open_nga.py

# /// script
# requires-python = ">=3.13"
# dependencies = [
#     "altair==5.5.0",
#     "anywidget==0.9.18",
#     "marimo",
#     "polars==1.27.1",
#     "pyarrow==19.0.1",
#     "quak==0.2.2",
# ]
# ///

import marimo

__generated_with = "0.12.8"
app = marimo.App(width="medium")


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        """
        # A Look Inside the National Gallery of Art

        > **TL;DR** - This notebook explores the National Gallery of Art’s [Open Access
        > dataset](https://www.nga.gov/open-access-images/open-data.html). It’s adapted
        > from [a post](https://deno.com/blog/exploring-art-with-typescript-and-jupyter) I
        > wrote using the [Deno Jupyter
        > kernel](https://docs.deno.com/runtime/reference/cli/jupyter/), which showed how
        > TypeScript can support data analysis in notebooks—along with features unique to
        > the web ecosystem, like JSX.
        > 
        > This version highlights some of the same insights, but moreover **marimo**'s
        > ✨**superpowers**✨ for working with data <u>in Python</u>.
        >
        > You’re already seeing some ✨: 1.) This notebook is a "live" document, running **entirely
        > in the browser**. 2.) We can preview a `GalleryWidget`
        > [anywidget](https://github.com/manzt/anywidget) (defined later in this
        > notebook) right here at the top, thanks to marimo’s reactive execution. Read on for more!
        >
        > 
        > Poke around & explore the art (maybe even find a replacement for that default wallpaper)!
        """
    )
    return


@app.cell(hide_code=True)
def _(GalleryWidget, df):
    GalleryWidget(df.sample(500, seed=42))
    return


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
        ## The Dataset

        The **National Gallery of Art (NGA)
        [Open Data Program](https://www.nga.gov/open-access-images/open-data.html)**
        provides access to over **130,000 artworks** and their creators, available
        [on GitHub](https://github.com/NationalGalleryOfArt/opendata/tree/main/data).
        This dataset includes valuable metadata such as titles, dates, artists, and
        classifications, all under a
        [Creative Commons 0 (CC0)](https://creativecommons.org/public-domain/cc0/)
        license, meaning it's free to use and share.

        The collection spans a wide variety of artworks, from sculptures to paintings,
        by famous artists like Mary Cassatt, M.C. Escher, Vincent van Gogh, Pablo
        Picasso, and Georgia O'Keeffe.

        However, navigating this resource is **hard**. The National Gallery's website
        is not very user-friendly, making it difficult to make sense of what is actually
        _in_ the dataset. It's nearly impossible to get any high-level insights, like
        the number of paintings, which time periods are most represented, or which
        artists are most prevalent–let alone make specific queries. Fortunately, the
        dataset is available [on
        GitHub](https://github.com/NationalGalleryOfArt/opendata/tree/main/data) as a
        collection of related tables, exported as CSV files. 

        We'll **clean** and **join** these tables to create a **unified dataset**.

        **But wait!** While these NGA tables are free to use, they only includes
        _metadata_. The actual artwork images have separate licensing, with only about
        half being CC0-licensed. We'll gather this info separately to identify freely
        available images.

        Our goal is to unify the data to identify public domain images, explore subsets,
        and view available artworks.
        """
    )
    return


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
        ## Loading & cleaning the data

        ### Open Access Dataset

        To get started, let's pull in each of tables we'll need:

        - **`objects.csv`** – Metadata about artworks, including titles, dates,
          materials, and classifications.

        - **`constituents.csv`** – Artist details such as names, nationalities, and
          lifespans.

        - **`published_images.csv`** – Links to artwork images via the NGA’s [IIIF (International Image Interoperability Framework)](https://iiif.io/) API.

