From 2e3bec43b81342192600f5a3ed8eab79166d989f Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Sun, 18 Oct 2020 23:13:59 +0300 Subject: [PATCH 1/6] scaffolding --- experiments/.gitignore | 2 + experiments/votes_by_year/Pipfile | 21 + experiments/votes_by_year/Pipfile.lock | 969 +++++++++++++++++++++++++ 3 files changed, 992 insertions(+) create mode 100644 experiments/.gitignore create mode 100644 experiments/votes_by_year/Pipfile create mode 100644 experiments/votes_by_year/Pipfile.lock diff --git a/experiments/.gitignore b/experiments/.gitignore new file mode 100644 index 00000000..dc606bf9 --- /dev/null +++ b/experiments/.gitignore @@ -0,0 +1,2 @@ +*.ipynb +data/ diff --git a/experiments/votes_by_year/Pipfile b/experiments/votes_by_year/Pipfile new file mode 100644 index 00000000..b58c4bba --- /dev/null +++ b/experiments/votes_by_year/Pipfile @@ -0,0 +1,21 @@ +[[source]] +name = "pypi" +url = "https://pypi.org/simple" +verify_ssl = true + +[dev-packages] + +[packages] +jupyter = 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-[requires] -python_version = "3.8" +[dev-packages] diff --git a/experiments/votes_by_year/Pipfile.lock b/experiments/votes_by_year/Pipfile.lock index 89f46a96..b0d85d24 100644 --- a/experiments/votes_by_year/Pipfile.lock +++ b/experiments/votes_by_year/Pipfile.lock @@ -1,7 +1,7 @@ { "_meta": { "hash": { - "sha256": "38afcf68f7e407b9e91a47031c90b1c334f77cac30967c86be86abc527dcb9fe" + "sha256": "485d42e0c0dd8b84f9b755bf6dc8f2a23c2fa17c71c70bd5cf788a49d8c59219" }, "pipfile-spec": 6, "requires": { @@ -183,22 +183,6 @@ "markers": "python_version >= '2.7'", "version": "==0.3" }, - "gitdb": { - "hashes": [ - "sha256:91f36bfb1ab7949b3b40e23736db18231bf7593edada2ba5c3a174a7b23657ac", - "sha256:c9e1f2d0db7ddb9a704c2a0217be31214e91a4fe1dea1efad19ae42ba0c285c9" - ], - "markers": "python_version >= '3.4'", - "version": "==4.0.5" - }, - "gitpython": { - "hashes": [ - "sha256:138016d519bf4dd55b22c682c904ed2fd0235c3612b2f8f65ce218ff358deed8", - 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"hashes": [ "sha256:60001cc07d707fe247c94f74ca6ac0d3255aabcb930529690897ca2a39db28b2", @@ -848,14 +869,6 @@ "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'", "version": "==1.15.0" }, - "smmap": { - "hashes": [ - "sha256:54c44c197c819d5ef1991799a7e30b662d1e520f2ac75c9efbeb54a742214cf4", - "sha256:9c98bbd1f9786d22f14b3d4126894d56befb835ec90cef151af566c7e19b5d24" - ], - "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'", - "version": "==3.0.4" - }, "terminado": { "hashes": [ "sha256:3da72a155b807b01c9e8a5babd214e052a0a45a975751da3521a1c3381ce6d76", @@ -871,6 +884,14 @@ ], "version": "==0.4.4" }, + "threadpoolctl": { + "hashes": [ + "sha256:38b74ca20ff3bb42caca8b00055111d74159ee95c4370882bbff2b93d24da725", + "sha256:ddc57c96a38beb63db45d6c159b5ab07b6bced12c45a1f07b2b92f272aebfa6b" + ], + "markers": "python_version >= '3.5'", + "version": "==2.1.0" + }, "toml": { "hashes": [ "sha256:926b612be1e5ce0634a2ca03470f95169cf16f939018233a670519cb4ac58b0f", @@ -937,11 +958,11 @@ }, "urllib3": { "hashes": [ - "sha256:91056c15fa70756691db97756772bb1eb9678fa585d9184f24534b100dc60f4a", - "sha256:e7983572181f5e1522d9c98453462384ee92a0be7fac5f1413a1e35c56cc0461" + "sha256:8d7eaa5a82a1cac232164990f04874c594c9453ec55eef02eab885aa02fc17a2", + "sha256:f5321fbe4bf3fefa0efd0bfe7fb14e90909eb62a48ccda331726b4319897dd5e" ], "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4'", - "version": "==1.25.10" + "version": "==1.25.11" }, "wcwidth": { "hashes": [ -- GitLab From d9c10241820de4ab26ff7a9d60e624617fd1a74f Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Sat, 24 Oct 2020 08:40:35 +0300 Subject: [PATCH 3/6] first version of adjust.py --- experiments/votes_by_year/.gitignore | 1 + experiments/votes_by_year/adjust.py | 97 +++++++++++++++++++ experiments/votes_by_year/ratings_by_year.svg | 33 +++++++ 3 files changed, 131 insertions(+) create mode 100644 experiments/votes_by_year/.gitignore create mode 100644 experiments/votes_by_year/adjust.py create mode 100644 experiments/votes_by_year/ratings_by_year.svg diff --git a/experiments/votes_by_year/.gitignore b/experiments/votes_by_year/.gitignore new file mode 100644 index 00000000..c411260b --- /dev/null +++ b/experiments/votes_by_year/.gitignore @@ -0,0 +1 @@ +bgg_RatingItem.csv diff --git a/experiments/votes_by_year/adjust.py b/experiments/votes_by_year/adjust.py new file mode 100644 index 00000000..e99a1c72 --- /dev/null +++ b/experiments/votes_by_year/adjust.py @@ -0,0 +1,97 @@ +# --- +# jupyter: +# jupytext: +# formats: ipynb,py:percent +# text_representation: +# extension: .py +# format_name: percent +# format_version: '1.3' +# jupytext_version: 1.6.0 +# kernelspec: +# display_name: Python 3 +# language: python +# name: python3 +# --- + +# %% +import json + +from datetime import date +from pathlib import Path + +import matplotlib.pyplot as plt +import pandas as pd + +from pytility import parse_date + +SEED = 23 + +# %matplotlib inline +# %load_ext nb_black +# %load_ext lab_black + +# %% +def process_row( + item, + columns=( + "item_id", + "bgg_id", + "bgg_user_name", + "bgg_user_owned", + "bgg_user_play_count", + "bgg_user_rating", + "updated_at", + ), +): + item = json.loads(item) + if isinstance(item, dict) and all( + item.get(column) is not None for column in columns + ): + return {column: item[column] for column in columns} + return None + + +def df_from_jl(path): + with open(path) as f: + records = filter(None, map(process_row, f)) + df = pd.DataFrame.from_records(records, index="item_id") + df["year"] = df.updated_at.apply(lambda x: x[:4]).astype("int32") + return df + + +# %% +path_csv = Path("bgg_RatingItem.csv").resolve() +path_jl = Path("../../../board-game-data/scraped/bgg_RatingItem.jl").resolve() + +# %% +try: + df = pd.read_csv(path_csv, index_col="item_id", dtype={"item_id": "object"}) +except Exception: + df = df_from_jl(path_jl) +df.shape + +# %% +df.sample(5, random_state=SEED).T + +# %% +if not path_csv.exists(): + df.to_csv(path_csv) + +# %% +by_year = df.groupby("year").bgg_id.count() +by_year + +# %% +now = date.today() +eoy = date(now.year, 12, 31) + +# %% +eoy_adj = by_year[now.year] * eoy.timetuple().tm_yday / now.timetuple().tm_yday +eoy_adj + +# %% +by_year[by_year.index < now.year].plot(style="k-", linewidth=3) +plt.plot([now.year - 