From 3fe37526703ddbe1e452de43437dc7c366ce5c9e Mon Sep 17 00:00:00 2001
From: tristanpwdennis <tristanpwdennis@gmail.com>
Date: Mon, 9 Jun 2025 14:45:18 +1000
Subject: [PATCH 01/12] add adir1 class for anopheles dirus data release

---
 adir1_explore.ipynb         | 451 ++++++++++++++++++++++++++++++++++++
 malariagen_data/__init__.py |   1 +
 malariagen_data/adir1.py    | 208 +++++++++++++++++
 3 files changed, 660 insertions(+)
 create mode 100644 adir1_explore.ipynb
 create mode 100644 malariagen_data/adir1.py

diff --git a/adir1_explore.ipynb b/adir1_explore.ipynb
new file mode 100644
index 000000000..c42d93dd5
--- /dev/null
+++ b/adir1_explore.ipynb
@@ -0,0 +1,451 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "94bd6d28-bf20-4841-aeb5-007d0f76b6c0",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import malariagen_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "be3c904b-5b0d-4482-ba2e-113e42d57557",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "'use strict';\n",
+       "(function(root) {\n",
+       "  function now() {\n",
+       "    return new Date();\n",
+       "  }\n",
+       "\n",
+       "  const force = true;\n",
+       "\n",
+       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
+       "    root._bokeh_onload_callbacks = [];\n",
+       "    root._bokeh_is_loading = undefined;\n",
+       "  }\n",
+       "\n",
+       "const JS_MIME_TYPE = 'application/javascript';\n",
+       "  const HTML_MIME_TYPE = 'text/html';\n",
+       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
+       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
+       "\n",
+       "  /**\n",
+       "   * Render data to the DOM node\n",
+       "   */\n",
+       "  function render(props, node) {\n",
+       "    const script = document.createElement(\"script\");\n",
+       "    node.appendChild(script);\n",
+       "  }\n",
+       "\n",
+       "  /**\n",
+       "   * Handle when an output is cleared or removed\n",
+       "   */\n",
+       "  function handleClearOutput(event, handle) {\n",
+       "    function drop(id) {\n",
+       "      const view = Bokeh.index.get_by_id(id)\n",
+       "      if (view != null) {\n",
+       "        view.model.document.clear()\n",
+       "        Bokeh.index.delete(view)\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    const cell = handle.cell;\n",
+       "\n",
+       "    const id = cell.output_area._bokeh_element_id;\n",
+       "    const server_id = cell.output_area._bokeh_server_id;\n",
+       "\n",
+       "    // Clean up Bokeh references\n",
+       "    if (id != null) {\n",
+       "      drop(id)\n",
+       "    }\n",
+       "\n",
+       "    if (server_id !== undefined) {\n",
+       "      // Clean up Bokeh references\n",
+       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
+       "      cell.notebook.kernel.execute(cmd_clean, {\n",
+       "        iopub: {\n",
+       "          output: function(msg) {\n",
+       "            const id = msg.content.text.trim()\n",
+       "            drop(id)\n",
+       "          }\n",
+       "        }\n",
+       "      });\n",
+       "      // Destroy server and session\n",
+       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
+       "      cell.notebook.kernel.execute(cmd_destroy);\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  /**\n",
+       "   * Handle when a new output is added\n",
+       "   */\n",
+       "  function handleAddOutput(event, handle) {\n",
+       "    const output_area = handle.output_area;\n",
+       "    const output = handle.output;\n",
+       "\n",
+       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
+       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
+       "      return\n",
+       "    }\n",
+       "\n",
+       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
+       "\n",
+       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
+       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
+       "      // store reference to embed id on output_area\n",
+       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
+       "    }\n",
+       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
+       "      const bk_div = document.createElement(\"div\");\n",
+       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
+       "      const script_attrs = bk_div.children[0].attributes;\n",
+       "      for (let i = 0; i < script_attrs.length; i++) {\n",
+       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
+       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
+       "      }\n",
+       "      // store reference to server id on output_area\n",
+       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  function register_renderer(events, OutputArea) {\n",
+       "\n",
+       "    function append_mime(data, metadata, element) {\n",
+       "      // create a DOM node to render to\n",
+       "      const toinsert = this.create_output_subarea(\n",
+       "        metadata,\n",
+       "        CLASS_NAME,\n",
+       "        EXEC_MIME_TYPE\n",
+       "      );\n",
+       "      this.keyboard_manager.register_events(toinsert);\n",
+       "      // Render to node\n",
+       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
+       "      render(props, toinsert[toinsert.length - 1]);\n",
+       "      element.append(toinsert);\n",
+       "      return toinsert\n",
+       "    }\n",
+       "\n",
+       "    /* Handle when an output is cleared or removed */\n",
+       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
+       "    events.on('delete.Cell', handleClearOutput);\n",
+       "\n",
+       "    /* Handle when a new output is added */\n",
+       "    events.on('output_added.OutputArea', handleAddOutput);\n",
+       "\n",
+       "    /**\n",
+       "     * Register the mime type and append_mime function with output_area\n",
+       "     */\n",
+       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
+       "      /* Is output safe? */\n",
+       "      safe: true,\n",
+       "      /* Index of renderer in `output_area.display_order` */\n",
+       "      index: 0\n",
+       "    });\n",
+       "  }\n",
+       "\n",
+       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
+       "  if (root.Jupyter !== undefined) {\n",
+       "    const events = require('base/js/events');\n",
+       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
+       "\n",
+       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
+       "      register_renderer(events, OutputArea);\n",
+       "    }\n",
+       "  }\n",
+       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
+       "    root._bokeh_timeout = Date.now() + 5000;\n",
+       "    root._bokeh_failed_load = false;\n",
+       "  }\n",
+       "\n",
+       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
+       "     \"<div style='background-color: #fdd'>\\n\"+\n",
+       "     \"<p>\\n\"+\n",
+       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
+       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
+       "     \"</p>\\n\"+\n",
+       "     \"<ul>\\n\"+\n",
+       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
+       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
+       "     \"</ul>\\n\"+\n",
+       "     \"<code>\\n\"+\n",
+       "     \"from bokeh.resources import INLINE\\n\"+\n",
+       "     \"output_notebook(resources=INLINE)\\n\"+\n",
+       "     \"</code>\\n\"+\n",
+       "     \"</div>\"}};\n",
+       "\n",
+       "  function display_loaded(error = null) {\n",
+       "    const el = document.getElementById(null);\n",
+       "    if (el != null) {\n",
+       "      const html = (() => {\n",
+       "        if (typeof root.Bokeh === \"undefined\") {\n",
+       "          if (error == null) {\n",
+       "            return \"BokehJS is loading ...\";\n",
+       "          } else {\n",
+       "            return \"BokehJS failed to load.\";\n",
+       "          }\n",
+       "        } else {\n",
+       "          const prefix = `BokehJS ${root.Bokeh.version}`;\n",
+       "          if (error == null) {\n",
+       "            return `${prefix} successfully loaded.`;\n",
+       "          } else {\n",
+       "            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n",
+       "          }\n",
+       "        }\n",
+       "      })();\n",
+       "      el.innerHTML = html;\n",
+       "\n",
+       "      if (error != null) {\n",
+       "        const wrapper = document.createElement(\"div\");\n",
+       "        wrapper.style.overflow = \"auto\";\n",
+       "        wrapper.style.height = \"5em\";\n",
+       "        wrapper.style.resize = \"vertical\";\n",
+       "        const content = document.createElement(\"div\");\n",
+       "        content.style.fontFamily = \"monospace\";\n",
+       "        content.style.whiteSpace = \"pre-wrap\";\n",
+       "        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n",
+       "        content.textContent = error.stack ?? error.toString();\n",
+       "        wrapper.append(content);\n",
+       "        el.append(wrapper);\n",
+       "      }\n",
+       "    } else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(() => display_loaded(error), 100);\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  function run_callbacks() {\n",
+       "    try {\n",
+       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
+       "        if (callback != null)\n",
+       "          callback();\n",
+       "      });\n",
+       "    } finally {\n",
+       "      delete root._bokeh_onload_callbacks\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
+       "  }\n",
+       "\n",
+       "  function load_libs(css_urls, js_urls, callback) {\n",
+       "    if (css_urls == null) css_urls = [];\n",
+       "    if (js_urls == null) js_urls = [];\n",
+       "\n",
+       "    root._bokeh_onload_callbacks.push(callback);\n",
+       "    if (root._bokeh_is_loading > 0) {\n",
+       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
+       "      return null;\n",
+       "    }\n",
+       "    if (js_urls == null || js_urls.length === 0) {\n",
+       "      run_callbacks();\n",
+       "      return null;\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
+       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
+       "\n",
+       "    function on_load() {\n",
+       "      root._bokeh_is_loading--;\n",
+       "      if (root._bokeh_is_loading === 0) {\n",
+       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
+       "        run_callbacks()\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    function on_error(url) {\n",
+       "      console.error(\"failed to load \" + url);\n",
+       "    }\n",
+       "\n",
+       "    for (let i = 0; i < css_urls.length; i++) {\n",
+       "      const url = css_urls[i];\n",
+       "      const element = document.createElement(\"link\");\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error.bind(null, url);\n",
+       "      element.rel = \"stylesheet\";\n",
+       "      element.type = \"text/css\";\n",
+       "      element.href = url;\n",
+       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
+       "      document.body.appendChild(element);\n",
+       "    }\n",
+       "\n",
+       "    for (let i = 0; i < js_urls.length; i++) {\n",
+       "      const url = js_urls[i];\n",
+       "      const element = document.createElement('script');\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error.bind(null, url);\n",
+       "      element.async = false;\n",
+       "      element.src = url;\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "  };\n",
+       "\n",
+       "  function inject_raw_css(css) {\n",
+       "    const element = document.createElement(\"style\");\n",
+       "    element.appendChild(document.createTextNode(css));\n",
+       "    document.body.appendChild(element);\n",
+       "  }\n",
+       "\n",
+       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n",
+       "  const css_urls = [];\n",
+       "\n",
+       "  const inline_js = [    function(Bokeh) {\n",
+       "      Bokeh.set_log_level(\"info\");\n",
+       "    },\n",
+       "function(Bokeh) {\n",
+       "    }\n",
+       "  ];\n",
+       "\n",
+       "  function run_inline_js() {\n",
+       "    if (root.Bokeh !== undefined || force === true) {\n",
+       "      try {\n",
+       "            for (let i = 0; i < inline_js.length; i++) {\n",
+       "      inline_js[i].call(root, root.Bokeh);\n",
+       "    }\n",
+       "\n",
+       "      } catch (error) {throw error;\n",
+       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(run_inline_js, 100);\n",
+       "    } else if (!root._bokeh_failed_load) {\n",
+       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
+       "      root._bokeh_failed_load = true;\n",
+       "    } else if (force !== true) {\n",
+       "      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
+       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  if (root._bokeh_is_loading === 0) {\n",
+       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
+       "    run_inline_js();\n",
+       "  } else {\n",
+       "    load_libs(css_urls, js_urls, function() {\n",
+       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
+       "      run_inline_js();\n",
+       "    });\n",
+       "  }\n",
+       "}(window));"
+      ],
+      "application/vnd.bokehjs_load.v0+json": "'use strict';\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded(error = null) {\n    const el = document.getElementById(null);\n    if (el != null) {\n      const html = (() => {\n        if (typeof root.Bokeh === \"undefined\") {\n          if (error == null) {\n            return \"BokehJS is loading ...\";\n          } else {\n            return \"BokehJS failed to load.\";\n          }\n        } else {\n          const prefix = `BokehJS ${root.Bokeh.version}`;\n          if (error == null) {\n            return `${prefix} successfully loaded.`;\n          } else {\n            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n          }\n        }\n      })();\n      el.innerHTML = html;\n\n      if (error != null) {\n        const wrapper = document.createElement(\"div\");\n        wrapper.style.overflow = \"auto\";\n        wrapper.style.height = \"5em\";\n        wrapper.style.resize = \"vertical\";\n        const content = document.createElement(\"div\");\n        content.style.fontFamily = \"monospace\";\n        content.style.whiteSpace = \"pre-wrap\";\n        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n        content.textContent = error.stack ?? error.toString();\n        wrapper.append(content);\n        el.append(wrapper);\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(() => display_loaded(error), 100);\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n      try {\n            for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n\n      } catch (error) {throw error;\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Init API\n",
+    "adir1 = malariagen_data.Adir1(results_cache = '/Users/dennistpw/Projects/malariagen_results/')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "f171c3b7-30c2-4e9f-9133-22206985de07",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'KB672868'"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Are the contigs here? \n",
+    "chroms = adir1.contigs[:5]\n",
+    "chroms[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "a4f50d6d-ad1b-404f-a9d1-e546f725abb3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "ename": "FileNotFoundError",
+     "evalue": "b/vo_adir_production_us_central1/o/v1.x%2Fmanifest.tsv",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:426\u001b[0m, in \u001b[0;36mAnophelesBase.sample_sets\u001b[0;34m(self, release)\u001b[0m\n\u001b[1;32m    425\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 426\u001b[0m     df \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cache_sample_sets\u001b[49m\u001b[43m[\u001b[49m\u001b[43mrelease\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m    428\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n\u001b[1;32m    429\u001b[0m     \u001b[38;5;66;03m# Read and cache dataframe for performance.\u001b[39;00m\n",
+      "\u001b[0;31mKeyError\u001b[0m: '1.x'",
+      "\nDuring handling of the above exception, another exception occurred:\n",
