.dependencies]
-pywin32 = {version = ">=1.0", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
-traitlets = "*"
+platformdirs = ">=2.5"
+pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
+traitlets = ">=5.3"
+
+[package.extras]
+docs = ["myst-parser", "pydata-sphinx-theme", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "traitlets"]
+test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"]
+
+[[package]]
+name = "jupyter-events"
+version = "0.10.0"
+description = "Jupyter Event System library"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jupyter_events-0.10.0-py3-none-any.whl", hash = "sha256:4b72130875e59d57716d327ea70d3ebc3af1944d3717e5a498b8a06c6c159960"},
+    {file = "jupyter_events-0.10.0.tar.gz", hash = "sha256:670b8229d3cc882ec782144ed22e0d29e1c2d639263f92ca8383e66682845e22"},
+]
+
+[package.dependencies]
+jsonschema = {version = ">=4.18.0", extras = ["format-nongpl"]}
+python-json-logger = ">=2.0.4"
+pyyaml = ">=5.3"
+referencing = "*"
+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", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "rich"]
+
+[[package]]
+name = "jupyter-lsp"
+version = "2.2.5"
+description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jupyter-lsp-2.2.5.tar.gz", hash = "sha256:793147a05ad446f809fd53ef1cd19a9f5256fd0a2d6b7ce943a982cb4f545001"},
+    {file = "jupyter_lsp-2.2.5-py3-none-any.whl", hash = "sha256:45fbddbd505f3fbfb0b6cb2f1bc5e15e83ab7c79cd6e89416b248cb3c00c11da"},
+]
+
+[package.dependencies]
+jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "1.11.1"
+version = "2.14.0"
 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"
+files = [
+    {file = "jupyter_server-2.14.0-py3-none-any.whl", hash = "sha256:fb6be52c713e80e004fac34b35a0990d6d36ba06fd0a2b2ed82b899143a64210"},
+    {file = "jupyter_server-2.14.0.tar.gz", hash = "sha256:659154cea512083434fd7c93b7fe0897af7a2fd0b9dd4749282b42eaac4ae677"},
+]
 
 [package.dependencies]
-anyio = ">=3.1.0,<4"
-argon2-cffi = "*"
-ipython-genutils = "*"
-jinja2 = "*"
-jupyter-client = ">=6.1.1"
-jupyter-core = ">=4.6.0"
-nbconvert = "*"
-nbformat = "*"
-prometheus-client = "*"
-pyzmq = ">=17"
-requests-unixsocket = "*"
-Send2Trash = "*"
+anyio = ">=3.1.0"
+argon2-cffi = ">=21.1"
+jinja2 = ">=3.0.3"
+jupyter-client = ">=7.4.4"
+jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
+jupyter-events = ">=0.9.0"
+jupyter-server-terminals = ">=0.4.4"
+nbconvert = ">=6.4.4"
+nbformat = ">=5.3.0"
+overrides = ">=5.0"
+packaging = ">=22.0"
+prometheus-client = ">=0.9"
+pywinpty = {version = ">=2.0.1", markers = "os_name == \"nt\""}
+pyzmq = ">=24"
+send2trash = ">=1.8.2"
+terminado = ">=0.8.3"
+tornado = ">=6.2.0"
+traitlets = ">=5.6.0"
+websocket-client = ">=1.7"
+
+[package.extras]
+docs = ["ipykernel", "jinja2", "jupyter-client", "jupyter-server", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi (>=0.8.0)", "sphinxcontrib-spelling", "sphinxemoji", "tornado", "typing-extensions"]
+test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0,<9)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.7)", "pytest-timeout", "requests"]
+
+[[package]]
+name = "jupyter-server-terminals"
+version = "0.5.3"
+description = "A Jupyter Server Extension Providing Terminals."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "jupyter_server_terminals-0.5.3-py3-none-any.whl", hash = "sha256:41ee0d7dc0ebf2809c668e0fc726dfaf258fcd3e769568996ca731b6194ae9aa"},
+    {file = "jupyter_server_terminals-0.5.3.tar.gz", hash = "sha256:5ae0295167220e9ace0edcfdb212afd2b01ee8d179fe6f23c899590e9b8a5269"},
+]
+
+[package.dependencies]
+pywinpty = {version = ">=2.0.3", markers = "os_name == \"nt\""}
 terminado = ">=0.8.3"
-tornado = ">=6.1.0"
-traitlets = ">=4.2.1"
-websocket-client = "*"
 