        - **`objects_constituents.csv`**  – A [many-to-many relationship](https://en.wikipedia.org/wiki/Many-to-many_(data_model)) between artworks
        and the people or entities associated with them.
        """
    )
    return


@app.cell
def _():
    import polars as pl

    url = "https://github.com/NationalGalleryOfArt/opendata/raw/refs/heads/main/data/"

    objects = pl.read_csv(url + "objects.csv", ignore_errors=True).select(
        pl.col("objectid"),
        pl.col("title"),
        pl.col("beginyear").alias("year"),
        pl.col("medium"),
        pl.col("visualbrowserclassification").alias("type"),
    )

    constituents = pl.read_csv(url + "constituents.csv", ignore_errors=True).select(
        pl.col("constituentid"),
        pl.col("forwarddisplayname").alias("name"),
        pl.col("visualbrowsernationality").alias("nationality"),
    )

    published_images = pl.read_csv(url + "published_images.csv").select(
        pl.col("depictstmsobjectid").alias("objectid"),
        pl.col("uuid"),
        pl.col("iiifthumburl").alias("thumburl"),
    )

    objects_constituents = (
        pl.read_csv(url + "objects_constituents.csv", ignore_errors=True)
        .filter(pl.col("role").eq(pl.lit("artist")))
        .sort(by="displayorder")
        .group_by("objectid")
        .first()
        .select("objectid", "constituentid")
    )
    return (
        constituents,
        objects,
        objects_constituents,
        pl,
        published_images,
        url,
    )


@app.cell(hide_code=True)
def _(mo, public_domain_ids):
    mo.md(
        f"""
        ### Public domain images IDs

        We've loaded the relevant tables from the Open Access dataset, but these data
        **do not** indicate whether the images associated with an artwork are also in
        the public domain. This is an interesting omission both for understanding the
        overall "openness" of the dataset and because CC0 images can be freely
        downloaded, shared, and repurposed.

        This information, however, _is_ available on the NGA website, but only
        through the search user interface. Extracting it manually is impractical, so
        I reverse-engineered an API call to retrieve all **{len(public_domain_ids):,}
        IDs** for artworks with public domain images.

        The query is slow and unofficial, so I’ve saved the results separately.
        """
    )
    return


@app.cell
def _(raw_public_domain_ids):
    # raw_public_domain_ids are hard-coded _inline_ at the bottom of this notebook
    public_domain_ids = [int(id) for id in raw_public_domain_ids.split(",")]
    return (public_domain_ids,)


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
        ### Putting it together

        Now that we have all our data cleaned and loaded, we'll perform a large **join**
        to combine all these tables into a **single unified table**.
        """
    )
    return


@app.cell
def _(
    constituents,
    objects,
    objects_constituents,
    pl,
    public_domain_ids,
    published_images,
):
    df = (
        objects.join(objects_constituents, on="objectid")
        .join(constituents, on="constituentid")
        .join(published_images, on="objectid")
        .select(pl.col("thumburl"), pl.exclude("constituentid", "thumburl"))
        .with_columns(pl.col("objectid").is_in(public_domain_ids).alias("public"))
        .sort(by="public")
        .sort(by="year", descending=True, nulls_last=True)
    )
    df
    return (df,)


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
        Here we see another ✨superpower✨: **marimo** automatically detects that
        `thumburl` contains image URLs and displays the image _inline_ rather than text.
        You can also _hover_ the images to take a closer look. It’s _possible_ to get
        something similar in Jupyter, but it requires a third-party extension. In
        **marimo**, it's a thoughtful default and immediately helps us get sense of the
        data we're working with.

        With our unified dataset finally loaded, let's move on to some plotting.
        """
    )
    return


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
        ## Plotting

        The NGA portal allows some exploration of these data but focuses on _specific
        artworks_. We're more interested in broader insights – where most art comes
        from, who created it, when it was made, and whether it's public domain.

        Let’s start by examining the distribution of artworks across different artwork
        **types** in the NGA collection.
        """
    )
    return


@app.cell
def _(df, mo):
    import altair as alt

    mo.ui.altair_chart(
        alt.Chart(df)
        .mark_bar()
        .encode(
            x=alt.X("type", sort="-y", title="Type"),
            y=alt.Y("count()", title="Count"),
            color=alt.Color("public", title="Public domain"),
        )
    )
    return (alt,)


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
        Right away, we can see that **prints, drawings, and photographs** make up most
        of the collection. Each category varies in how many images are public
        domain—images of **prints, drawings, sculptures, and paintings** are mostly
        public domain, while images of **photographs and portfolios** are largely
        copyrighted.

