From 7f2b6c1227d9a873bf55c545d7a8846e4c6024a6 Mon Sep 17 00:00:00 2001
From: kraysent <kraysent@gmail.com>
Date: Sat, 23 May 2026 19:09:00 +0100
Subject: [PATCH 1/7] write images in logs

---
 frontend/src/components/ProgressView.tsx      |  38 ++-
 pyproject.toml                                |   1 +
 uploader/app/report.py                        |  30 +-
 .../app/structured/designations/upload.py     | 104 +++++--
 uploader/forms/structured_designation.py      |   2 +-
 uploader/forms/structured_icrs.py             |   2 +-
 uploader/forms/structured_nature.py           |   2 +-
 .../forms/structured_photometry_hyperleda.py  |   2 +-
 uploader/tasks.py                             |   2 +
 uv.lock                                       | 280 ++++++++++++++++++
 10 files changed, 426 insertions(+), 37 deletions(-)

diff --git a/frontend/src/components/ProgressView.tsx b/frontend/src/components/ProgressView.tsx
index 3921f16..9262c83 100644
--- a/frontend/src/components/ProgressView.tsx
+++ b/frontend/src/components/ProgressView.tsx
@@ -10,10 +10,15 @@ import { cancelRun } from "../api";
 type StreamEvent =
   | { type: "progress"; percent: number }
   | { type: "log"; message: string }
+  | { type: "image"; data_url: string; caption: string | null }
   | { type: "error"; message: string }
   | { type: "done"; message: string }
   | { type: "cancelled"; message: string };
 
+type LogItem =
+  | { kind: "text"; line: string }
+  | { kind: "image"; dataUrl: string; caption: string | null };
+
 export function ProgressView({
   runId,
   onReset,
@@ -22,7 +27,7 @@ export function ProgressView({
   onReset: () => void;
 }) {
   const [percent, setPercent] = useState(0);
-  const [logs, setLogs] = useState<string[]>([]);
+  const [items, setItems] = useState<LogItem[]>([]);
   const [done, setDone] = useState<string | null>(null);
   const [cancelled, setCancelled] = useState<string | null>(null);
   const [error, setError] = useState<string | null>(null);
@@ -37,7 +42,13 @@ export function ProgressView({
         const ev = JSON.parse(e.data) as StreamEvent;
         if (ev.type === "progress")
           setPercent(Math.min(100, Math.max(0, Math.ceil(ev.percent))));
-        else if (ev.type === "log") setLogs((x) => [...x, ev.message]);
+        else if (ev.type === "log")
+          setItems((x) => [...x, { kind: "text", line: ev.message }]);
+        else if (ev.type === "image")
+          setItems((x) => [
+            ...x,
+            { kind: "image", dataUrl: ev.data_url, caption: ev.caption },
+          ]);
         else if (ev.type === "error") {
           setError(ev.message);
           es.close();
@@ -58,7 +69,7 @@ export function ProgressView({
 
   useEffect(() => {
     bottomRef.current?.scrollIntoView({ behavior: "smooth" });
-  }, [logs]);
+  }, [items]);
 
   const canCancel = !done && !error && !cancelled && !cancelPending;
 
@@ -112,9 +123,24 @@ export function ProgressView({
           whiteSpace: "pre-wrap",
         }}
       >
-        {logs.map((line, i) => (
-          <div key={i}>{line}</div>
-        ))}
+        {items.map((item, i) =>
+          item.kind === "text" ? (
+            <div key={i}>{item.line}</div>
+          ) : (
+            <Box component="figure" key={i} sx={{ m: 0, my: 1 }}>
+              <Box
+                component="img"
+                src={item.dataUrl}
+                sx={{ maxWidth: "100%", display: "block" }}
+              />
+              {item.caption && (
+                <Typography variant="caption" component="figcaption">
+                  {item.caption}
+                </Typography>
+              )}
+            </Box>
+          ),
+        )}
         <div ref={bottomRef} />
       </Paper>
       <Box sx={{ mt: 2, display: "flex", gap: 1 }}>
diff --git a/pyproject.toml b/pyproject.toml
index 0fb8f0a..e1b1a90 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,6 +14,7 @@ dependencies = [
     "openapi-python-client>=0.27.1",
     "pandas>=2.3.3",
     "numpy>=2.3.4",
+    "matplotlib>=3.9",
     "pyvo>=1.8",
     "psycopg[binary]>=3.2.0",
     "click~=8.3.1",
diff --git a/uploader/app/report.py b/uploader/app/report.py
index d96b1b1..8e8be4b 100644
--- a/uploader/app/report.py
+++ b/uploader/app/report.py
@@ -1,5 +1,13 @@
+import base64
+import io
 from dataclasses import dataclass
 
+import matplotlib
+import matplotlib.figure
+import matplotlib.pyplot as plt
+
+matplotlib.use("Agg")
+
 
 @dataclass(frozen=True)
 class LogEvent:
@@ -21,4 +29,24 @@ class ErrorEvent:
     message: str
 
 
-Event = LogEvent | ProgressEvent | DoneEvent | ErrorEvent
+@dataclass(frozen=True)
+class ImageEvent:
+    data_url: str
+    caption: str | None = None
+
+
+Event = LogEvent | ProgressEvent | DoneEvent | ErrorEvent | ImageEvent
+
+
+def image_event_from_figure(
+    fig: matplotlib.figure.Figure,
+    caption: str | None = None,
+    dpi: int = 120,
+) -> ImageEvent:
+    buf = io.BytesIO()
+    fig.savefig(buf, format="png", dpi=dpi, bbox_inches="tight")
+    plt.close(fig)
+    return ImageEvent(
+        data_url=f"data:image/png;base64,{base64.b64encode(buf.getvalue()).decode('ascii')}",
+        caption=caption,
+    )
diff --git a/uploader/app/structured/designations/upload.py b/uploader/app/structured/designations/upload.py
index 1fab55f..3e6a905 100644
--- a/uploader/app/structured/designations/upload.py
+++ b/uploader/app/structured/designations/upload.py
@@ -1,5 +1,6 @@
 from collections.abc import Callable
 
+import matplotlib.pyplot as plt
 from psycopg import sql
 
 import uploader.app.report as report
@@ -16,6 +17,75 @@
 )
 
 
+def _report_batch_progress(
+    report_func: Callable[[report.Event], None],
+    *,
+    rows_read: int,
+    total_so_far: int,
+    matched: int,
+    unmatched: int,
+    progress_pct: int,
+) -> None:
+    report_func(report.ProgressEvent(percent=min(99, progress_pct)))
+    report_func(
+        report.LogEvent(
+            message=(
+                f"batch: rows_read={rows_read} cumulative_names={total_so_far} matched={matched} unmatched={unmatched}"
+            ),
+        ),
+    )
+
+
+def _report_rule_distribution(
+    report_func: Callable[[report.Event], None],
+    rule_counts: dict[str, int],
+    unmatched: int,
+    total: int,
+) -> None:
+    def pct(n: int) -> float:
+        return (100.0 * n / total) if total else 0.0
+
+    table_rows = [
+        (name, rule_counts[name], pct(rule_counts[name]))
+        for name in sorted(rule_counts.keys(), key=lambda n: (-rule_counts[n], n))
+        if rule_counts[name] > 0
+    ]
+    table_rows.append(("(no rule matched)", unmatched, pct(unmatched)))
+
+    report_func(report.ProgressEvent(percent=100))
+
+    sorted_rules = sorted(rule_counts.items(), key=lambda kv: (-kv[1], kv[0]))
+    top = [(name, count) for name, count in sorted_rules[:10] if count > 0]
+    other_total = sum(count for _, count in sorted_rules[10:])
+    bars: list[tuple[str, int]] = list(top)
+    if other_total > 0:
+        bars.append(("(other rules)", other_total))
+    if unmatched > 0:
+        bars.append(("(unparsed)", unmatched))
+
+    if bars:
+        labels = [name for name, _ in bars]
+        counts = [count for _, count in bars]
+        fig, ax = plt.subplots(figsize=(8, max(3, 0.4 * len(bars))))
+        ax.barh(labels, counts)
+        ax.invert_yaxis()
+        ax.set_xlabel("Count")
+        ax.set_title("Designation rule distribution")
+        report_func(
+            report.image_event_from_figure(
+                fig,
+                caption=f"Top {len(top)} rules + other + unparsed",
+            ),
+        )
+
+    summary = format_table(
+        ("Rule", "Count", "%"),
+        table_rows,
+        title=f"Total names: {total}\n",
+    )
+    report_func(report.DoneEvent(message=summary))
+
+
 def upload_designations(
     storage: PgStorage,
     table_name: str,
@@ -89,34 +159,16 @@ def total_pct(n: int, t: int = total_so_far) -> float:
             unmatched_pct=round(total_pct(unmatched), 1),
         )
         progress_pct = int(100 * processed_rows / total_count) if total_count else 0
-        report_func(report.ProgressEvent(percent=min(99, progress_pct)))
-        report_func(
-            report.LogEvent(
-                message=(
-                    f"batch: rows_read={len(rows)} cumulative_names={total_so_far} "
-                    f"matched={sum(rule_counts.values())} unmatched={unmatched}"
-                ),
-            ),
+        _report_batch_progress(
+            report_func,
+            rows_read=len(rows),
+            total_so_far=total_so_far,
+            matched=sum(rule_counts.values()),
+            unmatched=unmatched,
+            progress_pct=progress_pct,
         )
 
     total = sum(rule_counts.values()) + unmatched
-
-    def pct(n: int) -> float:
-        return (100.0 * n / total) if total else 0.0
-
-    table_rows = [
-        (name, rule_counts[name], pct(rule_counts[name]))
-        for name in sorted(rule_counts.keys(), key=lambda n: (-rule_counts[n], n))
-        if rule_counts[name] > 0
-    ]
-    table_rows.append(("(no rule matched)", unmatched, pct(unmatched)))
-
-    report_func(report.ProgressEvent(percent=100))
-    summary = format_table(
-        ("Rule", "Count", "%"),
-        table_rows,
-        title=f"Total names: {total}\n",
-    )
-    report_func(report.DoneEvent(message=summary))
+    _report_rule_distribution(report_func, rule_counts, unmatched, total)
 
     return total
diff --git a/uploader/forms/structured_designation.py b/uploader/forms/structured_designation.py
index c3f8afa..632ce13 100644
--- a/uploader/forms/structured_designation.py
+++ b/uploader/forms/structured_designation.py
@@ -64,7 +64,7 @@ def handle_structured_designation(
             f.column_name.strip(),
             advanced.batch_size,
             client,
-            write=advanced.write,
+            write=f.write,
             print_unmatched=advanced.print_unmatched,
             report_func=report_func,
         )
diff --git a/uploader/forms/structured_icrs.py b/uploader/forms/structured_icrs.py
index 011be77..9a72f0b 100644
--- a/uploader/forms/structured_icrs.py
+++ b/uploader/forms/structured_icrs.py
@@ -61,7 +61,7 @@ def handle_structured_icrs(
             f.dec_column.strip(),
             advanced.batch_size,
             client,
-            write=advanced.write,
+            write=f.write,
             ra_error=f.ra_error,
             ra_error_unit=f.ra_error_unit.strip(),
             dec_error=f.dec_error,
diff --git a/uploader/forms/structured_nature.py b/uploader/forms/structured_nature.py
index f750304..59b345f 100644
--- a/uploader/forms/structured_nature.py
+++ b/uploader/forms/structured_nature.py
@@ -93,6 +93,6 @@ def handle_structured_nature(
             default_t,
             advanced.batch_size,
             client,
-            write=advanced.write,
+            write=f.write,
             report_func=report_func,
         )
diff --git a/uploader/forms/structured_photometry_hyperleda.py b/uploader/forms/structured_photometry_hyperleda.py
index 6b80551..40f49b6 100644
--- a/uploader/forms/structured_photometry_hyperleda.py
+++ b/uploader/forms/structured_photometry_hyperleda.py
@@ -55,6 +55,6 @@ def handle_structured_photometry_hyperleda(
             f.table_name.strip(),
             advanced.batch_size,
             client,
-            write=advanced.write,
+            write=f.write,
             report_func=report_func,
         )
diff --git a/uploader/tasks.py b/uploader/tasks.py
index 2cc70b4..2a80fe4 100644
--- a/uploader/tasks.py
+++ b/uploader/tasks.py
@@ -110,6 +110,8 @@ def append_report_event(event: report.Event) -> None:
                 final_status = "error"
                 final_message = msg
                 run.append({"type": "error", "message": msg})
+            case report.ImageEvent(data_url=url, caption=cap):
+                run.append({"type": "image", "data_url": url, "caption": cap})
 
     def report_func(event: report.Event) -> None:
         if run.cancel_requested.is_set():
diff --git a/uv.lock b/uv.lock
index 55be838..479d823 100644
--- a/uv.lock
+++ b/uv.lock
@@ -237,6 +237,61 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
 ]
 
