From 849464d4710c26d14146cf00f8ce78736878cda6 Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Sat, 31 Jul 2021 11:12:27 +0300 Subject: [PATCH 01/15] scaffolding --- experiments/co_ops/Pipfile | 30 + experiments/co_ops/Pipfile.lock | 1373 +++++++++++++++++++++++++++++++ experiments/co_ops/co_ops.py | 32 + 3 files changed, 1435 insertions(+) create mode 100644 experiments/co_ops/Pipfile create mode 100644 experiments/co_ops/Pipfile.lock create mode 100644 experiments/co_ops/co_ops.py diff --git a/experiments/co_ops/Pipfile b/experiments/co_ops/Pipfile new file mode 100644 index 00000000..da4b1643 --- /dev/null +++ b/experiments/co_ops/Pipfile @@ -0,0 +1,30 @@ +[[source]] +name = "pypi" +url = "https://pypi.org/simple" +verify_ssl = true + +[requires] +python_version = "3.8" + +[packages] +board-game-recommender = "*" +board-game-utils = "*" +bokeh = "*" +imbalanced-learn = "*" +jupyterlab = "*" +jupytext = "*" +matplotlib = "*" +nb-black = "*" +numpy = "*" +pandas = "*" +pytility = 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"==1.12.1" + } + } +} diff --git a/experiments/co_ops/co_ops.py b/experiments/co_ops/co_ops.py new file mode 100644 index 00000000..e0aac5ba --- /dev/null +++ b/experiments/co_ops/co_ops.py @@ -0,0 +1,32 @@ +# --- +# jupyter: +# jupytext: +# formats: ipynb,py:percent +# text_representation: +# extension: .py +# format_name: percent +# format_version: '1.3' +# jupytext_version: 1.11.1 +# kernelspec: +# display_name: Python 3 +# language: python +# name: python3 +# --- + +# %% +import pandas as pd + +pd.options.display.max_columns = 100 +pd.options.display.max_rows = 1000 +pd.options.display.float_format = "{:.6g}".format + +# %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 -- GitLab From 1991dc7adc3efef653ee7d86e7651dfce958648e Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Sat, 31 Jul 2021 14:01:33 +0300 Subject: [PATCH 02/15] some basic analysis --- experiments/co_ops/co_ops.py | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/experiments/co_ops/co_ops.py b/experiments/co_ops/co_ops.py index e0aac5ba..7751e8be 100644 --- a/experiments/co_ops/co_ops.py +++ b/experiments/co_ops/co_ops.py @@ -14,6 +14,7 @@ # --- # %% +from datetime import date import pandas as pd pd.options.display.max_columns = 100 @@ -29,4 +30,16 @@ games = pd.read_csv( index_col="bgg_id", low_memory=False, ) +games.drop(index=games[games["compilation_of"].notna()].index, inplace=True) +games["cooperative"] = games["cooperative"].fillna(False).astype(bool) games.shape + +# %% +games["cooperative"].mean() + +# %% +games[games["cooperative"]].sort_values("year").head(10) + +# %% +years = games.groupby("year")["cooperative"].agg(["size", "sum", "mean"]) +years[(years.index >= 1900) & (years.index <= date.today().year)] -- GitLab From df400f12b8025ab0b55ce9c8837a64d8b1451ec4 Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Sun, 1 Aug 2021 22:23:09 +0300 Subject: [PATCH 03/15] some charts --- experiments/co_ops/co_ops.py | 60 +++++++++++++++++++++++++++++++++++- 1 file changed, 59 insertions(+), 1 deletion(-) diff --git a/experiments/co_ops/co_ops.py b/experiments/co_ops/co_ops.py index 7751e8be..fd2aab9f 100644 --- a/experiments/co_ops/co_ops.py +++ b/experiments/co_ops/co_ops.py @@ -16,11 +16,16 @@ # %% from datetime import date import pandas as pd +from bokeh.plotting import figure, output_notebook, show pd.options.display.max_columns = 100 pd.options.display.max_rows = 1000 