        We can also ask more specific questions about the data, such as **"Which artists
        have the most artwork in the collection?"**, grouping by artist and counting the works.
        """
    )
    return


@app.cell
def _(alt, df, mo):
    artwork_totals = df.group_by("name", "public").len().sort("len", descending=True)

    mo.ui.altair_chart(
        alt.Chart(artwork_totals.head(25))
        .mark_bar()
        .encode(
            x=alt.X("len", title="Count"),
            y=alt.Y("name", title="Artist", sort="-x"),
            color=alt.Color("public", title="Public domain"),
        )
    )
    return (artwork_totals,)


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
        Again, we can draw some high-level takeaways from this plot: The photographer
        [Robert Frank](https://en.wikipedia.org/wiki/Robert_Frank) has nearly twice as
        many works as the next highest artist. Some entries, like **"American 20th
        Century"** and **"German 15th Century,"** represent groups rather than
        individuals. Additionally, an artist’s work is typically **either entirely
        public domain or not at all** – likely because public domain status is
        determined at the **collection level**, with institutions clearing entire groups
        of works at once rather than evaluating individual pieces separately.
        """
    )
    return


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
        ## Reactive interactivity

        So far, we've used **static plots** to explore our data. Like Jupyter,
        **marimo** supports rich, interactive outputs using **HTML, CSS, and
        JavaScript**—including custom [anywidgets](https://github.com/manzt/anywidget).
        We can use the [**quak**](https://github.com/manzt/quak) data-table anywidget to
        interactively drill down in the these data by cross-filtering across columns.

        Another ✨superpower✨: **marimo’s cells are reactive** – cells automatically
        re-run when necessary. Because marimo has [first-party support for
        anywidgets](https://marimo.io/blog/anywidget), **quak** doesn’t just display
        interactive output — it hooks directly into _reactivity_. Interacting with a
        widget triggers updates in **marimo** just like running cells.

        We can reuse our top-_k_ artists plot above, but now make it _depend_ on current
        data from the `quak.Widget`, just by accessing `Widget.data()` in another cell.
        """
    )
    return


@app.cell(hide_code=True)
def _(alt, mo, table):
    _totals = (
        table.data().pl().group_by("name", "public").len().sort("len", descending=True)
    )

    mo.ui.altair_chart(
        alt.Chart(_totals.head(25))
        .mark_bar()
        .encode(
            x=alt.X("len", title="Count"),
            y=alt.Y("name", title="Artist", sort="-x"),
            color=alt.Color("public", title="Public domain"),
        )
        .properties(height=300, width=400)
    )
    return


@app.cell
def _(df, mo):
    import quak

    table = mo.ui.anywidget(quak.Widget(df))
    table
    return quak, table


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
        For example, if we select the **painting** category from the **quak** summary
        header, our chart _automatically_ updates to show the _painters_ with the most
        paintings ([George Catlin](https://en.wikipedia.org/wiki/George_Catlin) with the
        most) — rather than the top artists across all types.

        Again (and you might be sensing a theme), you can build something _similar_
        setup with widgets in Jupyter, but it takes more ceremony with imperative
        callbacks. In **marimo**, it’s all automatic.
        """
    )
    return


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
        ### Custom `GalleryWidget` anywidget

        Off-the-shelf controls (e.g., buttons, sliders) and standard plotting tools can
        help make data more accessible — but **custom visual representations** can more
        effectively leverage human perception and spatial reasoning to support nuanced
        insight, particularly in domain-specific contexts.

        Instead of covering the long tail of custom views, **marimo** gives you the
        building blocks ✨. With [anywidget](https://github.com/manzt/anywidget), you can
        define visual components directly in the notebook, tailored to your data.
        """
    )
    return


@app.cell
def _(GALLARY_WIDGET_ESM, GALLARY_WIDGET_STYLES, pl):
    import anywidget
    import traitlets

    class GalleryWidget(anywidget.AnyWidget):
        _esm = GALLARY_WIDGET_ESM
        _css = GALLARY_WIDGET_STYLES