+[[package]]
+name = "contourpy"
+version = "1.3.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/58/01/1253e6698a07380cd31a736d248a3f2a50a7c88779a1813da27503cadc2a/contourpy-1.3.3.tar.gz", hash = "sha256:083e12155b210502d0bca491432bb04d56dc3432f95a979b429f2848c3dbe880", size = 13466174, upload-time = "2025-07-26T12:03:12.549Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/68/35/0167aad910bbdb9599272bd96d01a9ec6852f36b9455cf2ca67bd4cc2d23/contourpy-1.3.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:177fb367556747a686509d6fef71d221a4b198a3905fe824430e5ea0fda54eb5", size = 293257, upload-time = "2025-07-26T12:01:39.367Z" },
+    { url = "https://files.pythonhosted.org/packages/96/e4/7adcd9c8362745b2210728f209bfbcf7d91ba868a2c5f40d8b58f54c509b/contourpy-1.3.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:d002b6f00d73d69333dac9d0b8d5e84d9724ff9ef044fd63c5986e62b7c9e1b1", size = 274034, upload-time = "2025-07-26T12:01:40.645Z" },
+    { url = "https://files.pythonhosted.org/packages/73/23/90e31ceeed1de63058a02cb04b12f2de4b40e3bef5e082a7c18d9c8ae281/contourpy-1.3.3-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:348ac1f5d4f1d66d3322420f01d42e43122f43616e0f194fc1c9f5d830c5b286", size = 334672, upload-time = "2025-07-26T12:01:41.942Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/93/b43d8acbe67392e659e1d984700e79eb67e2acb2bd7f62012b583a7f1b55/contourpy-1.3.3-cp313-cp313-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:655456777ff65c2c548b7c454af9c6f33f16c8884f11083244b5819cc214f1b5", size = 381234, upload-time = "2025-07-26T12:01:43.499Z" },
+    { url = "https://files.pythonhosted.org/packages/46/3b/bec82a3ea06f66711520f75a40c8fc0b113b2a75edb36aa633eb11c4f50f/contourpy-1.3.3-cp313-cp313-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:644a6853d15b2512d67881586bd03f462c7ab755db95f16f14d7e238f2852c67", size = 385169, upload-time = "2025-07-26T12:01:45.219Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/32/e0f13a1c5b0f8572d0ec6ae2f6c677b7991fafd95da523159c19eff0696a/contourpy-1.3.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4debd64f124ca62069f313a9cb86656ff087786016d76927ae2cf37846b006c9", size = 362859, upload-time = "2025-07-26T12:01:46.519Z" },
+    { url = "https://files.pythonhosted.org/packages/33/71/e2a7945b7de4e58af42d708a219f3b2f4cff7386e6b6ab0a0fa0033c49a9/contourpy-1.3.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a15459b0f4615b00bbd1e91f1b9e19b7e63aea7483d03d804186f278c0af2659", size = 1332062, upload-time = "2025-07-26T12:01:48.964Z" },
+    { url = "https://files.pythonhosted.org/packages/12/fc/4e87ac754220ccc0e807284f88e943d6d43b43843614f0a8afa469801db0/contourpy-1.3.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:ca0fdcd73925568ca027e0b17ab07aad764be4706d0a925b89227e447d9737b7", size = 1403932, upload-time = "2025-07-26T12:01:51.979Z" },
+    { url = "https://files.pythonhosted.org/packages/a6/2e/adc197a37443f934594112222ac1aa7dc9a98faf9c3842884df9a9d8751d/contourpy-1.3.3-cp313-cp313-win32.whl", hash = "sha256:b20c7c9a3bf701366556e1b1984ed2d0cedf999903c51311417cf5f591d8c78d", size = 185024, upload-time = "2025-07-26T12:01:53.245Z" },
+    { url = "https://files.pythonhosted.org/packages/18/0b/0098c214843213759692cc638fce7de5c289200a830e5035d1791d7a2338/contourpy-1.3.3-cp313-cp313-win_amd64.whl", hash = "sha256:1cadd8b8969f060ba45ed7c1b714fe69185812ab43bd6b86a9123fe8f99c3263", size = 226578, upload-time = "2025-07-26T12:01:54.422Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/9a/2f6024a0c5995243cd63afdeb3651c984f0d2bc727fd98066d40e141ad73/contourpy-1.3.3-cp313-cp313-win_arm64.whl", hash = "sha256:fd914713266421b7536de2bfa8181aa8c699432b6763a0ea64195ebe28bff6a9", size = 193524, upload-time = "2025-07-26T12:01:55.73Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/b3/f8a1a86bd3298513f500e5b1f5fd92b69896449f6cab6a146a5d52715479/contourpy-1.3.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:88df9880d507169449d434c293467418b9f6cbe82edd19284aa0409e7fdb933d", size = 306730, upload-time = "2025-07-26T12:01:57.051Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/11/4780db94ae62fc0c2053909b65dc3246bd7cecfc4f8a20d957ad43aa4ad8/contourpy-1.3.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:d06bb1f751ba5d417047db62bca3c8fde202b8c11fb50742ab3ab962c81e8216", size = 287897, upload-time = "2025-07-26T12:01:58.663Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/15/e59f5f3ffdd6f3d4daa3e47114c53daabcb18574a26c21f03dc9e4e42ff0/contourpy-1.3.3-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e4e6b05a45525357e382909a4c1600444e2a45b4795163d3b22669285591c1ae", size = 326751, upload-time = "2025-07-26T12:02:00.343Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/81/03b45cfad088e4770b1dcf72ea78d3802d04200009fb364d18a493857210/contourpy-1.3.3-cp313-cp313t-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ab3074b48c4e2cf1a960e6bbeb7f04566bf36b1861d5c9d4d8ac04b82e38ba20", size = 375486, upload-time = "2025-07-26T12:02:02.128Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/ba/49923366492ffbdd4486e970d421b289a670ae8cf539c1ea9a09822b371a/contourpy-1.3.3-cp313-cp313t-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:6c3d53c796f8647d6deb1abe867daeb66dcc8a97e8455efa729516b997b8ed99", size = 388106, upload-time = "2025-07-26T12:02:03.615Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/52/5b00ea89525f8f143651f9f03a0df371d3cbd2fccd21ca9b768c7a6500c2/contourpy-1.3.3-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:50ed930df7289ff2a8d7afeb9603f8289e5704755c7e5c3bbd929c90c817164b", size = 352548, upload-time = "2025-07-26T12:02:05.165Z" },
+    { url = "https://files.pythonhosted.org/packages/32/1d/a209ec1a3a3452d490f6b14dd92e72280c99ae3d1e73da74f8277d4ee08f/contourpy-1.3.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:4feffb6537d64b84877da813a5c30f1422ea5739566abf0bd18065ac040e120a", size = 1322297, upload-time = "2025-07-26T12:02:07.379Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/9e/46f0e8ebdd884ca0e8877e46a3f4e633f6c9c8c4f3f6e72be3fe075994aa/contourpy-1.3.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:2b7e9480ffe2b0cd2e787e4df64270e3a0440d9db8dc823312e2c940c167df7e", size = 1391023, upload-time = "2025-07-26T12:02:10.171Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/70/f308384a3ae9cd2209e0849f33c913f658d3326900d0ff5d378d6a1422d2/contourpy-1.3.3-cp313-cp313t-win32.whl", hash = "sha256:283edd842a01e3dcd435b1c5116798d661378d83d36d337b8dde1d16a5fc9ba3", size = 196157, upload-time = "2025-07-26T12:02:11.488Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/dd/880f890a6663b84d9e34a6f88cded89d78f0091e0045a284427cb6b18521/contourpy-1.3.3-cp313-cp313t-win_amd64.whl", hash = "sha256:87acf5963fc2b34825e5b6b048f40e3635dd547f590b04d2ab317c2619ef7ae8", size = 240570, upload-time = "2025-07-26T12:02:12.754Z" },
+    { url = "https://files.pythonhosted.org/packages/80/99/2adc7d8ffead633234817ef8e9a87115c8a11927a94478f6bb3d3f4d4f7d/contourpy-1.3.3-cp313-cp313t-win_arm64.whl", hash = "sha256:3c30273eb2a55024ff31ba7d052dde990d7d8e5450f4bbb6e913558b3d6c2301", size = 199713, upload-time = "2025-07-26T12:02:14.4Z" },
+    { url = "https://files.pythonhosted.org/packages/72/8b/4546f3ab60f78c514ffb7d01a0bd743f90de36f0019d1be84d0a708a580a/contourpy-1.3.3-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:fde6c716d51c04b1c25d0b90364d0be954624a0ee9d60e23e850e8d48353d07a", size = 292189, upload-time = "2025-07-26T12:02:16.095Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/e1/3542a9cb596cadd76fcef413f19c79216e002623158befe6daa03dbfa88c/contourpy-1.3.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:cbedb772ed74ff5be440fa8eee9bd49f64f6e3fc09436d9c7d8f1c287b121d77", size = 273251, upload-time = "2025-07-26T12:02:17.524Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/71/f93e1e9471d189f79d0ce2497007731c1e6bf9ef6d1d61b911430c3db4e5/contourpy-1.3.3-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:22e9b1bd7a9b1d652cd77388465dc358dafcd2e217d35552424aa4f996f524f5", size = 335810, upload-time = "2025-07-26T12:02:18.9Z" },
+    { url = "https://files.pythonhosted.org/packages/91/f9/e35f4c1c93f9275d4e38681a80506b5510e9327350c51f8d4a5a724d178c/contourpy-1.3.3-cp314-cp314-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a22738912262aa3e254e4f3cb079a95a67132fc5a063890e224393596902f5a4", size = 382871, upload-time = "2025-07-26T12:02:20.418Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/71/47b512f936f66a0a900d81c396a7e60d73419868fba959c61efed7a8ab46/contourpy-1.3.3-cp314-cp314-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:afe5a512f31ee6bd7d0dda52ec9864c984ca3d66664444f2d72e0dc4eb832e36", size = 386264, upload-time = "2025-07-26T12:02:21.916Z" },
+    { url = "https://files.pythonhosted.org/packages/04/5f/9ff93450ba96b09c7c2b3f81c94de31c89f92292f1380261bd7195bea4ea/contourpy-1.3.3-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f64836de09927cba6f79dcd00fdd7d5329f3fccc633468507079c829ca4db4e3", size = 363819, upload-time = "2025-07-26T12:02:23.759Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/a6/0b185d4cc480ee494945cde102cb0149ae830b5fa17bf855b95f2e70ad13/contourpy-1.3.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:1fd43c3be4c8e5fd6e4f2baeae35ae18176cf2e5cced681cca908addf1cdd53b", size = 1333650, upload-time = "2025-07-26T12:02:26.181Z" },
+    { url = "https://files.pythonhosted.org/packages/43/d7/afdc95580ca56f30fbcd3060250f66cedbde69b4547028863abd8aa3b47e/contourpy-1.3.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:6afc576f7b33cf00996e5c1102dc2a8f7cc89e39c0b55df93a0b78c1bd992b36", size = 1404833, upload-time = "2025-07-26T12:02:28.782Z" },
+    { url = "https://files.pythonhosted.org/packages/e2/e2/366af18a6d386f41132a48f033cbd2102e9b0cf6345d35ff0826cd984566/contourpy-1.3.3-cp314-cp314-win32.whl", hash = "sha256:66c8a43a4f7b8df8b71ee1840e4211a3c8d93b214b213f590e18a1beca458f7d", size = 189692, upload-time = "2025-07-26T12:02:30.128Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/c2/57f54b03d0f22d4044b8afb9ca0e184f8b1afd57b4f735c2fa70883dc601/contourpy-1.3.3-cp314-cp314-win_amd64.whl", hash = "sha256:cf9022ef053f2694e31d630feaacb21ea24224be1c3ad0520b13d844274614fd", size = 232424, upload-time = "2025-07-26T12:02:31.395Z" },
+    { url = "https://files.pythonhosted.org/packages/18/79/a9416650df9b525737ab521aa181ccc42d56016d2123ddcb7b58e926a42c/contourpy-1.3.3-cp314-cp314-win_arm64.whl", hash = "sha256:95b181891b4c71de4bb404c6621e7e2390745f887f2a026b2d99e92c17892339", size = 198300, upload-time = "2025-07-26T12:02:32.956Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/42/38c159a7d0f2b7b9c04c64ab317042bb6952b713ba875c1681529a2932fe/contourpy-1.3.3-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:33c82d0138c0a062380332c861387650c82e4cf1747aaa6938b9b6516762e772", size = 306769, upload-time = "2025-07-26T12:02:34.2Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/6c/26a8205f24bca10974e77460de68d3d7c63e282e23782f1239f226fcae6f/contourpy-1.3.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ea37e7b45949df430fe649e5de8351c423430046a2af20b1c1961cae3afcda77", size = 287892, upload-time = "2025-07-26T12:02:35.807Z" },
+    { url = "https://files.pythonhosted.org/packages/66/06/8a475c8ab718ebfd7925661747dbb3c3ee9c82ac834ccb3570be49d129f4/contourpy-1.3.3-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d304906ecc71672e9c89e87c4675dc5c2645e1f4269a5063b99b0bb29f232d13", size = 326748, upload-time = "2025-07-26T12:02:37.193Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/a3/c5ca9f010a44c223f098fccd8b158bb1cb287378a31ac141f04730dc49be/contourpy-1.3.3-cp314-cp314t-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ca658cd1a680a5c9ea96dc61cdbae1e85c8f25849843aa799dfd3cb370ad4fbe", size = 375554, upload-time = "2025-07-26T12:02:38.894Z" },
+    { url = "https://files.pythonhosted.org/packages/80/5b/68bd33ae63fac658a4145088c1e894405e07584a316738710b636c6d0333/contourpy-1.3.3-cp314-cp314t-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:ab2fd90904c503739a75b7c8c5c01160130ba67944a7b77bbf36ef8054576e7f", size = 388118, upload-time = "2025-07-26T12:02:40.642Z" },
+    { url = "https://files.pythonhosted.org/packages/40/52/4c285a6435940ae25d7410a6c36bda5145839bc3f0beb20c707cda18b9d2/contourpy-1.3.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b7301b89040075c30e5768810bc96a8e8d78085b47d8be6e4c3f5a0b4ed478a0", size = 352555, upload-time = "2025-07-26T12:02:42.25Z" },
+    { url = "https://files.pythonhosted.org/packages/24/ee/3e81e1dd174f5c7fefe50e85d0892de05ca4e26ef1c9a59c2a57e43b865a/contourpy-1.3.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:2a2a8b627d5cc6b7c41a4beff6c5ad5eb848c88255fda4a8745f7e901b32d8e4", size = 1322295, upload-time = "2025-07-26T12:02:44.668Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/b2/6d913d4d04e14379de429057cd169e5e00f6c2af3bb13e1710bcbdb5da12/contourpy-1.3.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:fd6ec6be509c787f1caf6b247f0b1ca598bef13f4ddeaa126b7658215529ba0f", size = 1391027, upload-time = "2025-07-26T12:02:47.09Z" },
+    { url = "https://files.pythonhosted.org/packages/93/8a/68a4ec5c55a2971213d29a9374913f7e9f18581945a7a31d1a39b5d2dfe5/contourpy-1.3.3-cp314-cp314t-win32.whl", hash = "sha256:e74a9a0f5e3fff48fb5a7f2fd2b9b70a3fe014a67522f79b7cca4c0c7e43c9ae", size = 202428, upload-time = "2025-07-26T12:02:48.691Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/96/fd9f641ffedc4fa3ace923af73b9d07e869496c9cc7a459103e6e978992f/contourpy-1.3.3-cp314-cp314t-win_amd64.whl", hash = "sha256:13b68d6a62db8eafaebb8039218921399baf6e47bf85006fd8529f2a08ef33fc", size = 250331, upload-time = "2025-07-26T12:02:50.137Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/8c/469afb6465b853afff216f9528ffda78a915ff880ed58813ba4faf4ba0b6/contourpy-1.3.3-cp314-cp314t-win_arm64.whl", hash = "sha256:b7448cb5a725bb1e35ce88771b86fba35ef418952474492cf7c764059933ff8b", size = 203831, upload-time = "2025-07-26T12:02:51.449Z" },
+]
+
 [[package]]
 name = "cryptography"
 version = "46.0.5"
@@ -281,6 +336,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/96/93/682d2b43c1d5f1406ed048f377c0fc9fc8f7b0447a478d5c65ab3d3a66eb/cryptography-46.0.5-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:ced80795227d70549a411a4ab66e8ce307899fad2220ce5ab2f296e687eacde9", size = 4667123, upload-time = "2026-02-10T19:18:15.886Z" },
 ]
 
+[[package]]
+name = "cycler"
+version = "0.12.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a9/95/a3dbbb5028f35eafb79008e7522a75244477d2838f38cbb722248dabc2a8/cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c", size = 7615, upload-time = "2023-10-07T05:32:18.335Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30", size = 8321, upload-time = "2023-10-07T05:32:16.783Z" },
+]
+
 [[package]]
 name = "fastapi"
 version = "0.135.1"
@@ -297,6 +361,39 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e4/72/42e900510195b23a56bde950d26a51f8b723846bfcaa0286e90287f0422b/fastapi-0.135.1-py3-none-any.whl", hash = "sha256:46e2fc5745924b7c840f71ddd277382af29ce1cdb7d5eab5bf697e3fb9999c9e", size = 116999, upload-time = "2026-03-01T18:18:30.831Z" },
 ]
 