1, now.year], [by_year[now.year - 1], eoy_adj], "k:", linewidth=3) + +# %% +plt.savefig("ratings_by_year.svg") diff --git a/experiments/votes_by_year/ratings_by_year.svg b/experiments/votes_by_year/ratings_by_year.svg new file mode 100644 index 00000000..5e960e1d --- /dev/null +++ b/experiments/votes_by_year/ratings_by_year.svg @@ -0,0 +1,33 @@ + + + + + + + + + 2020-10-24T08:36:31.994929 + image/svg+xml + + + Matplotlib v3.3.2, https://matplotlib.org/ + + + + + + + + + + + + + + -- GitLab From d8293358a0b8818dbf3d8af506919072536f0077 Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Sun, 25 Oct 2020 08:55:03 +0200 Subject: [PATCH 4/6] more plots --- experiments/votes_by_year/adjust.py | 61 +++++++++++++++++++ experiments/votes_by_year/ratings_by_year.svg | 2 +- 2 files changed, 62 insertions(+), 1 deletion(-) diff --git a/experiments/votes_by_year/adjust.py b/experiments/votes_by_year/adjust.py index e99a1c72..bf887823 100644 --- a/experiments/votes_by_year/adjust.py +++ b/experiments/votes_by_year/adjust.py @@ -21,6 +21,7 @@ from pathlib import Path import matplotlib.pyplot as plt import pandas as pd +import seaborn as sns from pytility import parse_date @@ -62,6 +63,7 @@ def df_from_jl(path): # %% path_csv = Path("bgg_RatingItem.csv").resolve() path_jl = Path("../../../board-game-data/scraped/bgg_RatingItem.jl").resolve() +path_games = Path("../../../board-game-data/scraped/bgg_GameItem.csv").resolve() # %% try: @@ -95,3 +97,62 @@ plt.plot([now.year - 1, now.year], [by_year[now.year - 1], eoy_adj], "k:", linew # %% plt.savefig("ratings_by_year.svg") + +# %% +games = pd.read_csv( + path_games, + index_col="bgg_id", + dtype={"cooperative": bool, "compilation": bool}, +) +games.shape + +# %% +games.sample(5, random_state=SEED).T + +# %% +votes_by_year = games.groupby("year").num_votes.agg(["sum", "mean", "median"]) + +# %% +votes_by_year[(votes_by_year.index >= 1980) & (votes_by_year.index <= 2020)][ + "sum" +].plot(style="k-", linewidth=3) + +# %% +votes_by_year[(votes_by_year.index >= 1980) & (votes_by_year.index <= 2020)][ + "mean" +].plot(style="k-", linewidth=3) + +# %% +votes_by_year[(votes_by_year.index >= 1980) & (votes_by_year.index <= 2020)][ + "median" +].plot(style="k-", linewidth=3) + +# %% +votes_by_year_ranked = ( + games[~games.compilation & games["rank"].notnull() & games.bayes_rating.notnull()] + .groupby("year") + .num_votes.agg(["sum", "mean", "median"]) +) + +# %% +votes_by_year_ranked[ + (votes_by_year_ranked.index >= 1980) & (votes_by_year_ranked.index <= 2020) +]["sum"].plot(style="k-", linewidth=3) + +# %% +votes_by_year_ranked[ + (votes_by_year_ranked.index >= 1980) & (votes_by_year_ranked.index <= 2020) +]["mean"].plot(style="k-", linewidth=3) + +# %% +votes_by_year_ranked[ + (votes_by_year_ranked.index >= 1980) & (votes_by_year_ranked.index <= 2020) +]["median"].plot(style="k-", linewidth=3) + +# %% +sns.violinplot( + x="year", + y="num_votes", + data=games[(games.year >= 1990) & (games.year <= 2000)], +) +plt.ylim(0, 1_000) diff --git a/experiments/votes_by_year/ratings_by_year.svg b/experiments/votes_by_year/ratings_by_year.svg index 5e960e1d..391d1824 100644 --- a/experiments/votes_by_year/ratings_by_year.svg +++ b/experiments/votes_by_year/ratings_by_year.svg @@ -7,7 +7,7 @@ - 2020-10-24T08:36:31.994929 + 2020-10-25T08:54:23.531027 image/svg+xml -- GitLab From 40e7035d1bf0113bae926c226a66aa73a090aa4b Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Wed, 17 Apr 2024 19:33:19 +0300 Subject: [PATCH 5/6] pipenv -> poetry --- 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+pytility = "*" +scipy = "*" +scikit-learn = "*" +seaborn = "*" +tqdm = "*" + +[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"] +build-backend = "poetry.core.masonry.api" -- GitLab From a8c5f83d4886a4a4cd351d08b1938bb4bafdc94b Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Wed, 17 Apr 2024 20:56:59 +0300 Subject: [PATCH 6/6] Updated adjust.py --- experiments/votes_by_year/adjust.py | 27 +- experiments/votes_by_year/ratings_by_year.svg | 567 +++++++++++++++++- 2 files changed, 569 insertions(+), 25 deletions(-) diff --git a/experiments/votes_by_year/adjust.py b/experiments/votes_by_year/adjust.py index bf887823..89378559 100644 --- a/experiments/votes_by_year/adjust.py +++ b/experiments/votes_by_year/adjust.py @@ -6,30 +6,29 @@ # extension: .py # format_name: percent # format_version: '1.3' -# jupytext_version: 1.6.0 +# jupytext_version: 1.16.1 # kernelspec: -# display_name: Python 3 +# display_name: Python 3 (ipykernel) # language: python # name: python3 # --- # %% import json - from datetime import date from pathlib import Path +import jupyter_black import matplotlib.pyplot as plt import pandas as pd import seaborn as sns - from pytility import parse_date +from tqdm import tqdm + +jupyter_black.load() SEED = 23 -# %matplotlib inline -# %load_ext nb_black -# %load_ext lab_black # %% def process_row( @@ -54,7 +53,7 @@ def process_row( def df_from_jl(path): with open(path) as f: - records = filter(None, map(process_row, f)) + records = filter(None, map(process_row, tqdm(f))) df = pd.DataFrame.from_records(records, index="item_id") df["year"] = df.updated_at.apply(lambda x: x[:4]).astype("int32") return df @@ -94,16 +93,14 @@ eoy_adj # %% by_year[by_year.index < now.year].plot(style="k-", linewidth=3) plt.plot([now.year - 1, now.year], [by_year[now.year - 1], eoy_adj], "k:", linewidth=3) - -# %% +plt.tight_layout() plt.savefig("ratings_by_year.svg") +plt.show() # %% -games = pd.read_csv( - path_games, - index_col="bgg_id", - dtype={"cooperative": bool, "compilation": bool}, -) +games = pd.read_csv(path_games, index_col="bgg_id") +games.compilation = games.compilation.notnull() +games.cooperative = games.cooperative.notnull() games.shape # %% diff --git a/experiments/votes_by_year/ratings_by_year.svg b/experiments/votes_by_year/ratings_by_year.svg index 391d1824..e50da7d4 100644 --- a/experiments/votes_by_year/ratings_by_year.svg +++ b/experiments/votes_by_year/ratings_by_year.svg @@ -1,33 +1,580 @@ - - + - + - 2020-10-25T08:54:23.531027 + 2024-04-17T20:56:18.964720 image/svg+xml - Matplotlib v3.3.2, https://matplotlib.org/ + Matplotlib v3.8.4, https://matplotlib.org/ - + - +" style="fill: #ffffff"/> + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 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