 [package.extras]
-test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-mock", "requests", "pytest-tornasync", "pytest-console-scripts", "ipykernel"]
+docs = ["jinja2", "jupyter-server", "mistune (<4.0)", "myst-parser", "nbformat", "packaging", "pydata-sphinx-theme", "sphinxcontrib-github-alt", "sphinxcontrib-openapi", "sphinxcontrib-spelling", "sphinxemoji", "tornado"]
+test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>=0.5.3)", "pytest-timeout"]
 
 [[package]]
 name = "jupyterlab"
-version = "3.2.1"
+version = "4.1.8"
 description = "JupyterLab computational environment"
-category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+files = [
+    {file = "jupyterlab-4.1.8-py3-none-any.whl", hash = "sha256:c3baf3a2f91f89d110ed5786cd18672b9a357129d4e389d2a0dead15e11a4d2c"},
+    {file = "jupyterlab-4.1.8.tar.gz", hash = "sha256:3384aded8680e7ce504fd63b8bb89a39df21c9c7694d9e7dc4a68742cdb30f9b"},
+]
 
 [package.dependencies]
-ipython = "*"
-jinja2 = ">=2.1"
+async-lru = ">=1.0.0"
+httpx = ">=0.25.0"
+ipykernel = ">=6.5.0"
+jinja2 = ">=3.0.3"
 jupyter-core = "*"
-jupyter-server = ">=1.4,<2.0"
-jupyterlab-server = ">=2.3,<3.0"
-nbclassic = ">=0.2,<1.0"
+jupyter-lsp = ">=2.0.0"
+jupyter-server = ">=2.4.0,<3"
+jupyterlab-server = ">=2.27.1,<3"
+notebook-shim = ">=0.2"
 packaging = "*"
-tornado = ">=6.1.0"
+tornado = ">=6.2.0"
+traitlets = "*"
 
 [package.extras]
-test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-console-scripts", "pytest-check-links (>=0.5)", "jupyterlab-server[test] (>=2.2,<3.0)", "requests", "requests-cache", "virtualenv", "check-manifest"]
-ui-tests = ["build"]
+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.2.0)"]
+docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<7.3.0)", "sphinx-copybutton"]
+docs-screenshots = ["altair (==5.2.0)", "ipython (==8.16.1)", "ipywidgets (==8.1.1)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.0.post6)", "matplotlib (==3.8.2)", "nbconvert (>=7.0.0)", "pandas (==2.2.0)", "scipy (==1.12.0)", "vega-datasets (==0.9.0)"]
+test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
+upgrade-extension = ["copier (>=8.0,<9.0)", "jinja2-time (<0.3)", "pydantic (<2.0)", "pyyaml-include (<2.0)", "tomli-w (<2.0)"]
 
 [[package]]
 name = "jupyterlab-pygments"
-version = "0.1.2"
+version = "0.3.0"
 description = "Pygments theme using JupyterLab CSS variables"
-category = "main"
 optional = false
-python-versions = "*"
-
-[package.dependencies]
-pygments = ">=2.4.1,<3"
+python-versions = ">=3.8"
+files = [
+    {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
+    {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"},
+]
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.8.2"
-description = "A set of server components for JupyterLab and JupyterLab like applications ."
-category = "main"
+version = "2.27.1"
+description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
+files = [
+    {file = "jupyterlab_server-2.27.1-py3-none-any.whl", hash = "sha256:f5e26156e5258b24d532c84e7c74cc212e203bff93eb856f81c24c16daeecc75"},
+    {file = "jupyterlab_server-2.27.1.tar.gz", hash = "sha256:097b5ac709b676c7284ac9c5e373f11930a561f52cd5a86e4fc7e5a9c8a8631d"},
+]
 
 [package.dependencies]
-babel = "*"
-entrypoints = ">=0.2.2"
-jinja2 = ">=2.10"
-json5 = "*"
-jsonschema = ">=3.0.1"
-jupyter-server = ">=1.4,<2.0"
-packaging = "*"
-requests = "*"
+babel = ">=2.10"
+jinja2 = ">=3.0.3"
+json5 = ">=0.9.0"
+jsonschema = ">=4.18.0"
+jupyter-server = ">=1.21,<3"
+packaging = ">=21.3"
+requests = ">=2.31"
 
 [package.extras]
-test = ["codecov", "ipykernel", "pytest (>=5.3.2)", "pytest-cov", "jupyter-server", "openapi-core (>=0.14.0,<0.15.0)", "pytest-console-scripts", "strict-rfc3339", "ruamel.yaml", "wheel"]
+docs = ["autodoc-traits", "jinja2 (<3.2.0)", "mistune (<4)", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinxcontrib-openapi (>0.8)"]
+openapi = ["openapi-core (>=0.18.0,<0.19.0)", "ruamel-yaml"]
+test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-validator (>=0.6.0,<0.8.0)", "pytest (>=7.0,<8)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter[server] (>=0.6.2)", "pytest-timeout", "requests-mock", "ruamel-yaml", "sphinxcontrib-spelling", "strict-rfc3339", "werkzeug"]
 