        _ipc = traitlets.Any().tag(sync=True)
        size = traitlets.Int(100).tag(sync=True)
        page = traitlets.Int(0).tag(sync=True)
        page_size = traitlets.Int(12).tag(sync=True)

        def __init__(
            self, objects: pl.DataFrame, *, size: int = 90, page_size: int = 20
        ) -> None:
            super().__init__(
                _ipc=objects.write_ipc(None).getvalue(),
                size=size,
                page=0,
                page_size=page_size,
            )

    return GalleryWidget, anywidget, traitlets


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
        `GalleryWidget` is a custom anywidget that displays a grid of artwork thumbnails
        from a given dataset. Each image **links to its NGA collection page**, and
        public domain works are marked with a CC0 icon. 

        **Page through the images and click any artwork to view it on the NGA website.**
        """
    )
    return


@app.cell
def _(GalleryWidget, df):
    GalleryWidget(df.sample(500, seed=123))
    return


@app.cell(hide_code=True)
def _(mo):
    mo.md(r"""Or filter down to just paintings:""")
    return


@app.cell
def _(GalleryWidget, df, pl):
    GalleryWidget(df.filter(pl.col("type") == "painting").sample(500, seed=123))
    return


@app.cell
def _(GalleryWidget, df, pl):
    GalleryWidget(df.filter(pl.col("type") == "painting").sample(500, seed=123))
    return


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
        It's worth taking a moment to appreciate that in just a few lines of code, we've
        built a **domain-specific utility** that makes our data more intuitive to
        explore. All the code lives entirely in this notebook, but could be packaged and
        [published to PyPI](https://anywidget.dev/en/community/) if more broadly useful.

        ## Widget composition

        A common pattern in exploratory interfaces is [**overview +
        detail**](https://infovis-wiki.net/wiki/Overview-plus-Detail): one view provides
        a broad summary, while another shows focused detail.  Many interactive plotting
        libraries support this pattern — but it’s not always obvious that you can apply
        it yourself, especially when working with custom views.

        Another one of **marimo**’s ✨superpowers✨ is the ability to _compose_ widgets to
        create interactive views that fit your data — not the other way around. For
        example, combining `quak` and `GalleryWidget` gives rise to a totally unique
        overview + detail view, tailored to our workflow.
        """
    )
    return


@app.cell
def _(GalleryWidget, t2):
    GalleryWidget(t2.data().pl().sample(500, seed=42), page_size=10)
    return


@app.cell
def _(df, mo, quak):
    t2 = mo.ui.anywidget(quak.Widget(df))
    t2
    return (t2,)


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
        Hopefully you can now see how this ✨superpower✨ allows us to augment our
        environment for a particular task. We could filter the dataset manually by
        writing `polars.filter(...)` expressions and re-running cells — but that’s a
        slow, inefficient way to explore using our `GalleryWidget`.

        When we’re just trying to get a sense of the collection, using [**direct
        manipulation**](https://en.wikipedia.org/wiki/Direct_manipulation_interface)
        lets us explore more efficiently, and even surface subsets we might not think to
        query with code. We can quickly drill down to several subsets by
        _cross-filtering_. Writing those same queries by hand would be tedious, and
        without the filtered view, you might not even know what to look for.

        > **NOTE**: A common critique of **direct manipulation** is that it’s hard to
        reproduce. With `quak`, the current selection is stored as a SQL query,
        accessible via `Widget.sql` — so you can always refine, reuse, or export it as
        needed.
        """
    )
    return


@app.cell
def _(t2):
    t2.sql
    return


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
        ## Time Tells a Story

        So far, we’ve focused on high-level summaries of the NGA collection — grouping
        by artist and artwork type using static plots — and highlighted some of
        **marimo**’s ✨superpowers✨ along the way.

        Now, let’s drill down into something potentially more interesting: **when these
        works were created**. 