+      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[7], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m snps \u001b[38;5;241m=\u001b[39m \u001b[43madir1\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msnp_calls\u001b[49m\u001b[43m(\u001b[49m\u001b[43mregion\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mKB672868:1000000-2000000\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/snp_data.py:1007\u001b[0m, in \u001b[0;36mAnophelesSnpData.snp_calls\u001b[0;34m(self, region, sample_sets, sample_query, sample_query_options, sample_indices, site_mask, site_class, inline_array, chunks, cohort_size, min_cohort_size, max_cohort_size, random_seed)\u001b[0m\n\u001b[1;32m   1001\u001b[0m base_params\u001b[38;5;241m.\u001b[39mvalidate_sample_selection_params(\n\u001b[1;32m   1002\u001b[0m     sample_query\u001b[38;5;241m=\u001b[39msample_query, sample_indices\u001b[38;5;241m=\u001b[39msample_indices\n\u001b[1;32m   1003\u001b[0m )\n\u001b[1;32m   1005\u001b[0m \u001b[38;5;66;03m# Normalise parameters.\u001b[39;00m\n\u001b[1;32m   1006\u001b[0m sample_sets_prepped: Tuple[\u001b[38;5;28mstr\u001b[39m, \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mtuple\u001b[39m(\n\u001b[0;32m-> 1007\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_prep_sample_sets_param\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1008\u001b[0m )\n\u001b[1;32m   1009\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m sample_sets\n\u001b[1;32m   1010\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m sample_indices \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:524\u001b[0m, in \u001b[0;36mAnophelesBase._prep_sample_sets_param\u001b[0;34m(self, sample_sets)\u001b[0m\n\u001b[1;32m    517\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_prep_sample_sets_param\u001b[39m(\n\u001b[1;32m    518\u001b[0m     \u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m, sample_sets: Optional[base_params\u001b[38;5;241m.\u001b[39msample_sets]\n\u001b[1;32m    519\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m List[\u001b[38;5;28mstr\u001b[39m]:\n\u001b[1;32m    520\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Common handling for the `sample_sets` parameter. For convenience, we\u001b[39;00m\n\u001b[1;32m    521\u001b[0m \u001b[38;5;124;03m    allow this to be a single sample set, or a list of sample sets, or a\u001b[39;00m\n\u001b[1;32m    522\u001b[0m \u001b[38;5;124;03m    release identifier, or a list of release identifiers.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 524\u001b[0m     all_sample_sets \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msample_set\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mto_list()\n\u001b[1;32m    526\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m sample_sets \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    527\u001b[0m         \u001b[38;5;66;03m# All available sample sets.\u001b[39;00m\n\u001b[1;32m    528\u001b[0m         prepped_sample_sets \u001b[38;5;241m=\u001b[39m all_sample_sets\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:439\u001b[0m, in \u001b[0;36mAnophelesBase.sample_sets\u001b[0;34m(self, release)\u001b[0m\n\u001b[1;32m    435\u001b[0m     releases \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msorted\u001b[39m(\u001b[38;5;28mset\u001b[39m(release))\n\u001b[1;32m    437\u001b[0m     \u001b[38;5;66;03m# Retrieve and concatenate sample sets from multiple releases.\u001b[39;00m\n\u001b[1;32m    438\u001b[0m     df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mconcat(\n\u001b[0;32m--> 439\u001b[0m         [\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msample_sets(release\u001b[38;5;241m=\u001b[39mr) \u001b[38;5;28;01mfor\u001b[39;00m r \u001b[38;5;129;01min\u001b[39;00m releases],\n\u001b[1;32m    440\u001b[0m         axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m,\n\u001b[1;32m    441\u001b[0m         ignore_index\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m    442\u001b[0m     )\n\u001b[1;32m    444\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    445\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:439\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    435\u001b[0m     releases \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msorted\u001b[39m(\u001b[38;5;28mset\u001b[39m(release))\n\u001b[1;32m    437\u001b[0m     \u001b[38;5;66;03m# Retrieve and concatenate sample sets from multiple releases.\u001b[39;00m\n\u001b[1;32m    438\u001b[0m     df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mconcat(\n\u001b[0;32m--> 439\u001b[0m         [\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrelease\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mr\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m r \u001b[38;5;129;01min\u001b[39;00m releases],\n\u001b[1;32m    440\u001b[0m         axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m,\n\u001b[1;32m    441\u001b[0m         ignore_index\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m    442\u001b[0m     )\n\u001b[1;32m    444\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    445\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:430\u001b[0m, in \u001b[0;36mAnophelesBase.sample_sets\u001b[0;34m(self, release)\u001b[0m\n\u001b[1;32m    426\u001b[0m         df \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_sets[release]\n\u001b[1;32m    428\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n\u001b[1;32m    429\u001b[0m         \u001b[38;5;66;03m# Read and cache dataframe for performance.\u001b[39;00m\n\u001b[0;32m--> 430\u001b[0m         df \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_read_sample_sets\u001b[49m\u001b[43m(\u001b[49m\u001b[43msingle_release\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrelease\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    431\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_sets[release] \u001b[38;5;241m=\u001b[39m df\n\u001b[1;32m    433\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(release, Sequence):\n\u001b[1;32m    434\u001b[0m     \u001b[38;5;66;03m# Ensure no duplicates.\u001b[39;00m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:376\u001b[0m, in \u001b[0;36mAnophelesBase._read_sample_sets\u001b[0;34m(self, single_release)\u001b[0m\n\u001b[1;32m    373\u001b[0m manifest_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mrelease_path\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m/manifest.tsv\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    375\u001b[0m \u001b[38;5;66;03m# Read the manifest into a pandas dataframe.\u001b[39;00m\n\u001b[0;32m--> 376\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen_file\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmanifest_path\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[1;32m    377\u001b[0m     df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(f, sep\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\t\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, na_values\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    379\u001b[0m \u001b[38;5;66;03m# Add a \"release\" column for convenience.\u001b[39;00m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:218\u001b[0m, in \u001b[0;36mAnophelesBase.open_file\u001b[0;34m(self, path)\u001b[0m\n\u001b[1;32m    215\u001b[0m \u001b[38;5;129m@check_types\u001b[39m\n\u001b[1;32m    216\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mopen_file\u001b[39m(\u001b[38;5;28mself\u001b[39m, path: \u001b[38;5;28mstr\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m IO:\n\u001b[1;32m    217\u001b[0m     full_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_base_path\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m/\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpath\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 218\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfull_path\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/spec.py:1154\u001b[0m, in \u001b[0;36mAbstractFileSystem.open\u001b[0;34m(self, path, mode, block_size, cache_options, compression, **kwargs)\u001b[0m\n\u001b[1;32m   1152\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   1153\u001b[0m     ac \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mautocommit\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_intrans)\n\u001b[0;32m-> 1154\u001b[0m     f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_open\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1155\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1156\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1157\u001b[0m \u001b[43m        \u001b[49m\u001b[43mblock_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mblock_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1158\u001b[0m \u001b[43m        \u001b[49m\u001b[43mautocommit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mac\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1159\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcache_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1160\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1161\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1162\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m compression \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m   1163\u001b[0m         \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfsspec\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcompression\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m compr\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:1309\u001b[0m, in \u001b[0;36mGCSFileSystem._open\u001b[0;34m(self, path, mode, block_size, cache_options, acl, consistency, metadata, autocommit, fixed_key_metadata, generation, **kwargs)\u001b[0m\n\u001b[1;32m   1307\u001b[0m     block_size \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdefault_block_size\n\u001b[1;32m   1308\u001b[0m const \u001b[38;5;241m=\u001b[39m consistency \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconsistency\n\u001b[0;32m-> 1309\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mGCSFile\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1310\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1311\u001b[0m \u001b[43m    \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1312\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1313\u001b[0m \u001b[43m    \u001b[49m\u001b[43mblock_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1314\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcache_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1315\u001b[0m \u001b[43m    \u001b[49m\u001b[43mconsistency\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconst\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1316\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1317\u001b[0m \u001b[43m    \u001b[49m\u001b[43macl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43macl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1318\u001b[0m \u001b[43m    \u001b[49m\u001b[43mautocommit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mautocommit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1319\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfixed_key_metadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfixed_key_metadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1320\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1321\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:1468\u001b[0m, in \u001b[0;36mGCSFile.__init__\u001b[0;34m(self, gcsfs, path, mode, block_size, autocommit, cache_type, cache_options, acl, consistency, metadata, content_type, timeout, fixed_key_metadata, generation, **kwargs)\u001b[0m\n\u001b[1;32m   1466\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAttempt to open a bucket\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   1467\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgeneration \u001b[38;5;241m=\u001b[39m _coalesce_generation(generation, path_generation)\n\u001b[0;32m-> 1468\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1469\u001b[0m \u001b[43m    \u001b[49m\u001b[43mgcsfs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1470\u001b[0m \u001b[43m    \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1471\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1472\u001b[0m \u001b[43m    \u001b[49m\u001b[43mblock_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1473\u001b[0m \u001b[43m    \u001b[49m\u001b[43mautocommit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mautocommit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1474\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcache_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1475\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcache_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1476\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1477\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1478\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgcsfs \u001b[38;5;241m=\u001b[39m gcsfs\n\u001b[1;32m   1479\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbucket \u001b[38;5;241m=\u001b[39m bucket\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/spec.py:1510\u001b[0m, in \u001b[0;36mAbstractBufferedFile.__init__\u001b[0;34m(self, fs, path, mode, block_size, autocommit, cache_type, cache_options, size, **kwargs)\u001b[0m\n\u001b[1;32m   1508\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msize \u001b[38;5;241m=\u001b[39m size\n\u001b[1;32m   1509\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1510\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msize \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdetails\u001b[49m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msize\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m   1511\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcache \u001b[38;5;241m=\u001b[39m caches[cache_type](\n\u001b[1;32m   1512\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mblocksize, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_fetch_range, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msize, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mcache_options\n\u001b[1;32m   1513\u001b[0m     )\n\u001b[1;32m   1514\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:1504\u001b[0m, in \u001b[0;36mGCSFile.details\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1501\u001b[0m \u001b[38;5;129m@property\u001b[39m\n\u001b[1;32m   1502\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdetails\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m   1503\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_details \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m-> 1504\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_details \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minfo\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgeneration\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgeneration\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1505\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_details\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/asyn.py:115\u001b[0m, in \u001b[0;36msync_wrapper.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    112\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[1;32m    113\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapper\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m    114\u001b[0m     \u001b[38;5;28mself\u001b[39m \u001b[38;5;241m=\u001b[39m obj \u001b[38;5;129;01mor\u001b[39;00m args[\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m--> 115\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msync\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mloop\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/asyn.py:100\u001b[0m, in \u001b[0;36msync\u001b[0;34m(loop, func, timeout, *args, **kwargs)\u001b[0m\n\u001b[1;32m     98\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m FSTimeoutError \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mreturn_result\u001b[39;00m\n\u001b[1;32m     99\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(return_result, \u001b[38;5;167;01mBaseException\u001b[39;00m):\n\u001b[0;32m--> 100\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m return_result\n\u001b[1;32m    101\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    102\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m return_result\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/asyn.py:55\u001b[0m, in \u001b[0;36m_runner\u001b[0;34m(event, coro, result, timeout)\u001b[0m\n\u001b[1;32m     53\u001b[0m     coro \u001b[38;5;241m=\u001b[39m asyncio\u001b[38;5;241m.\u001b[39mwait_for(coro, timeout\u001b[38;5;241m=\u001b[39mtimeout)\n\u001b[1;32m     54\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 55\u001b[0m     result[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m coro\n\u001b[1;32m     56\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m ex:\n\u001b[1;32m     57\u001b[0m     result[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m=\u001b[39m ex\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:797\u001b[0m, in \u001b[0;36mGCSFileSystem._info\u001b[0;34m(self, path, generation, **kwargs)\u001b[0m\n\u001b[1;32m    795\u001b[0m     \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[1;32m    796\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdetail\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m  \u001b[38;5;66;03m# Force to true for info\u001b[39;00m\n\u001b[0;32m--> 797\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_ls(path, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m    798\u001b[0m out0 \u001b[38;5;241m=\u001b[39m [o \u001b[38;5;28;01mfor\u001b[39;00m o \u001b[38;5;129;01min\u001b[39;00m out \u001b[38;5;28;01mif\u001b[39;00m o[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mrstrip(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;241m==\u001b[39m path]\n\u001b[1;32m    799\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m out0:\n\u001b[1;32m    800\u001b[0m     \u001b[38;5;66;03m# exact hit\u001b[39;00m\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:834\u001b[0m, in \u001b[0;36mGCSFileSystem._ls\u001b[0;34m(self, path, detail, prefix, versions, **kwargs)\u001b[0m\n\u001b[1;32m    832\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    833\u001b[0m     out \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m--> 834\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m entry \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_list_objects(\n\u001b[1;32m    835\u001b[0m         path, prefix\u001b[38;5;241m=\u001b[39mprefix, versions\u001b[38;5;241m=\u001b[39mversions\n\u001b[1;32m    836\u001b[0m     ):\n\u001b[1;32m    837\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m versions \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgeneration\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m entry:\n\u001b[1;32m    838\u001b[0m             entry \u001b[38;5;241m=\u001b[39m entry\u001b[38;5;241m.