 [[package]]
 name = "jupytext"
-version = "1.13.0"
+version = "1.16.1"
 description = "Jupyter notebooks as Markdown documents, Julia, Python or R scripts"
-category = "main"
 optional = false
-python-versions = "~=3.6"
+python-versions = ">=3.8"
+files = [
+    {file = "jupytext-1.16.1-py3-none-any.whl", hash = "sha256:796ec4f68ada663569e5d38d4ef03738a01284bfe21c943c485bc36433898bd0"},
+    {file = "jupytext-1.16.1.tar.gz", hash = "sha256:68c7b68685e870e80e60fda8286fbd6269e9c74dc1df4316df6fe46eabc94c99"},
+]
 
 [package.dependencies]
-markdown-it-py = ">=1.0,<2.0"
+markdown-it-py = ">=1.0"
 mdit-py-plugins = "*"
 nbformat = "*"
+packaging = "*"
 pyyaml = "*"
 toml = "*"
 
 [package.extras]
-rst2md = ["sphinx-gallery (>=0.7.0,<0.8.0)"]
-toml = ["toml"]
-
-[[package]]
-name = "lazy-object-proxy"
-version = "1.6.0"
-description = "A fast and thorough lazy object proxy."
-category = "main"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+dev = ["jupytext[test-cov,test-external]"]
+docs = ["myst-parser", "sphinx", "sphinx-copybutton", "sphinx-rtd-theme"]
+test = ["pytest", "pytest-randomly", "pytest-xdist"]
+test-cov = ["jupytext[test-integration]", "pytest-cov (>=2.6.1)"]
+test-external = ["autopep8", "black", "flake8", "gitpython", "isort", "jupyter-fs (<0.4.0)", "jupytext[test-integration]", "pre-commit", "sphinx-gallery (<0.8)"]
+test-functional = ["jupytext[test]"]
+test-integration = ["ipykernel", "jupyter-server (!=2.11)", "jupytext[test-functional]", "nbconvert"]
+test-ui = ["calysto-bash"]
 
 [[package]]
 name = "markdown-it-py"
-version = "1.1.0"
+version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
-category = "main"
 optional = false
-python-versions = "~=3.6"
+python-versions = ">=3.8"
+files = [
+    {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
+    {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
+]
 
 [package.dependencies]
-attrs = ">=19,<22"
+mdurl = ">=0.1,<1.0"
 
 [package.extras]
-code_style = ["pre-commit (==2.6)"]
-compare = ["commonmark (>=0.9.1,<0.10.0)", "markdown (>=3.2.2,<3.3.0)", "mistletoe-ebp (>=0.10.0,<0.11.0)", "mistune (>=0.8.4,<0.9.0)", "panflute (>=1.12,<2.0)"]
-linkify = ["linkify-it-py (>=1.0,<2.0)"]
+benchmarking = ["psutil", "pytest", "pytest-benchmark"]
+code-style = ["pre-commit (>=3.0,<4.0)"]
+compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0,<2.0)", "mistune (>=2.0,<3.0)", "panflute (>=2.3,<3.0)"]
+linkify = ["linkify-it-py (>=1,<3)"]
 plugins = ["mdit-py-plugins"]
-rtd = ["myst-nb (==0.13.0a1)", "pyyaml", "sphinx (>=2,<4)", "sphinx-copybutton", "sphinx-panels (>=0.4.0,<0.5.0)", "sphinx-book-theme"]
-testing = ["coverage", "psutil", "pytest (>=3.6,<4)", "pytest-benchmark (>=3.2,<4.0)", "pytest-cov", "pytest-regressions"]
+profiling = ["gprof2dot"]
+rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "markupsafe"
-version = "2.0.1"
+version = "2.1.5"
 description = "Safely add untrusted strings to HTML/XML markup."
-category = "main"
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 [package.extras]
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+[[package]]
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 [[package]]
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-objc = ["pyobjc-framework-cocoa"]
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+objc = ["pyobjc-framework-Cocoa"]
 win32 = ["pywin32"]
 
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 [package.dependencies]
 python-dateutil = "*"
@@ -1070,910 +2170,270 @@ pytz = "*"
 