        We'll start with a stacked histogram to see the distribution of artwork types
        over time, then facet by public domain status to uncover patterns.
        """
    )
    return


@app.cell(hide_code=True)
def _(alt, df, mo, pl):
    mo.ui.altair_chart(
        alt.Chart(df.filter(pl.col("year") > 1401))
        .mark_bar()
        .encode(
            x=alt.X("year", bin=alt.Bin(maxbins=100), title="Year"),
            y=alt.Y("count()", stack=True, title="Count"),
            color=alt.Color("type:N", title="Artwork Type", legend=True),
            row=alt.Row("public:N", title="Public Domain"),
        )
        .properties(width=800, height=150)
        .configure_axis(grid=True)
    )
    return


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
        The distribution of artworks with **copyrighted** and **public domain** images
        are noticeably different. Nearly all **copyrighted works appear after 1850**,
        while **public domain artworks are more evenly spread** over time—_except_ for a
        **sharp spike in public domain drawings from the 1940s**, with over 15k artworks
        added.

        This is a striking anomaly. Are they all from the same artist? Why only
        drawings? Let’s take a closer look.

        We'll filter down the public domain data to this span.
        """
    )
    return


@app.cell(hide_code=True)
def _(alt, df, mo, pl):
    _subset = (
        df.filter("public")  # just public domain
        .filter(pl.col("year").gt(pl.lit(1925)))  # between 1925 - 1955
        .filter(pl.col("year").lt(pl.lit(1955)))
        .sort(by="year")
    )

    mo.ui.altair_chart(
        alt.Chart(_subset)
        .mark_bar()
        .encode(
            x=alt.X("year", bin=alt.Bin(maxbins=100), title="Year"),
            y=alt.Y("count()", stack=True, title="Count"),
            color=alt.Color("type:N", title="Artwork Type", legend=True),
        )
        .properties(height=150)
        .configure_axis(grid=True)
    )
    return


@app.cell(hide_code=True)
def _(df, mo, pl):
    subset = (
        df.filter(pl.col("public"))
        .filter(pl.col("year").gt(pl.lit(1934)))
        .filter(pl.col("year").lt(pl.lit(1943)))
    )
    num_artists = subset.group_by("name").len().shape[0]

    mo.md(
        f"""
        Zooming into the **1925–1955 range**, we see that almost all the data falls
        within a much narrower window. Interestingly, the spike is highly concentrated
        between **1935 and 1942**, with very little artwork outside this period.

        Narrowing in closer, we find there are **{len(subset):,} drawings** in this time span made
        by **{num_artists:,} individuals**.

        Even more interesting! The artwork is not from just one specific
        source — there was a **surge of public works between 1935 and 1942**.

        Let's use our custom `GalleryWidget` view to explore a subset of these
        works. Maybe seeing them will give us some insight.
        """
    )
    return num_artists, subset


@app.cell
def _(GalleryWidget, subset):
    GalleryWidget(subset.sample(n=500, seed=42), page_size=78, size=70)
    return


@app.cell(hide_code=True)
def _(mo):
    mo.md(
        r"""
        **All these drawings have a very similar style and medium** despite being from
        different individuals. What might explain this pattern?

        Thanks to our custom `GalleryWidget`, we can click on artworks and view their
        metadata. Sampling a few, we see that they all belong to the ["Index of
        American
        Design"](https://www.nga.gov/features/exhibitions/outliers-and-american-vanguard-artist-biographies/index-of-american-design.html)
        collection.

        > Conceived as an effort to document and preserve American folk and decorative
        > arts, the Index of American Design consists of 18,257 watercolor renderings
        > created between **1935 and 1942** as part of a Federal Art Project (FAP)
        > work-relief program. Around 400 artists meticulously recreated textiles,
        > woodcarvings, weathervanes, and other objects from across the U.S., aiming to
        > establish a distinct American visual lineage. The project was ultimately
        > housed at the National Gallery of Art, becoming a widely exhibited visual
        > archive.

        That’s it! We’re seeing a **collection of public works funded by a federal
        program during the Great Depression**—clear in both the data and historical
        context.
        """
    )
    return