\u001b[39mcopy()\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:549\u001b[0m, in \u001b[0;36mGCSFileSystem._list_objects\u001b[0;34m(self, path, prefix, versions)\u001b[0m\n\u001b[1;32m    547\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (items \u001b[38;5;241m+\u001b[39m pseudodirs):\n\u001b[1;32m    548\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m key:\n\u001b[0;32m--> 549\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m [\u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_object(path)]\n\u001b[1;32m    550\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    551\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m []\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:491\u001b[0m, in \u001b[0;36mGCSFileSystem._get_object\u001b[0;34m(self, path)\u001b[0m\n\u001b[1;32m    488\u001b[0m \u001b[38;5;66;03m# Work around various permission settings. Prefer an object get (storage.objects.get), but\u001b[39;00m\n\u001b[1;32m    489\u001b[0m \u001b[38;5;66;03m# fall back to a bucket list + filter to object name (storage.objects.list).\u001b[39;00m\n\u001b[1;32m    490\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 491\u001b[0m     res \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call(\n\u001b[1;32m    492\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGET\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb/\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m/o/\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, bucket, key, json_out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, generation\u001b[38;5;241m=\u001b[39mgeneration\n\u001b[1;32m    493\u001b[0m     )\n\u001b[1;32m    494\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    495\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mstr\u001b[39m(e)\u001b[38;5;241m.\u001b[39mstartswith(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mForbidden\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:418\u001b[0m, in \u001b[0;36mGCSFileSystem._call\u001b[0;34m(self, method, path, json_out, info_out, *args, **kwargs)\u001b[0m\n\u001b[1;32m    414\u001b[0m \u001b[38;5;28;01masync\u001b[39;00m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_call\u001b[39m(\n\u001b[1;32m    415\u001b[0m     \u001b[38;5;28mself\u001b[39m, method, path, \u001b[38;5;241m*\u001b[39margs, json_out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, info_out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m    416\u001b[0m ):\n\u001b[1;32m    417\u001b[0m     logger\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmethod\u001b[38;5;241m.\u001b[39mupper()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpath\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, \u001b[39m\u001b[38;5;132;01m{\u001b[39;00margs\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mheaders\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 418\u001b[0m     status, headers, info, contents \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_request(\n\u001b[1;32m    419\u001b[0m         method, path, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m    420\u001b[0m     )\n\u001b[1;32m    421\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m json_out:\n\u001b[1;32m    422\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m json\u001b[38;5;241m.\u001b[39mloads(contents)\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/decorator.py:221\u001b[0m, in \u001b[0;36mdecorate.<locals>.fun\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m    219\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m kwsyntax:\n\u001b[1;32m    220\u001b[0m     args, kw \u001b[38;5;241m=\u001b[39m fix(args, kw, sig)\n\u001b[0;32m--> 221\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mawait\u001b[39;00m caller(func, \u001b[38;5;241m*\u001b[39m(extras \u001b[38;5;241m+\u001b[39m args), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkw)\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/retry.py:114\u001b[0m, in \u001b[0;36mretry_request\u001b[0;34m(func, retries, *args, **kwargs)\u001b[0m\n\u001b[1;32m    112\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m retry \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m    113\u001b[0m         \u001b[38;5;28;01mawait\u001b[39;00m asyncio\u001b[38;5;241m.\u001b[39msleep(\u001b[38;5;28mmin\u001b[39m(random\u001b[38;5;241m.\u001b[39mrandom() \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m (retry \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m), \u001b[38;5;241m32\u001b[39m))\n\u001b[0;32m--> 114\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mawait\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m    115\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\n\u001b[1;32m    116\u001b[0m     HttpError,\n\u001b[1;32m    117\u001b[0m     requests\u001b[38;5;241m.\u001b[39mexceptions\u001b[38;5;241m.\u001b[39mRequestException,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    120\u001b[0m     aiohttp\u001b[38;5;241m.\u001b[39mclient_exceptions\u001b[38;5;241m.\u001b[39mClientError,\n\u001b[1;32m    121\u001b[0m ) \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    122\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[1;32m    123\u001b[0m         \u001b[38;5;28misinstance\u001b[39m(e, HttpError)\n\u001b[1;32m    124\u001b[0m         \u001b[38;5;129;01mand\u001b[39;00m e\u001b[38;5;241m.\u001b[39mcode \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m400\u001b[39m\n\u001b[1;32m    125\u001b[0m         \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrequester pays\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m e\u001b[38;5;241m.\u001b[39mmessage\n\u001b[1;32m    126\u001b[0m     ):\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:411\u001b[0m, in \u001b[0;36mGCSFileSystem._request\u001b[0;34m(self, method, path, headers, json, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m    408\u001b[0m info \u001b[38;5;241m=\u001b[39m r\u001b[38;5;241m.\u001b[39mrequest_info  \u001b[38;5;66;03m# for debug only\u001b[39;00m\n\u001b[1;32m    409\u001b[0m contents \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m r\u001b[38;5;241m.\u001b[39mread()\n\u001b[0;32m--> 411\u001b[0m \u001b[43mvalidate_response\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstatus\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontents\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    412\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m status, headers, info, contents\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/retry.py:83\u001b[0m, in \u001b[0;36mvalidate_response\u001b[0;34m(status, content, path, args)\u001b[0m\n\u001b[1;32m     81\u001b[0m     path \u001b[38;5;241m=\u001b[39m path\u001b[38;5;241m.\u001b[39mformat(\u001b[38;5;241m*\u001b[39m[quote(p) \u001b[38;5;28;01mfor\u001b[39;00m p \u001b[38;5;129;01min\u001b[39;00m args])\n\u001b[1;32m     82\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m status \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m404\u001b[39m:\n\u001b[0;32m---> 83\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mFileNotFoundError\u001b[39;00m(path)\n\u001b[1;32m     85\u001b[0m error \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m     86\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(content, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdecode\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n",
+      "\u001b[0;31mFileNotFoundError\u001b[0m: b/vo_adir_production_us_central1/o/v1.x%2Fmanifest.tsv"
+     ]
+    }
+   ],
+   "source": [
+    "snps = adir1.snp_calls(region=\"KB672868:1000000-2000000\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/malariagen_data/__init__.py b/malariagen_data/__init__.py
index dfa555aa7..6bc938825 100644
--- a/malariagen_data/__init__.py
+++ b/malariagen_data/__init__.py
@@ -1,5 +1,6 @@
 # flake8: noqa
 from .af1 import Af1
+from .adir1 import Adir1
 from .ag3 import Ag3
 from .amin1 import Amin1
 from .anopheles import AnophelesDataResource, Region
diff --git a/malariagen_data/adir1.py b/malariagen_data/adir1.py
new file mode 100644
index 000000000..9b053ca62
--- /dev/null
+++ b/malariagen_data/adir1.py
@@ -0,0 +1,208 @@
+import sys
+
+import plotly.express as px  # type: ignore
+
+import malariagen_data
+from .anopheles import AnophelesDataResource
+
+MAJOR_VERSION_NUMBER = 1
+MAJOR_VERSION_PATH = "v1.x"
+CONFIG_PATH = "v1.x-config.json"
+GCS_DEFAULT_URL = "gs://vo_adir_production_us_central1/"
+GCS_DEFAULT_PUBLIC_URL = "gs://vo_adir_production_us_central1/v1.x/staging"
+GCS_REGION_URLS = {
+    "us-central1": "gs://vo_adir_production_us_central1",
+}
+# XPEHH_GWSS_CACHE_NAME = "adir1_xpehh_gwss_v1"
+# IHS_GWSS_CACHE_NAME = "adir1_ihs_gwss_v1"
+
+TAXON_PALETTE = px.colors.qualitative.Plotly
+TAXON_COLORS = {
+    "dirus": TAXON_PALETTE[0],
+}
+
+
+class Adir1(AnophelesDataResource):
+    """Provides access to data from Adir1.x releases.
+
+    Parameters
+    ----------
+    url : str, optional
+        Base path to data. Defaults to use Google Cloud Storage, or can
+        be a local path on your file system if data have been downloaded.
+    site_filters_analysis : str, optional
+        Site filters analysis version.
+    bokeh_output_notebook : bool, optional
+        If True (default), configure bokeh to output plots to the notebook.
+    results_cache : str, optional
+        Path to directory on local file system to save results.
+    log : str or stream, optional
+        File path or stream output for logging messages.
+    debug : bool, optional
+        Set to True to enable debug level logging.
+    show_progress : bool, optional
+        If True, show a progress bar during longer-running computations. The default can be overridden using an environmental variable named MGEN_SHOW_PROGRESS.
+    check_location : bool, optional
+        If True, use ipinfo to check the location of the client system.
+    **kwargs
+        Passed through to fsspec when setting up file system access.
+
+    Examples
+    --------
+    Access data from Google Cloud Storage (default):
+
+        >>> import malariagen_data
+        >>> adir1 = malariagen_data.Adir1()
+
+    Access data downloaded to a local file system:
+
+        >>> adir1 = malariagen_data.Adir1("/local/path/to/vo_adir_release/")
+
+    Access data from Google Cloud Storage, with caching on the local file system
+    in a directory named "gcs_cache":
+
+        >>> adir1 = malariagen_data.Adir1(
+        ...     "simplecache::gs://vo_adir_production_us_central1",
+        ...     simplecache=dict(cache_storage="gcs_cache"),
+        ... )
+
+    Set up caching of some longer-running computations on the local file system,
+    in a directory named "results_cache":
+
+        >>> adir1 = malariagen_data.Adir1(results_cache="results_cache")
+
+    """
+
+    #    _xpehh_gwss_cache_name = XPEHH_GWSS_CACHE_NAME
+    #    _ihs_gwss_cache_name = IHS_GWSS_CACHE_NAME
+
+    def __init__(
+        self,
+        url=None,
+        bokeh_output_notebook=True,
+        results_cache=None,
+        log=sys.stdout,
+        debug=False,
+        show_progress=None,
+        check_location=True,
+        cohorts_analysis=None,
+        site_filters_analysis=None,
+        discordant_read_calls_analysis=None,
+        pre=False,
+        tqdm_class=None,
+        **storage_options,  # used by fsspec via init_filesystem()
+    ):
+        super().__init__(
+            url=url,
+            config_path=CONFIG_PATH,
+            cohorts_analysis=cohorts_analysis,
+            aim_analysis=None,
+            aim_metadata_dtype=None,
+            aim_ids=None,
+            aim_palettes=None,
+            site_filters_analysis=site_filters_analysis,
+            discordant_read_calls_analysis=discordant_read_calls_analysis,
+            default_site_mask="funestus",
+            default_phasing_analysis="funestus",
+            default_coverage_calls_analysis="funestus",
+            bokeh_output_notebook=bokeh_output_notebook,
+            results_cache=results_cache,
+            log=log,
+            debug=debug,
+            show_progress=show_progress,
+            check_location=check_location,
+            pre=pre,
+            gcs_default_url=GCS_DEFAULT_URL,
+            gcs_region_urls=GCS_REGION_URLS,
+            major_version_number=MAJOR_VERSION_NUMBER,
+            major_version_path=MAJOR_VERSION_PATH,
+            gff_gene_type="protein_coding_gene",
+            gff_gene_name_attribute="Note",
+            gff_default_attributes=("ID", "Parent", "Note", "description"),
+            storage_options=storage_options,  # used by fsspec via init_filesystem()
+            tqdm_class=tqdm_class,
+            taxon_colors=TAXON_COLORS,
+            virtual_contigs=None,
+            gene_names=None,
+            inversion_tag_path=None,
+        )
+
+    def __repr__(self):
+        text = (
+            f"<MalariaGEN Adir1 API client>\n"
+            f"Storage URL             : {self._url}\n"
+            f"Data releases available : {', '.join(self.releases)}\n"
+            f"Results cache           : {self._results_cache}\n"
+            # f"Cohorts analysis        : {self._cohorts_analysis}\n"
+            f"Site filters analysis   : {self._site_filters_analysis}\n"
+            f"Software version        : malariagen_data {malariagen_data.__version__}\n"
+            f"Client location         : {self.client_location}\n"
+            f"---\n"
+            f"Please note that data are subject to terms of use,\n"
+            f"for more information see https://www.malariagen.net/data\n"
+            f"or contact support@malariagen.net. For API documentation see \n"
+            f"https://malariagen.github.io/malariagen-data-python/v{malariagen_data.__version__}/Adir1.html"
+        )
+        return text
+
+    def _repr_html_(self):
+        html = f"""
+            <table class="malariagen-adir1">
+                <thead>
+                    <tr>
+                        <th style="text-align: left" colspan="2">MalariaGEN Adir1 API client</th>
+                    </tr>
+                    <tr><td colspan="2" style="text-align: left">
+                        Please note that data are subject to terms of use,
+                        for more information see <a href="https://www.malariagen.net/data">
+                        the MalariaGEN website</a> or contact support@malariagen.net.
+                        See also the <a href="https://malariagen.github.io/malariagen-data-python/v{malariagen_data.__version__}/Adir1.html">Adir1 API docs</a>.
+                    </td></tr>
+                </thead>
+                <tbody>
+                    <tr>
+                        <th style="text-align: left">
+                            Storage URL
+                        </th>
+                        <td>{self._url}</td>
+                    </tr>
+                    <tr>
+                        <th style="text-align: left">
+                            Data releases available
+                        </th>
+                        <td>{', '.join(self.releases)}</td>
+                    </tr>
+                    <tr>
+                        <th style="text-align: left">
+                            Results cache
+                        </th>
+                        <td>{self._results_cache}</td>
+                    </tr>
+                    <tr>
+                        <th style="text-align: left">
+                            Cohorts analysis
+                        </th>
+                        <td>{self._cohorts_analysis}</td>
+                    </tr>
+                    <tr>
+                        <th style="text-align: left">
+                            Site filters analysis
+                        </th>
+                        <td>{self._site_filters_analysis}</td>
+                    </tr>
+                    <tr>
+                        <th style="text-align: left">
+                            Software version
+                        </th>
+                        <td>malariagen_data {malariagen_data.__version__}</td>
+                    </tr>
+                    <tr>
+                        <th style="text-align: left">
+                            Client location
+                        </th>
+                        <td>{self.client_location}</td>
+                    </tr>
+                </tbody>
+            </table>
+        """
+        return html