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-description = "Test utilities for code working with files and commands"
-category = "main"
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+
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-    {file = "wrapt-1.13.2.tar.gz", hash = "sha256:dca56cc5963a5fd7c2aa8607017753f534ee514e09103a6c55d2db70b50e7447"},
-]
+lock-version = "2.0"
+python-versions = "3.12.*"
+content-hash = "afcd7f18c41f7a7e4987f49bb8e09f5b943bd7404cded1dbe08daff64da9cc7f"
diff --git a/experiments/aggregated_hotness/pyproject.toml b/experiments/aggregated_hotness/pyproject.toml
index caa02fa7..958beb04 100644
--- a/experiments/aggregated_hotness/pyproject.toml
+++ b/experiments/aggregated_hotness/pyproject.toml
@@ -1,26 +1,32 @@
 [tool.poetry]
-name = "aggregated_hotness"
+name = "aggregated-hotness"
 version = "0.1.0"
 description = ""
 authors = ["Markus Shepherd <markus@recommend.games>"]
 
 [tool.poetry.dependencies]
-python = "^3.8"
+python = "3.12.*"
 
-black = "^21.9b0"
-jupyterlab = "^3.2.1"
-jupytext = "^1.13.0"
-nb-black = "^1.0.7"
-numpy = {version = "^1.21.3", python = ">=3.8,<3.11"}
-pandas = "^1.3.4"
-pytility = "^0.3.0"
-snaptime = "^0.2.4"
-python-dateutil = "^2.8.2"
-pylint = "^2.11.1"
+numpy = "*"
+pandas = "*"
+pytility = "*"
+snaptime = "*"
+python-dateutil = "*"
 
-[tool.poetry.dev-dependencies]
-pytest = "^5.2"
+[tool.poetry.group.dev.dependencies]
+jupyter-black = "*"
+jupyterlab = "*"
+jupytext = "*"
+mypy = "*"
+ruff = "*"
+types-tqdm = "*"
+
+[tool.ruff]
+target-version = "py312"
+
+[tool.mypy]
+python_version = "3.12"
 
 [build-system]
-requires = ["poetry-core>=1.0.0"]
+requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
-- 
GitLab


From c26cb3ead7319405c41c8c5f68c1c42fd692bd2e Mon Sep 17 00:00:00 2001
From: Markus Schepke <markus.schepke@wolt.com>
Date: Sun, 28 Apr 2024 21:37:30 +0300
Subject: [PATCH 10/10] Small updates

---
 .../aggregated_hotness/aggregated_hotness/hotness.py  |  2 +-
 experiments/aggregated_hotness/hotness.py             | 11 ++++++-----
 2 files changed, 7 insertions(+), 6 deletions(-)

diff --git a/experiments/aggregated_hotness/aggregated_hotness/hotness.py b/experiments/aggregated_hotness/aggregated_hotness/hotness.py
index b32664ad..cb199257 100644
--- a/experiments/aggregated_hotness/aggregated_hotness/hotness.py
+++ b/experiments/aggregated_hotness/aggregated_hotness/hotness.py
@@ -51,7 +51,7 @@ def _compute_scores(
         return pd.Series(
             {
                 bgg_id: np.exp2(1 - ranks.sort_values().head(top)).sum() / top
-                for bgg_id, ranks in result.T.iteritems()
+                for bgg_id, ranks in result.T.items()
             }
         )
 
diff --git a/experiments/aggregated_hotness/hotness.py b/experiments/aggregated_hotness/hotness.py
index 30e73dfe..98833b40 100644
--- a/experiments/aggregated_hotness/hotness.py
+++ b/experiments/aggregated_hotness/hotness.py
@@ -6,7 +6,7 @@
 #       extension: .py
 #       format_name: percent
 #       format_version: '1.3'
-#       jupytext_version: 1.13.0
+#       jupytext_version: 1.16.1
 #   kernelspec:
 #     display_name: Python 3 (ipykernel)
 #     language: python
@@ -16,12 +16,13 @@
 # %%
 from datetime import datetime, timedelta
 from pathlib import Path
+import jupyter_black
 import pandas as pd
 from pytility import parse_date
 from aggregated_hotness.hotness import aggregate_hotness
 
-# %load_ext nb_black
-# %load_ext lab_black
+jupyter_black.load()
+
 
 # %%
 def hot_games(
@@ -51,8 +52,8 @@ def hot_games(
 
 # %%
 results = hot_games(
-    start_date=parse_date("2021-08-01T00:00Z"),
-    end_date=parse_date("2021-10-01T00:00Z"),
+    start_date=parse_date("2024-02-01T00:00Z"),
+    end_date=parse_date("2024-04-01T00:00Z"),
     top=30,
 )
 results.head(50)
-- 
GitLab