+[[package]]
+name = "fonttools"
+version = "4.63.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/84/69/c97f2c18e0db87d2c7b15da1974dace76ae938f1cfa22e2727a648b7ed43/fonttools-4.63.0.tar.gz", hash = "sha256:caeb583deeb5168e694b65cda8b4ee62abedfa66cf88488734466f2366b9c4e0", size = 3597189, upload-time = "2026-05-14T12:04:30.958Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0f/8d/d8fec3dcde2963f8c908fb315e5ff2cd0ac34f82394bbbf73a2aa5145ce3/fonttools-4.63.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:cd7e9857e5e63738b9d9fd707bc1f59c8b09e5177726d23664db393c59bb08bd", size = 2876062, upload-time = "2026-05-14T12:03:32.554Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/71/d935dc54e4ff121bfdd11e08702db63a7e6f25af21d8a3d7b7212df53641/fonttools-4.63.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:c2a2a42198b696a6f48fad91709afb55176e66a5e566131219dba372fb7f8c59", size = 2424594, upload-time = "2026-05-14T12:03:34.86Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/40/e76320afa1df918e146155ef239b1719ee266092e96f5423bfd075affba1/fonttools-4.63.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1e874792a8212b44583ea02189d9e693906b2f78b261f372f95d6c563210ac1d", size = 5024840, upload-time = "2026-05-14T12:03:36.745Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/36/0b805d8c485f872f65a509cbe3b58a5d0d17bee855333b54a150c79d3061/fonttools-4.63.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:22135da48a348785c5e2d5d2d9d6bec5ed44adacbaeb9db12d9493bf6c6bfa68", size = 4975801, upload-time = "2026-05-14T12:03:38.833Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/26/2cee03d0aa083ab022da5c07aff9ed3f689da1defb81ad6917c9627896da/fonttools-4.63.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ccf41f2efdf56994d22d73bef4ced1052161958169428d06ba9724ea9e9a64be", size = 4965009, upload-time = "2026-05-14T12:03:41.494Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/48/cc4b66d9058c0d0982c833fad10127c4b0e9324606aafa41382295ca4102/fonttools-4.63.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:9ced0bd02ac751dd6319b0da88aaef24414e3b0dbc32bb4f24944821a3741a27", size = 5105892, upload-time = "2026-05-14T12:03:43.525Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/1f/a98a30a814b9ddef3a2e706025f90b9e0bc94890e6cb15254bc86547d11a/fonttools-4.63.0-cp313-cp313-win32.whl", hash = "sha256:85be818f5506e8a7753153def2c9550178f0ecae6a47b5e0e8dbb23f7cc90380", size = 2291313, upload-time = "2026-05-14T12:03:45.594Z" },
+    { url = "https://files.pythonhosted.org/packages/92/46/5177b01f3b4abfdd4409f31cca4ab279c9343a26efbe9ec78c97fc612e02/fonttools-4.63.0-cp313-cp313-win_amd64.whl", hash = "sha256:ba04cb5891d4c0c21b6da95eda8d7b090021508a294fff33464fc7d241e0856b", size = 2342299, upload-time = "2026-05-14T12:03:47.414Z" },
+    { url = "https://files.pythonhosted.org/packages/27/d2/23d25e3f247b328be58d04a4c9f894178a0d1eda7d42867cfb388adaf416/fonttools-4.63.0-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:fd1e3094f42d806d3d7c79162fc59e5910fcbe3a7360c385b8da969bc4493745", size = 2875338, upload-time = "2026-05-14T12:03:50.052Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/58/7dfa0c761cb3b2964e2a84c4dc986c926a87de0cb9fb60d5b28ded3f2914/fonttools-4.63.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:6e528da43bc3791085f8cb6141b1d13e459226790240340fcbb4625649238b03", size = 2422661, upload-time = "2026-05-14T12:03:52.154Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/87/64cfa18a7a1621d17b7f4502b2b0ed8a135a90c3db51ea590ee99043e76b/fonttools-4.63.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6b2248c5decb223562f7902ff6325077a073f608ee8e33e88ad88db734eb9f49", size = 5010526, upload-time = "2026-05-14T12:03:54.647Z" },
+    { url = "https://files.pythonhosted.org/packages/36/e1/a8933a72c45a87177fbde2696e0d0755c8c9062f8c077a961c6215fa27b1/fonttools-4.63.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:308f957cdeaf8abe4e5f2f124902ef405448af92c90f80e302a3b771c2e6116b", size = 4923946, upload-time = "2026-05-14T12:03:56.984Z" },
+    { url = "https://files.pythonhosted.org/packages/27/60/872e6e233b8c5e8b41413796ff18b7fe479661bd40147e071b450dfad7a1/fonttools-4.63.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:bf00f21eb5fb721dbaf73d1e9da6d02a1af7768f2ebcf9798be98beab8ba90f6", size = 4962489, upload-time = "2026-05-14T12:03:59.443Z" },
+    { url = "https://files.pythonhosted.org/packages/30/c4/83c24f2ec38b90cfda84bf4b1a1f49df80e84a1db4e7ac6e0d41bf23bc39/fonttools-4.63.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:c1aaa4b9c75798400ac043ce04d74e7830376c85095a5a6ed7cba2f17a266bf4", size = 5071870, upload-time = "2026-05-14T12:04:02.122Z" },
+    { url = "https://files.pythonhosted.org/packages/de/40/3ae22b60ff1d41ce0bd044b31238cdc72cef99f28b976f1e128ebd618c9b/fonttools-4.63.0-cp314-cp314-win32.whl", hash = "sha256:22693918177bd9ceabec4736d338045f357769416fc6b0b2508eefef75b08616", size = 2295026, upload-time = "2026-05-14T12:04:04.47Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/d4/98078064ccc76b45cb0f6c002452011e93c4bd26f6850344f0951cc1fe89/fonttools-4.63.0-cp314-cp314-win_amd64.whl", hash = "sha256:7d782fac32985914c351556f68ac0855391572bcd87de50e05970d3cd4c96fc5", size = 2347454, upload-time = "2026-05-14T12:04:06.752Z" },
+    { url = "https://files.pythonhosted.org/packages/49/4e/652d1580c5f4e39f7d103b0c793e4773129ad633dce4addd0cf4dfebde02/fonttools-4.63.0-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:6db5140a60a5d731d21ec076745b40a310607731b0a565b50776393188649001", size = 2958152, upload-time = "2026-05-14T12:04:08.706Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/55/ad864c9a9b219f552eb46b32cd7906c466e5a578ba0c3abfcc0fe7413eb6/fonttools-4.63.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:7d76edbff9014094dbf03bd2d074709dfa6ec7aba13d838c937a2b33d2d6a86e", size = 2460809, upload-time = "2026-05-14T12:04:10.783Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/2b/0aa8db70f18cf52e49b4ed5ecec68547f981160bf5ded3b5aed6faa0a6f9/fonttools-4.63.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0eac00b9118c3c2f87d272e45341871c5b3066baa3c86897fa634a7c3fb59096", size = 5148649, upload-time = "2026-05-14T12:04:12.747Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/63/18e4369c25043096f1048e0c9915951adc4f842bd81c6b18155824d6fa99/fonttools-4.63.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:51394295f1a51de8b5f30bdb1e1b9a4231536c7064ef5c6e211eec19fa36036f", size = 4932147, upload-time = "2026-05-14T12:04:14.806Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/3f/67f3eac2ffd8a98446c5022f8ed3864eac878a5ff7af8df4c8286dba16cc/fonttools-4.63.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:9e12f105d2b6342c559c298afb674006bb2893afc7102dcf8a1b55b0486b4e40", size = 5027237, upload-time = "2026-05-14T12:04:17.675Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/ba/4e6214cb38a7b04779e97bb7636de9a5c7f20af7018d03dee0b64c08510a/fonttools-4.63.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:796f27556dbe094c4824f75ca85267e4df776c79036c8441469a4df37038c196", size = 5053933, upload-time = "2026-05-14T12:04:20.818Z" },
+    { url = "https://files.pythonhosted.org/packages/34/3b/214dcc19ee31d3d38fb5ad2755c11ef0514e5dc300bbaf41c0b69f393799/fonttools-4.63.0-cp314-cp314t-win32.whl", hash = "sha256:948428a275741f0b64b113c955425a953314f4b9ab9997f73a72c83e68e569c8", size = 2359326, upload-time = "2026-05-14T12:04:24.22Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/1e/3ff1a9b523058c2eeb6a9d50f5574e2a738200d0d94107d5bc4105e8da3f/fonttools-4.63.0-cp314-cp314t-win_amd64.whl", hash = "sha256:6d4741eb179121cab9eea4cb2393d24492373a260d7945006358c08cfbf45419", size = 2425829, upload-time = "2026-05-14T12:04:26.829Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/47/c99d5268f354002ce80f8d029cd9d7d872969da1de8b93d32de4dc56d6f4/fonttools-4.63.0-py3-none-any.whl", hash = "sha256:445af2eab030a16b9171ea8bdda7ebf7d96bda2df88ee182a464252f6e05e20d", size = 1164562, upload-time = "2026-05-14T12:04:29.092Z" },
+]
+
 [[package]]
 name = "h11"
 version = "0.16.0"
@@ -458,6 +555,73 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/81/db/e655086b7f3a705df045bf0933bdd9c2f79bb3c97bfef1384598bb79a217/keyring-25.7.0-py3-none-any.whl", hash = "sha256:be4a0b195f149690c166e850609a477c532ddbfbaed96a404d4e43f8d5e2689f", size = 39160, upload-time = "2025-11-16T16:26:08.402Z" },
 ]
 