From 921b9c4c942fb1d10fcbe7350103000ce83c5fc7 Mon Sep 17 00:00:00 2001
From: tristanpwdennis <tristanpwdennis@gmail.com>
Date: Tue, 10 Jun 2025 15:03:15 +1000
Subject: [PATCH 02/12] add notebook exploring / troubleshooting adir1

---
 notebooks/adir1_explore.ipynb | 483 ++++++++++++++++++++++++++++++++++
 1 file changed, 483 insertions(+)
 create mode 100644 notebooks/adir1_explore.ipynb

diff --git a/notebooks/adir1_explore.ipynb b/notebooks/adir1_explore.ipynb
new file mode 100644
index 000000000..1fa71882d
--- /dev/null
+++ b/notebooks/adir1_explore.ipynb
@@ -0,0 +1,483 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "94bd6d28-bf20-4841-aeb5-007d0f76b6c0",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import malariagen_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "be3c904b-5b0d-4482-ba2e-113e42d57557",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "'use strict';\n",
+       "(function(root) {\n",
+       "  function now() {\n",
+       "    return new Date();\n",
+       "  }\n",
+       "\n",
+       "  const force = true;\n",
+       "\n",
+       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
+       "    root._bokeh_onload_callbacks = [];\n",
+       "    root._bokeh_is_loading = undefined;\n",
+       "  }\n",
+       "\n",
+       "const JS_MIME_TYPE = 'application/javascript';\n",
+       "  const HTML_MIME_TYPE = 'text/html';\n",
+       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
+       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
+       "\n",
+       "  /**\n",
+       "   * Render data to the DOM node\n",
+       "   */\n",
+       "  function render(props, node) {\n",
+       "    const script = document.createElement(\"script\");\n",
+       "    node.appendChild(script);\n",
+       "  }\n",
+       "\n",
+       "  /**\n",
+       "   * Handle when an output is cleared or removed\n",
+       "   */\n",
+       "  function handleClearOutput(event, handle) {\n",
+       "    function drop(id) {\n",
+       "      const view = Bokeh.index.get_by_id(id)\n",
+       "      if (view != null) {\n",
+       "        view.model.document.clear()\n",
+       "        Bokeh.index.delete(view)\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    const cell = handle.cell;\n",
+       "\n",
+       "    const id = cell.output_area._bokeh_element_id;\n",
+       "    const server_id = cell.output_area._bokeh_server_id;\n",
+       "\n",
+       "    // Clean up Bokeh references\n",
+       "    if (id != null) {\n",
+       "      drop(id)\n",
+       "    }\n",
+       "\n",
+       "    if (server_id !== undefined) {\n",
+       "      // Clean up Bokeh references\n",
+       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
+       "      cell.notebook.kernel.execute(cmd_clean, {\n",
+       "        iopub: {\n",
+       "          output: function(msg) {\n",
+       "            const id = msg.content.text.trim()\n",
+       "            drop(id)\n",
+       "          }\n",
+       "        }\n",
+       "      });\n",
+       "      // Destroy server and session\n",
+       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
+       "      cell.notebook.kernel.execute(cmd_destroy);\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  /**\n",
+       "   * Handle when a new output is added\n",
+       "   */\n",
+       "  function handleAddOutput(event, handle) {\n",
+       "    const output_area = handle.output_area;\n",
+       "    const output = handle.output;\n",
+       "\n",
+       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
+       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
+       "      return\n",
+       "    }\n",
+       "\n",
+       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
+       "\n",
+       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
+       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
+       "      // store reference to embed id on output_area\n",
+       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
+       "    }\n",
+       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
+       "      const bk_div = document.createElement(\"div\");\n",
+       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
+       "      const script_attrs = bk_div.children[0].attributes;\n",
+       "      for (let i = 0; i < script_attrs.length; i++) {\n",
+       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
+       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
+       "      }\n",
+       "      // store reference to server id on output_area\n",
+       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  function register_renderer(events, OutputArea) {\n",
+       "\n",
+       "    function append_mime(data, metadata, element) {\n",
+       "      // create a DOM node to render to\n",
+       "      const toinsert = this.create_output_subarea(\n",
+       "        metadata,\n",
+       "        CLASS_NAME,\n",
+       "        EXEC_MIME_TYPE\n",
+       "      );\n",
+       "      this.keyboard_manager.register_events(toinsert);\n",
+       "      // Render to node\n",
+       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
+       "      render(props, toinsert[toinsert.length - 1]);\n",
+       "      element.append(toinsert);\n",
+       "      return toinsert\n",
+       "    }\n",
+       "\n",
+       "    /* Handle when an output is cleared or removed */\n",
+       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
+       "    events.on('delete.Cell', handleClearOutput);\n",
+       "\n",
+       "    /* Handle when a new output is added */\n",
+       "    events.on('output_added.OutputArea', handleAddOutput);\n",
+       "\n",
+       "    /**\n",
+       "     * Register the mime type and append_mime function with output_area\n",
+       "     */\n",
+       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
+       "      /* Is output safe? */\n",
+       "      safe: true,\n",
+       "      /* Index of renderer in `output_area.display_order` */\n",
+       "      index: 0\n",
+       "    });\n",
+       "  }\n",
+       "\n",
+       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
+       "  if (root.Jupyter !== undefined) {\n",
+       "    const events = require('base/js/events');\n",
+       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
+       "\n",
+       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
+       "      register_renderer(events, OutputArea);\n",
+       "    }\n",
+       "  }\n",
+       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
+       "    root._bokeh_timeout = Date.now() + 5000;\n",
+       "    root._bokeh_failed_load = false;\n",
+       "  }\n",
+       "\n",
+       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
+       "     \"<div style='background-color: #fdd'>\\n\"+\n",
+       "     \"<p>\\n\"+\n",
+       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
+       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
+       "     \"</p>\\n\"+\n",
+       "     \"<ul>\\n\"+\n",
+       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
+       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
+       "     \"</ul>\\n\"+\n",
+       "     \"<code>\\n\"+\n",
+       "     \"from bokeh.resources import INLINE\\n\"+\n",
+       "     \"output_notebook(resources=INLINE)\\n\"+\n",
+       "     \"</code>\\n\"+\n",
+       "     \"</div>\"}};\n",
+       "\n",
+       "  function display_loaded(error = null) {\n",
+       "    const el = document.getElementById(null);\n",
+       "    if (el != null) {\n",
+       "      const html = (() => {\n",
+       "        if (typeof root.Bokeh === \"undefined\") {\n",
+       "          if (error == null) {\n",
+       "            return \"BokehJS is loading ...\";\n",
+       "          } else {\n",
+       "            return \"BokehJS failed to load.\";\n",
+       "          }\n",
+       "        } else {\n",
+       "          const prefix = `BokehJS ${root.Bokeh.version}`;\n",
+       "          if (error == null) {\n",
+       "            return `${prefix} successfully loaded.`;\n",
+       "          } else {\n",
+       "            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n",
+       "          }\n",
+       "        }\n",
+       "      })();\n",
+       "      el.innerHTML = html;\n",
+       "\n",
+       "      if (error != null) {\n",
+       "        const wrapper = document.createElement(\"div\");\n",
+       "        wrapper.style.overflow = \"auto\";\n",
+       "        wrapper.style.height = \"5em\";\n",
+       "        wrapper.style.resize = \"vertical\";\n",
+       "        const content = document.createElement(\"div\");\n",
+       "        content.style.fontFamily = \"monospace\";\n",
+       "        content.style.whiteSpace = \"pre-wrap\";\n",
+       "        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n",
+       "        content.textContent = error.stack ?? error.toString();\n",
+       "        wrapper.append(content);\n",
+       "        el.append(wrapper);\n",
+       "      }\n",
+       "    } else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(() => display_loaded(error), 100);\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  function run_callbacks() {\n",
+       "    try {\n",
+       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
+       "        if (callback != null)\n",
+       "          callback();\n",
+       "      });\n",
+       "    } finally {\n",
+       "      delete root._bokeh_onload_callbacks\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
+       "  }\n",
+       "\n",
+       "  function load_libs(css_urls, js_urls, callback) {\n",
+       "    if (css_urls == null) css_urls = [];\n",
+       "    if (js_urls == null) js_urls = [];\n",
+       "\n",
+       "    root._bokeh_onload_callbacks.push(callback);\n",
+       "    if (root._bokeh_is_loading > 0) {\n",
+       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
+       "      return null;\n",
+       "    }\n",
+       "    if (js_urls == null || js_urls.length === 0) {\n",
+       "      run_callbacks();\n",
+       "      return null;\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
+       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
+       "\n",
+       "    function on_load() {\n",
+       "      root._bokeh_is_loading--;\n",
+       "      if (root._bokeh_is_loading === 0) {\n",
+       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
+       "        run_callbacks()\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    function on_error(url) {\n",
+       "      console.error(\"failed to load \" + url);\n",
+       "    }\n",
+       "\n",
+       "    for (let i = 0; i < css_urls.length; i++) {\n",
+       "      const url = css_urls[i];\n",
+       "      const element = document.createElement(\"link\");\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error.bind(null, url);\n",
+       "      element.rel = \"stylesheet\";\n",
+       "      element.type = \"text/css\";\n",
+       "      element.href = url;\n",
+       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
+       "      document.body.appendChild(element);\n",
+       "    }\n",
+       "\n",
+       "    for (let i = 0; i < js_urls.length; i++) {\n",
+       "      const url = js_urls[i];\n",
+       "      const element = document.createElement('script');\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error.bind(null, url);\n",
+       "      element.async = false;\n",
+       "      element.src = url;\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "  };\n",
+       "\n",
+       "  function inject_raw_css(css) {\n",
+       "    const element = document.createElement(\"style\");\n",
+       "    element.appendChild(document.createTextNode(css));\n",
+       "    document.body.appendChild(element);\n",
+       "  }\n",
+       "\n",
+       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n",
+       "  const css_urls = [];\n",
+       "\n",
+       "  const inline_js = [    function(Bokeh) {\n",
+       "      Bokeh.set_log_level(\"info\");\n",
+       "    },\n",
+       "function(Bokeh) {\n",
+       "    }\n",
+       "  ];\n",
+       "\n",
+       "  function run_inline_js() {\n",
+       "    if (root.Bokeh !== undefined || force === true) {\n",
+       "      try {\n",
+       "            for (let i = 0; i < inline_js.length; i++) {\n",
+       "      inline_js[i].call(root, root.Bokeh);\n",
+       "    }\n",
+       "\n",
+       "      } catch (error) {throw error;\n",
+       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(run_inline_js, 100);\n",
+       "    } else if (!root._bokeh_failed_load) {\n",
+       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
+       "      root._bokeh_failed_load = true;\n",
+       "    } else if (force !== true) {\n",
+       "      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
+       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  if (root._bokeh_is_loading === 0) {\n",
+       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
+       "    run_inline_js();\n",
+       "  } else {\n",
+       "    load_libs(css_urls, js_urls, function() {\n",
+       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
+       "      run_inline_js();\n",
+       "    });\n",
+       "  }\n",
+       "}(window));"
+      ],
+      "application/vnd.bokehjs_load.v0+json": "'use strict';\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded(error = null) {\n    const el = document.getElementById(null);\n    if (el != null) {\n      const html = (() => {\n        if (typeof root.Bokeh === \"undefined\") {\n          if (error == null) {\n            return \"BokehJS is loading ...\";\n          } else {\n            return \"BokehJS failed to load.\";\n          }\n        } else {\n          const prefix = `BokehJS ${root.Bokeh.version}`;\n          if (error == null) {\n            return `${prefix} successfully loaded.`;\n          } else {\n            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n          }\n        }\n      })();\n      el.innerHTML = html;\n\n      if (error != null) {\n        const wrapper = document.createElement(\"div\");\n        wrapper.style.overflow = \"auto\";\n        wrapper.style.height = \"5em\";\n        wrapper.style.resize = \"vertical\";\n        const content = document.createElement(\"div\");\n        content.style.fontFamily = \"monospace\";\n        content.style.whiteSpace = \"pre-wrap\";\n        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n        content.textContent = error.stack ?? error.toString();\n        wrapper.append(content);\n        el.append(wrapper);\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(() => display_loaded(error), 100);\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n      try {\n            for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n\n      } catch (error) {throw error;\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "            <table class=\"malariagen-adir1\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <th style=\"text-align: left\" colspan=\"2\">MalariaGEN Adir1 API client</th>\n",
+       "                    </tr>\n",
+       "                    <tr><td colspan=\"2\" style=\"text-align: left\">\n",
+       "                        Please note that data are subject to terms of use,\n",
+       "                        for more information see <a href=\"https://www.malariagen.net/data\">\n",
+       "                        the MalariaGEN website</a> or contact support@malariagen.net.\n",
+       "                        See also the <a href=\"https://malariagen.github.io/malariagen-data-python/v13.3.0.post33+90e72d5a/Adir1.html\">Adir1 API docs</a>.\n",
+       "                    </td></tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    <tr>\n",
+       "                        <th style=\"text-align: left\">\n",
+       "                            Storage URL\n",
+       "                        </th>\n",
+       "                        <td>gs://vo_adir_production_us_central1/</td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th style=\"text-align: left\">\n",
+       "                            Data releases available\n",
+       "                        </th>\n",
+       "                        <td>1.x</td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th style=\"text-align: left\">\n",
+       "                            Results cache\n",
+       "                        </th>\n",
+       "                        <td>/Users/dennistpw/Projects/malariagen_results</td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th style=\"text-align: left\">\n",
+       "                            Cohorts analysis\n",
+       "                        </th>\n",
+       "                        <td>noneyet</td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th style=\"text-align: left\">\n",
+       "                            Site filters analysis\n",
+       "                        </th>\n",
+       "                        <td>sc_20250610</td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th style=\"text-align: left\">\n",
+       "                            Software version\n",
+       "                        </th>\n",
+       "                        <td>malariagen_data 13.3.0.post33+90e72d5a</td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th style=\"text-align: left\">\n",
+       "                            Client location\n",
+       "                        </th>\n",
+       "                        <td>Queensland, Australia</td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<MalariaGEN Adir1 API client>\n",
+       "Storage URL             : gs://vo_adir_production_us_central1/\n",
+       "Data releases available : 1.x\n",
+       "Results cache           : /Users/dennistpw/Projects/malariagen_results\n",
+       "Site filters analysis   : sc_20250610\n",
+       "Software version        : malariagen_data 13.3.0.post33+90e72d5a\n",
+       "Client location         : Queensland, Australia\n",
+       "---\n",
+       "Please note that data are subject to terms of use,\n",
+       "for more information see https://www.malariagen.net/data\n",
+       "or contact support@malariagen.net. For API documentation see \n",
+       "https://malariagen.github.io/malariagen-data-python/v13.3.0.post33+90e72d5a/Adir1.html"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Init Adir1 API\n",
+    "adir1 = malariagen_data.Adir1(results_cache = '/Users/dennistpw/Projects/malariagen_results/')\n",
+    "adir1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "a4f50d6d-ad1b-404f-a9d1-e546f725abb3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                 \r"
+     ]
+    }
+   ],
+   "source": [
+    "snps = adir1.snp_calls(region=\"KB672868:1000000-1010000\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e0489eab-e347-492d-88ce-97d61a0c0aba",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "adir1.pca(region = \"KB672868\", n_snps = 100_000, "
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From e3e45fe81d7a2856fa8f45533161d07ef1966804 Mon Sep 17 00:00:00 2001
From: tristanpwdennis <tristanpwdennis@gmail.com>
Date: Tue, 10 Jun 2025 15:21:09 +1000
Subject: [PATCH 03/12] comment out TOU lookups for metadata

---
 adir1_explore.ipynb                      | 451 -----------------------
 malariagen_data/anoph/sample_metadata.py |  13 +-
 notebooks/adir1_explore.ipynb            |  47 ++-
 3 files changed, 50 insertions(+), 461 deletions(-)
 delete mode 100644 adir1_explore.ipynb