@app.cell(hide_code=True)
def _():
    import marimo as mo

    raw_public_domain_ids = "43626,41622,37004,35,41623,41624,41625,41626,41675,46176,282,10,33,397,0,34,41635,41636,41633,41634,46101,41702,13,434,357,1,272,41683,12143,12118,284,892,206124,893,891,41676,7,206126,6,8,204932,403,404,402,41628,161,160,206072,198423,167923,198424,18,3,206122,2,4,344,46103,46170,46128,41698,184,183,182,25,12111,37635,37634,206125,37633,396,9,411,41644,366,41688,46102,5,17,436,16,41630,41631,367,50662,46,12133,364,387,12103,12102,41613,41581,433,45888,147,359,186,250,362,422,41620,281,12146,221,15,1145,401,47,19,256,46110,46109,41629,408,45890,71868,41682,41639,11,417,51,406,41582,1183,69387,12145,440,46150,414,12,206071,41586,119049,41660,894,23,1189,12099,46148,41616,154657,46165,41584,49,38,46127,41585,41666,41588,41659,294,41587,41615,368,369,12139,361,50724,360,50725,20,41654,52,12134,365,41677,37,259,355,41680,501,228925,39,228924,46054,228926,370,320,453,54757,24,41671,48,1141,496,33254,1140,41658,46153,36,102628,102630,102629,426,41583,206127,29,30,31,21,46177,41645,171695,41595,1186,22,1177,505,41611,14,41612,170,407,405,41627,12135,46138,41686,323,423,50292,460,41667,41669,41668,41670,40,1163,1192,41656,1181,50220,41655,515,499,437,33255,41678,46171,46111,41599,41598,301,50280,41597,41596,41590,356,41701,395,41681,41687,53528,53531,1155,1156,1154,309,53530,53529,50726,46166,41690,432,288,297,41679,46104,46139,409,46107,447,1235,358,46100,1196,283,498,41589,28,73,46123,46121,46124,46122,27,497,41652,41653,26,35082,296,46134,1162,46029,224,399,41591,50,46161,56148,46118,41696,46186,41661,41663,41662,1138,12131,354,32,46062,293,1139,53,46167,486,487,488,46136,41600,33750,33751,90793,46435,46436,41691,56668,400,12152,12155,12151,12153,118598,12156,52622,285,12157,41592,398,46137,44,46158,37636,46120,46169,12150,12158,12154,532,46187,46188,220445,391,45886,45887,258,431,12147,46155,41689,172,220,33753,33754,531,33755,33756,72,1175,33752,46185,526,43724,42398,50722,1190,46135,261,61065,3202,46130,1142,41642,42393,65821,41641,41643,46168,50293,43716,71,41638,65567,494,41614,43,41601,371,1223,1143,46182,41593,43515,42396,42395,42397,41695,46142,12126,96688,46144,46189,43725,46156,42,46126,41700,41699,41609,46180,46179,41602,43722,435,12208,267,41726,41,46178,41314,46106,1221,255,46051,12205,1222,72072,41594,59,204092,41637,43723,3199,41694,46146,159064,159063,46112,46154,1184,46143,33757,41697,45891,46061,372,45,46147,63264,142008,224919,57418,41673,46108,41674,321,45889,34162,1165,1164,206484,43704,32690,306,91,102987,206775,90,71349,46159,111124,63055,33253,12204,217102,300,222552,150754,46434,46473,50298,157388,91389,76212,93665,220337,43721,121887,133837,95659,46056,42394,46172,12207,156252,229,573,107315,41617,137505,72077,46057,239,118846,332,226411,161665,94743,54,55,46131,76208,76207,46151,163184,1232,1233,56,1231,1178,118801,118800,144298,71023,53142,46119,106787,46045,133023,221200,34147,1229,12209,50721,142346,1230,1228,206777,45640,111718,571,158097,132271,46174,43720,1227,46133,52457,41657,46470,131993,66765,99280,51096,131041,37003,134540,52623,57,86204,46140,206070,177795,73434,74,41651,34046,72037,46160,1210,72869,224921,572,53141,54386,75,229850,32678,80,85,118611,1234,46095,104729,102631,195617,32689,75164,88,100922,41703,52251,151105,32692,106946,56597,117959,1188,51095,1201,41603,69390,106339,53376,128004,74820,76,195072,57102,72324,77,46132,81,165221,78,139354,156940,210038,1191,41664,71369,1167,66775,66776,41647,139458,46053,177786,1200,33747,90155,35092,93322,46063,117150,100926,46190,576,41604,43512,87,1168,34082,89,76210,131415,65827,1202,159836,112373,164870,157395,140376,80803,41646,219341,58,216025,1205,216037,154215,46164,1219,1203,66,1153,86,1152,225441,70,131994,62295,1185,1206,1207,82,123073,1198,205573,46145,1172,63,1204,65,55505,1173,195497,79,62296,1197,130808,64,226639,106362,37632,124519,112264,12206,62293,62294,56291,46097,71554,84,160960,46050,1199,61174,1170,161648,1220,195506,202761,1208,68,1237,60,69367,1169,83,108661,1236,218605,76211,46437,129283,54976,93323,69,215580,195615,178986,163917,195366,34956,65898,67,50883,227488,46032,208068,70329,46184,46034,135093,1171,56394,1187,214374,46005,72078,195670,119295,71024,205977,131947,121137,117333,139764,46125,129265,222287,203,41640,125313,195505,46105,46039,46038,55782,43262,52247,52246,42911,12201,34081,46037,134427,52276,59934,32695,12130,34143,96655,154233,46149,56738,56255,32687,43715,34136,243,84377,50692,45958,46181,46157,46141,12202,61392,50254,89604,45959,32697,96,43639,43320,1099,34079,59881,59924,42495,43514,213,212,33246,994,165,157526,43642,41605,43610,97,101676,59885,41650,110960,43682,43683,43684,43686,43685,43687,119006,12125,53149,12129,41685,98,46191,46152,32589,32586,32587,32588,46060,1144,204,205,46129,34153,41649,46091,34151,177131,50255,50256,46027,32688,46052,509,41648,12203,12200,46026,32691,47179,47180,39762,50884,41693,50264,43710,43709,50265,47182,166431,41692,32682,80924,95657,1096,34073,47181,61390,195591,1214,32686,139765,12148,45881,249,34160,248,46162,46163,61394,129282,61395,241,121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57,217031,217032,217037,217038,217042,217030,226839,175723,227137,213988,136422,217007,217009,217010,217015,217036,217013,217018,110218,197799,115839,131771,194350,194808,137856,194351,164188,227138,227134,165230,124972,150209,221194,212255,124994,179424,124973,218187,125738,227245,218113,227244,218114,164195,92317,162024,218188,227160,225380,124977,124981,197731,124979,162263,124980,109004,197730,124985,92218,196208,92719,124996,112170,124987,124991,124989,124992,136283,136284,221241,227417,227344,227219,227402,227140,227235,227386,227363,227239,227332,227333,227413,227407,227421,34653,34652,159581,150376,102633,102634,5007,57820,5006,4904,4906,4910,4914,4912,4907,4909,4905,4913,4903,4911,4908,4902,4900,4897,4896,4901,4899,4898,4895,169534,47897,4879,46822,4881,93037,4876,4877"
    return mo, raw_public_domain_ids