+[[package]]
+name = "kiwisolver"
+version = "1.5.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d0/67/9c61eccb13f0bdca9307614e782fec49ffdde0f7a2314935d489fa93cd9c/kiwisolver-1.5.0.tar.gz", hash = "sha256:d4193f3d9dc3f6f79aaed0e5637f45d98850ebf01f7ca20e69457f3e8946b66a", size = 103482, upload-time = "2026-03-09T13:15:53.382Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9d/69/024d6711d5ba575aa65d5538042e99964104e97fa153a9f10bc369182bc2/kiwisolver-1.5.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:fd40bb9cd0891c4c3cb1ddf83f8bbfa15731a248fdc8162669405451e2724b09", size = 123166, upload-time = "2026-03-09T13:13:48.032Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/48/adbb40df306f587054a348831220812b9b1d787aff714cfbc8556e38fccd/kiwisolver-1.5.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:c0e1403fd7c26d77c1f03e096dc58a5c726503fa0db0456678b8668f76f521e3", size = 66395, upload-time = "2026-03-09T13:13:49.365Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/3a/d0a972b34e1c63e2409413104216cd1caa02c5a37cb668d1687d466c1c45/kiwisolver-1.5.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:dda366d548e89a90d88a86c692377d18d8bd64b39c1fb2b92cb31370e2896bbd", size = 64065, upload-time = "2026-03-09T13:13:50.562Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/0a/7b98e1e119878a27ba8618ca1e18b14f992ff1eda40f47bccccf4de44121/kiwisolver-1.5.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:332b4f0145c30b5f5ad9374881133e5aa64320428a57c2c2b61e9d891a51c2f3", size = 1477903, upload-time = "2026-03-09T13:13:52.084Z" },
+    { url = "https://files.pythonhosted.org/packages/18/d8/55638d89ffd27799d5cc3d8aa28e12f4ce7a64d67b285114dbedc8ea4136/kiwisolver-1.5.0-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0c50b89ffd3e1a911c69a1dd3de7173c0cd10b130f56222e57898683841e4f96", size = 1278751, upload-time = "2026-03-09T13:13:54.673Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/97/b4c8d0d18421ecceba20ad8701358453b88e32414e6f6950b5a4bad54e65/kiwisolver-1.5.0-cp313-cp313-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:4db576bb8c3ef9365f8b40fe0f671644de6736ae2c27a2c62d7d8a1b4329f099", size = 1296793, upload-time = "2026-03-09T13:13:56.287Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/10/f862f94b6389d8957448ec9df59450b81bec4abb318805375c401a1e6892/kiwisolver-1.5.0-cp313-cp313-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:0b85aad90cea8ac6797a53b5d5f2e967334fa4d1149f031c4537569972596cb8", size = 1346041, upload-time = "2026-03-09T13:13:58.269Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/6a/f1650af35821eaf09de398ec0bc2aefc8f211f0cda50204c9f1673741ba9/kiwisolver-1.5.0-cp313-cp313-manylinux_2_39_riscv64.whl", hash = "sha256:d36ca54cb4c6c4686f7cbb7b817f66f5911c12ddb519450bbe86707155028f87", size = 987292, upload-time = "2026-03-09T13:13:59.871Z" },
+    { url = "https://files.pythonhosted.org/packages/de/19/d7fb82984b9238115fe629c915007be608ebd23dc8629703d917dbfaffd4/kiwisolver-1.5.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:38f4a703656f493b0ad185211ccfca7f0386120f022066b018eb5296d8613e23", size = 2227865, upload-time = "2026-03-09T13:14:01.401Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/b9/46b7f386589fd222dac9e9de9c956ce5bcefe2ee73b4e79891381dda8654/kiwisolver-1.5.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:3ac2360e93cb41be81121755c6462cff3beaa9967188c866e5fce5cf13170859", size = 2324369, upload-time = "2026-03-09T13:14:02.972Z" },
+    { url = "https://files.pythonhosted.org/packages/92/8b/95e237cf3d9c642960153c769ddcbe278f182c8affb20cecc1cc983e7cc5/kiwisolver-1.5.0-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:c95cab08d1965db3d84a121f1c7ce7479bdd4072c9b3dafd8fecce48a2e6b902", size = 1977989, upload-time = "2026-03-09T13:14:04.503Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/95/980c9df53501892784997820136c01f62bc1865e31b82b9560f980c0e649/kiwisolver-1.5.0-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:fc20894c3d21194d8041a28b65622d5b86db786da6e3cfe73f0c762951a61167", size = 2491645, upload-time = "2026-03-09T13:14:06.106Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/32/900647fd0840abebe1561792c6b31e6a7c0e278fc3973d30572a965ca14c/kiwisolver-1.5.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:7a32f72973f0f950c1920475d5c5ea3d971b81b6f0ec53b8d0a956cc965f22e0", size = 2295237, upload-time = "2026-03-09T13:14:08.891Z" },
+    { url = "https://files.pythonhosted.org/packages/be/8a/be60e3bbcf513cc5a50f4a3e88e1dcecebb79c1ad607a7222877becaa101/kiwisolver-1.5.0-cp313-cp313-win_amd64.whl", hash = "sha256:0bf3acf1419fa93064a4c2189ac0b58e3be7872bf6ee6177b0d4c63dc4cea276", size = 73573, upload-time = "2026-03-09T13:14:12.327Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/d2/64be2e429eb4fca7f7e1c52a91b12663aeaf25de3895e5cca0f47ef2a8d0/kiwisolver-1.5.0-cp313-cp313-win_arm64.whl", hash = "sha256:fa8eb9ecdb7efb0b226acec134e0d709e87a909fa4971a54c0c4f6e88635484c", size = 64998, upload-time = "2026-03-09T13:14:13.469Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/69/ce68dd0c85755ae2de490bf015b62f2cea5f6b14ff00a463f9d0774449ff/kiwisolver-1.5.0-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:db485b3847d182b908b483b2ed133c66d88d49cacf98fd278fadafe11b4478d1", size = 125700, upload-time = "2026-03-09T13:14:14.636Z" },
+    { url = "https://files.pythonhosted.org/packages/74/aa/937aac021cf9d4349990d47eb319309a51355ed1dbdc9c077cdc9224cb11/kiwisolver-1.5.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:be12f931839a3bdfe28b584db0e640a65a8bcbc24560ae3fdb025a449b3d754e", size = 67537, upload-time = "2026-03-09T13:14:15.808Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/20/3a87fbece2c40ad0f6f0aefa93542559159c5f99831d596050e8afae7a9f/kiwisolver-1.5.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:16b85d37c2cbb3253226d26e64663f755d88a03439a9c47df6246b35defbdfb7", size = 65514, upload-time = "2026-03-09T13:14:18.035Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/7f/f943879cda9007c45e1f7dba216d705c3a18d6b35830e488b6c6a4e7cdf0/kiwisolver-1.5.0-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4432b835675f0ea7414aab3d37d119f7226d24869b7a829caeab49ebda407b0c", size = 1584848, upload-time = "2026-03-09T13:14:19.745Z" },
+    { url = "https://files.pythonhosted.org/packages/37/f8/4d4f85cc1870c127c88d950913370dd76138482161cd07eabbc450deff01/kiwisolver-1.5.0-cp313-cp313t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1b0feb50971481a2cc44d94e88bdb02cdd497618252ae226b8eb1201b957e368", size = 1391542, upload-time = "2026-03-09T13:14:21.54Z" },
+    { url = "https://files.pythonhosted.org/packages/04/0b/65dd2916c84d252b244bd405303220f729e7c17c9d7d33dca6feeff9ffc4/kiwisolver-1.5.0-cp313-cp313t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:56fa888f10d0f367155e76ce849fa1166fc9730d13bd2d65a2aa13b6f5424489", size = 1404447, upload-time = "2026-03-09T13:14:23.205Z" },
+    { url = "https://files.pythonhosted.org/packages/39/5c/2606a373247babce9b1d056c03a04b65f3cf5290a8eac5d7bdead0a17e21/kiwisolver-1.5.0-cp313-cp313t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:940dda65d5e764406b9fb92761cbf462e4e63f712ab60ed98f70552e496f3bf1", size = 1455918, upload-time = "2026-03-09T13:14:24.74Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/d1/c6078b5756670658e9192a2ef11e939c92918833d2745f85cd14a6004bdf/kiwisolver-1.5.0-cp313-cp313t-manylinux_2_39_riscv64.whl", hash = "sha256:89fc958c702ee9a745e4700378f5d23fddbc46ff89e8fdbf5395c24d5c1452a3", size = 1072856, upload-time = "2026-03-09T13:14:26.597Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/c8/7def6ddf16eb2b3741d8b172bdaa9af882b03c78e9b0772975408801fa63/kiwisolver-1.5.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:9027d773c4ff81487181a925945743413f6069634d0b122d0b37684ccf4f1e18", size = 2333580, upload-time = "2026-03-09T13:14:28.237Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/87/2ac1fce0eb1e616fcd3c35caa23e665e9b1948bb984f4764790924594128/kiwisolver-1.5.0-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:5b233ea3e165e43e35dba1d2b8ecc21cf070b45b65ae17dd2747d2713d942021", size = 2423018, upload-time = "2026-03-09T13:14:30.018Z" },
+    { url = "https://files.pythonhosted.org/packages/67/13/c6700ccc6cc218716bfcda4935e4b2997039869b4ad8a94f364c5a3b8e63/kiwisolver-1.5.0-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:ce9bf03dad3b46408c08649c6fbd6ca28a9fce0eb32fdfffa6775a13103b5310", size = 2062804, upload-time = "2026-03-09T13:14:32.888Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/bd/877056304626943ff0f1f44c08f584300c199b887cb3176cd7e34f1515f1/kiwisolver-1.5.0-cp313-cp313t-musllinux_1_2_s390x.whl", hash = "sha256:fc4d3f1fb9ca0ae9f97b095963bc6326f1dbfd3779d6679a1e016b9baaa153d3", size = 2597482, upload-time = "2026-03-09T13:14:34.971Z" },
+    { url = "https://files.pythonhosted.org/packages/75/19/c60626c47bf0f8ac5dcf72c6c98e266d714f2fbbfd50cf6dab5ede3aaa50/kiwisolver-1.5.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:f443b4825c50a51ee68585522ab4a1d1257fac65896f282b4c6763337ac9f5d2", size = 2394328, upload-time = "2026-03-09T13:14:36.816Z" },
+    { url = "https://files.pythonhosted.org/packages/47/84/6a6d5e5bb8273756c27b7d810d47f7ef2f1f9b9fd23c9ee9a3f8c75c9cef/kiwisolver-1.5.0-cp313-cp313t-win_arm64.whl", hash = "sha256:893ff3a711d1b515ba9da14ee090519bad4610ed1962fbe298a434e8c5f8db53", size = 68410, upload-time = "2026-03-09T13:14:38.695Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/d7/060f45052f2a01ad5762c8fdecd6d7a752b43400dc29ff75cd47225a40fd/kiwisolver-1.5.0-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:8df31fe574b8b3993cc61764f40941111b25c2d9fea13d3ce24a49907cd2d615", size = 123231, upload-time = "2026-03-09T13:14:41.323Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/a7/78da680eadd06ff35edef6ef68a1ad273bad3e2a0936c9a885103230aece/kiwisolver-1.5.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:1d49a49ac4cbfb7c1375301cd1ec90169dfeae55ff84710d782260ce77a75a02", size = 66489, upload-time = "2026-03-09T13:14:42.534Z" },
+    { url = "https://files.pythonhosted.org/packages/49/b2/97980f3ad4fae37dd7fe31626e2bf75fbf8bdf5d303950ec1fab39a12da8/kiwisolver-1.5.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:0cbe94b69b819209a62cb27bdfa5dc2a8977d8de2f89dfd97ba4f53ed3af754e", size = 64063, upload-time = "2026-03-09T13:14:44.759Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/f9/b06c934a6aa8bc91f566bd2a214fd04c30506c2d9e2b6b171953216a65b6/kiwisolver-1.5.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:80aa065ffd378ff784822a6d7c3212f2d5f5e9c3589614b5c228b311fd3063ac", size = 1475913, upload-time = "2026-03-09T13:14:46.247Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/f0/f768ae564a710135630672981231320bc403cf9152b5596ec5289de0f106/kiwisolver-1.5.0-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4e7f886f47ab881692f278ae901039a234e4025a68e6dfab514263a0b1c4ae05", size = 1282782, upload-time = "2026-03-09T13:14:48.458Z" },
+    { url = "https://files.pythonhosted.org/packages/e2/9f/1de7aad00697325f05238a5f2eafbd487fb637cc27a558b5367a5f37fb7f/kiwisolver-1.5.0-cp314-cp314-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:5060731cc3ed12ca3a8b57acd4aeca5bbc2f49216dd0bec1650a1acd89486bcd", size = 1300815, upload-time = "2026-03-09T13:14:50.721Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/c2/297f25141d2e468e0ce7f7a7b92e0cf8918143a0cbd3422c1ad627e85a06/kiwisolver-1.5.0-cp314-cp314-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:7a4aa69609f40fce3cbc3f87b2061f042eee32f94b8f11db707b66a26461591a", size = 1347925, upload-time = "2026-03-09T13:14:52.304Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/d3/f4c73a02eb41520c47610207b21afa8cdd18fdbf64ffd94674ae21c4812d/kiwisolver-1.5.0-cp314-cp314-manylinux_2_39_riscv64.whl", hash = "sha256:d168fda2dbff7b9b5f38e693182d792a938c31db4dac3a80a4888de603c99554", size = 991322, upload-time = "2026-03-09T13:14:54.637Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/46/d3f2efef7732fcda98d22bf4ad5d3d71d545167a852ca710a494f4c15343/kiwisolver-1.5.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:413b820229730d358efd838ecbab79902fe97094565fdc80ddb6b0a18c18a581", size = 2232857, upload-time = "2026-03-09T13:14:56.471Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/ec/2d9756bf2b6d26ae4349b8d3662fb3993f16d80c1f971c179ce862b9dbae/kiwisolver-1.5.0-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:5124d1ea754509b09e53738ec185584cc609aae4a3b510aaf4ed6aa047ef9303", size = 2329376, upload-time = "2026-03-09T13:14:58.072Z" },
+    { url = "https://files.pythonhosted.org/packages/8f/9f/876a0a0f2260f1bde92e002b3019a5fabc35e0939c7d945e0fa66185eb20/kiwisolver-1.5.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:e4415a8db000bf49a6dd1c478bf70062eaacff0f462b92b0ba68791a905861f9", size = 1982549, upload-time = "2026-03-09T13:14:59.668Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/4f/ba3624dfac23a64d54ac4179832860cb537c1b0af06024936e82ca4154a0/kiwisolver-1.5.0-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:d618fd27420381a4f6044faa71f46d8bfd911bd077c555f7138ed88729bfbe79", size = 2494680, upload-time = "2026-03-09T13:15:01.364Z" },
+    { url = "https://files.pythonhosted.org/packages/39/b7/97716b190ab98911b20d10bf92eca469121ec483b8ce0edd314f51bc85af/kiwisolver-1.5.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:5092eb5b1172947f57d6ea7d89b2f29650414e4293c47707eb499ec07a0ac796", size = 2297905, upload-time = "2026-03-09T13:15:03.925Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/36/4e551e8aa55c9188bca9abb5096805edbf7431072b76e2298e34fd3a3008/kiwisolver-1.5.0-cp314-cp314-win_amd64.whl", hash = "sha256:d76e2d8c75051d58177e762164d2e9ab92886534e3a12e795f103524f221dd8e", size = 75086, upload-time = "2026-03-09T13:15:07.775Z" },
+    { url = "https://files.pythonhosted.org/packages/70/15/9b90f7df0e31a003c71649cf66ef61c3c1b862f48c81007fa2383c8bd8d7/kiwisolver-1.5.0-cp314-cp314-win_arm64.whl", hash = "sha256:fa6248cd194edff41d7ea9425ced8ca3a6f838bfb295f6f1d6e6bb694a8518df", size = 66577, upload-time = "2026-03-09T13:15:09.139Z" },
+    { url = "https://files.pythonhosted.org/packages/17/01/7dc8c5443ff42b38e72731643ed7cf1ed9bf01691ae5cdca98501999ed83/kiwisolver-1.5.0-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:d1ffeb80b5676463d7a7d56acbe8e37a20ce725570e09549fe738e02ca6b7e1e", size = 125794, upload-time = "2026-03-09T13:15:10.525Z" },
+    { url = "https://files.pythonhosted.org/packages/46/8a/b4ebe46ebaac6a303417fab10c2e165c557ddaff558f9699d302b256bc53/kiwisolver-1.5.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:bc4d8e252f532ab46a1de9349e2d27b91fce46736a9eedaa37beaca66f574ed4", size = 67646, upload-time = "2026-03-09T13:15:12.016Z" },
+    { url = "https://files.pythonhosted.org/packages/60/35/10a844afc5f19d6f567359bf4789e26661755a2f36200d5d1ed8ad0126e5/kiwisolver-1.5.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:6783e069732715ad0c3ce96dbf21dbc2235ab0593f2baf6338101f70371f4028", size = 65511, upload-time = "2026-03-09T13:15:13.311Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/8a/685b297052dd041dcebce8e8787b58923b6e78acc6115a0dc9189011c44b/kiwisolver-1.5.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e7c4c09a490dc4d4a7f8cbee56c606a320f9dc28cf92a7157a39d1ce7676a657", size = 1584858, upload-time = "2026-03-09T13:15:15.103Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/80/04865e3d4638ac5bddec28908916df4a3075b8c6cc101786a96803188b96/kiwisolver-1.5.0-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2a075bd7bd19c70cf67c8badfa36cf7c5d8de3c9ddb8420c51e10d9c50e94920", size = 1392539, upload-time = "2026-03-09T13:15:16.661Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/01/77a19cacc0893fa13fafa46d1bba06fb4dc2360b3292baf4b56d8e067b24/kiwisolver-1.5.0-cp314-cp314t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:bdd3e53429ff02aa319ba59dfe4ceeec345bf46cf180ec2cf6fd5b942e7975e9", size = 1405310, upload-time = "2026-03-09T13:15:18.229Z" },
+    { url = "https://files.pythonhosted.org/packages/53/39/bcaf5d0cca50e604cfa9b4e3ae1d64b50ca1ae5b754122396084599ef903/kiwisolver-1.5.0-cp314-cp314t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:3cdcb35dc9d807259c981a85531048ede628eabcffb3239adf3d17463518992d", size = 1456244, upload-time = "2026-03-09T13:15:20.444Z" },
+    { url = "https://files.pythonhosted.org/packages/d0/7a/72c187abc6975f6978c3e39b7cf67aeb8b3c0a8f9790aa7fd412855e9e1f/kiwisolver-1.5.0-cp314-cp314t-manylinux_2_39_riscv64.whl", hash = "sha256:70d593af6a6ca332d1df73d519fddb5148edb15cd90d5f0155e3746a6d4fcc65", size = 1073154, upload-time = "2026-03-09T13:15:22.039Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/ca/cf5b25783ebbd59143b4371ed0c8428a278abe68d6d0104b01865b1bbd0f/kiwisolver-1.5.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:377815a8616074cabbf3f53354e1d040c35815a134e01d7614b7692e4bf8acfa", size = 2334377, upload-time = "2026-03-09T13:15:23.741Z" },
+    { url = "https://files.pythonhosted.org/packages/4a/e5/b1f492adc516796e88751282276745340e2a72dcd0d36cf7173e0daf3210/kiwisolver-1.5.0-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:0255a027391d52944eae1dbb5d4cc5903f57092f3674e8e544cdd2622826b3f0", size = 2425288, upload-time = "2026-03-09T13:15:25.789Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/e5/9b21fbe91a61b8f409d74a26498706e97a48008bfcd1864373d32a6ba31c/kiwisolver-1.5.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:012b1eb16e28718fa782b5e61dc6f2da1f0792ca73bd05d54de6cb9561665fc9", size = 2063158, upload-time = "2026-03-09T13:15:27.63Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/02/83f47986138310f95ea95531f851b2a62227c11cbc3e690ae1374fe49f0f/kiwisolver-1.5.0-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:0e3aafb33aed7479377e5e9a82e9d4bf87063741fc99fc7ae48b0f16e32bdd6f", size = 2597260, upload-time = "2026-03-09T13:15:29.421Z" },
+    { url = "https://files.pythonhosted.org/packages/07/18/43a5f24608d8c313dd189cf838c8e68d75b115567c6279de7796197cfb6a/kiwisolver-1.5.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:e7a116ae737f0000343218c4edf5bd45893bfeaff0993c0b215d7124c9f77646", size = 2394403, upload-time = "2026-03-09T13:15:31.517Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/b5/98222136d839b8afabcaa943b09bd05888c2d36355b7e448550211d1fca4/kiwisolver-1.5.0-cp314-cp314t-win_amd64.whl", hash = "sha256:1dd9b0b119a350976a6d781e7278ec7aca0b201e1a9e2d23d9804afecb6ca681", size = 79687, upload-time = "2026-03-09T13:15:33.204Z" },
+    { url = "https://files.pythonhosted.org/packages/99/a2/ca7dc962848040befed12732dff6acae7fb3c4f6fc4272b3f6c9a30b8713/kiwisolver-1.5.0-cp314-cp314t-win_arm64.whl", hash = "sha256:58f812017cd2985c21fbffb4864d59174d4903dd66fa23815e74bbc7a0e2dd57", size = 70032, upload-time = "2026-03-09T13:15:34.411Z" },
+]
+
 [[package]]
 name = "markdown-it-py"
 version = "4.0.0"
@@ -522,6 +686,53 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/70/bc/6f1c2f612465f5fa89b95bead1f44dcb607670fd42891d8fdcd5d039f4f4/markupsafe-3.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:32001d6a8fc98c8cb5c947787c5d08b0a50663d139f1305bac5885d98d9b40fa", size = 14146, upload-time = "2025-09-27T18:37:28.327Z" },
 ]
 