diff --git a/adir1_explore.ipynb b/adir1_explore.ipynb
deleted file mode 100644
index c42d93dd5..000000000
--- a/adir1_explore.ipynb
+++ /dev/null
@@ -1,451 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "94bd6d28-bf20-4841-aeb5-007d0f76b6c0",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "import malariagen_data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "be3c904b-5b0d-4482-ba2e-113e42d57557",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "application/javascript": [
-       "'use strict';\n",
-       "(function(root) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
-       "  }\n",
-       "\n",
-       "  const force = true;\n",
-       "\n",
-       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
-       "    root._bokeh_onload_callbacks = [];\n",
-       "    root._bokeh_is_loading = undefined;\n",
-       "  }\n",
-       "\n",
-       "const JS_MIME_TYPE = 'application/javascript';\n",
-       "  const HTML_MIME_TYPE = 'text/html';\n",
-       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
-       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
-       "\n",
-       "  /**\n",
-       "   * Render data to the DOM node\n",
-       "   */\n",
-       "  function render(props, node) {\n",
-       "    const script = document.createElement(\"script\");\n",
-       "    node.appendChild(script);\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when an output is cleared or removed\n",
-       "   */\n",
-       "  function handleClearOutput(event, handle) {\n",
-       "    function drop(id) {\n",
-       "      const view = Bokeh.index.get_by_id(id)\n",
-       "      if (view != null) {\n",
-       "        view.model.document.clear()\n",
-       "        Bokeh.index.delete(view)\n",
-       "      }\n",
-       "    }\n",
-       "\n",
-       "    const cell = handle.cell;\n",
-       "\n",
-       "    const id = cell.output_area._bokeh_element_id;\n",
-       "    const server_id = cell.output_area._bokeh_server_id;\n",
-       "\n",
-       "    // Clean up Bokeh references\n",
-       "    if (id != null) {\n",
-       "      drop(id)\n",
-       "    }\n",
-       "\n",
-       "    if (server_id !== undefined) {\n",
-       "      // Clean up Bokeh references\n",
-       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
-       "      cell.notebook.kernel.execute(cmd_clean, {\n",
-       "        iopub: {\n",
-       "          output: function(msg) {\n",
-       "            const id = msg.content.text.trim()\n",
-       "            drop(id)\n",
-       "          }\n",
-       "        }\n",
-       "      });\n",
-       "      // Destroy server and session\n",
-       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
-       "      cell.notebook.kernel.execute(cmd_destroy);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when a new output is added\n",
-       "   */\n",
-       "  function handleAddOutput(event, handle) {\n",
-       "    const output_area = handle.output_area;\n",
-       "    const output = handle.output;\n",
-       "\n",
-       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
-       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
-       "      return\n",
-       "    }\n",
-       "\n",
-       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
-       "\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
-       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
-       "      // store reference to embed id on output_area\n",
-       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
-       "    }\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
-       "      const bk_div = document.createElement(\"div\");\n",
-       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
-       "      const script_attrs = bk_div.children[0].attributes;\n",
-       "      for (let i = 0; i < script_attrs.length; i++) {\n",
-       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
-       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
-       "      }\n",
-       "      // store reference to server id on output_area\n",
-       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function register_renderer(events, OutputArea) {\n",
-       "\n",
-       "    function append_mime(data, metadata, element) {\n",
-       "      // create a DOM node to render to\n",
-       "      const toinsert = this.create_output_subarea(\n",
-       "        metadata,\n",
-       "        CLASS_NAME,\n",
-       "        EXEC_MIME_TYPE\n",
-       "      );\n",
-       "      this.keyboard_manager.register_events(toinsert);\n",
-       "      // Render to node\n",
-       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
-       "      render(props, toinsert[toinsert.length - 1]);\n",
-       "      element.append(toinsert);\n",
-       "      return toinsert\n",
-       "    }\n",
-       "\n",
-       "    /* Handle when an output is cleared or removed */\n",
-       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
-       "    events.on('delete.Cell', handleClearOutput);\n",
-       "\n",
-       "    /* Handle when a new output is added */\n",
-       "    events.on('output_added.OutputArea', handleAddOutput);\n",
-       "\n",
-       "    /**\n",
-       "     * Register the mime type and append_mime function with output_area\n",
-       "     */\n",
-       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
-       "      /* Is output safe? */\n",
-       "      safe: true,\n",
-       "      /* Index of renderer in `output_area.display_order` */\n",
-       "      index: 0\n",
-       "    });\n",
-       "  }\n",
-       "\n",
-       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
-       "  if (root.Jupyter !== undefined) {\n",
-       "    const events = require('base/js/events');\n",
-       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
-       "\n",
-       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
-       "      register_renderer(events, OutputArea);\n",
-       "    }\n",
-       "  }\n",
-       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
-       "    root._bokeh_timeout = Date.now() + 5000;\n",
-       "    root._bokeh_failed_load = false;\n",
-       "  }\n",
-       "\n",
-       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
-       "     \"<div style='background-color: #fdd'>\\n\"+\n",
-       "     \"<p>\\n\"+\n",
-       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
-       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
-       "     \"</p>\\n\"+\n",
-       "     \"<ul>\\n\"+\n",
-       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
-       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
-       "     \"</ul>\\n\"+\n",
-       "     \"<code>\\n\"+\n",
-       "     \"from bokeh.resources import INLINE\\n\"+\n",
-       "     \"output_notebook(resources=INLINE)\\n\"+\n",
-       "     \"</code>\\n\"+\n",
-       "     \"</div>\"}};\n",
-       "\n",
-       "  function display_loaded(error = null) {\n",
-       "    const el = document.getElementById(null);\n",
-       "    if (el != null) {\n",
-       "      const html = (() => {\n",
-       "        if (typeof root.Bokeh === \"undefined\") {\n",
-       "          if (error == null) {\n",
-       "            return \"BokehJS is loading ...\";\n",
-       "          } else {\n",
-       "            return \"BokehJS failed to load.\";\n",
-       "          }\n",
-       "        } else {\n",
-       "          const prefix = `BokehJS ${root.Bokeh.version}`;\n",
-       "          if (error == null) {\n",
-       "            return `${prefix} successfully loaded.`;\n",
-       "          } else {\n",
-       "            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n",
-       "          }\n",
-       "        }\n",
-       "      })();\n",
-       "      el.innerHTML = html;\n",
-       "\n",
-       "      if (error != null) {\n",
-       "        const wrapper = document.createElement(\"div\");\n",
-       "        wrapper.style.overflow = \"auto\";\n",
-       "        wrapper.style.height = \"5em\";\n",
-       "        wrapper.style.resize = \"vertical\";\n",
-       "        const content = document.createElement(\"div\");\n",
-       "        content.style.fontFamily = \"monospace\";\n",
-       "        content.style.whiteSpace = \"pre-wrap\";\n",
-       "        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n",
-       "        content.textContent = error.stack ?? error.toString();\n",
-       "        wrapper.append(content);\n",
-       "        el.append(wrapper);\n",
-       "      }\n",
-       "    } else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(() => display_loaded(error), 100);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function run_callbacks() {\n",
-       "    try {\n",
-       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
-       "        if (callback != null)\n",
-       "          callback();\n",
-       "      });\n",
-       "    } finally {\n",
-       "      delete root._bokeh_onload_callbacks\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
-       "  }\n",
-       "\n",
-       "  function load_libs(css_urls, js_urls, callback) {\n",
-       "    if (css_urls == null) css_urls = [];\n",
-       "    if (js_urls == null) js_urls = [];\n",
-       "\n",
-       "    root._bokeh_onload_callbacks.push(callback);\n",
-       "    if (root._bokeh_is_loading > 0) {\n",
-       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
-       "      return null;\n",
-       "    }\n",
-       "    if (js_urls == null || js_urls.length === 0) {\n",
-       "      run_callbacks();\n",
-       "      return null;\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
-       "\n",
-       "    function on_load() {\n",
-       "      root._bokeh_is_loading--;\n",
-       "      if (root._bokeh_is_loading === 0) {\n",
-       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
-       "        run_callbacks()\n",
-       "      }\n",
-       "    }\n",
-       "\n",
-       "    function on_error(url) {\n",
-       "      console.error(\"failed to load \" + url);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < css_urls.length; i++) {\n",
-       "      const url = css_urls[i];\n",
-       "      const element = document.createElement(\"link\");\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.rel = \"stylesheet\";\n",
-       "      element.type = \"text/css\";\n",
-       "      element.href = url;\n",
-       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
-       "      document.body.appendChild(element);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < js_urls.length; i++) {\n",
-       "      const url = js_urls[i];\n",
-       "      const element = document.createElement('script');\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.async = false;\n",
-       "      element.src = url;\n",
-       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.head.appendChild(element);\n",
-       "    }\n",
-       "  };\n",
-       "\n",
-       "  function inject_raw_css(css) {\n",
-       "    const element = document.createElement(\"style\");\n",
-       "    element.appendChild(document.createTextNode(css));\n",
-       "    document.body.appendChild(element);\n",
-       "  }\n",
-       "\n",
-       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n",
-       "  const css_urls = [];\n",
-       "\n",
-       "  const inline_js = [    function(Bokeh) {\n",
-       "      Bokeh.set_log_level(\"info\");\n",
-       "    },\n",
-       "function(Bokeh) {\n",
-       "    }\n",
-       "  ];\n",
-       "\n",
-       "  function run_inline_js() {\n",
-       "    if (root.Bokeh !== undefined || force === true) {\n",
-       "      try {\n",
-       "            for (let i = 0; i < inline_js.length; i++) {\n",
-       "      inline_js[i].call(root, root.Bokeh);\n",
-       "    }\n",
-       "\n",
-       "      } catch (error) {throw error;\n",
-       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(run_inline_js, 100);\n",
-       "    } else if (!root._bokeh_failed_load) {\n",
-       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
-       "      root._bokeh_failed_load = true;\n",
-       "    } else if (force !== true) {\n",
-       "      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
-       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  if (root._bokeh_is_loading === 0) {\n",
-       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "    run_inline_js();\n",
-       "  } else {\n",
-       "    load_libs(css_urls, js_urls, function() {\n",
-       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "      run_inline_js();\n",
-       "    });\n",
-       "  }\n",
-       "}(window));"
-      ],
-      "application/vnd.bokehjs_load.v0+json": "'use strict';\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded(error = null) {\n    const el = document.getElementById(null);\n    if (el != null) {\n      const html = (() => {\n        if (typeof root.Bokeh === \"undefined\") {\n          if (error == null) {\n            return \"BokehJS is loading ...\";\n          } else {\n            return \"BokehJS failed to load.\";\n          }\n        } else {\n          const prefix = `BokehJS ${root.Bokeh.version}`;\n          if (error == null) {\n            return `${prefix} successfully loaded.`;\n          } else {\n            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n          }\n        }\n      })();\n      el.innerHTML = html;\n\n      if (error != null) {\n        const wrapper = document.createElement(\"div\");\n        wrapper.style.overflow = \"auto\";\n        wrapper.style.height = \"5em\";\n        wrapper.style.resize = \"vertical\";\n        const content = document.createElement(\"div\");\n        content.style.fontFamily = \"monospace\";\n        content.style.whiteSpace = \"pre-wrap\";\n        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n        content.textContent = error.stack ?? error.toString();\n        wrapper.append(content);\n        el.append(wrapper);\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(() => display_loaded(error), 100);\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n      try {\n            for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n\n      } catch (error) {throw error;\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Init API\n",
-    "adir1 = malariagen_data.Adir1(results_cache = '/Users/dennistpw/Projects/malariagen_results/')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "f171c3b7-30c2-4e9f-9133-22206985de07",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'KB672868'"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Are the contigs here? \n",
-    "chroms = adir1.contigs[:5]\n",
-    "chroms[1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "a4f50d6d-ad1b-404f-a9d1-e546f725abb3",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "ename": "FileNotFoundError",
-     "evalue": "b/vo_adir_production_us_central1/o/v1.x%2Fmanifest.tsv",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:426\u001b[0m, in \u001b[0;36mAnophelesBase.sample_sets\u001b[0;34m(self, release)\u001b[0m\n\u001b[1;32m    425\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 426\u001b[0m     df \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cache_sample_sets\u001b[49m\u001b[43m[\u001b[49m\u001b[43mrelease\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m    428\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n\u001b[1;32m    429\u001b[0m     \u001b[38;5;66;03m# Read and cache dataframe for performance.\u001b[39;00m\n",
-      "\u001b[0;31mKeyError\u001b[0m: '1.x'",
-      "\nDuring handling of the above exception, another exception occurred:\n",
-      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[7], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m snps \u001b[38;5;241m=\u001b[39m \u001b[43madir1\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msnp_calls\u001b[49m\u001b[43m(\u001b[49m\u001b[43mregion\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mKB672868:1000000-2000000\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/snp_data.py:1007\u001b[0m, in \u001b[0;36mAnophelesSnpData.snp_calls\u001b[0;34m(self, region, sample_sets, sample_query, sample_query_options, sample_indices, site_mask, site_class, inline_array, chunks, cohort_size, min_cohort_size, max_cohort_size, random_seed)\u001b[0m\n\u001b[1;32m   1001\u001b[0m base_params\u001b[38;5;241m.\u001b[39mvalidate_sample_selection_params(\n\u001b[1;32m   1002\u001b[0m     sample_query\u001b[38;5;241m=\u001b[39msample_query, sample_indices\u001b[38;5;241m=\u001b[39msample_indices\n\u001b[1;32m   1003\u001b[0m )\n\u001b[1;32m   1005\u001b[0m \u001b[38;5;66;03m# Normalise parameters.\u001b[39;00m\n\u001b[1;32m   1006\u001b[0m sample_sets_prepped: Tuple[\u001b[38;5;28mstr\u001b[39m, \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mtuple\u001b[39m(\n\u001b[0;32m-> 1007\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_prep_sample_sets_param\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1008\u001b[0m )\n\u001b[1;32m   1009\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m sample_sets\n\u001b[1;32m   1010\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m sample_indices \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:524\u001b[0m, in \u001b[0;36mAnophelesBase._prep_sample_sets_param\u001b[0;34m(self, sample_sets)\u001b[0m\n\u001b[1;32m    517\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_prep_sample_sets_param\u001b[39m(\n\u001b[1;32m    518\u001b[0m     \u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m, sample_sets: Optional[base_params\u001b[38;5;241m.\u001b[39msample_sets]\n\u001b[1;32m    519\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m List[\u001b[38;5;28mstr\u001b[39m]:\n\u001b[1;32m    520\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Common handling for the `sample_sets` parameter. For convenience, we\u001b[39;00m\n\u001b[1;32m    521\u001b[0m \u001b[38;5;124;03m    allow this to be a single sample set, or a list of sample sets, or a\u001b[39;00m\n\u001b[1;32m    522\u001b[0m \u001b[38;5;124;03m    release identifier, or a list of release identifiers.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 524\u001b[0m     all_sample_sets \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msample_set\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mto_list()\n\u001b[1;32m    526\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m sample_sets \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    527\u001b[0m         \u001b[38;5;66;03m# All available sample sets.\u001b[39;00m\n\u001b[1;32m    528\u001b[0m         prepped_sample_sets \u001b[38;5;241m=\u001b[39m all_sample_sets\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:439\u001b[0m, in \u001b[0;36mAnophelesBase.sample_sets\u001b[0;34m(self, release)\u001b[0m\n\u001b[1;32m    435\u001b[0m     releases \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msorted\u001b[39m(\u001b[38;5;28mset\u001b[39m(release))\n\u001b[1;32m    437\u001b[0m     \u001b[38;5;66;03m# Retrieve and concatenate sample sets from multiple releases.\u001b[39;00m\n\u001b[1;32m    438\u001b[0m     df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mconcat(\n\u001b[0;32m--> 439\u001b[0m         [\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msample_sets(release\u001b[38;5;241m=\u001b[39mr) \u001b[38;5;28;01mfor\u001b[39;00m r \u001b[38;5;129;01min\u001b[39;00m releases],\n\u001b[1;32m    440\u001b[0m         axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m,\n\u001b[1;32m    441\u001b[0m         ignore_index\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m    442\u001b[0m     )\n\u001b[1;32m    444\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    445\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:439\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    435\u001b[0m     releases \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msorted\u001b[39m(\u001b[38;5;28mset\u001b[39m(release))\n\u001b[1;32m    437\u001b[0m     \u001b[38;5;66;03m# Retrieve and concatenate sample sets from multiple releases.\u001b[39;00m\n\u001b[1;32m    438\u001b[0m     df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mconcat(\n\u001b[0;32m--> 439\u001b[0m         [\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrelease\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mr\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m r \u001b[38;5;129;01min\u001b[39;00m releases],\n\u001b[1;32m    440\u001b[0m         axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m,\n\u001b[1;32m    441\u001b[0m         ignore_index\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m    442\u001b[0m     )\n\u001b[1;32m    444\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    445\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:430\u001b[0m, in \u001b[0;36mAnophelesBase.sample_sets\u001b[0;34m(self, release)\u001b[0m\n\u001b[1;32m    426\u001b[0m         df \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_sets[release]\n\u001b[1;32m    428\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n\u001b[1;32m    429\u001b[0m         \u001b[38;5;66;03m# Read and cache dataframe for performance.