@app.cell(hide_code=True)
def _():
    GALLARY_WIDGET_ESM = """
    import * as flech from "https://esm.sh/@uwdata/[email protected]";

    function render({ model, el }) {
      let objects = flech.tableFromIPC(new Uint8Array(model.get("_ipc").buffer));

      let container = document.createElement("div");
      container.className = "gallery";

      let paginationControls = document.createElement("div");
      paginationControls.className = "pagination-controls";

      let prevButton = document.createElement("button");
      prevButton.innerText = "← Previous";

      let pageIndicator = document.createElement("span");
      pageIndicator.className = "page-indicator";
      let nextButton = document.createElement("button");
      nextButton.innerText = "Next →";

      paginationControls.appendChild(prevButton);
      paginationControls.appendChild(pageIndicator);
      paginationControls.appendChild(nextButton);

      el.appendChild(container);
      el.appendChild(paginationControls);

      function update() {
        container.replaceChildren();

        let size = model.get("size");
        let page = model.get("page");
        let pageSize = model.get("page_size");
        let totalPages = Math.ceil(objects.numRows / pageSize);

        container.style.gridTemplateColumns = `repeat(auto-fill, minmax(${size}px, 1fr))`;

        let startIdx = page * pageSize;
        let endIdx = Math.min(startIdx + pageSize, objects.numRows);