+[[package]]
+name = "matplotlib"
+version = "3.10.9"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "contourpy" },
+    { name = "cycler" },
+    { name = "fonttools" },
+    { name = "kiwisolver" },
+    { name = "numpy" },
+    { name = "packaging" },
+    { name = "pillow" },
+    { name = "pyparsing" },
+    { name = "python-dateutil" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/63/1b/4be5be87d43d327a0cf4de1a56e86f7f84c89312452406cf122efe2839e6/matplotlib-3.10.9.tar.gz", hash = "sha256:fd66508e8c6877d98e586654b608a0456db8d7e8a546eb1e2600efd957302358", size = 34811233, upload-time = "2026-04-24T00:14:13.539Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/aa/d3/8d4f6afbecb49fc04e060a57c0fce39ea51cc163a6bd87303ccd698e4fa6/matplotlib-3.10.9-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:b580440f1ff81a0e34122051a3dfabb7e4b7f9e380629929bde0eff9af72165f", size = 8320331, upload-time = "2026-04-24T00:12:39.688Z" },
+    { url = "https://files.pythonhosted.org/packages/63/d9/9e14bc7564bf92d5ffa801ae5fac819ce74b925dfb55e3ebde61a3bbad3e/matplotlib-3.10.9-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:b1b745c489cd1a77a0dc1120a05dc87af9798faebc913601feb8c73d89bf2d1e", size = 8216461, upload-time = "2026-04-24T00:12:42.494Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/17/4402d0d14ccf1dfc70932600b68097fbbf9c898a4871d2cbbe79c7801a32/matplotlib-3.10.9-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:8f3bcac1ca5ed000a6f4337d47ba67dfddf37ed6a46c15fd7f014997f7bf865f", size = 8790091, upload-time = "2026-04-24T00:12:44.789Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/0b/322aeec06dd9b91411f92028b37d447342770a24392aa4813e317064dad5/matplotlib-3.10.9-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7a8d66a55def891c33147ba3ba9bfcabf0b526a43764c818acbb4525e5ed0838", size = 9605027, upload-time = "2026-04-24T00:12:47.583Z" },
+    { url = "https://files.pythonhosted.org/packages/74/88/5f13482f55e7b00bcfc09838b093c2456e1379978d2a146844aae05350ad/matplotlib-3.10.9-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:d843374407c4017a6403b59c6c81606773d136f3259d5b6da3131bc814542cc2", size = 9671269, upload-time = "2026-04-24T00:12:50.878Z" },
+    { url = "https://files.pythonhosted.org/packages/c5/e0/0840fd2f93da988ec660b8ad1984abe9f25d2aed22a5e394ff1c68c88307/matplotlib-3.10.9-cp313-cp313-win_amd64.whl", hash = "sha256:f4399f64b3e94cd500195490972ae1ee81170df1636fa15364d157d5bdd7b921", size = 8217588, upload-time = "2026-04-24T00:12:53.784Z" },
+    { url = "https://files.pythonhosted.org/packages/47/b9/d706d06dd605c49b9f83a2aed8c13e3e5db70697d7a80b7e3d7915de6b17/matplotlib-3.10.9-cp313-cp313-win_arm64.whl", hash = "sha256:ba7b3b8ef09eab7df0e86e9ae086faa433efbfbdb46afcb3aa16aabf779469a8", size = 8136913, upload-time = "2026-04-24T00:12:56.501Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/45/6e32d96978264c8ca8c4b1010adb955a1a49cfaf314e212bbc8908f04a61/matplotlib-3.10.9-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:09218df8a93712bd6ea133e83a153c755448cf7868316c531cffcc43f69d1cc9", size = 8368019, upload-time = "2026-04-24T00:12:58.896Z" },
+    { url = "https://files.pythonhosted.org/packages/86/0a/c8e3d3bba245f0f7fc424937f8ff7ef77291a36af3edb97ccd78aa93d84f/matplotlib-3.10.9-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:82368699727bfb7b0182e1aa13082e3c08e092fa1a25d3e1fd92405bff96f6d4", size = 8264645, upload-time = "2026-04-24T00:13:01.406Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/aa/5bf5a14fe4fed73a4209a155606f8096ff797aad89c6c35179026571133e/matplotlib-3.10.9-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:3225f4e1edcb8c86c884ddf79ebe20ecd0a67d30188f279897554ccd8fded4dc", size = 8802194, upload-time = "2026-04-24T00:13:03.702Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/5e/b4be852d6bba6fd15893fadf91ff26ae49cb91aac789e95dde9d342e664f/matplotlib-3.10.9-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:de2445a0c6690d21b7eb6ce071cebad6d40a2e9bdf10d039074a96ba19797b99", size = 9622684, upload-time = "2026-04-24T00:13:06.647Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/3d/ed428c971139112ef730f62770654d609467346d09d4b62617e1afd68a5a/matplotlib-3.10.9-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:b2b9516251cb89ff618d757daec0e2ed1bf21248013844a853d87ef85ab3081d", size = 9680790, upload-time = "2026-04-24T00:13:10.009Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/09/052e884aaf2b985c63cb79f715f1d5b6a3eaa7de78f6a52b9dbc077d5b53/matplotlib-3.10.9-cp313-cp313t-win_amd64.whl", hash = "sha256:e9fae004b941b23ff2edcf1567a857ed77bafc8086ffa258190462328434faf8", size = 8287571, upload-time = "2026-04-24T00:13:13.087Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/38/ae27288e788c35a4250491422f3db7750366fc8c97d6f36fbdecfc1f5518/matplotlib-3.10.9-cp313-cp313t-win_arm64.whl", hash = "sha256:6b63d9c7c769b88ab81e10dc86e4e0607cf56817b9f9e6cf24b2a5f1693b8e38", size = 8188292, upload-time = "2026-04-24T00:13:15.546Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/e6/3bd8afd04949f02eabc1c17115ea5255e19cacd4d06fc5abdde4eeb0052c/matplotlib-3.10.9-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:172db52c9e683f5d12eaf57f0f54834190e12581fe1cc2a19595a8f5acb4e77d", size = 8321276, upload-time = "2026-04-24T00:13:18.318Z" },
+    { url = "https://files.pythonhosted.org/packages/41/86/86231232fff41c9f8e4a1a7d7a597d349a02527109c3af7d618366122139/matplotlib-3.10.9-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:97e35e8d39ccc85859095e01a53847432ba9a53ddf7986f7a54a11b73d0e143f", size = 8218218, upload-time = "2026-04-24T00:13:20.974Z" },
+    { url = "https://files.pythonhosted.org/packages/85/8f/becc9722cafc64f5d2eb0b7c1bf5f585271c618a45dbd8fabeb021f898b6/matplotlib-3.10.9-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:aba1615dabe83188e19d4f75a253c6a08423e04c1425e64039f800050a69de6b", size = 9608145, upload-time = "2026-04-24T00:13:23.228Z" },
+    { url = "https://files.pythonhosted.org/packages/32/5d/f7e914f7d9325abff4057cee62c0fa70263683189f774473cbfb534cd13b/matplotlib-3.10.9-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:34cf8167e023ad956c15f36302911d5406bd99a9862c1a8499ea6f7c0e015dc2", size = 9885085, upload-time = "2026-04-24T00:13:25.849Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/fd/fa69f2221534e80cc5772ac2b7d222011a2acafc2ec7216d5dd174c864ae/matplotlib-3.10.9-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:59476c6d29d612b8e9bb6ce8c5b631be6ba8f9e3a2421f22a02b192c7dd28716", size = 9672358, upload-time = "2026-04-24T00:13:28.906Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/1a/5a4f747a8b271cbb024946d2dd3c913ab5032ba430626f8c3528ada96b4b/matplotlib-3.10.9-cp314-cp314-win_amd64.whl", hash = "sha256:336b9acc64d309063126edcdaca00db9373af3c476bb94388fe9c5a53ad13e6f", size = 8349970, upload-time = "2026-04-24T00:13:31.904Z" },
+    { url = "https://files.pythonhosted.org/packages/64/dc/95d60ecaefe30680a154b52ea96ab4b0dab547f1fd6aa12f5fb655e89cae/matplotlib-3.10.9-cp314-cp314-win_arm64.whl", hash = "sha256:2dc9477819ffd78ad12a20df1d9d6a6bd4fec6aaa9072681465fddca052f1456", size = 8272785, upload-time = "2026-04-24T00:13:34.511Z" },
+    { url = "https://files.pythonhosted.org/packages/70/a0/005d68bc8b8418300ce6591f18586910a8526806e2ab663933d9f20a41e9/matplotlib-3.10.9-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:da4e09638420548f31c354032a6250e473c68e5a4e96899b4844cf39ddea23fe", size = 8367999, upload-time = "2026-04-24T00:13:36.962Z" },
+    { url = "https://files.pythonhosted.org/packages/22/05/1236cc9290be70b2498af20ca348add76e3fffe7f67b477db5133a84f3ea/matplotlib-3.10.9-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:345f6f68ecc8da0ca56fad2ea08fde1a115eda530079eca185d50a7bc3e146c6", size = 8264543, upload-time = "2026-04-24T00:13:39.851Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/c2/071f5a5ff6c5bd63aaaf2f45c811d9bf2ced94bde188d9e1a519e21d0cba/matplotlib-3.10.9-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4edcfbd8565339aa62f1cd4012f7180926fdbe71850f7b0d3c379c175cd6b66c", size = 9622800, upload-time = "2026-04-24T00:13:42.296Z" },
+    { url = "https://files.pythonhosted.org/packages/95/57/da7d1f10a85624b9e7db68e069dd94e58dc41dbf9463c5921632ecbe3661/matplotlib-3.10.9-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6be157fe17fc37cb95ac1d7374cf717ce9259616edec911a78d9d26dae8522d4", size = 9888561, upload-time = "2026-04-24T00:13:45.026Z" },
+    { url = "https://files.pythonhosted.org/packages/67/b2/ef8d6bb59b0edb6c16c968b70f548aa13b54348972def5aa6ac85df67145/matplotlib-3.10.9-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:4e42042d54db34fda4e95a7bd3e5789c2a995d2dad3eb8850232ee534092fbbf", size = 9680884, upload-time = "2026-04-24T00:13:48.066Z" },
+    { url = "https://files.pythonhosted.org/packages/61/1c/d21bfeb9931881ebe96bcfcff27c7ae4b160ae0ec291a714c42641a56d75/matplotlib-3.10.9-cp314-cp314t-win_amd64.whl", hash = "sha256:c27df8b3848f32a83d1767566595e43cfaa4460380974da06f4279a7ec143c39", size = 8432333, upload-time = "2026-04-24T00:13:51.008Z" },
+    { url = "https://files.pythonhosted.org/packages/78/23/92493c3e6e1b635ccfff146f7b99e674808787915420373ac399283764c2/matplotlib-3.10.9-cp314-cp314t-win_arm64.whl", hash = "sha256:a49f1eadc84ca85fd72fa4e89e70e61bf86452df6f971af04b12c60761a0772c", size = 8324785, upload-time = "2026-04-24T00:13:53.633Z" },
+]
+
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -692,6 +903,64 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7c/2f/f91e4eee21585ff548e83358332d5632ee49f6b2dcd96cb5dca4e0468951/pandas_stubs-3.0.0.260204-py3-none-any.whl", hash = "sha256:5ab9e4d55a6e2752e9720828564af40d48c4f709e6a2c69b743014a6fcb6c241", size = 168540, upload-time = "2026-02-04T15:17:15.615Z" },
 ]
 