\u001b[39;00m\n\u001b[0;32m--> 430\u001b[0m         df \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_read_sample_sets\u001b[49m\u001b[43m(\u001b[49m\u001b[43msingle_release\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrelease\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    431\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_sets[release] \u001b[38;5;241m=\u001b[39m df\n\u001b[1;32m    433\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(release, Sequence):\n\u001b[1;32m    434\u001b[0m     \u001b[38;5;66;03m# Ensure no duplicates.\u001b[39;00m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:376\u001b[0m, in \u001b[0;36mAnophelesBase._read_sample_sets\u001b[0;34m(self, single_release)\u001b[0m\n\u001b[1;32m    373\u001b[0m manifest_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mrelease_path\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m/manifest.tsv\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    375\u001b[0m \u001b[38;5;66;03m# Read the manifest into a pandas dataframe.\u001b[39;00m\n\u001b[0;32m--> 376\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen_file\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmanifest_path\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[1;32m    377\u001b[0m     df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(f, sep\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\t\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, na_values\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    379\u001b[0m \u001b[38;5;66;03m# Add a \"release\" column for convenience.\u001b[39;00m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:218\u001b[0m, in \u001b[0;36mAnophelesBase.open_file\u001b[0;34m(self, path)\u001b[0m\n\u001b[1;32m    215\u001b[0m \u001b[38;5;129m@check_types\u001b[39m\n\u001b[1;32m    216\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mopen_file\u001b[39m(\u001b[38;5;28mself\u001b[39m, path: \u001b[38;5;28mstr\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m IO:\n\u001b[1;32m    217\u001b[0m     full_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_base_path\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m/\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpath\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 218\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfull_path\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/spec.py:1154\u001b[0m, in \u001b[0;36mAbstractFileSystem.open\u001b[0;34m(self, path, mode, block_size, cache_options, compression, **kwargs)\u001b[0m\n\u001b[1;32m   1152\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   1153\u001b[0m     ac \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mautocommit\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_intrans)\n\u001b[0;32m-> 1154\u001b[0m     f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_open\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1155\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1156\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1157\u001b[0m \u001b[43m        \u001b[49m\u001b[43mblock_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mblock_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1158\u001b[0m \u001b[43m        \u001b[49m\u001b[43mautocommit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mac\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1159\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcache_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1160\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1161\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1162\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m compression \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m   1163\u001b[0m         \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfsspec\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcompression\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m compr\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:1309\u001b[0m, in \u001b[0;36mGCSFileSystem._open\u001b[0;34m(self, path, mode, block_size, cache_options, acl, consistency, metadata, autocommit, fixed_key_metadata, generation, **kwargs)\u001b[0m\n\u001b[1;32m   1307\u001b[0m     block_size \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdefault_block_size\n\u001b[1;32m   1308\u001b[0m const \u001b[38;5;241m=\u001b[39m consistency \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconsistency\n\u001b[0;32m-> 1309\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mGCSFile\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1310\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1311\u001b[0m \u001b[43m    \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1312\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1313\u001b[0m \u001b[43m    \u001b[49m\u001b[43mblock_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1314\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcache_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1315\u001b[0m \u001b[43m    \u001b[49m\u001b[43mconsistency\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconst\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1316\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1317\u001b[0m \u001b[43m    \u001b[49m\u001b[43macl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43macl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1318\u001b[0m \u001b[43m    \u001b[49m\u001b[43mautocommit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mautocommit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1319\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfixed_key_metadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfixed_key_metadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1320\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1321\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:1468\u001b[0m, in \u001b[0;36mGCSFile.__init__\u001b[0;34m(self, gcsfs, path, mode, block_size, autocommit, cache_type, cache_options, acl, consistency, metadata, content_type, timeout, fixed_key_metadata, generation, **kwargs)\u001b[0m\n\u001b[1;32m   1466\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAttempt to open a bucket\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   1467\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgeneration \u001b[38;5;241m=\u001b[39m _coalesce_generation(generation, path_generation)\n\u001b[0;32m-> 1468\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1469\u001b[0m \u001b[43m    \u001b[49m\u001b[43mgcsfs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1470\u001b[0m \u001b[43m    \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1471\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1472\u001b[0m \u001b[43m    \u001b[49m\u001b[43mblock_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1473\u001b[0m \u001b[43m    \u001b[49m\u001b[43mautocommit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mautocommit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1474\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcache_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1475\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcache_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1476\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1477\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1478\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgcsfs \u001b[38;5;241m=\u001b[39m gcsfs\n\u001b[1;32m   1479\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbucket \u001b[38;5;241m=\u001b[39m bucket\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/spec.py:1510\u001b[0m, in \u001b[0;36mAbstractBufferedFile.__init__\u001b[0;34m(self, fs, path, mode, block_size, autocommit, cache_type, cache_options, size, **kwargs)\u001b[0m\n\u001b[1;32m   1508\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msize \u001b[38;5;241m=\u001b[39m size\n\u001b[1;32m   1509\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1510\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msize \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdetails\u001b[49m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msize\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m   1511\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcache \u001b[38;5;241m=\u001b[39m caches[cache_type](\n\u001b[1;32m   1512\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mblocksize, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_fetch_range, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msize, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mcache_options\n\u001b[1;32m   1513\u001b[0m     )\n\u001b[1;32m   1514\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:1504\u001b[0m, in \u001b[0;36mGCSFile.details\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1501\u001b[0m \u001b[38;5;129m@property\u001b[39m\n\u001b[1;32m   1502\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdetails\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m   1503\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_details \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m-> 1504\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_details \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minfo\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgeneration\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgeneration\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1505\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_details\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/asyn.py:115\u001b[0m, in \u001b[0;36msync_wrapper.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    112\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[1;32m    113\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapper\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m    114\u001b[0m     \u001b[38;5;28mself\u001b[39m \u001b[38;5;241m=\u001b[39m obj \u001b[38;5;129;01mor\u001b[39;00m args[\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m--> 115\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msync\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mloop\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/asyn.py:100\u001b[0m, in \u001b[0;36msync\u001b[0;34m(loop, func, timeout, *args, **kwargs)\u001b[0m\n\u001b[1;32m     98\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m FSTimeoutError \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mreturn_result\u001b[39;00m\n\u001b[1;32m     99\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(return_result, \u001b[38;5;167;01mBaseException\u001b[39;00m):\n\u001b[0;32m--> 100\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m return_result\n\u001b[1;32m    101\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    102\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m return_result\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/asyn.py:55\u001b[0m, in \u001b[0;36m_runner\u001b[0;34m(event, coro, result, timeout)\u001b[0m\n\u001b[1;32m     53\u001b[0m     coro \u001b[38;5;241m=\u001b[39m asyncio\u001b[38;5;241m.\u001b[39mwait_for(coro, timeout\u001b[38;5;241m=\u001b[39mtimeout)\n\u001b[1;32m     54\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 55\u001b[0m     result[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m coro\n\u001b[1;32m     56\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m ex:\n\u001b[1;32m     57\u001b[0m     result[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m=\u001b[39m ex\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:797\u001b[0m, in \u001b[0;36mGCSFileSystem._info\u001b[0;34m(self, path, generation, **kwargs)\u001b[0m\n\u001b[1;32m    795\u001b[0m     \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[1;32m    796\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdetail\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m  \u001b[38;5;66;03m# Force to true for info\u001b[39;00m\n\u001b[0;32m--> 797\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_ls(path, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m    798\u001b[0m out0 \u001b[38;5;241m=\u001b[39m [o \u001b[38;5;28;01mfor\u001b[39;00m o \u001b[38;5;129;01min\u001b[39;00m out \u001b[38;5;28;01mif\u001b[39;00m o[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mrstrip(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;241m==\u001b[39m path]\n\u001b[1;32m    799\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m out0:\n\u001b[1;32m    800\u001b[0m     \u001b[38;5;66;03m# exact hit\u001b[39;00m\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:834\u001b[0m, in \u001b[0;36mGCSFileSystem._ls\u001b[0;34m(self, path, detail, prefix, versions, **kwargs)\u001b[0m\n\u001b[1;32m    832\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    833\u001b[0m     out \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m--> 834\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m entry \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_list_objects(\n\u001b[1;32m    835\u001b[0m         path, prefix\u001b[38;5;241m=\u001b[39mprefix, versions\u001b[38;5;241m=\u001b[39mversions\n\u001b[1;32m    836\u001b[0m     ):\n\u001b[1;32m    837\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m versions \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgeneration\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m entry:\n\u001b[1;32m    838\u001b[0m             entry \u001b[38;5;241m=\u001b[39m entry\u001b[38;5;241m.\u001b[39mcopy()\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:549\u001b[0m, in \u001b[0;36mGCSFileSystem._list_objects\u001b[0;34m(self, path, prefix, versions)\u001b[0m\n\u001b[1;32m    547\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (items \u001b[38;5;241m+\u001b[39m pseudodirs):\n\u001b[1;32m    548\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m key:\n\u001b[0;32m--> 549\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m [\u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_object(path)]\n\u001b[1;32m    550\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    551\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m []\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:491\u001b[0m, in \u001b[0;36mGCSFileSystem._get_object\u001b[0;34m(self, path)\u001b[0m\n\u001b[1;32m    488\u001b[0m \u001b[38;5;66;03m# Work around various permission settings. Prefer an object get (storage.objects.get), but\u001b[39;00m\n\u001b[1;32m    489\u001b[0m \u001b[38;5;66;03m# fall back to a bucket list + filter to object name (storage.objects.list).\u001b[39;00m\n\u001b[1;32m    490\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 491\u001b[0m     res \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call(\n\u001b[1;32m    492\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGET\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb/\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m/o/\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, bucket, key, json_out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, generation\u001b[38;5;241m=\u001b[39mgeneration\n\u001b[1;32m    493\u001b[0m     )\n\u001b[1;32m    494\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    495\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mstr\u001b[39m(e)\u001b[38;5;241m.\u001b[39mstartswith(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mForbidden\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:418\u001b[0m, in \u001b[0;36mGCSFileSystem._call\u001b[0;34m(self, method, path, json_out, info_out, *args, **kwargs)\u001b[0m\n\u001b[1;32m    414\u001b[0m \u001b[38;5;28;01masync\u001b[39;00m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_call\u001b[39m(\n\u001b[1;32m    415\u001b[0m     \u001b[38;5;28mself\u001b[39m, method, path, \u001b[38;5;241m*\u001b[39margs, json_out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, info_out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m    416\u001b[0m ):\n\u001b[1;32m    417\u001b[0m     logger\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmethod\u001b[38;5;241m.\u001b[39mupper()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpath\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, \u001b[39m\u001b[38;5;132;01m{\u001b[39;00margs\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mheaders\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 418\u001b[0m     status, headers, info, contents \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_request(\n\u001b[1;32m    419\u001b[0m         method, path, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m    420\u001b[0m     )\n\u001b[1;32m    421\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m json_out:\n\u001b[1;32m    422\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m json\u001b[38;5;241m.\u001b[39mloads(contents)\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/decorator.py:221\u001b[0m, in \u001b[0;36mdecorate.<locals>.fun\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m    219\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m kwsyntax:\n\u001b[1;32m    220\u001b[0m     args, kw \u001b[38;5;241m=\u001b[39m fix(args, kw, sig)\n\u001b[0;32m--> 221\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mawait\u001b[39;00m caller(func, \u001b[38;5;241m*\u001b[39m(extras \u001b[38;5;241m+\u001b[39m args), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkw)\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/retry.py:114\u001b[0m, in \u001b[0;36mretry_request\u001b[0;34m(func, retries, *args, **kwargs)\u001b[0m\n\u001b[1;32m    112\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m retry \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m    113\u001b[0m         \u001b[38;5;28;01mawait\u001b[39;00m asyncio\u001b[38;5;241m.\u001b[39msleep(\u001b[38;5;28mmin\u001b[39m(random\u001b[38;5;241m.\u001b[39mrandom() \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m (retry \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m), \u001b[38;5;241m32\u001b[39m))\n\u001b[0;32m--> 114\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mawait\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m    115\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\n\u001b[1;32m    116\u001b[0m     HttpError,\n\u001b[1;32m    117\u001b[0m     requests\u001b[38;5;241m.\u001b[39mexceptions\u001b[38;5;241m.\u001b[39mRequestException,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    120\u001b[0m     aiohttp\u001b[38;5;241m.\u001b[39mclient_exceptions\u001b[38;5;241m.\u001b[39mClientError,\n\u001b[1;32m    121\u001b[0m ) \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    122\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[1;32m    123\u001b[0m         \u001b[38;5;28misinstance\u001b[39m(e, HttpError)\n\u001b[1;32m    124\u001b[0m         \u001b[38;5;129;01mand\u001b[39;00m e\u001b[38;5;241m.\u001b[39mcode \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m400\u001b[39m\n\u001b[1;32m    125\u001b[0m         \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrequester pays\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m e\u001b[38;5;241m.\u001b[39mmessage\n\u001b[1;32m    126\u001b[0m     ):\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:411\u001b[0m, in \u001b[0;36mGCSFileSystem._request\u001b[0;34m(self, method, path, headers, json, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m    408\u001b[0m info \u001b[38;5;241m=\u001b[39m r\u001b[38;5;241m.\u001b[39mrequest_info  \u001b[38;5;66;03m# for debug only\u001b[39;00m\n\u001b[1;32m    409\u001b[0m contents \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m r\u001b[38;5;241m.\u001b[39mread()\n\u001b[0;32m--> 411\u001b[0m \u001b[43mvalidate_response\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstatus\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontents\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    412\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m status, headers, info, contents\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/retry.py:83\u001b[0m, in \u001b[0;36mvalidate_response\u001b[0;34m(status, content, path, args)\u001b[0m\n\u001b[1;32m     81\u001b[0m     path \u001b[38;5;241m=\u001b[39m path\u001b[38;5;241m.\u001b[39mformat(\u001b[38;5;241m*\u001b[39m[quote(p) \u001b[38;5;28;01mfor\u001b[39;00m p \u001b[38;5;129;01min\u001b[39;00m args])\n\u001b[1;32m     82\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m status \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m404\u001b[39m:\n\u001b[0;32m---> 83\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mFileNotFoundError\u001b[39;00m(path)\n\u001b[1;32m     85\u001b[0m error \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m     86\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(content, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdecode\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n",
-      "\u001b[0;31mFileNotFoundError\u001b[0m: b/vo_adir_production_us_central1/o/v1.x%2Fmanifest.tsv"
-     ]
-    }
-   ],
-   "source": [
-    "snps = adir1.snp_calls(region=\"KB672868:1000000-2000000\")"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/malariagen_data/anoph/sample_metadata.py b/malariagen_data/anoph/sample_metadata.py
index 3088508ba..ebe052de6 100644
--- a/malariagen_data/anoph/sample_metadata.py
+++ b/malariagen_data/anoph/sample_metadata.py
@@ -156,15 +156,16 @@ def _parse_general_metadata(
                 axis="columns",
             )
 