        for (let i = startIdx; i < endIdx; i++) {
          let row = objects.get(i);
          let item = document.createElement("div");
          item.className = "gallery-item";

          let link = Object.assign(document.createElement("a"), {
            className: "thumb-link",
            href: `https://www.nga.gov/collection/art-object-page.${row.objectid}.html`,
            target: "_blank",
            rel: "noopener noreferrer",
          });
          link.style.width = `${size}px`;
          link.style.height = `${size}px`;

          let img = Object.assign(document.createElement("img"), {
            src: row.thumburl,
            alt: row.title,
          });
          link.appendChild(img);

          if (row.public) {
            let badge = Object.assign(document.createElement("img"), {
              src: "https://mirrors.creativecommons.org/presskit/icons/zero.svg",
              alt: "Public Domain",
              className: "public-domain-badge",
            });
            link.appendChild(badge);
          }

          item.appendChild(link);
          container.appendChild(item);
        }

        pageIndicator.innerText = `Page ${page + 1} of ${totalPages}`;
        prevButton.disabled = page <= 0;
        nextButton.disabled = page >= totalPages - 1;
      }

      update();

      prevButton.addEventListener("click", () => {
        let page = model.get("page");
        if (page > 0) {
          model.set("page", page - 1);
          model.save_changes();
        }
      });

      nextButton.addEventListener("click", () => {
        let page = model.get("page");
        let pageSize = model.get("page_size");
        let totalPages = Math.ceil(objects.numRows / pageSize);

        if (page < totalPages - 1) {
          model.set("page", page + 1);
          model.save_changes();
        }
      });

      model.on("change:page", update);
      model.on("change:size", update);
      model.on("change:page_size", update);
    }

    export default { render };
    """

    GALLARY_WIDGET_STYLES = """
    .gallery {
      display: grid;
      gap: 8px;
      margin-bottom: 15px;
    }
    .gallery-item {
      position: relative;
      text-align: center;
    }
    .thumb-link {
      display: block;
      position: relative;
    }
    .thumb-link img:first-child {
      width: 100%;
      height: 100%;
      object-fit: cover;
      border-radius: 5px;
    }
    .public-domain-badge {
      position: absolute;
      bottom: 3px;
      right: 3px;
      width: 20px;
      height: 20px;
      opacity: 0.6;
    }
    .pagination-controls {
      display: flex;
      justify-content: center;
      align-items: center;
      margin-top: 10px;
      gap: 15px;
    }
    .pagination-controls button {
      padding: 5px 10px;
      background-color: var(--background);
      border: 1px solid #ccc;
      border-radius: 4px;
      cursor: pointer;
    }
    .pagination-controls button:disabled {
      background-color: var(--background);
      color: #999;
      cursor: not-allowed;
    }
    .page-indicator {
      font-size: 14px;
    }
    """
    return GALLARY_WIDGET_ESM, GALLARY_WIDGET_STYLES


if __name__ == "__main__":
    app.run()

0 clue what this script is meant to do but I tried it out lol

flynn at pop-os in ~/repos/work/(main)
$ uv run https://gist.githubusercontent.com/manzt/7c63c7481b9fb39be1d815356fc4bf0f/raw/82e3530ad35f0cc3251490e80b073669a3bf581c/open_nga.py
Installed 55 packages in 41ms
Binning + selection is not yet supported in marimo.ui.chart.
If you'd like this feature, please file an issue: https://github.com/marimo-team/marimo/issues
Binning + selection is not yet supported in marimo.ui.chart.
If you'd like this feature, please file an issue: https://github.com/marimo-team/marimo/issues

What did I do wrong!

P.S dont trust strangers it was so easy to run this

@FlynnOConnell this is a marmio notebook. Running directly with uv will just execute the code as a script (i.e., "headless" mode, without UI). In order to use the marimo UI you need to invoke marimo:

uvx marimo edit https://gist.githubusercontent.com/manzt/7c63c7481b9fb39be1d815356fc4bf0f/raw/82e3530ad35f0cc3251490e80b073669a3bf581c/open_nga.py

Because it's from a URL, marimo will prompt you if you want to run inside a Docker sandbox (need to have docker installed to do so). Otherwise, you can just say n and run it on your system like uv run.