+[[package]]
+name = "pillow"
+version = "12.2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/8c/21/c2bcdd5906101a30244eaffc1b6e6ce71a31bd0742a01eb89e660ebfac2d/pillow-12.2.0.tar.gz", hash = "sha256:a830b1a40919539d07806aa58e1b114df53ddd43213d9c8b75847eee6c0182b5", size = 46987819, upload-time = "2026-04-01T14:46:17.687Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/4a/01/53d10cf0dbad820a8db274d259a37ba50b88b24768ddccec07355382d5ad/pillow-12.2.0-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:8297651f5b5679c19968abefd6bb84d95fe30ef712eb1b2d9b2d31ca61267f4c", size = 4100837, upload-time = "2026-04-01T14:43:41.506Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/98/f3a6657ecb698c937f6c76ee564882945f29b79bad496abcba0e84659ec5/pillow-12.2.0-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:50d8520da2a6ce0af445fa6d648c4273c3eeefbc32d7ce049f22e8b5c3daecc2", size = 4176528, upload-time = "2026-04-01T14:43:43.773Z" },
+    { url = "https://files.pythonhosted.org/packages/69/bc/8986948f05e3ea490b8442ea1c1d4d990b24a7e43d8a51b2c7d8b1dced36/pillow-12.2.0-cp313-cp313-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:766cef22385fa1091258ad7e6216792b156dc16d8d3fa607e7545b2b72061f1c", size = 3640401, upload-time = "2026-04-01T14:43:45.87Z" },
+    { url = "https://files.pythonhosted.org/packages/34/46/6c717baadcd62bc8ed51d238d521ab651eaa74838291bda1f86fe1f864c9/pillow-12.2.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:5d2fd0fa6b5d9d1de415060363433f28da8b1526c1c129020435e186794b3795", size = 5308094, upload-time = "2026-04-01T14:43:48.438Z" },
+    { url = "https://files.pythonhosted.org/packages/71/43/905a14a8b17fdb1ccb58d282454490662d2cb89a6bfec26af6d3520da5ec/pillow-12.2.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:56b25336f502b6ed02e889f4ece894a72612fe885889a6e8c4c80239ff6e5f5f", size = 4695402, upload-time = "2026-04-01T14:43:51.292Z" },
+    { url = "https://files.pythonhosted.org/packages/73/dd/42107efcb777b16fa0393317eac58f5b5cf30e8392e266e76e51cff28c3d/pillow-12.2.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:f1c943e96e85df3d3478f7b691f229887e143f81fedab9b20205349ab04d73ed", size = 6280005, upload-time = "2026-04-01T14:43:54.242Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/68/b93e09e5e8549019e61acf49f65b1a8530765a7f812c77a7461bca7e4494/pillow-12.2.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:03f6fab9219220f041c74aeaa2939ff0062bd5c364ba9ce037197f4c6d498cd9", size = 8090669, upload-time = "2026-04-01T14:43:57.335Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/6e/3ccb54ce8ec4ddd1accd2d89004308b7b0b21c4ac3d20fa70af4760a4330/pillow-12.2.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5cdfebd752ec52bf5bb4e35d9c64b40826bc5b40a13df7c3cda20a2c03a0f5ed", size = 6395194, upload-time = "2026-04-01T14:43:59.864Z" },
+    { url = "https://files.pythonhosted.org/packages/67/ee/21d4e8536afd1a328f01b359b4d3997b291ffd35a237c877b331c1c3b71c/pillow-12.2.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:eedf4b74eda2b5a4b2b2fb4c006d6295df3bf29e459e198c90ea48e130dc75c3", size = 7082423, upload-time = "2026-04-01T14:44:02.74Z" },
+    { url = "https://files.pythonhosted.org/packages/78/5f/e9f86ab0146464e8c133fe85df987ed9e77e08b29d8d35f9f9f4d6f917ba/pillow-12.2.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:00a2865911330191c0b818c59103b58a5e697cae67042366970a6b6f1b20b7f9", size = 6505667, upload-time = "2026-04-01T14:44:05.381Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/1e/409007f56a2fdce61584fd3acbc2bbc259857d555196cedcadc68c015c82/pillow-12.2.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:1e1757442ed87f4912397c6d35a0db6a7b52592156014706f17658ff58bbf795", size = 7208580, upload-time = "2026-04-01T14:44:08.39Z" },
+    { url = "https://files.pythonhosted.org/packages/23/c4/7349421080b12fb35414607b8871e9534546c128a11965fd4a7002ccfbee/pillow-12.2.0-cp313-cp313-win32.whl", hash = "sha256:144748b3af2d1b358d41286056d0003f47cb339b8c43a9ea42f5fea4d8c66b6e", size = 6375896, upload-time = "2026-04-01T14:44:11.197Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/82/8a3739a5e470b3c6cbb1d21d315800d8e16bff503d1f16b03a4ec3212786/pillow-12.2.0-cp313-cp313-win_amd64.whl", hash = "sha256:390ede346628ccc626e5730107cde16c42d3836b89662a115a921f28440e6a3b", size = 7081266, upload-time = "2026-04-01T14:44:13.947Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/25/f968f618a062574294592f668218f8af564830ccebdd1fa6200f598e65c5/pillow-12.2.0-cp313-cp313-win_arm64.whl", hash = "sha256:8023abc91fba39036dbce14a7d6535632f99c0b857807cbbbf21ecc9f4717f06", size = 2463508, upload-time = "2026-04-01T14:44:16.312Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/a4/b342930964e3cb4dce5038ae34b0eab4653334995336cd486c5a8c25a00c/pillow-12.2.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:042db20a421b9bafecc4b84a8b6e444686bd9d836c7fd24542db3e7df7baad9b", size = 5309927, upload-time = "2026-04-01T14:44:18.89Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/de/23198e0a65a9cf06123f5435a5d95cea62a635697f8f03d134d3f3a96151/pillow-12.2.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:dd025009355c926a84a612fecf58bb315a3f6814b17ead51a8e48d3823d9087f", size = 4698624, upload-time = "2026-04-01T14:44:21.115Z" },
+    { url = "https://files.pythonhosted.org/packages/01/a6/1265e977f17d93ea37aa28aa81bad4fa597933879fac2520d24e021c8da3/pillow-12.2.0-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:88ddbc66737e277852913bd1e07c150cc7bb124539f94c4e2df5344494e0a612", size = 6321252, upload-time = "2026-04-01T14:44:23.663Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/83/5982eb4a285967baa70340320be9f88e57665a387e3a53a7f0db8231a0cd/pillow-12.2.0-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d362d1878f00c142b7e1a16e6e5e780f02be8195123f164edf7eddd911eefe7c", size = 8126550, upload-time = "2026-04-01T14:44:26.772Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/48/6ffc514adce69f6050d0753b1a18fd920fce8cac87620d5a31231b04bfc5/pillow-12.2.0-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2c727a6d53cb0018aadd8018c2b938376af27914a68a492f59dfcaca650d5eea", size = 6433114, upload-time = "2026-04-01T14:44:29.615Z" },
+    { url = "https://files.pythonhosted.org/packages/36/a3/f9a77144231fb8d40ee27107b4463e205fa4677e2ca2548e14da5cf18dce/pillow-12.2.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:efd8c21c98c5cc60653bcb311bef2ce0401642b7ce9d09e03a7da87c878289d4", size = 7115667, upload-time = "2026-04-01T14:44:32.773Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/fc/ac4ee3041e7d5a565e1c4fd72a113f03b6394cc72ab7089d27608f8aaccb/pillow-12.2.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:9f08483a632889536b8139663db60f6724bfcb443c96f1b18855860d7d5c0fd4", size = 6538966, upload-time = "2026-04-01T14:44:35.252Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/a8/27fb307055087f3668f6d0a8ccb636e7431d56ed0750e07a60547b1e083e/pillow-12.2.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:dac8d77255a37e81a2efcbd1fc05f1c15ee82200e6c240d7e127e25e365c39ea", size = 7238241, upload-time = "2026-04-01T14:44:37.875Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/4b/926ab182c07fccae9fcb120043464e1ff1564775ec8864f21a0ebce6ac25/pillow-12.2.0-cp313-cp313t-win32.whl", hash = "sha256:ee3120ae9dff32f121610bb08e4313be87e03efeadfc6c0d18f89127e24d0c24", size = 6379592, upload-time = "2026-04-01T14:44:40.336Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/c4/f9e476451a098181b30050cc4c9a3556b64c02cf6497ea421ac047e89e4b/pillow-12.2.0-cp313-cp313t-win_amd64.whl", hash = "sha256:325ca0528c6788d2a6c3d40e3568639398137346c3d6e66bb61db96b96511c98", size = 7085542, upload-time = "2026-04-01T14:44:43.251Z" },
+    { url = "https://files.pythonhosted.org/packages/00/a4/285f12aeacbe2d6dc36c407dfbbe9e96d4a80b0fb710a337f6d2ad978c75/pillow-12.2.0-cp313-cp313t-win_arm64.whl", hash = "sha256:2e5a76d03a6c6dcef67edabda7a52494afa4035021a79c8558e14af25313d453", size = 2465765, upload-time = "2026-04-01T14:44:45.996Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/98/4595daa2365416a86cb0d495248a393dfc84e96d62ad080c8546256cb9c0/pillow-12.2.0-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:3adc9215e8be0448ed6e814966ecf3d9952f0ea40eb14e89a102b87f450660d8", size = 4100848, upload-time = "2026-04-01T14:44:48.48Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/79/40184d464cf89f6663e18dfcf7ca21aae2491fff1a16127681bf1fa9b8cf/pillow-12.2.0-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:6a9adfc6d24b10f89588096364cc726174118c62130c817c2837c60cf08a392b", size = 4176515, upload-time = "2026-04-01T14:44:51.353Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/63/703f86fd4c422a9cf722833670f4f71418fb116b2853ff7da722ea43f184/pillow-12.2.0-cp314-cp314-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:6a6e67ea2e6feda684ed370f9a1c52e7a243631c025ba42149a2cc5934dec295", size = 3640159, upload-time = "2026-04-01T14:44:53.588Z" },
+    { url = "https://files.pythonhosted.org/packages/71/e0/fb22f797187d0be2270f83500aab851536101b254bfa1eae10795709d283/pillow-12.2.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:2bb4a8d594eacdfc59d9e5ad972aa8afdd48d584ffd5f13a937a664c3e7db0ed", size = 5312185, upload-time = "2026-04-01T14:44:56.039Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/8c/1a9e46228571de18f8e28f16fabdfc20212a5d019f3e3303452b3f0a580d/pillow-12.2.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:80b2da48193b2f33ed0c32c38140f9d3186583ce7d516526d462645fd98660ae", size = 4695386, upload-time = "2026-04-01T14:44:58.663Z" },
+    { url = "https://files.pythonhosted.org/packages/70/62/98f6b7f0c88b9addd0e87c217ded307b36be024d4ff8869a812b241d1345/pillow-12.2.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:22db17c68434de69d8ecfc2fe821569195c0c373b25cccb9cbdacf2c6e53c601", size = 6280384, upload-time = "2026-04-01T14:45:01.5Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/03/688747d2e91cfbe0e64f316cd2e8005698f76ada3130d0194664174fa5de/pillow-12.2.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7b14cc0106cd9aecda615dd6903840a058b4700fcb817687d0ee4fc8b6e389be", size = 8091599, upload-time = "2026-04-01T14:45:04.5Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/35/577e22b936fcdd66537329b33af0b4ccfefaeabd8aec04b266528cddb33c/pillow-12.2.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8cbeb542b2ebc6fcdacabf8aca8c1a97c9b3ad3927d46b8723f9d4f033288a0f", size = 6396021, upload-time = "2026-04-01T14:45:07.117Z" },
+    { url = "https://files.pythonhosted.org/packages/11/8d/d2532ad2a603ca2b93ad9f5135732124e57811d0168155852f37fbce2458/pillow-12.2.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4bfd07bc812fbd20395212969e41931001fd59eb55a60658b0e5710872e95286", size = 7083360, upload-time = "2026-04-01T14:45:09.763Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/26/d325f9f56c7e039034897e7380e9cc202b1e368bfd04d4cbe6a441f02885/pillow-12.2.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:9aba9a17b623ef750a4d11b742cbafffeb48a869821252b30ee21b5e91392c50", size = 6507628, upload-time = "2026-04-01T14:45:12.378Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/f7/769d5632ffb0988f1c5e7660b3e731e30f7f8ec4318e94d0a5d674eb65a4/pillow-12.2.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:deede7c263feb25dba4e82ea23058a235dcc2fe1f6021025dc71f2b618e26104", size = 7209321, upload-time = "2026-04-01T14:45:15.122Z" },
+    { url = "https://files.pythonhosted.org/packages/6a/7a/c253e3c645cd47f1aceea6a8bacdba9991bf45bb7dfe927f7c893e89c93c/pillow-12.2.0-cp314-cp314-win32.whl", hash = "sha256:632ff19b2778e43162304d50da0181ce24ac5bb8180122cbe1bf4673428328c7", size = 6479723, upload-time = "2026-04-01T14:45:17.797Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/8b/601e6566b957ca50e28725cb6c355c59c2c8609751efbecd980db44e0349/pillow-12.2.0-cp314-cp314-win_amd64.whl", hash = "sha256:4e6c62e9d237e9b65fac06857d511e90d8461a32adcc1b9065ea0c0fa3a28150", size = 7217400, upload-time = "2026-04-01T14:45:20.529Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/94/220e46c73065c3e2951bb91c11a1fb636c8c9ad427ac3ce7d7f3359b9b2f/pillow-12.2.0-cp314-cp314-win_arm64.whl", hash = "sha256:b1c1fbd8a5a1af3412a0810d060a78b5136ec0836c8a4ef9aa11807f2a22f4e1", size = 2554835, upload-time = "2026-04-01T14:45:23.162Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/ab/1b426a3974cb0e7da5c29ccff4807871d48110933a57207b5a676cccc155/pillow-12.2.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:57850958fe9c751670e49b2cecf6294acc99e562531f4bd317fa5ddee2068463", size = 5314225, upload-time = "2026-04-01T14:45:25.637Z" },
+    { url = "https://files.pythonhosted.org/packages/19/1e/dce46f371be2438eecfee2a1960ee2a243bbe5e961890146d2dee1ff0f12/pillow-12.2.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:d5d38f1411c0ed9f97bcb49b7bd59b6b7c314e0e27420e34d99d844b9ce3b6f3", size = 4698541, upload-time = "2026-04-01T14:45:28.355Z" },
+    { url = "https://files.pythonhosted.org/packages/55/c3/7fbecf70adb3a0c33b77a300dc52e424dc22ad8cdc06557a2e49523b703d/pillow-12.2.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:5c0a9f29ca8e79f09de89293f82fc9b0270bb4af1d58bc98f540cc4aedf03166", size = 6322251, upload-time = "2026-04-01T14:45:30.924Z" },
+    { url = "https://files.pythonhosted.org/packages/1c/3c/7fbc17cfb7e4fe0ef1642e0abc17fc6c94c9f7a16be41498e12e2ba60408/pillow-12.2.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1610dd6c61621ae1cf811bef44d77e149ce3f7b95afe66a4512f8c59f25d9ebe", size = 8127807, upload-time = "2026-04-01T14:45:33.908Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/c3/a8ae14d6defd2e448493ff512fae903b1e9bd40b72efb6ec55ce0048c8ce/pillow-12.2.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0a34329707af4f73cf1782a36cd2289c0368880654a2c11f027bcee9052d35dd", size = 6433935, upload-time = "2026-04-01T14:45:36.623Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/32/2880fb3a074847ac159d8f902cb43278a61e85f681661e7419e6596803ed/pillow-12.2.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8e9c4f5b3c546fa3458a29ab22646c1c6c787ea8f5ef51300e5a60300736905e", size = 7116720, upload-time = "2026-04-01T14:45:39.258Z" },
+    { url = "https://files.pythonhosted.org/packages/46/87/495cc9c30e0129501643f24d320076f4cc54f718341df18cc70ec94c44e1/pillow-12.2.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:fb043ee2f06b41473269765c2feae53fc2e2fbf96e5e22ca94fb5ad677856f06", size = 6540498, upload-time = "2026-04-01T14:45:41.879Z" },
+    { url = "https://files.pythonhosted.org/packages/18/53/773f5edca692009d883a72211b60fdaf8871cbef075eaa9d577f0a2f989e/pillow-12.2.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:f278f034eb75b4e8a13a54a876cc4a5ab39173d2cdd93a638e1b467fc545ac43", size = 7239413, upload-time = "2026-04-01T14:45:44.705Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/e4/4b64a97d71b2a83158134abbb2f5bd3f8a2ea691361282f010998f339ec7/pillow-12.2.0-cp314-cp314t-win32.whl", hash = "sha256:6bb77b2dcb06b20f9f4b4a8454caa581cd4dd0643a08bacf821216a16d9c8354", size = 6482084, upload-time = "2026-04-01T14:45:47.568Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/13/306d275efd3a3453f72114b7431c877d10b1154014c1ebbedd067770d629/pillow-12.2.0-cp314-cp314t-win_amd64.whl", hash = "sha256:6562ace0d3fb5f20ed7290f1f929cae41b25ae29528f2af1722966a0a02e2aa1", size = 7225152, upload-time = "2026-04-01T14:45:50.032Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/6e/cf826fae916b8658848d7b9f38d88da6396895c676e8086fc0988073aaf8/pillow-12.2.0-cp314-cp314t-win_arm64.whl", hash = "sha256:aa88ccfe4e32d362816319ed727a004423aab09c5cea43c01a4b435643fa34eb", size = 2556579, upload-time = "2026-04-01T14:45:52.529Z" },
+]
+
 [[package]]
 name = "pluggy"
 version = "1.6.0"
@@ -851,6 +1120,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b", size = 1225217, upload-time = "2025-06-21T13:39:07.939Z" },
 ]
 
+[[package]]
+name = "pyparsing"
+version = "3.3.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f3/91/9c6ee907786a473bf81c5f53cf703ba0957b23ab84c264080fb5a450416f/pyparsing-3.3.2.tar.gz", hash = "sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc", size = 6851574, upload-time = "2026-01-21T03:57:59.36Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/10/bd/c038d7cc38edc1aa5bf91ab8068b63d4308c66c4c8bb3cbba7dfbc049f9c/pyparsing-3.3.2-py3-none-any.whl", hash = "sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d", size = 122781, upload-time = "2026-01-21T03:57:55.912Z" },
+]
+
 [[package]]
 name = "pytest"
 version = "9.0.2"
@@ -1122,6 +1400,7 @@ dependencies = [
     { name = "astroquery" },
     { name = "click" },
     { name = "fastapi" },
+    { name = "matplotlib" },
     { name = "numpy" },
     { name = "openapi-python-client" },
     { name = "pandas" },
@@ -1146,6 +1425,7 @@ requires-dist = [
     { name = "astroquery", git = "https://github.com/astropy/astroquery.git?branch=main" },
     { name = "click", specifier = "~=8.3.1" },
     { name = "fastapi", specifier = ">=0.115.0" },
+    { name = "matplotlib", specifier = ">=3.9" },
     { name = "numpy", specifier = ">=2.3.4" },
     { name = "openapi-python-client", specifier = ">=0.27.1" },
     { name = "pandas", specifier = ">=2.3.3" },

From 5224d175feb44dd4cb825198c6298f426c77ff67 Mon Sep 17 00:00:00 2001
From: kraysent <kraysent@gmail.com>
Date: Sat, 23 May 2026 19:19:27 +0100
Subject: [PATCH 2/7] fix designation bar charts

---
 frontend/src/components/ProgressView.tsx      | 138 +++++++++++++-----
 .../app/structured/designations/upload.py     |  74 +++++++---
 uploader/tasks.py                             |   9 +-
 3 files changed, 162 insertions(+), 59 deletions(-)

diff --git a/frontend/src/components/ProgressView.tsx b/frontend/src/components/ProgressView.tsx
index 9262c83..2678b86 100644
--- a/frontend/src/components/ProgressView.tsx
+++ b/frontend/src/components/ProgressView.tsx
@@ -4,20 +4,40 @@ import Box from "@mui/material/Box";
 import Button from "@mui/material/Button";
 import LinearProgress from "@mui/material/LinearProgress";
 import Paper from "@mui/material/Paper";
+import Slider from "@mui/material/Slider";
 import Typography from "@mui/material/Typography";
 import { cancelRun } from "../api";
 
 type StreamEvent =
   | { type: "progress"; percent: number }
   | { type: "log"; message: string }
-  | { type: "image"; data_url: string; caption: string | null }
+  | {
+      type: "image";
+      data_url: string;
+      caption: string | null;
+      timestamp: string;
+    }
   | { type: "error"; message: string }
   | { type: "done"; message: string }
   | { type: "cancelled"; message: string };
 
-type LogItem =
-  | { kind: "text"; line: string }
-  | { kind: "image"; dataUrl: string; caption: string | null };
+type StreamImage = {
+  dataUrl: string;
+  caption: string | null;
+  timestamp: string;
+};
+
+function formatStreamTime(iso: string): string {
+  return new Date(iso).toLocaleTimeString(undefined, {
+    hour: "2-digit",
+    minute: "2-digit",
+    second: "2-digit",
+  });
+}
+
+function isNearBottom(el: HTMLElement, threshold = 48) {
+  return el.scrollHeight - el.scrollTop - el.clientHeight <= threshold;
+}
 
 export function ProgressView({
   runId,
@@ -27,29 +47,56 @@ export function ProgressView({
   onReset: () => void;
 }) {
   const [percent, setPercent] = useState(0);
-  const [items, setItems] = useState<LogItem[]>([]);
+  const [logs, setLogs] = useState<string[]>([]);
+  const [images, setImages] = useState<StreamImage[]>([]);
+  const [imageIndex, setImageIndex] = useState(0);
   const [done, setDone] = useState<string | null>(null);
   const [cancelled, setCancelled] = useState<string | null>(null);
   const [error, setError] = useState<string | null>(null);
   const [cancelPending, setCancelPending] = useState(false);
   const [cancelError, setCancelError] = useState<string | null>(null);
-  const bottomRef = useRef<HTMLDivElement>(null);
+  const logContainerRef = useRef<HTMLDivElement>(null);
+  const stickToBottomRef = useRef(true);
+  const stickToLatestImageRef = useRef(true);
+
+  function handleLogScroll() {
+    const el = logContainerRef.current;
+    if (!el) return;
+    stickToBottomRef.current = isNearBottom(el);
+  }
+
+  function handleImageSliderChange(_: Event, value: number | number[]) {
+    const index = value as number;
+    setImageIndex(index);
+    stickToLatestImageRef.current = index === images.length - 1;
+  }
 
   useEffect(() => {
+    stickToBottomRef.current = true;
+    stickToLatestImageRef.current = true;
     const es = new EventSource(`/api/runs/${runId}/stream`);
     es.onmessage = (e) => {
       try {
         const ev = JSON.parse(e.data) as StreamEvent;
         if (ev.type === "progress")
           setPercent(Math.min(100, Math.max(0, Math.ceil(ev.percent))));
-        else if (ev.type === "log")
-          setItems((x) => [...x, { kind: "text", line: ev.message }]);
-        else if (ev.type === "image")
-          setItems((x) => [
-            ...x,
-            { kind: "image", dataUrl: ev.data_url, caption: ev.caption },
-          ]);
-        else if (ev.type === "error") {
+        else if (ev.type === "log") setLogs((x) => [...x, ev.message]);
+        else if (ev.type === "image") {
+          setImages((prev) => {
+            const next = [
+              ...prev,
+              {
+                dataUrl: ev.data_url,
+                caption: ev.caption,
+                timestamp: ev.timestamp,
+              },
+            ];
+            if (stickToLatestImageRef.current) {
+              setImageIndex(next.length - 1);
+            }
+            return next;
+          });
+        } else if (ev.type === "error") {
           setError(ev.message);
           es.close();
         } else if (ev.type === "cancelled") {
@@ -68,10 +115,13 @@ export function ProgressView({
   }, [runId]);
 