+            # Have commented these out for now as a) this is not a public release and b) for some reason it breaks everything and I haven't had the time to work out why
             # Add study columns.
-            study_info = self.lookup_study_info(sample_set=sample_set)
-            for column in study_info:
-                df[column] = study_info[column]
+            # study_info = self.lookup_study_info(sample_set=sample_set)
+            # for column in study_info:
+            #    df[column] = study_info[column]
 
             # Add terms-of-use columns.
-            terms_of_use_info = self.lookup_terms_of_use_info(sample_set=sample_set)
-            for column in terms_of_use_info:
-                df[column] = terms_of_use_info[column]
+            # terms_of_use_info = self.lookup_terms_of_use_info(sample_set=sample_set)
+            # for column in terms_of_use_info:
+            #    df[column] = terms_of_use_info[column]
 
             return df
 
diff --git a/notebooks/adir1_explore.ipynb b/notebooks/adir1_explore.ipynb
index 1fa71882d..450596a2f 100644
--- a/notebooks/adir1_explore.ipynb
+++ b/notebooks/adir1_explore.ipynb
@@ -450,12 +450,51 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "id": "e0489eab-e347-492d-88ce-97d61a0c0aba",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                     \r"
+     ]
+    },
+    {
+     "ename": "KeyError",
+     "evalue": "\"None of [Index(['study_id', 'study_url'], dtype='object')] are in the [columns]\"",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:581\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata.sample_metadata\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    579\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    580\u001b[0m     \u001b[38;5;66;03m# Attempt to retrieve from the cache.\u001b[39;00m\n\u001b[0;32m--> 581\u001b[0m     df_samples \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cache_sample_metadata\u001b[49m\u001b[43m[\u001b[49m\u001b[43mcache_key\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m    583\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n",
+      "\u001b[0;31mKeyError\u001b[0m: ('1276-AD-BD-ALAM-VMF00156', '1277-VO-KH-WITKOWSKI-VMF00151', '1277-VO-KH-WITKOWSKI-VMF00183', '1278-VO-TH-KOBYLINSKI-VMF00153')",
+      "\nDuring handling of the above exception, another exception occurred:\n",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[10], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m pca \u001b[38;5;241m=\u001b[39m \u001b[43madir1\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpca\u001b[49m\u001b[43m(\u001b[49m\u001b[43mregion\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mKB672868\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_snps\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m100_000\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msample_query\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcountry == \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mThailand\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/pca.py:89\u001b[0m, in \u001b[0;36mAnophelesPca.pca\u001b[0;34m(self, region, n_snps, n_components, thin_offset, sample_sets, sample_query, sample_query_options, sample_indices, site_mask, site_class, min_minor_ac, max_missing_an, cohort_size, min_cohort_size, max_cohort_size, exclude_samples, fit_exclude_samples, random_seed, inline_array, chunks)\u001b[0m\n\u001b[1;32m     83\u001b[0m name \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpca_v4\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     85\u001b[0m \u001b[38;5;66;03m# Normalize params for consistent hash value.\u001b[39;00m\n\u001b[1;32m     86\u001b[0m (\n\u001b[1;32m     87\u001b[0m     sample_sets_prepped,\n\u001b[1;32m     88\u001b[0m     sample_indices_prepped,\n\u001b[0;32m---> 89\u001b[0m ) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_prep_sample_selection_cache_params\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     90\u001b[0m \u001b[43m    \u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     91\u001b[0m \u001b[43m    \u001b[49m\u001b[43msample_query\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_query\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     92\u001b[0m \u001b[43m    \u001b[49m\u001b[43msample_query_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_query_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     93\u001b[0m \u001b[43m    \u001b[49m\u001b[43msample_indices\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_indices\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     94\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     95\u001b[0m region_prepped \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prep_region_cache_param(region\u001b[38;5;241m=\u001b[39mregion)\n\u001b[1;32m     96\u001b[0m site_mask_prepped \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prep_optional_site_mask_param(site_mask\u001b[38;5;241m=\u001b[39msite_mask)\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:892\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata._prep_sample_selection_cache_params\u001b[0;34m(self, sample_sets, sample_query, sample_query_options, sample_indices)\u001b[0m\n\u001b[1;32m    885\u001b[0m sample_sets \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prep_sample_sets_param(sample_sets\u001b[38;5;241m=\u001b[39msample_sets)\n\u001b[1;32m    887\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m sample_query \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    888\u001b[0m     \u001b[38;5;66;03m# Resolve query to a list of integers for more cache hits - we\u001b[39;00m\n\u001b[1;32m    889\u001b[0m     \u001b[38;5;66;03m# do this because there are different ways to write the same pandas\u001b[39;00m\n\u001b[1;32m    890\u001b[0m     \u001b[38;5;66;03m# query, and so it's better to evaluate the query and use a list of\u001b[39;00m\n\u001b[1;32m    891\u001b[0m     \u001b[38;5;66;03m# integer indices instead.\u001b[39;00m\n\u001b[0;32m--> 892\u001b[0m     df_samples \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample_metadata\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    893\u001b[0m     sample_query_options \u001b[38;5;241m=\u001b[39m sample_query_options \u001b[38;5;129;01mor\u001b[39;00m {}\n\u001b[1;32m    894\u001b[0m     loc_samples \u001b[38;5;241m=\u001b[39m df_samples\u001b[38;5;241m.\u001b[39meval(sample_query, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39msample_query_options)\u001b[38;5;241m.\u001b[39mvalues\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:589\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata.sample_metadata\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    583\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n\u001b[1;32m    584\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_spinner(desc\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLoad sample metadata\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[1;32m    585\u001b[0m         \u001b[38;5;66;03m## Build a single DataFrame using all available metadata.\u001b[39;00m\n\u001b[1;32m    586\u001b[0m \n\u001b[1;32m    587\u001b[0m         \u001b[38;5;66;03m# Get the general sample metadata.\u001b[39;00m\n\u001b[1;32m    588\u001b[0m         \u001b[38;5;66;03m# Note: this includes study and terms-of-use info.\u001b[39;00m\n\u001b[0;32m--> 589\u001b[0m         df_samples \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgeneral_metadata\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprepped_sample_sets\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    591\u001b[0m         \u001b[38;5;66;03m# Merge with the sequence QC metadata.\u001b[39;00m\n\u001b[1;32m    592\u001b[0m         df_sequence_qc \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msequence_qc_metadata(\n\u001b[1;32m    593\u001b[0m             sample_sets\u001b[38;5;241m=\u001b[39mprepped_sample_sets\n\u001b[1;32m    594\u001b[0m         )\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:185\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata.general_metadata\u001b[0;34m(self, sample_sets)\u001b[0m\n\u001b[1;32m    174\u001b[0m \u001b[38;5;129m@check_types\u001b[39m\n\u001b[1;32m    175\u001b[0m \u001b[38;5;129m@doc\u001b[39m(\n\u001b[1;32m    176\u001b[0m     summary\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\"\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    183\u001b[0m     \u001b[38;5;28mself\u001b[39m, sample_sets: Optional[base_params\u001b[38;5;241m.\u001b[39msample_sets] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    184\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m pd\u001b[38;5;241m.\u001b[39mDataFrame:\n\u001b[0;32m--> 185\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_parse_metadata_paths\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    186\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpath_template\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{release_path}\u001b[39;49;00m\u001b[38;5;124;43m/metadata/general/\u001b[39;49m\u001b[38;5;132;43;01m{sample_set}\u001b[39;49;00m\u001b[38;5;124;43m/samples.meta.csv\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m    187\u001b[0m \u001b[43m        \u001b[49m\u001b[43mparse_metadata_func\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_parse_general_metadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    188\u001b[0m \u001b[43m        \u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    189\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:119\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata._parse_metadata_paths\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    117\u001b[0m     path \u001b[38;5;241m=\u001b[39m file_paths[sample_set]\n\u001b[1;32m    118\u001b[0m     data \u001b[38;5;241m=\u001b[39m files[path]\n\u001b[0;32m--> 119\u001b[0m     df \u001b[38;5;241m=\u001b[39m \u001b[43mparse_metadata_func\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_set\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    120\u001b[0m     dfs\u001b[38;5;241m.\u001b[39mappend(df)\n\u001b[1;32m    122\u001b[0m \u001b[38;5;66;03m# Concatenate all DataFrames.\u001b[39;00m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:160\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata._parse_general_metadata\u001b[0;34m(self, sample_set, data)\u001b[0m\n\u001b[1;32m    154\u001b[0m df[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mquarter\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m df\u001b[38;5;241m.\u001b[39mapply(\n\u001b[1;32m    155\u001b[0m     \u001b[38;5;28;01mlambda\u001b[39;00m row: ((row\u001b[38;5;241m.\u001b[39mmonth \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m) \u001b[38;5;241m/\u001b[39m\u001b[38;5;241m/\u001b[39m \u001b[38;5;241m3\u001b[39m) \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m row\u001b[38;5;241m.\u001b[39mmonth \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m,\n\u001b[1;32m    156\u001b[0m     axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcolumns\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m    157\u001b[0m )\n\u001b[1;32m    159\u001b[0m \u001b[38;5;66;03m# Add study columns.\u001b[39;00m\n\u001b[0;32m--> 160\u001b[0m study_info \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlookup_study_info\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_set\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_set\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    161\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m column \u001b[38;5;129;01min\u001b[39;00m study_info:\n\u001b[1;32m    162\u001b[0m     df[column] \u001b[38;5;241m=\u001b[39m study_info[column]\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:487\u001b[0m, in \u001b[0;36mAnophelesBase.lookup_study_info\u001b[0;34m(self, sample_set)\u001b[0m\n\u001b[1;32m    485\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_set_to_study_info \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    486\u001b[0m     df_sample_sets \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msample_sets()\u001b[38;5;241m.\u001b[39mset_index(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msample_set\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 487\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_set_to_study_info \u001b[38;5;241m=\u001b[39m \u001b[43mdf_sample_sets\u001b[49m\u001b[43m[\u001b[49m\n\u001b[1;32m    488\u001b[0m \u001b[43m        \u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstudy_id\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstudy_url\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[1;32m    489\u001b[0m \u001b[43m    \u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39mto_dict(orient\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mindex\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    490\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    491\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_set_to_study_info[sample_set]\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/pandas/core/frame.py:3766\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3764\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m is_iterator(key):\n\u001b[1;32m   3765\u001b[0m         key \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(key)\n\u001b[0;32m-> 3766\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_indexer_strict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcolumns\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m[\u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m   3768\u001b[0m \u001b[38;5;66;03m# take() does not accept boolean indexers\u001b[39;00m\n\u001b[1;32m   3769\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(indexer, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdtype\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;241m==\u001b[39m \u001b[38;5;28mbool\u001b[39m:\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/pandas/core/indexes/base.py:5876\u001b[0m, in \u001b[0;36mIndex._get_indexer_strict\u001b[0;34m(self, key, axis_name)\u001b[0m\n\u001b[1;32m   5873\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   5874\u001b[0m     keyarr, indexer, new_indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reindex_non_unique(keyarr)\n\u001b[0;32m-> 5876\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_raise_if_missing\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkeyarr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindexer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis_name\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   5878\u001b[0m keyarr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtake(indexer)\n\u001b[1;32m   5879\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, Index):\n\u001b[1;32m   5880\u001b[0m     \u001b[38;5;66;03m# GH 42790 - Preserve name from an Index\u001b[39;00m\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/pandas/core/indexes/base.py:5935\u001b[0m, in \u001b[0;36mIndex._raise_if_missing\u001b[0;34m(self, key, indexer, axis_name)\u001b[0m\n\u001b[1;32m   5933\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m use_interval_msg:\n\u001b[1;32m   5934\u001b[0m         key \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(key)\n\u001b[0;32m-> 5935\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNone of [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m] are in the [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00maxis_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m]\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   5937\u001b[0m not_found \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(ensure_index(key)[missing_mask\u001b[38;5;241m.\u001b[39mnonzero()[\u001b[38;5;241m0\u001b[39m]]\u001b[38;5;241m.\u001b[39munique())\n\u001b[1;32m   5938\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnot_found\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m not in index\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+      "\u001b[0;31mKeyError\u001b[0m: \"None of [Index(['study_id', 'study_url'], dtype='object')] are in the [columns]\""
+     ]
+    }
+   ],
    "source": [
-    "adir1.pca(region = \"KB672868\", n_snps = 100_000, "
+    "pca = adir1.pca(region = \"KB672868\", n_snps = 100_000, sample_query = \"country == 'Thailand'\")"
    ]
   }
  ],

From b8ed3cba756c42365e9f2876847c4b3bb05451fd Mon Sep 17 00:00:00 2001
From: tristanpwdennis <tristanpwdennis@gmail.com>
Date: Thu, 12 Jun 2025 08:39:04 +1000
Subject: [PATCH 04/12] add annotation to commented out bit of metadata

---
 malariagen_data/anoph/sample_metadata.py |  34 +-
 notebooks/adir1_explore.ipynb            | 522 -----------------------
 2 files changed, 18 insertions(+), 538 deletions(-)
 delete mode 100644 notebooks/adir1_explore.ipynb

diff --git a/malariagen_data/anoph/sample_metadata.py b/malariagen_data/anoph/sample_metadata.py
index ebe052de6..fc0d24540 100644
--- a/malariagen_data/anoph/sample_metadata.py
+++ b/malariagen_data/anoph/sample_metadata.py
@@ -589,29 +589,31 @@ def sample_metadata(
                 # Note: this includes study and terms-of-use info.
                 df_samples = self.general_metadata(sample_sets=prepped_sample_sets)
 
+                # Commented this out as it breaks some things - will fix
+
                 # Merge with the sequence QC metadata.
-                df_sequence_qc = self.sequence_qc_metadata(
-                    sample_sets=prepped_sample_sets
-                )
+                # df_sequence_qc = self.sequence_qc_metadata(
+                #    sample_sets=prepped_sample_sets
+                # )
 
                 # Note: merging can change column dtypes
-                df_samples = df_samples.merge(
-                    df_sequence_qc, on="sample_id", sort=False, how="left"
-                )
+                # df_samples = df_samples.merge(
+                #    df_sequence_qc, on="sample_id", sort=False, how="left"
+                # )
 
                 # If available, merge with the AIM metadata.
-                if self._aim_analysis:
-                    df_aim = self.aim_metadata(sample_sets=prepped_sample_sets)
-                    df_samples = df_samples.merge(
-                        df_aim, on="sample_id", sort=False, how="left"
-                    )
+                # if self._aim_analysis:
+                #    df_aim = self.aim_metadata(sample_sets=prepped_sample_sets)
+                #    df_samples = df_samples.merge(
+                #        df_aim, on="sample_id", sort=False, how="left"
+                #    )
 
                 # If available, merge with the cohorts metadata.
-                if self._cohorts_analysis:
-                    df_cohorts = self.cohorts_metadata(sample_sets=prepped_sample_sets)
-                    df_samples = df_samples.merge(
-                        df_cohorts, on="sample_id", sort=False, how="left"
-                    )
+                # if self._cohorts_analysis:
+                #    df_cohorts = self.cohorts_metadata(sample_sets=prepped_sample_sets)
+                #    df_samples = df_samples.merge(
+                #        df_cohorts, on="sample_id", sort=False, how="left"
+                #    )
 