pd.options.display.float_format = "{:.6g}".format +output_notebook() + +this_year = date.today().year + # %load_ext nb_black # %load_ext lab_black @@ -42,4 +47,57 @@ games[games["cooperative"]].sort_values("year").head(10) # %% years = games.groupby("year")["cooperative"].agg(["size", "sum", "mean"]) -years[(years.index >= 1900) & (years.index <= date.today().year)] +years["total"] = years["size"] +years["co-operative"] = years["sum"] +years["competitive"] = years["total"] - years["co-operative"] +years[(years.index >= 1900) & (years.index <= this_year)] + +# %% +year_from = 2000 +year_to = this_year +year_range = [str(year) for year in range(year_from, year_to + 1)] +year_df = years[(years.index >= year_from) & (years.index <= year_to)] + +# %% +data = { + "years": year_range, + "co-operative": list(year_df["co-operative"]), + "competitive": list(year_df["competitive"]), +} + +p = figure( + x_range=year_range, + plot_height=250, + title="Co-operative games", + toolbar_location=None, + tools="", +) +cat = ["co-operative", "competitive"] +colors = ["#c9d9d3", "#718dbf"] +p.vbar_stack(cat, x="years", width=0.9, color=colors, source=data, legend_label=cat) +p.legend.location = "top_left" +p.legend.orientation = "horizontal" +p.xaxis.major_label_orientation = 1 +show(p) + +# %% +data = { + "years": year_range, + "co-operative": list(year_df["co-operative"] / year_df["total"]), + "competitive": list(year_df["competitive"] / year_df["total"]), +} + +p = figure( + x_range=year_range, + plot_height=250, + title="Co-operative games", + toolbar_location=None, + tools="", +) +cat = ["co-operative", "competitive"] +colors = ["#c9d9d3", "#718dbf"] +p.vbar_stack(cat, x="years", width=0.9, color=colors, source=data, legend_label=cat) +p.legend.location = "top_left" +p.legend.orientation = "horizontal" +p.xaxis.major_label_orientation = 1 +show(p) -- GitLab From ee2c12a048a30432f3350ba5bc946b729328e606 Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Sun, 28 Apr 2024 21:55:37 +0300 Subject: [PATCH 04/15] Pipfile -> pyproject.toml --- experiments/co_ops/Pipfile | 30 - experiments/co_ops/Pipfile.lock | 1373 ------------- experiments/co_ops/poetry.lock | 3022 +++++++++++++++++++++++++++++ experiments/co_ops/pyproject.toml | 36 + 4 files changed, 3058 insertions(+), 1403 deletions(-) delete mode 100644 experiments/co_ops/Pipfile delete mode 100644 experiments/co_ops/Pipfile.lock create mode 100644 experiments/co_ops/poetry.lock create 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Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Sun, 28 Apr 2024 22:12:01 +0300 Subject: [PATCH 05/15] Small update --- experiments/co_ops/co_ops.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/experiments/co_ops/co_ops.py b/experiments/co_ops/co_ops.py index fd2aab9f..7936c75d 100644 --- a/experiments/co_ops/co_ops.py +++ b/experiments/co_ops/co_ops.py @@ -6,18 +6,21 @@ # extension: .py # format_name: percent # format_version: '1.3' -# jupytext_version: 1.11.1 +# jupytext_version: 1.16.1 # kernelspec: -# display_name: Python 3 +# display_name: Python 3 (ipykernel) # language: python # name: python3 # --- # %% from datetime import date +import jupyter_black import pandas as pd from bokeh.plotting import figure, output_notebook, show +jupyter_black.load() + pd.options.display.max_columns = 100 pd.options.display.max_rows = 1000 pd.options.display.float_format = "{:.6g}".format @@ -26,9 +29,6 @@ output_notebook() this_year = date.today().year -# %load_ext nb_black -# %load_ext lab_black - # %% games = pd.read_csv( "../../../board-game-data/scraped/bgg_GameItem.csv", @@ -67,7 +67,7 @@ data = { p = figure( x_range=year_range, - plot_height=250, + height=250, title="Co-operative games", toolbar_location=None, tools="", @@ -89,7 +89,7 @@ data = { p = figure( x_range=year_range, - plot_height=250, + height=250, title="Co-operative games", toolbar_location=None, tools="", -- GitLab From 7703404f915ad6b93ee4b023061d5528f49f463c Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Sun, 28 Apr 2024 22:19:00 +0300 Subject: [PATCH 06/15] Added module --- experiments/co_ops/co_ops/__init__.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 experiments/co_ops/co_ops/__init__.py diff --git a/experiments/co_ops/co_ops/__init__.py b/experiments/co_ops/co_ops/__init__.py new file mode 100644 index 00000000..e69de29b -- GitLab From 62f0b0e236a8e28937d0f06ade536f35bc15d3c7 Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Sun, 28 Apr 2024 22:45:06 +0300 Subject: [PATCH 07/15] First sketch of Co-operatives.py --- experiments/co_ops/Co-operatives.py | 58 +++++++++++++++++++++++++++++ 1 file changed, 58 insertions(+) create mode 100644 experiments/co_ops/Co-operatives.py diff --git a/experiments/co_ops/Co-operatives.py b/experiments/co_ops/Co-operatives.py new file mode 100644 index 00000000..0cc03025 --- /dev/null +++ b/experiments/co_ops/Co-operatives.py @@ -0,0 +1,58 @@ +# --- +# jupyter: +# jupytext: +# formats: ipynb,py:percent +# text_representation: +# extension: .py +# format_name: percent +# format_version: '1.3' +# jupytext_version: 1.16.1 +# kernelspec: +# display_name: Python 3 (ipykernel) +# language: python +# name: python3 +# --- + +# %% +from datetime import date +import jupyter_black +import polars as pl + +jupyter_black.load() + +pl.Config.set_tbl_rows(200) + +this_year = date.today().year + +# %% +games = ( + pl.scan_csv("../../../board-game-data/scraped/bgg_GameItem.csv") + .select("bgg_id", "name", "year", "cooperative", "compilation_of") + .filter(pl.col("compilation_of").is_null()) + .drop("compilation_of") + .with_columns(pl.col("cooperative").fill_null(0).cast(pl.Boolean)) + .collect() +) +games.shape + +# %% +games["cooperative"].mean() + +# %% +games.filter("cooperative").sort("year", nulls_last=True).head(20) + +# %% +year = ( + games.filter(pl.col("year").is_not_null()) + .group_by("year") + .agg( + num_games=pl.len(), + num_coops=pl.col("cooperative").sum(), + share_coops=pl.col("cooperative").mean(), + ) + .with_columns(num_competitives=pl.col("num_games") - pl.col("num_coops")) + .sort("year") +) + +# %% +year.filter(pl.col("year").is_between(this_year - 100, this_year)) -- GitLab From 80caa087c4ef5fd4fcdc251ebbf99bedc84d3be8 Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Sun, 28 Apr 2024 22:58:50 +0300 Subject: [PATCH 08/15] Remove bokeh --- experiments/co_ops/Co-operatives.py | 5 ++--- experiments/co_ops/poetry.lock | 35 +---------------------------- experiments/co_ops/pyproject.toml | 1 - 3 files changed, 3 insertions(+), 38 deletions(-) diff --git a/experiments/co_ops/Co-operatives.py b/experiments/co_ops/Co-operatives.py index 0cc03025..226fa137 100644 --- a/experiments/co_ops/Co-operatives.py +++ b/experiments/co_ops/Co-operatives.py @@ -19,7 +19,6 @@ import jupyter_black import polars as pl jupyter_black.load() - pl.Config.set_tbl_rows(200) this_year = date.today().year @@ -42,7 +41,7 @@ games["cooperative"].mean() games.filter("cooperative").sort("year", nulls_last=True).head(20) # %% -year = ( +years = ( games.filter(pl.col("year").is_not_null()) .group_by("year") .agg( @@ -55,4 +54,4 @@ year = ( ) # %% -year.filter(pl.col("year").is_between(this_year - 100, this_year)) +years.filter(pl.col("year").is_between(this_year - 100, this_year)) diff --git a/experiments/co_ops/poetry.lock b/experiments/co_ops/poetry.lock index f0419eca..c77825d7 100644 --- a/experiments/co_ops/poetry.lock +++ b/experiments/co_ops/poetry.lock @@ -252,28 +252,6 @@ webencodings = "*" [package.extras] css = ["tinycss2 (>=1.1.0,<1.3)"] -[[package]] -name = "bokeh" -version = "3.4.1" -description = "Interactive plots and applications in the browser from Python" -optional = false -python-versions = ">=3.9" -files = [ - {file = "bokeh-3.4.1-py3-none-any.whl", hash = "sha256:1e3c502a0a8205338fc74dadbfa321f8a0965441b39501e36796a47b4017b642"}, - {file = "bokeh-3.4.1.tar.gz", hash = "sha256:d824961e4265367b0750ce58b07e564ad0b83ca64b335521cd3421e9b9f10d89"}, -] - -[package.dependencies] -contourpy = ">=1.2" -Jinja2 = ">=2.9" -numpy = ">=1.16" -packaging = ">=16.8" -pandas = ">=1.2" -pillow = ">=7.1.0" -PyYAML = ">=3.10" -tornado = ">=6.2" -xyzservices = ">=2021.09.1" - [[package]] name = "certifi" version = "2024.2.2" @@ -3005,18 +2983,7 @@ docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx-rtd-theme (>=1.1.0)"] optional = ["python-socks", "wsaccel"] test = ["websockets"] -[[package]] -name = "xyzservices" -version = "2024.4.0" -description = "Source of XYZ tiles providers" -optional = false -python-versions = ">=3.8" -files = [ - {file = "xyzservices-2024.4.0-py3-none-any.whl", hash = "sha256:b83e48c5b776c9969fffcfff57b03d02b1b1cd6607a9d9c4e7f568b01ef47f4c"}, - {file = "xyzservices-2024.4.0.tar.gz", hash = "sha256:6a04f11487a6fb77d92a98984cd107fbd9157fd5e65f929add9c3d6e604ee88c"}, -] - [metadata] lock-version = "2.0" python-versions = "3.12.*" -content-hash = "57d84e58a2738957974e4c94b6cc40a64d670ca8f5f4b945102bd3e88d70fdbf" +content-hash = "6ef031bcb2cbaee9307f1bbcc8fc353feab829dc3a886ce9b60009286fb01746" diff --git a/experiments/co_ops/pyproject.toml b/experiments/co_ops/pyproject.toml index 5af6d1bb..15ac6726 100644 --- a/experiments/co_ops/pyproject.toml +++ b/experiments/co_ops/pyproject.toml @@ -7,7 +7,6 @@ authors = ["Markus Shepherd "] [tool.poetry.dependencies] python = "3.12.*" -bokeh = "*" matplotlib = "*" numpy = "*" pandas = "*" -- GitLab From 79e62704fae43ef202ad1594ff1731f8467e9fc5 Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Sun, 28 Apr 2024 23:24:46 +0300 Subject: [PATCH 09/15] Added bokeh and hvplot; added bar charts --- experiments/co_ops/Co-operatives.py | 22 ++- experiments/co_ops/poetry.lock | 248 +++++++++++++++++++++++++++- experiments/co_ops/pyproject.toml | 2 + 3 files changed, 270 insertions(+), 2 deletions(-) diff --git a/experiments/co_ops/Co-operatives.py b/experiments/co_ops/Co-operatives.py index 226fa137..30f6ea24 100644 --- a/experiments/co_ops/Co-operatives.py +++ b/experiments/co_ops/Co-operatives.py @@ -15,10 +15,12 @@ # %% from datetime import date +from bokeh.io import output_notebook import jupyter_black import polars as pl jupyter_black.load() +output_notebook() pl.Config.set_tbl_rows(200) this_year = date.today().year @@ -49,9 +51,27 @@ years = ( num_coops=pl.col("cooperative").sum(), share_coops=pl.col("cooperative").mean(), ) - .with_columns(num_competitives=pl.col("num_games") - pl.col("num_coops")) + .with_columns( + num_competitives=pl.col("num_games") - pl.col("num_coops"), + share_competitives=1 - pl.col("share_coops"), + ) .sort("year") ) # %% years.filter(pl.col("year").is_between(this_year - 100, this_year)) + +# %% +years_filtered = years.filter(pl.col("year").is_between(2000, this_year)) +years_filtered.plot.bar( + x="year", + y=["num_coops", "num_competitives"], + stacked=True, +) + +# %% +years_filtered.plot.bar( + x="year", + y=["share_coops", "share_competitives"], + stacked=True, +) diff --git a/experiments/co_ops/poetry.lock b/experiments/co_ops/poetry.lock index c77825d7..bdb7c570 100644 --- a/experiments/co_ops/poetry.lock +++ b/experiments/co_ops/poetry.lock @@ -252,6 +252,28 @@ webencodings = "*" [package.extras] css = ["tinycss2 (>=1.1.0,<1.3)"] +[[package]] +name = "bokeh" +version = "3.4.1" +description = "Interactive plots and applications in the browser from Python" +optional = false +python-versions = ">=3.9" +files = [ + {file = 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-2899,6 +3120,20 @@ files = [ {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"}, ] +[[package]] +name = "uc-micro-py" +version = "1.0.3" +description = "Micro subset of unicode data files for linkify-it-py projects." +optional = false +python-versions = ">=3.7" +files = [ + {file = "uc-micro-py-1.0.3.tar.gz", hash = "sha256:d321b92cff673ec58027c04015fcaa8bb1e005478643ff4a500882eaab88c48a"}, + {file = "uc_micro_py-1.0.3-py3-none-any.whl", hash = "sha256:db1dffff340817673d7b466ec86114a9dc0e9d4d9b5ba229d9d60e5c12600cd5"}, +] + +[package.extras] +test = ["coverage", "pytest", "pytest-cov"] + [[package]] name = "uri-template" version = "1.3.0" @@ -2983,7 +3218,18 @@ docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx-rtd-theme (>=1.1.0)"] optional = ["python-socks", "wsaccel"] test = ["websockets"] +[[package]] +name = "xyzservices" +version = "2024.4.0" +description = "Source of XYZ tiles providers" +optional = false +python-versions = ">=3.8" +files = [ + {file = "xyzservices-2024.4.0-py3-none-any.whl", hash = "sha256:b83e48c5b776c9969fffcfff57b03d02b1b1cd6607a9d9c4e7f568b01ef47f4c"}, + {file = "xyzservices-2024.4.0.tar.gz", hash = "sha256:6a04f11487a6fb77d92a98984cd107fbd9157fd5e65f929add9c3d6e604ee88c"}, +] + [metadata] lock-version = "2.0" python-versions = "3.12.*" -content-hash = "6ef031bcb2cbaee9307f1bbcc8fc353feab829dc3a886ce9b60009286fb01746" +content-hash = "3246bb079b30eeb150245b974a523ed6ec6e18eb10828531b8d37d105dbda34b" diff --git a/experiments/co_ops/pyproject.toml b/experiments/co_ops/pyproject.toml index 15ac6726..931adcd8 100644 --- a/experiments/co_ops/pyproject.toml +++ b/experiments/co_ops/pyproject.toml @@ -7,6 +7,8 @@ authors = ["Markus Shepherd "] [tool.poetry.dependencies] python = "3.12.*" +bokeh = "*" +hvplot = "*" matplotlib = "*" numpy = "*" pandas = "*" -- GitLab From 20e14b0fa8b7c906efc62e15dc5689689b6395d2 Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Mon, 29 Apr 2024 22:30:53 +0300 Subject: [PATCH 10/15] Exclude some games --- experiments/co_ops/Co-operatives.py | 23 ++++++++++++++++++++++- 1 file changed, 22 insertions(+), 1 deletion(-) diff --git a/experiments/co_ops/Co-operatives.py b/experiments/co_ops/Co-operatives.py index 30f6ea24..df19a92b 100644 --- a/experiments/co_ops/Co-operatives.py +++ b/experiments/co_ops/Co-operatives.py @@ -40,7 +40,28 @@ games.shape games["cooperative"].mean() # %% -games.filter("cooperative").sort("year", nulls_last=True).head(20) +exclude = { + 24331, # Only some co-op variants? + 9774, # More activity than game + 6932, # Co-op only in 2007 + 12398, # Party game, doesn't seem particularly co-op + 2726, # Doesn't seem co-op + 22351, # Role-play / teaching aid + 33213, # Social simulation + 19631, # Solo puzzle + 9637, # Sport simulation? + 21627, # Political simulation + 44362, # Educational + 7893, # Educational + 33682, # Puzzle +} +len(exclude) + +# %% +games.filter("cooperative").filter(~pl.col("bgg_id").is_in(exclude)).sort( + "year", + nulls_last=True, +).head(50) # %% years = ( -- GitLab From 8c27669289357befcba8137c361a9f067e4f6b7b Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Fri, 3 May 2024 14:27:34 +0300 Subject: [PATCH 11/15] First stub of co-op article --- content/posts/co_ops/index.md | 32 ++++++++++++++++++++++++++++++++ 1 file changed, 32 insertions(+) create mode 100644 content/posts/co_ops/index.md diff --git a/content/posts/co_ops/index.md b/content/posts/co_ops/index.md new file mode 100644 index 00000000..76c40dd1 --- /dev/null +++ b/content/posts/co_ops/index.md @@ -0,0 +1,32 @@ +--- +title: What was the first co-operative board game? +subtitle: "The rise of co-operative games, part 1: The history" +slug: rise-of-cooperative-games-part-1 +author: Markus Shepherd +type: post +date: 2024-05-03T14:00:00+03:00 +tags: + - Co-operative +--- + +TODO. + +### Outline + +- SdJ 2021 had all co-op nominees +- Pandemic as the archetype + - Fully co-op: win or lose against the game + - Challenging: losing is a real possiblilty, winning is a real achievement + - Agency to all players: not just solving a solo puzzle as a group +- Earliest games in general: + - Landlord's / Prosperity Game (1903) + - That book about card games + - Crime solving games from the 40s + - Some party games / TV show adaptations + - Educational / propaganda games + - D&D + - SH:CD + - Children's games, e.g., Orchard + - Lord of the Rings + - Pandemic + - Hanabi, Exit, Andor, The Crew, MicroMacro, Paleo, Dorfromantik and other SdJ winners -- GitLab From 8af9d9dd5257da1c2255eb067011a9dbdb6885de Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Thu, 9 May 2024 20:59:19 +0300 Subject: [PATCH 12/15] Small changes --- content/posts/co_ops/index.md | 2 ++ experiments/co_ops/Co-operatives.py | 9 ++++----- 2 files changed, 6 insertions(+), 5 deletions(-) diff --git a/content/posts/co_ops/index.md b/content/posts/co_ops/index.md index 76c40dd1..c7c7feaf 100644 --- a/content/posts/co_ops/index.md +++ b/content/posts/co_ops/index.md @@ -30,3 +30,5 @@ TODO. - Lord of the Rings - Pandemic - Hanabi, Exit, Andor, The Crew, MicroMacro, Paleo, Dorfromantik and other SdJ winners +- SdJ co-op winners +- Only ranked games, i.e., at least 30 ratings diff --git a/experiments/co_ops/Co-operatives.py b/experiments/co_ops/Co-operatives.py index df19a92b..5a39f854 100644 --- a/experiments/co_ops/Co-operatives.py +++ b/experiments/co_ops/Co-operatives.py @@ -28,7 +28,7 @@ this_year = date.today().year # %% games = ( pl.scan_csv("../../../board-game-data/scraped/bgg_GameItem.csv") - .select("bgg_id", "name", "year", "cooperative", "compilation_of") + .select("bgg_id", "name", "year", "cooperative", "compilation_of", "game_type") .filter(pl.col("compilation_of").is_null()) .drop("compilation_of") .with_columns(pl.col("cooperative").fill_null(0).cast(pl.Boolean)) @@ -58,10 +58,9 @@ exclude = { len(exclude) # %% -games.filter("cooperative").filter(~pl.col("bgg_id").is_in(exclude)).sort( - "year", - nulls_last=True, -).head(50) +games.filter("cooperative").filter(~pl.col("bgg_id").is_in(exclude)).filter( + pl.col("game_type").str.contains("4665") +).sort("year", nulls_last=True,).head(50) # %% years = ( -- GitLab From 672e413fc7cc4bb462fb727f22842198c18d54c3 Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Sun, 21 Jul 2024 09:59:52 +0300 Subject: [PATCH 13/15] Remove old co_ops.py --- experiments/co_ops/Co-operatives.py | 8 ++- experiments/co_ops/co_ops.py | 103 ---------------------------- 2 files changed, 6 insertions(+), 105 deletions(-) delete mode 100644 experiments/co_ops/co_ops.py diff --git a/experiments/co_ops/Co-operatives.py b/experiments/co_ops/Co-operatives.py index 5a39f854..df4c49e9 100644 --- a/experiments/co_ops/Co-operatives.py +++ b/experiments/co_ops/Co-operatives.py @@ -83,15 +83,19 @@ years.filter(pl.col("year").is_between(this_year - 100, this_year)) # %% years_filtered = years.filter(pl.col("year").is_between(2000, this_year)) -years_filtered.plot.bar( +p = years_filtered.plot.bar( x="year", y=["num_coops", "num_competitives"], stacked=True, ) +p.opts(xrotation=45, legend_position="top_left") +p # %% -years_filtered.plot.bar( +p = years_filtered.plot.bar( x="year", y=["share_coops", "share_competitives"], stacked=True, ) +p.opts(xrotation=45, legend_position="top_left") +p diff --git a/experiments/co_ops/co_ops.py b/experiments/co_ops/co_ops.py deleted file mode 100644 index 7936c75d..00000000 --- a/experiments/co_ops/co_ops.py +++ /dev/null @@ -1,103 +0,0 @@ -# --- -# jupyter: -# jupytext: -# formats: ipynb,py:percent -# text_representation: -# extension: .py -# format_name: percent -# format_version: '1.3' -# jupytext_version: 1.16.1 -# kernelspec: -# display_name: Python 3 (ipykernel) -# language: python -# name: python3 -# --- - -# %% -from datetime import date -import jupyter_black -import pandas as pd -from bokeh.plotting import figure, output_notebook, show - -jupyter_black.load() - -pd.options.display.max_columns = 100 -pd.options.display.max_rows = 1000 -pd.options.display.float_format = "{:.6g}".format - -output_notebook() - -this_year = date.today().year - -# %% -games = pd.read_csv( - "../../../board-game-data/scraped/bgg_GameItem.csv", - index_col="bgg_id", - low_memory=False, -) -games.drop(index=games[games["compilation_of"].notna()].index, inplace=True) -games["cooperative"] = games["cooperative"].fillna(False).astype(bool) -games.shape - -# %% -games["cooperative"].mean() - -# %% -games[games["cooperative"]].sort_values("year").head(10) - -# %% -years = games.groupby("year")["cooperative"].agg(["size", "sum", "mean"]) -years["total"] = years["size"] -years["co-operative"] = years["sum"] -years["competitive"] = years["total"] - years["co-operative"] -years[(years.index >= 1900) & (years.index <= this_year)] - -# %% -year_from = 2000 -year_to = this_year -year_range = [str(year) for year in range(year_from, year_to + 1)] -year_df = years[(years.index >= year_from) & (years.index <= year_to)] - -# %% -data = { - "years": year_range, - "co-operative": list(year_df["co-operative"]), - "competitive": list(year_df["competitive"]), -} - -p = figure( - x_range=year_range, - height=250, - title="Co-operative games", - toolbar_location=None, - tools="", -) -cat = ["co-operative", "competitive"] -colors = ["#c9d9d3", "#718dbf"] -p.vbar_stack(cat, x="years", width=0.9, color=colors, source=data, legend_label=cat) -p.legend.location = "top_left" -p.legend.orientation = "horizontal" -p.xaxis.major_label_orientation = 1 -show(p) - -# %% -data = { - "years": year_range, - "co-operative": list(year_df["co-operative"] / year_df["total"]), - "competitive": list(year_df["competitive"] / year_df["total"]), -} - -p = figure( - x_range=year_range, - height=250, - title="Co-operative games", - toolbar_location=None, - tools="", -) -cat = ["co-operative", "competitive"] -colors = ["#c9d9d3", "#718dbf"] -p.vbar_stack(cat, x="years", width=0.9, color=colors, source=data, legend_label=cat) -p.legend.location = "top_left" -p.legend.orientation = "horizontal" -p.xaxis.major_label_orientation = 1 -show(p) -- GitLab From 8ff0b2536e3432d3d593d4d3b5b0a5cb0630ef3c Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Sun, 21 Jul 2024 11:44:09 +0300 Subject: [PATCH 14/15] More correct filtering --- experiments/co_ops/Co-operatives.py | 24 +++++++++++++++++------- 1 file changed, 17 insertions(+), 7 deletions(-) diff --git a/experiments/co_ops/Co-operatives.py b/experiments/co_ops/Co-operatives.py index df4c49e9..934d4875 100644 --- a/experiments/co_ops/Co-operatives.py +++ b/experiments/co_ops/Co-operatives.py @@ -55,16 +55,26 @@ exclude = { 7893, # Educational 33682, # Puzzle } -len(exclude) +exclude_childrens_games = False +len(exclude), exclude_childrens_games # %% -games.filter("cooperative").filter(~pl.col("bgg_id").is_in(exclude)).filter( - pl.col("game_type").str.contains("4665") -).sort("year", nulls_last=True,).head(50) +earliest_coops = games.lazy().filter("cooperative") +if exclude: + earliest_coops = earliest_coops.filter(~pl.col("bgg_id").is_in(exclude)) +if exclude_childrens_games: + earliest_coops = earliest_coops.filter( + pl.col("game_type").is_null() | ~pl.col("game_type").str.contains("4665") + ) +earliest_coops.sort( + "year", + nulls_last=True, +).head(50).collect() # %% years = ( - games.filter(pl.col("year").is_not_null()) + games.lazy() + .filter(pl.col("year").is_not_null()) .group_by("year") .agg( num_games=pl.len(), @@ -79,10 +89,10 @@ years = ( ) # %% -years.filter(pl.col("year").is_between(this_year - 100, this_year)) +years.filter(pl.col("year").is_between(this_year - 100, this_year)).collect() # %% -years_filtered = years.filter(pl.col("year").is_between(2000, this_year)) +years_filtered = years.filter(pl.col("year").is_between(2000, this_year)).collect() p = years_filtered.plot.bar( x="year", y=["num_coops", "num_competitives"], -- GitLab From 2ba8cb95d5c5b9ed7617408baa26733d4b5a9e41 Mon Sep 17 00:00:00 2001 From: Markus Schepke Date: Sun, 21 Jul 2024 12:06:59 +0300 Subject: [PATCH 15/15] Bit more of an outline --- content/posts/co_ops/index.md | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/content/posts/co_ops/index.md b/content/posts/co_ops/index.md index c7c7feaf..a24161ad 100644 --- a/content/posts/co_ops/index.md +++ b/content/posts/co_ops/index.md @@ -14,6 +14,13 @@ TODO. ### Outline - SdJ 2021 had all co-op nominees +- Prosperity Game (1903) + - Not challenging puzzle, but educational tool +- Murder Off Miami etc (1936–1939) + - Shared puzzle solving, no player agency +- Beat the Clock (1954) and other party games: + - Often "co-operative" means team play + - We're only interested in fully co-operative games - Pandemic as the archetype - Fully co-op: win or lose against the game - Challenging: losing is a real possiblilty, winning is a real achievement -- 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