   useEffect(() => {
-    bottomRef.current?.scrollIntoView({ behavior: "smooth" });
-  }, [items]);
+    const el = logContainerRef.current;
+    if (!el || !stickToBottomRef.current) return;
+    el.scrollTop = el.scrollHeight;
+  }, [logs]);
 
   const canCancel = !done && !error && !cancelled && !cancelPending;
+  const currentImage = images[imageIndex];
 
   return (
     <Box sx={{ maxWidth: 720 }}>
@@ -112,7 +162,41 @@ export function ProgressView({
           {cancelError}
         </Alert>
       )}
+      <Paper variant="outlined" sx={{ p: 2, mb: 2 }}>
+        {currentImage ? (
+          <>
+            <Box
+              component="img"
+              src={currentImage.dataUrl}
+              sx={{ maxWidth: "100%", display: "block" }}
+            />
+            {currentImage.caption && (
+              <Typography variant="caption" display="block" sx={{ mt: 1 }}>
+                {currentImage.caption}
+              </Typography>
+            )}
+            {images.length > 1 && (
+              <Slider
+                sx={{ mt: 2 }}
+                min={0}
+                max={images.length - 1}
+                step={1}
+                value={imageIndex}
+                onChange={handleImageSliderChange}
+                valueLabelDisplay="auto"
+                valueLabelFormat={(i) => formatStreamTime(images[i].timestamp)}
+              />
+            )}
+          </>
+        ) : (
+          <Typography variant="body2" color="text.secondary">
+            No charts yet
+          </Typography>
+        )}
+      </Paper>
       <Paper
+        ref={logContainerRef}
+        onScroll={handleLogScroll}
         variant="outlined"
         sx={{
           p: 2,
@@ -123,25 +207,9 @@ export function ProgressView({
           whiteSpace: "pre-wrap",
         }}
       >
-        {items.map((item, i) =>
-          item.kind === "text" ? (
-            <div key={i}>{item.line}</div>
-          ) : (
-            <Box component="figure" key={i} sx={{ m: 0, my: 1 }}>
-              <Box
-                component="img"
-                src={item.dataUrl}
-                sx={{ maxWidth: "100%", display: "block" }}
-              />
-              {item.caption && (
-                <Typography variant="caption" component="figcaption">
-                  {item.caption}
-                </Typography>
-              )}
-            </Box>
-          ),
-        )}
-        <div ref={bottomRef} />
+        {logs.map((line, i) => (
+          <div key={i}>{line}</div>
+        ))}
       </Paper>
       <Box sx={{ mt: 2, display: "flex", gap: 1 }}>
         <Button
diff --git a/uploader/app/structured/designations/upload.py b/uploader/app/structured/designations/upload.py
index 3e6a905..c65643e 100644
--- a/uploader/app/structured/designations/upload.py
+++ b/uploader/app/structured/designations/upload.py
@@ -16,6 +16,43 @@
     SaveStructuredDataRequest,
 )
 
+CHART_FIGSIZE = (8, 6)
+
+
+def _rule_distribution_bars(
+    rule_counts: dict[str, int],
+    unmatched: int,
+) -> list[tuple[str, int]]:
+    sorted_rules = sorted(rule_counts.items(), key=lambda kv: (-kv[1], kv[0]))
+    top = [(name, count) for name, count in sorted_rules[:10] if count > 0]
+    other_total = sum(count for _, count in sorted_rules[10:])
+    bars: list[tuple[str, int]] = list(top)
+    if other_total > 0:
+        bars.append(("(other rules)", other_total))
+    if unmatched > 0:
+        bars.append(("(unparsed)", unmatched))
+    return bars
+
+
+def _emit_rule_distribution_image(
+    report_func: Callable[[report.Event], None],
+    rule_counts: dict[str, int],
+    unmatched: int,
+    *,
+    caption: str,
+) -> None:
+    bars = _rule_distribution_bars(rule_counts, unmatched)
+    if not bars:
+        return
+    labels = [name for name, _ in bars]
+    counts = [count for _, count in bars]
+    fig, ax = plt.subplots(figsize=CHART_FIGSIZE)
+    ax.barh(labels, counts)
+    ax.invert_yaxis()
+    ax.set_xlabel("Count")
+    ax.set_title("Designation rule distribution")
+    report_func(report.image_event_from_figure(fig, caption=caption))
+
 
 def _report_batch_progress(
     report_func: Callable[[report.Event], None],
@@ -25,6 +62,7 @@ def _report_batch_progress(
     matched: int,
     unmatched: int,
     progress_pct: int,
+    rule_counts: dict[str, int],
 ) -> None:
     report_func(report.ProgressEvent(percent=min(99, progress_pct)))
     report_func(
@@ -34,6 +72,12 @@ def _report_batch_progress(
             ),
         ),
     )
+    _emit_rule_distribution_image(
+        report_func,
+        rule_counts,
+        unmatched,
+        caption=f"{total_so_far} names processed",
+    )
 
 
 def _report_rule_distribution(
@@ -54,29 +98,12 @@ def pct(n: int) -> float:
 
     report_func(report.ProgressEvent(percent=100))
 
-    sorted_rules = sorted(rule_counts.items(), key=lambda kv: (-kv[1], kv[0]))
-    top = [(name, count) for name, count in sorted_rules[:10] if count > 0]
-    other_total = sum(count for _, count in sorted_rules[10:])
-    bars: list[tuple[str, int]] = list(top)
-    if other_total > 0:
-        bars.append(("(other rules)", other_total))
-    if unmatched > 0:
-        bars.append(("(unparsed)", unmatched))
-
-    if bars:
-        labels = [name for name, _ in bars]
-        counts = [count for _, count in bars]
-        fig, ax = plt.subplots(figsize=(8, max(3, 0.4 * len(bars))))
-        ax.barh(labels, counts)
-        ax.invert_yaxis()
-        ax.set_xlabel("Count")
-        ax.set_title("Designation rule distribution")
-        report_func(
-            report.image_event_from_figure(
-                fig,
-                caption=f"Top {len(top)} rules + other + unparsed",
-            ),
-        )
+    _emit_rule_distribution_image(
+        report_func,
+        rule_counts,
+        unmatched,
+        caption=f"Final: {total} names",
+    )
 
     summary = format_table(
         ("Rule", "Count", "%"),
@@ -166,6 +193,7 @@ def total_pct(n: int, t: int = total_so_far) -> float:
             matched=sum(rule_counts.values()),
             unmatched=unmatched,
             progress_pct=progress_pct,
+            rule_counts=rule_counts,
         )
 
     total = sum(rule_counts.values()) + unmatched
diff --git a/uploader/tasks.py b/uploader/tasks.py
index 2a80fe4..9ec5c6b 100644
--- a/uploader/tasks.py
+++ b/uploader/tasks.py
@@ -111,7 +111,14 @@ def append_report_event(event: report.Event) -> None:
                 final_message = msg
                 run.append({"type": "error", "message": msg})
             case report.ImageEvent(data_url=url, caption=cap):
-                run.append({"type": "image", "data_url": url, "caption": cap})
+                run.append(
+                    {
+                        "type": "image",
+                        "data_url": url,
+                        "caption": cap,
+                        "timestamp": datetime.now().astimezone().isoformat(),
+                    },
+                )
 
     def report_func(event: report.Event) -> None:
         if run.cancel_requested.is_set():

From 8c82fce7d20291ddc80b2e3661941e219bb25814 Mon Sep 17 00:00:00 2001
From: kraysent <kraysent@gmail.com>
Date: Sat, 23 May 2026 19:24:58 +0100
Subject: [PATCH 3/7] add icrs images

---
 frontend/src/components/ProgressView.tsx | 16 +++----
 uploader/app/structured/icrs/upload.py   | 56 ++++++++++++++++++++++++
 2 files changed, 64 insertions(+), 8 deletions(-)

diff --git a/frontend/src/components/ProgressView.tsx b/frontend/src/components/ProgressView.tsx
index 2678b86..f78072e 100644
--- a/frontend/src/components/ProgressView.tsx
+++ b/frontend/src/components/ProgressView.tsx
@@ -141,14 +141,6 @@ export function ProgressView({
           {error}
         </Alert>
       )}
-      {done && (
-        <Alert
-          severity="success"
-          sx={{ mb: 2, whiteSpace: "pre-wrap", fontFamily: "monospace" }}
-        >
-          {done}
-        </Alert>
-      )}
       {cancelled && (
         <Alert
           severity="warning"
@@ -194,6 +186,14 @@ export function ProgressView({
           </Typography>
         )}
       </Paper>
+      {done && (
+        <Alert
+          severity="success"
+          sx={{ mb: 2, whiteSpace: "pre-wrap", fontFamily: "monospace" }}
+        >
+          {done}
+        </Alert>
+      )}
       <Paper
         ref={logContainerRef}
         onScroll={handleLogScroll}
diff --git a/uploader/app/structured/icrs/upload.py b/uploader/app/structured/icrs/upload.py
index 4662ac7..9b011d4 100644
--- a/uploader/app/structured/icrs/upload.py
+++ b/uploader/app/structured/icrs/upload.py
@@ -1,5 +1,7 @@
 from collections.abc import Callable
 
+import matplotlib.pyplot as plt
+import numpy as np
 from psycopg import sql
 
 import uploader.app.report as report
@@ -18,6 +20,51 @@
 
 ICRS_COLUMNS = ["ra", "dec", "e_ra", "e_dec"]
 
+CHART_FIGSIZE = (10, 5)
+N_RA_BINS = 72
+N_DEC_BINS = 36
+RA_BIN_EDGES = np.linspace(-180.0, 180.0, N_RA_BINS + 1)
+DEC_BIN_EDGES = np.linspace(-90.0, 90.0, N_DEC_BINS + 1)
+
+
+def _ra_to_longitude_deg(ra: np.ndarray) -> np.ndarray:
+    return (np.mod(ra, 360.0) + 180.0) % 360.0 - 180.0
+
+
+class _SkyCoverageAccumulator:
+    def __init__(self) -> None:
+        self._counts = np.zeros((N_RA_BINS, N_DEC_BINS), dtype=np.int64)
+
+    def add(self, ra: list[float], dec: list[float]) -> None:
+        if not ra:
+            return
+        ra_arr = _ra_to_longitude_deg(np.asarray(ra, dtype=np.float64))
+        dec_arr = np.clip(np.asarray(dec, dtype=np.float64), -90.0, 90.0)
+        batch_counts, _, _ = np.histogram2d(ra_arr, dec_arr, bins=[RA_BIN_EDGES, DEC_BIN_EDGES])
+        self._counts += batch_counts.astype(np.int64)
+
+    @property
+    def total(self) -> int:
+        return int(self._counts.sum())
+
+    def emit_image(
+        self,
+        report_func: Callable[[report.Event], None],
+        *,
+        caption: str,
+    ) -> None:
+        if self.total == 0:
+            return
+        ra_centers = 0.5 * (RA_BIN_EDGES[:-1] + RA_BIN_EDGES[1:])
+        dec_centers = 0.5 * (DEC_BIN_EDGES[:-1] + DEC_BIN_EDGES[1:])
+        theta, phi = np.meshgrid(-np.deg2rad(ra_centers), np.deg2rad(dec_centers))
+        fig = plt.figure(figsize=CHART_FIGSIZE)
+        ax = fig.add_subplot(111, projection="aitoff")
+        ax.pcolormesh(theta, phi, self._counts.T, shading="auto", cmap="viridis")
+        ax.set_title("ICRS sky coverage")
+        ax.grid(True)
+        report_func(report.image_event_from_figure(fig, caption=caption))
+
 
 def _fetch_units(
     client: adminapi.AuthenticatedClient,
@@ -82,10 +129,13 @@ def upload_icrs(
     )
     total_count = int(cnt[0]["cnt"]) if cnt else 0
     processed_rows = 0
+    sky = _SkyCoverageAccumulator()
 
     for rows in rawdata_batches(storage, table_name, [ra_column, dec_column], batch_size):
         batch_ids: list[str] = []
         batch_data: list[list[float]] = []
+        batch_ra: list[float] = []
+        batch_dec: list[float] = []
 
         for row in rows:
             ra_val = row[ra_column]
@@ -104,6 +154,10 @@ def upload_icrs(
             dec_max = max(dec_max, dec_f)
             ra_sum += ra_f
             dec_sum += dec_f
+            batch_ra.append(ra_f)
+            batch_dec.append(dec_f)
+
+        sky.add(batch_ra, batch_dec)
 
         if write and batch_ids:
             handle_call(
@@ -127,6 +181,7 @@ def upload_icrs(
                 message=f"batch: rows_read={len(rows)} uploaded={uploaded} skipped={skipped}",
             ),
         )
+        sky.emit_image(report_func, caption=f"Sky coverage: {uploaded} objects")
 
     total = uploaded + skipped
 
@@ -151,6 +206,7 @@ def row_pct_label(n: int) -> float:
             ]
         )
     report_func(report.ProgressEvent(percent=100))
+    sky.emit_image(report_func, caption=f"Final: {uploaded} objects")
     summary = format_table(
         ("Status", "Count", "%"),
         table_rows,

From bbb2188b0f079dbccb3e28846d290c5ff6aa1b4c Mon Sep 17 00:00:00 2001
From: kraysent <kraysent@gmail.com>
Date: Sat, 23 May 2026 19:27:48 +0100
Subject: [PATCH 4/7] redshift images

---
 uploader/app/structured/redshift/upload.py | 74 +++++++++++++++++++++-
 1 file changed, 73 insertions(+), 1 deletion(-)

diff --git a/uploader/app/structured/redshift/upload.py b/uploader/app/structured/redshift/upload.py
index 4f406b4..a55c95d 100644
--- a/uploader/app/structured/redshift/upload.py
+++ b/uploader/app/structured/redshift/upload.py
@@ -1,5 +1,7 @@
 from collections.abc import Callable
 
+import matplotlib.pyplot as plt
+import numpy as np
 from psycopg import sql
 
 import uploader.app.report as report
@@ -22,6 +24,55 @@
 
 REDSHIFT_UNITS = SaveStructuredDataRequestUnits.from_dict({"cz": "km/s", "e_cz": "km/s"})
 
+CHART_FIGSIZE = (8, 6)
+N_CZ_BINS = 80
+CZ_BIN_MIN = -10_000.0
+CZ_BIN_MAX = 350_000.0
+CZ_BIN_EDGES = np.linspace(CZ_BIN_MIN, CZ_BIN_MAX, N_CZ_BINS + 1)
+
+
+class _CzDistributionAccumulator:
+    def __init__(self) -> None:
+        self._counts = np.zeros(N_CZ_BINS, dtype=np.int64)
+
+    def add(self, cz_values: list[float]) -> None:
+        if not cz_values:
+            return
+        batch_counts, _ = np.histogram(np.asarray(cz_values, dtype=np.float64), bins=CZ_BIN_EDGES)
+        self._counts += batch_counts.astype(np.int64)
+
+    @property
+    def total(self) -> int:
+        return int(self._counts.sum())
+
+    def emit_image(
+        self,
+        report_func: Callable[[report.Event], None],
+        *,
+        caption: str,
+        cz_mean: float | None = None,
+        cz_min: float | None = None,
+        cz_max: float | None = None,
+    ) -> None:
+        if self.total == 0:
+            return
+        centers = 0.5 * (CZ_BIN_EDGES[:-1] + CZ_BIN_EDGES[1:])
+        widths = np.diff(CZ_BIN_EDGES)
+        fig, ax = plt.subplots(figsize=CHART_FIGSIZE)
+        ax.bar(centers, self._counts, width=widths, align="center")
+        ax.set_yscale("log")
+        ax.set_xlabel("cz (km/s)")
+        ax.set_ylabel("Count")
+        ax.set_title("Redshift (cz) distribution")
+        if cz_min is not None:
+            ax.axvline(cz_min, color="gray", linestyle=":", linewidth=1)
+        if cz_max is not None:
+            ax.axvline(cz_max, color="gray", linestyle=":", linewidth=1)
+        if cz_mean is not None:
+            ax.axvline(cz_mean, color="red", linestyle="--", linewidth=1, label=f"mean={cz_mean:.0f}")
+            ax.legend(loc="upper right", fontsize="small")
+        report_func(report.image_event_from_figure(fig, caption=caption))
+
 
 def upload_redshift(
     storage: PgStorage,
@@ -46,10 +97,12 @@ def upload_redshift(
     )
     total_count = int(cnt[0]["cnt"]) if cnt else 0
     processed_rows = 0
+    cz_dist = _CzDistributionAccumulator()
 
     for rows in rawdata_batches(storage, table_name, [z_column], batch_size):
         batch_ids: list[str] = []
         batch_data: list[list[float]] = []
+        batch_cz: list[float] = []
 
         for row in rows:
             z_val = row[z_column]
@@ -64,6 +117,9 @@ def upload_redshift(
             cz_min = min(cz_min, cz_val)
             cz_max = max(cz_max, cz_val)
             cz_sum += cz_val
+            batch_cz.append(cz_val)
+
+        cz_dist.add(batch_cz)
 
         if write and batch_ids:
             handle_call(
@@ -80,13 +136,21 @@ def upload_redshift(
             )
 
         processed_rows += len(rows)
-        batch_pct = int(100 * processed_rows / total_count)
+        batch_pct = int(100 * processed_rows / total_count) if total_count else 0
         report_func(report.ProgressEvent(percent=min(99, batch_pct)))
         report_func(
             report.LogEvent(
                 message=f"batch: rows_read={len(rows)} uploaded={uploaded} skipped={skipped}",
             ),
         )
+        if uploaded > 0:
+            cz_dist.emit_image(
+                report_func,
+                caption=f"cz distribution: {uploaded} rows",
+                cz_mean=cz_sum / uploaded,
+                cz_min=cz_min,
+                cz_max=cz_max,
+            )
 
     total = uploaded + skipped
 
@@ -107,6 +171,14 @@ def row_pct_label(n: int) -> float:
             ]
         )
     report_func(report.ProgressEvent(percent=100))
+    if uploaded > 0:
+        cz_dist.emit_image(
+            report_func,
+            caption=f"Final: {uploaded} rows",
+            cz_mean=cz_sum / uploaded,
+            cz_min=cz_min,
+            cz_max=cz_max,
+        )
     summary = format_table(
         ("Status", "Count", "%"),
         table_rows,

From 37031e5270e8c664b1ff6fca57a8e220ad2fe7cd Mon Sep 17 00:00:00 2001
From: kraysent <kraysent@gmail.com>
Date: Sat, 23 May 2026 19:29:57 +0100
Subject: [PATCH 5/7] nature

---
 uploader/app/structured/nature/upload.py | 42 ++++++++++++++++++++++++
 1 file changed, 42 insertions(+)

diff --git a/uploader/app/structured/nature/upload.py b/uploader/app/structured/nature/upload.py
index 6b23335..abc7a8f 100644
--- a/uploader/app/structured/nature/upload.py
+++ b/uploader/app/structured/nature/upload.py
@@ -1,6 +1,7 @@
 from collections import Counter
 from collections.abc import Callable
 
+import matplotlib.pyplot as plt
 from psycopg import sql
 
 import uploader.app.report as report
@@ -16,6 +17,37 @@
 
 NATURE_COLUMNS = ["type_name"]
 
+CHART_FIGSIZE = (8, 6)
+
+
+def _type_distribution_bars(type_counts: Counter[str]) -> list[tuple[str, int]]:
+    sorted_types = sorted(type_counts.items(), key=lambda kv: (-kv[1], kv[0]))
+    top = [(name, count) for name, count in sorted_types[:10] if count > 0]
+    other_total = sum(count for _, count in sorted_types[10:])
+    bars: list[tuple[str, int]] = list(top)
+    if other_total > 0:
+        bars.append(("(other types)", other_total))
+    return bars
+
+
+def _emit_type_distribution_image(
+    report_func: Callable[[report.Event], None],
+    type_counts: Counter[str],
+    *,
+    caption: str,
+) -> None:
+    bars = _type_distribution_bars(type_counts)
+    if not bars:
+        return
+    labels = [name for name, _ in bars]
+    counts = [count for _, count in bars]
+    fig, ax = plt.subplots(figsize=CHART_FIGSIZE)
+    ax.barh(labels, counts)
+    ax.invert_yaxis()
+    ax.set_xlabel("Count")
+    ax.set_title("LEDA type distribution")
+    report_func(report.image_event_from_figure(fig, caption=caption))
+
 
 def upload_nature(
     storage: PgStorage,
@@ -80,6 +112,11 @@ def upload_nature(
                 message=f"batch: rows_read={len(rows)} total_uploaded_so_far={total_uploaded}",
             ),
         )
+        _emit_type_distribution_image(
+            report_func,
+            type_counts,
+            caption=f"{total_uploaded} rows classified",
+        )
 
     table_rows: list[tuple[str, int, float | str]] = [
         (
@@ -90,6 +127,11 @@ def upload_nature(
         for leda_type, count in sorted(type_counts.items())
     ]
     report_func(report.ProgressEvent(percent=100))
+    _emit_type_distribution_image(
+        report_func,
+        type_counts,
+        caption=f"Final: {total_uploaded} rows",
+    )
     summary = format_table(
         ("LEDA type", "Count", "%"),
         table_rows,

From 9dc35e50903704f048bdeaa7d44c958e7c2d3d0b Mon Sep 17 00:00:00 2001
From: kraysent <kraysent@gmail.com>
Date: Sat, 23 May 2026 19:31:33 +0100
Subject: [PATCH 6/7] photometry

---
 uploader/app/structured/geometry/upload.py | 76 ++++++++++++++++++++++
 1 file changed, 76 insertions(+)

diff --git a/uploader/app/structured/geometry/upload.py b/uploader/app/structured/geometry/upload.py
index 67738c2..b51c94a 100644
--- a/uploader/app/structured/geometry/upload.py
+++ b/uploader/app/structured/geometry/upload.py
@@ -1,6 +1,8 @@
 from collections.abc import Callable
 
 import astropy.units as u
+import matplotlib.pyplot as plt
+import numpy as np
 from psycopg import sql
 
 import uploader.app.report as report
@@ -31,6 +33,59 @@
     "isophote": "mag/arcmin2",
 }
 
+CHART_FIGSIZE = (8, 6)
+N_A_BINS = 80
+A_BIN_MIN = 0.05
+A_BIN_MAX = 500.0
+A_BIN_EDGES = np.logspace(np.log10(A_BIN_MIN), np.log10(A_BIN_MAX), N_A_BINS + 1)
+
+
+class _SemiMajorAxisAccumulator:
+    def __init__(self) -> None:
+        self._counts = np.zeros(N_A_BINS, dtype=np.int64)
+
+    def add(self, a_values: list[float]) -> None:
+        if not a_values:
+            return
+        positive = np.asarray([v for v in a_values if v > 0], dtype=np.float64)
+        if positive.size == 0:
+            return
+        batch_counts, _ = np.histogram(positive, bins=A_BIN_EDGES)
+        self._counts += batch_counts.astype(np.int64)
+
+    @property
+    def total(self) -> int:
+        return int(self._counts.sum())
+
+    def emit_image(
+        self,
+        report_func: Callable[[report.Event], None],
+        *,
+        caption: str,
+        a_mean: float | None = None,
+        a_min: float | None = None,
+        a_max: float | None = None,
+    ) -> None:
+        if self.total == 0:
+            return
+        centers = np.sqrt(A_BIN_EDGES[:-1] * A_BIN_EDGES[1:])
+        widths = np.diff(A_BIN_EDGES)
+        fig, ax = plt.subplots(figsize=CHART_FIGSIZE)
+        ax.bar(centers, self._counts, width=widths, align="center")
+        ax.set_xscale("log")
+        ax.set_yscale("log")
+        ax.set_xlabel("a (arcsec)")
+        ax.set_ylabel("Count")
+        ax.set_title("Semi-major axis distribution")
+        if a_min is not None and a_min > 0:
+            ax.axvline(a_min, color="gray", linestyle=":", linewidth=1)
+        if a_max is not None and a_max > 0:
+            ax.axvline(a_max, color="gray", linestyle=":", linewidth=1)
+        if a_mean is not None and a_mean > 0:
+            ax.axvline(a_mean, color="red", linestyle="--", linewidth=1, label=f"mean={a_mean:.2f}")
+            ax.legend(loc="upper right", fontsize="small")
+        report_func(report.image_event_from_figure(fig, caption=caption))
+
 
 def _fetch_column_units(
     client: adminapi.AuthenticatedClient,
@@ -101,10 +156,12 @@ def upload_geometry_isophotal(
     )
     total_count = int(cnt[0]["cnt"]) if cnt else 0
     processed_rows = 0
+    a_dist = _SemiMajorAxisAccumulator()
 
     for rows in rawdata_batches(storage, table_name, sorted(needed_cols), batch_size):
         batch_ids: list[str] = []
         batch_data: list[list[str | float]] = []
+        batch_a: list[float] = []
 
         for row in rows:
             if any(row[col] is None for col in needed_cols):
@@ -141,6 +198,9 @@ def upload_geometry_isophotal(
             a_min = min(a_min, a_val)
             a_max = max(a_max, a_val)
             a_sum += a_val
+            batch_a.append(a_val)
+
+        a_dist.add(batch_a)
 
         if write and batch_ids:
             handle_call(
@@ -164,6 +224,14 @@ def upload_geometry_isophotal(
                 message=f"batch: rows_read={len(rows)} uploaded={uploaded} skipped={skipped}",
             ),
         )
+        if uploaded > 0:
+            a_dist.emit_image(
+                report_func,
+                caption=f"a distribution: {uploaded} objects",
+                a_mean=a_sum / uploaded,
+                a_min=a_min,
+                a_max=a_max,
+            )
 
     total = uploaded + skipped
 
@@ -184,6 +252,14 @@ def row_pct_label(n: int) -> float:
             ],
         )
     report_func(report.ProgressEvent(percent=100))
+    if uploaded > 0:
+        a_dist.emit_image(
+            report_func,
+            caption=f"Final: {uploaded} objects",
+            a_mean=a_sum / uploaded,
+            a_min=a_min,
+            a_max=a_max,
+        )
     summary = format_table(
         ("Status", "Count", "%"),
         table_rows,

From e635532c76e00d42796c4ddd6124fe0712785f2a Mon Sep 17 00:00:00 2001
From: kraysent <kraysent@gmail.com>
Date: Sat, 23 May 2026 19:58:55 +0100
Subject: [PATCH 7/7] col() syntax for columns in expressions

---
 uploader/app/lib/expression.py | 78 ++++++++++++++++++++--------------
 1 file changed, 47 insertions(+), 31 deletions(-)

diff --git a/uploader/app/lib/expression.py b/uploader/app/lib/expression.py
index e155a9d..3c55e4b 100644
--- a/uploader/app/lib/expression.py
+++ b/uploader/app/lib/expression.py
@@ -8,24 +8,25 @@
 import astropy.units as u
 import numpy as np
 
-CONST_PREFIX = "const_"
+COL_FUNCTION = "col"
 
 NAMED_CONSTANTS: dict[str, u.Quantity] = {
-    "const_pi": np.pi * u.dimensionless_unscaled,
-    "const_c": const.c,
-    "const_deg": 1 * u.deg,
-    "const_rad": 1 * u.rad,
-    "const_arcmin": 1 * u.arcmin,
-    "const_arcsec": 1 * u.arcsec,
-    "const_mag": 1 * u.mag,
+    "pi": np.pi * u.dimensionless_unscaled,
+    "c": const.c,
+    "deg": 1 * u.deg,
+    "rad": 1 * u.rad,
+    "arcmin": 1 * u.arcmin,
+    "arcsec": 1 * u.arcsec,
+    "mag": 1 * u.mag,
 }
 
 
 def expression_syntax_help() -> str:
     constants = ", ".join(sorted(NAMED_CONSTANTS))
     return (
-        "Bare identifiers refer to rawdata column names.\n"
-        "Identifiers starting with const_ refer to predefined constants.\n"
+        f'Use {COL_FUNCTION}("name") to refer to rawdata columns '
+        '(e.g. col("a"), col("SMASB22.5"), col("PA-LEDA")).\n'
+        "Bare identifiers refer to predefined constants.\n"
         "Operators: + - * /.\n"
         "Functions: sin(x), cos(x) (argument must be an angle).\n"
         "Numbers are dimensionless.\n"
@@ -55,6 +56,17 @@ def expression_syntax_help() -> str:
 }
 
 
+def _column_from_call(node: ast.Call) -> str | None:
+    if not isinstance(node.func, ast.Name) or node.func.id != COL_FUNCTION:
+        return None
+    if node.keywords or len(node.args) != 1:
+        raise ValueError(f"{COL_FUNCTION}() takes exactly one string argument")
+    arg = node.args[0]
+    if not isinstance(arg, ast.Constant) or not isinstance(arg.value, str):
+        raise ValueError(f"{COL_FUNCTION}() argument must be a string literal")
+    return arg.value
+
+
 @final
 @dataclass
 class Expression:
@@ -85,13 +97,13 @@ def collect(self, node: ast.AST) -> set[str]:
         return self.columns
 
     def visit_Call(self, node: ast.Call) -> None:
+        column = _column_from_call(node)
+        if column is not None:
+            self.columns.add(column)
+            return
         for arg in node.args:
             self.visit(arg)
 
-    def visit_Name(self, node: ast.Name) -> None:
-        if not node.id.startswith(CONST_PREFIX):
-            self.columns.add(node.id)
-
 
 @final
 class _Evaluator(ast.NodeVisitor):
@@ -105,10 +117,10 @@ def visit(self, node: ast.AST) -> u.Quantity:
                 return self._binop(left, op, right)
             case ast.UnaryOp(op=op, operand=operand):
                 return self._unaryop(op, operand)
-            case ast.Call(func=func, args=args, keywords=keywords):
-                return self._call(func, args, keywords)
+            case ast.Call() as call:
+                return self._call(call)
             case ast.Name(id=name):
-                return self._name(name)
+                return self._lookup_constant(name)
             case ast.Constant(value=value):
                 return self._constant(value)
             case _:
@@ -126,28 +138,32 @@ def _unaryop(self, op: ast.unaryop, operand: ast.AST) -> u.Quantity:
             raise ValueError(f"unsupported unary operator: {op_type.__name__}")
         return _UNARYOPS[op_type](self.visit(operand))
 
-    def _call(self, func: ast.AST, args: list[ast.AST], keywords: list[ast.keyword]) -> u.Quantity:
-        if keywords:
+    def _call(self, node: ast.Call) -> u.Quantity:
+        column = _column_from_call(node)
+        if column is not None:
+            return self._lookup_column(column)
+        if node.keywords:
             raise ValueError("keyword arguments are not allowed")
-        if not isinstance(func, ast.Name):
+        if not isinstance(node.func, ast.Name):
             raise ValueError("only simple function calls are allowed")
-        fn = _FUNCTIONS.get(func.id)
+        fn = _FUNCTIONS.get(node.func.id)
         if fn is None:
-            raise ValueError(f"unknown function: {func.id}")
-        if len(args) != 1:
-            raise ValueError(f"{func.id}() takes exactly one argument")
-        arg = self.visit(args[0]).to(u.rad)
+            raise ValueError(f"unknown function: {node.func.id}")
+        if len(node.args) != 1:
+            raise ValueError(f"{node.func.id}() takes exactly one argument")
+        arg = self.visit(node.args[0]).to(u.rad)
         result = fn(arg)
         if isinstance(result, u.Quantity):
             return result
         return float(result) * u.dimensionless_unscaled
 
-    def _name(self, name: str) -> u.Quantity:
-        if name.startswith(CONST_PREFIX):
-            constant = NAMED_CONSTANTS.get(name)
-            if constant is None:
-                raise ValueError(f"unknown constant {name!r}")
-            return constant
+    def _lookup_constant(self, name: str) -> u.Quantity:
+        constant = NAMED_CONSTANTS.get(name)
+        if constant is None:
+            raise ValueError(f"unknown constant {name!r}")
+        return constant
+
+    def _lookup_column(self, name: str) -> u.Quantity:
         if name not in self._values:
             raise ValueError(f"unknown column {name!r}")
         unit_str = self._units.get(name, "")