             # Store sample metadata in the cache.
             self._cache_sample_metadata[cache_key] = df_samples
diff --git a/notebooks/adir1_explore.ipynb b/notebooks/adir1_explore.ipynb
deleted file mode 100644
index 450596a2f..000000000
--- a/notebooks/adir1_explore.ipynb
+++ /dev/null
@@ -1,522 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "94bd6d28-bf20-4841-aeb5-007d0f76b6c0",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "import malariagen_data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "be3c904b-5b0d-4482-ba2e-113e42d57557",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "application/javascript": [
-       "'use strict';\n",
-       "(function(root) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
-       "  }\n",
-       "\n",
-       "  const force = true;\n",
-       "\n",
-       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
-       "    root._bokeh_onload_callbacks = [];\n",
-       "    root._bokeh_is_loading = undefined;\n",
-       "  }\n",
-       "\n",
-       "const JS_MIME_TYPE = 'application/javascript';\n",
-       "  const HTML_MIME_TYPE = 'text/html';\n",
-       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
-       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
-       "\n",
-       "  /**\n",
-       "   * Render data to the DOM node\n",
-       "   */\n",
-       "  function render(props, node) {\n",
-       "    const script = document.createElement(\"script\");\n",
-       "    node.appendChild(script);\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when an output is cleared or removed\n",
-       "   */\n",
-       "  function handleClearOutput(event, handle) {\n",
-       "    function drop(id) {\n",
-       "      const view = Bokeh.index.get_by_id(id)\n",
-       "      if (view != null) {\n",
-       "        view.model.document.clear()\n",
-       "        Bokeh.index.delete(view)\n",
-       "      }\n",
-       "    }\n",
-       "\n",
-       "    const cell = handle.cell;\n",
-       "\n",
-       "    const id = cell.output_area._bokeh_element_id;\n",
-       "    const server_id = cell.output_area._bokeh_server_id;\n",
-       "\n",
-       "    // Clean up Bokeh references\n",
-       "    if (id != null) {\n",
-       "      drop(id)\n",
-       "    }\n",
-       "\n",
-       "    if (server_id !== undefined) {\n",
-       "      // Clean up Bokeh references\n",
-       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
-       "      cell.notebook.kernel.execute(cmd_clean, {\n",
-       "        iopub: {\n",
-       "          output: function(msg) {\n",
-       "            const id = msg.content.text.trim()\n",
-       "            drop(id)\n",
-       "          }\n",
-       "        }\n",
-       "      });\n",
-       "      // Destroy server and session\n",
-       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
-       "      cell.notebook.kernel.execute(cmd_destroy);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when a new output is added\n",
-       "   */\n",
-       "  function handleAddOutput(event, handle) {\n",
-       "    const output_area = handle.output_area;\n",
-       "    const output = handle.output;\n",
-       "\n",
-       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
-       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
-       "      return\n",
-       "    }\n",
-       "\n",
-       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
-       "\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
-       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
-       "      // store reference to embed id on output_area\n",
-       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
-       "    }\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
-       "      const bk_div = document.createElement(\"div\");\n",
-       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
-       "      const script_attrs = bk_div.children[0].attributes;\n",
-       "      for (let i = 0; i < script_attrs.length; i++) {\n",
-       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
-       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
-       "      }\n",
-       "      // store reference to server id on output_area\n",
-       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function register_renderer(events, OutputArea) {\n",
-       "\n",
-       "    function append_mime(data, metadata, element) {\n",
-       "      // create a DOM node to render to\n",
-       "      const toinsert = this.create_output_subarea(\n",
-       "        metadata,\n",
-       "        CLASS_NAME,\n",
-       "        EXEC_MIME_TYPE\n",
-       "      );\n",
-       "      this.keyboard_manager.register_events(toinsert);\n",
-       "      // Render to node\n",
-       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
-       "      render(props, toinsert[toinsert.length - 1]);\n",
-       "      element.append(toinsert);\n",
-       "      return toinsert\n",
-       "    }\n",
-       "\n",
-       "    /* Handle when an output is cleared or removed */\n",
-       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
-       "    events.on('delete.Cell', handleClearOutput);\n",
-       "\n",
-       "    /* Handle when a new output is added */\n",
-       "    events.on('output_added.OutputArea', handleAddOutput);\n",
-       "\n",
-       "    /**\n",
-       "     * Register the mime type and append_mime function with output_area\n",
-       "     */\n",
-       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
-       "      /* Is output safe? */\n",
-       "      safe: true,\n",
-       "      /* Index of renderer in `output_area.display_order` */\n",
-       "      index: 0\n",
-       "    });\n",
-       "  }\n",
-       "\n",
-       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
-       "  if (root.Jupyter !== undefined) {\n",
-       "    const events = require('base/js/events');\n",
-       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
-       "\n",
-       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
-       "      register_renderer(events, OutputArea);\n",
-       "    }\n",
-       "  }\n",
-       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
-       "    root._bokeh_timeout = Date.now() + 5000;\n",
-       "    root._bokeh_failed_load = false;\n",
-       "  }\n",
-       "\n",
-       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
-       "     \"<div style='background-color: #fdd'>\\n\"+\n",
-       "     \"<p>\\n\"+\n",
-       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
-       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
-       "     \"</p>\\n\"+\n",
-       "     \"<ul>\\n\"+\n",
-       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
-       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
-       "     \"</ul>\\n\"+\n",
-       "     \"<code>\\n\"+\n",
-       "     \"from bokeh.resources import INLINE\\n\"+\n",
-       "     \"output_notebook(resources=INLINE)\\n\"+\n",
-       "     \"</code>\\n\"+\n",
-       "     \"</div>\"}};\n",
-       "\n",
-       "  function display_loaded(error = null) {\n",
-       "    const el = document.getElementById(null);\n",
-       "    if (el != null) {\n",
-       "      const html = (() => {\n",
-       "        if (typeof root.Bokeh === \"undefined\") {\n",
-       "          if (error == null) {\n",
-       "            return \"BokehJS is loading ...\";\n",
-       "          } else {\n",
-       "            return \"BokehJS failed to load.\";\n",
-       "          }\n",
-       "        } else {\n",
-       "          const prefix = `BokehJS ${root.Bokeh.version}`;\n",
-       "          if (error == null) {\n",
-       "            return `${prefix} successfully loaded.`;\n",
-       "          } else {\n",
-       "            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n",
-       "          }\n",
-       "        }\n",
-       "      })();\n",
-       "      el.innerHTML = html;\n",
-       "\n",
-       "      if (error != null) {\n",
-       "        const wrapper = document.createElement(\"div\");\n",
-       "        wrapper.style.overflow = \"auto\";\n",
-       "        wrapper.style.height = \"5em\";\n",
-       "        wrapper.style.resize = \"vertical\";\n",
-       "        const content = document.createElement(\"div\");\n",
-       "        content.style.fontFamily = \"monospace\";\n",
-       "        content.style.whiteSpace = \"pre-wrap\";\n",
-       "        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n",
-       "        content.textContent = error.stack ?? error.toString();\n",
-       "        wrapper.append(content);\n",
-       "        el.append(wrapper);\n",
-       "      }\n",
-       "    } else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(() => display_loaded(error), 100);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function run_callbacks() {\n",
-       "    try {\n",
-       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
-       "        if (callback != null)\n",
-       "          callback();\n",
-       "      });\n",
-       "    } finally {\n",
-       "      delete root._bokeh_onload_callbacks\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
-       "  }\n",
-       "\n",
-       "  function load_libs(css_urls, js_urls, callback) {\n",
-       "    if (css_urls == null) css_urls = [];\n",
-       "    if (js_urls == null) js_urls = [];\n",
-       "\n",
-       "    root._bokeh_onload_callbacks.push(callback);\n",
-       "    if (root._bokeh_is_loading > 0) {\n",
-       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
-       "      return null;\n",
-       "    }\n",
-       "    if (js_urls == null || js_urls.length === 0) {\n",
-       "      run_callbacks();\n",
-       "      return null;\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
-       "\n",
-       "    function on_load() {\n",
-       "      root._bokeh_is_loading--;\n",
-       "      if (root._bokeh_is_loading === 0) {\n",
-       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
-       "        run_callbacks()\n",
-       "      }\n",
-       "    }\n",
-       "\n",
-       "    function on_error(url) {\n",
-       "      console.error(\"failed to load \" + url);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < css_urls.length; i++) {\n",
-       "      const url = css_urls[i];\n",
-       "      const element = document.createElement(\"link\");\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.rel = \"stylesheet\";\n",
-       "      element.type = \"text/css\";\n",
-       "      element.href = url;\n",
-       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
-       "      document.body.appendChild(element);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < js_urls.length; i++) {\n",
-       "      const url = js_urls[i];\n",
-       "      const element = document.createElement('script');\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.async = false;\n",
-       "      element.src = url;\n",
-       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.head.appendChild(element);\n",
-       "    }\n",
-       "  };\n",
-       "\n",
-       "  function inject_raw_css(css) {\n",
-       "    const element = document.createElement(\"style\");\n",
-       "    element.appendChild(document.createTextNode(css));\n",
-       "    document.body.appendChild(element);\n",
-       "  }\n",
-       "\n",
-       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n",
-       "  const css_urls = [];\n",
-       "\n",
-       "  const inline_js = [    function(Bokeh) {\n",
-       "      Bokeh.set_log_level(\"info\");\n",
-       "    },\n",
-       "function(Bokeh) {\n",
-       "    }\n",
-       "  ];\n",
-       "\n",
-       "  function run_inline_js() {\n",
-       "    if (root.Bokeh !== undefined || force === true) {\n",
-       "      try {\n",
-       "            for (let i = 0; i < inline_js.length; i++) {\n",
-       "      inline_js[i].call(root, root.Bokeh);\n",
-       "    }\n",
-       "\n",
-       "      } catch (error) {throw error;\n",
-       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(run_inline_js, 100);\n",
-       "    } else if (!root._bokeh_failed_load) {\n",
-       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
-       "      root._bokeh_failed_load = true;\n",
-       "    } else if (force !== true) {\n",
-       "      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
-       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  if (root._bokeh_is_loading === 0) {\n",
-       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "    run_inline_js();\n",
-       "  } else {\n",
-       "    load_libs(css_urls, js_urls, function() {\n",
-       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "      run_inline_js();\n",
-       "    });\n",
-       "  }\n",
-       "}(window));"
-      ],
-      "application/vnd.bokehjs_load.v0+json": "'use strict';\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded(error = null) {\n    const el = document.getElementById(null);\n    if (el != null) {\n      const html = (() => {\n        if (typeof root.Bokeh === \"undefined\") {\n          if (error == null) {\n            return \"BokehJS is loading ...\";\n          } else {\n            return \"BokehJS failed to load.\";\n          }\n        } else {\n          const prefix = `BokehJS ${root.Bokeh.version}`;\n          if (error == null) {\n            return `${prefix} successfully loaded.`;\n          } else {\n            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n          }\n        }\n      })();\n      el.innerHTML = html;\n\n      if (error != null) {\n        const wrapper = document.createElement(\"div\");\n        wrapper.style.overflow = \"auto\";\n        wrapper.style.height = \"5em\";\n        wrapper.style.resize = \"vertical\";\n        const content = document.createElement(\"div\");\n        content.style.fontFamily = \"monospace\";\n        content.style.whiteSpace = \"pre-wrap\";\n        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n        content.textContent = error.stack ?? error.toString();\n        wrapper.append(content);\n        el.append(wrapper);\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(() => display_loaded(error), 100);\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n      try {\n            for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n\n      } catch (error) {throw error;\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "            <table class=\"malariagen-adir1\">\n",
-       "                <thead>\n",
-       "                    <tr>\n",
-       "                        <th style=\"text-align: left\" colspan=\"2\">MalariaGEN Adir1 API client</th>\n",
-       "                    </tr>\n",
-       "                    <tr><td colspan=\"2\" style=\"text-align: left\">\n",
-       "                        Please note that data are subject to terms of use,\n",
-       "                        for more information see <a href=\"https://www.malariagen.net/data\">\n",
-       "                        the MalariaGEN website</a> or contact support@malariagen.net.\n",
-       "                        See also the <a href=\"https://malariagen.github.io/malariagen-data-python/v13.3.0.post33+90e72d5a/Adir1.html\">Adir1 API docs</a>.\n",
-       "                    </td></tr>\n",
-       "                </thead>\n",
-       "                <tbody>\n",
-       "                    <tr>\n",
-       "                        <th style=\"text-align: left\">\n",
-       "                            Storage URL\n",
-       "                        </th>\n",
-       "                        <td>gs://vo_adir_production_us_central1/</td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th style=\"text-align: left\">\n",
-       "                            Data releases available\n",
-       "                        </th>\n",
-       "                        <td>1.x</td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th style=\"text-align: left\">\n",
-       "                            Results cache\n",
-       "                        </th>\n",
-       "                        <td>/Users/dennistpw/Projects/malariagen_results</td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th style=\"text-align: left\">\n",
-       "                            Cohorts analysis\n",
-       "                        </th>\n",
-       "                        <td>noneyet</td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th style=\"text-align: left\">\n",
-       "                            Site filters analysis\n",
-       "                        </th>\n",
-       "                        <td>sc_20250610</td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th style=\"text-align: left\">\n",
-       "                            Software version\n",
-       "                        </th>\n",
-       "                        <td>malariagen_data 13.3.0.post33+90e72d5a</td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th style=\"text-align: left\">\n",
-       "                            Client location\n",
-       "                        </th>\n",
-       "                        <td>Queensland, Australia</td>\n",
-       "                    </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        "
-      ],
-      "text/plain": [
-       "<MalariaGEN Adir1 API client>\n",
-       "Storage URL             : gs://vo_adir_production_us_central1/\n",
-       "Data releases available : 1.x\n",
-       "Results cache           : /Users/dennistpw/Projects/malariagen_results\n",
-       "Site filters analysis   : sc_20250610\n",
-       "Software version        : malariagen_data 13.3.0.post33+90e72d5a\n",
-       "Client location         : Queensland, Australia\n",
-       "---\n",
-       "Please note that data are subject to terms of use,\n",
-       "for more information see https://www.malariagen.net/data\n",
-       "or contact support@malariagen.net. For API documentation see \n",
-       "https://malariagen.github.io/malariagen-data-python/v13.3.0.post33+90e72d5a/Adir1.html"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Init Adir1 API\n",
-    "adir1 = malariagen_data.Adir1(results_cache = '/Users/dennistpw/Projects/malariagen_results/')\n",
-    "adir1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "a4f50d6d-ad1b-404f-a9d1-e546f725abb3",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                                 \r"
-     ]
-    }
-   ],
-   "source": [
-    "snps = adir1.snp_calls(region=\"KB672868:1000000-1010000\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "e0489eab-e347-492d-88ce-97d61a0c0aba",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                                     \r"
-     ]
-    },
-    {
-     "ename": "KeyError",
-     "evalue": "\"None of [Index(['study_id', 'study_url'], dtype='object')] are in the [columns]\"",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:581\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata.sample_metadata\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    579\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    580\u001b[0m     \u001b[38;5;66;03m# Attempt to retrieve from the cache.\u001b[39;00m\n\u001b[0;32m--> 581\u001b[0m     df_samples \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cache_sample_metadata\u001b[49m\u001b[43m[\u001b[49m\u001b[43mcache_key\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m    583\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n",
-      "\u001b[0;31mKeyError\u001b[0m: ('1276-AD-BD-ALAM-VMF00156', '1277-VO-KH-WITKOWSKI-VMF00151', '1277-VO-KH-WITKOWSKI-VMF00183', '1278-VO-TH-KOBYLINSKI-VMF00153')",
-      "\nDuring handling of the above exception, another exception occurred:\n",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[10], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m pca \u001b[38;5;241m=\u001b[39m \u001b[43madir1\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpca\u001b[49m\u001b[43m(\u001b[49m\u001b[43mregion\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mKB672868\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_snps\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m100_000\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msample_query\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcountry == \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mThailand\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/pca.py:89\u001b[0m, in \u001b[0;36mAnophelesPca.pca\u001b[0;34m(self, region, n_snps, n_components, thin_offset, sample_sets, sample_query, sample_query_options, sample_indices, site_mask, site_class, min_minor_ac, max_missing_an, cohort_size, min_cohort_size, max_cohort_size, exclude_samples, fit_exclude_samples, random_seed, inline_array, chunks)\u001b[0m\n\u001b[1;32m     83\u001b[0m name \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpca_v4\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     85\u001b[0m \u001b[38;5;66;03m# Normalize params for consistent hash value.\u001b[39;00m\n\u001b[1;32m     86\u001b[0m (\n\u001b[1;32m     87\u001b[0m     sample_sets_prepped,\n\u001b[1;32m     88\u001b[0m     sample_indices_prepped,\n\u001b[0;32m---> 89\u001b[0m ) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_prep_sample_selection_cache_params\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     90\u001b[0m \u001b[43m    \u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     91\u001b[0m \u001b[43m    \u001b[49m\u001b[43msample_query\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_query\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     92\u001b[0m \u001b[43m    \u001b[49m\u001b[43msample_query_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_query_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     93\u001b[0m \u001b[43m    \u001b[49m\u001b[43msample_indices\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_indices\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     94\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     95\u001b[0m region_prepped \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prep_region_cache_param(region\u001b[38;5;241m=\u001b[39mregion)\n\u001b[1;32m     96\u001b[0m site_mask_prepped \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prep_optional_site_mask_param(site_mask\u001b[38;5;241m=\u001b[39msite_mask)\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:892\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata._prep_sample_selection_cache_params\u001b[0;34m(self, sample_sets, sample_query, sample_query_options, sample_indices)\u001b[0m\n\u001b[1;32m    885\u001b[0m sample_sets \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prep_sample_sets_param(sample_sets\u001b[38;5;241m=\u001b[39msample_sets)\n\u001b[1;32m    887\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m sample_query \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    888\u001b[0m     \u001b[38;5;66;03m# Resolve query to a list of integers for more cache hits - we\u001b[39;00m\n\u001b[1;32m    889\u001b[0m     \u001b[38;5;66;03m# do this because there are different ways to write the same pandas\u001b[39;00m\n\u001b[1;32m    890\u001b[0m     \u001b[38;5;66;03m# query, and so it's better to evaluate the query and use a list of\u001b[39;00m\n\u001b[1;32m    891\u001b[0m     \u001b[38;5;66;03m# integer indices instead.\u001b[39;00m\n\u001b[0;32m--> 892\u001b[0m     df_samples \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample_metadata\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    893\u001b[0m     sample_query_options \u001b[38;5;241m=\u001b[39m sample_query_options \u001b[38;5;129;01mor\u001b[39;00m {}\n\u001b[1;32m    894\u001b[0m     loc_samples \u001b[38;5;241m=\u001b[39m df_samples\u001b[38;5;241m.\u001b[39meval(sample_query, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39msample_query_options)\u001b[38;5;241m.\u001b[39mvalues\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:589\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata.sample_metadata\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    583\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n\u001b[1;32m    584\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_spinner(desc\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLoad sample metadata\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[1;32m    585\u001b[0m         \u001b[38;5;66;03m## Build a single DataFrame using all available metadata.\u001b[39;00m\n\u001b[1;32m    586\u001b[0m \n\u001b[1;32m    587\u001b[0m         \u001b[38;5;66;03m# Get the general sample metadata.\u001b[39;00m\n\u001b[1;32m    588\u001b[0m         \u001b[38;5;66;03m# Note: this includes study and terms-of-use info.\u001b[39;00m\n\u001b[0;32m--> 589\u001b[0m         df_samples \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgeneral_metadata\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprepped_sample_sets\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    591\u001b[0m         \u001b[38;5;66;03m# Merge with the sequence QC metadata.\u001b[39;00m\n\u001b[1;32m    592\u001b[0m         df_sequence_qc \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msequence_qc_metadata(\n\u001b[1;32m    593\u001b[0m             sample_sets\u001b[38;5;241m=\u001b[39mprepped_sample_sets\n\u001b[1;32m    594\u001b[0m         )\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:185\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata.general_metadata\u001b[0;34m(self, sample_sets)\u001b[0m\n\u001b[1;32m    174\u001b[0m \u001b[38;5;129m@check_types\u001b[39m\n\u001b[1;32m    175\u001b[0m \u001b[38;5;129m@doc\u001b[39m(\n\u001b[1;32m    176\u001b[0m     summary\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\"\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    183\u001b[0m     \u001b[38;5;28mself\u001b[39m, sample_sets: Optional[base_params\u001b[38;5;241m.\u001b[39msample_sets] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    184\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m pd\u001b[38;5;241m.\u001b[39mDataFrame:\n\u001b[0;32m--> 185\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_parse_metadata_paths\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    186\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpath_template\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{release_path}\u001b[39;49;00m\u001b[38;5;124;43m/metadata/general/\u001b[39;49m\u001b[38;5;132;43;01m{sample_set}\u001b[39;49;00m\u001b[38;5;124;43m/samples.meta.csv\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m    187\u001b[0m \u001b[43m        \u001b[49m\u001b[43mparse_metadata_func\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_parse_general_metadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    188\u001b[0m \u001b[43m        \u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    189\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:119\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata._parse_metadata_paths\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    117\u001b[0m     path \u001b[38;5;241m=\u001b[39m file_paths[sample_set]\n\u001b[1;32m    118\u001b[0m     data \u001b[38;5;241m=\u001b[39m files[path]\n\u001b[0;32m--> 119\u001b[0m     df \u001b[38;5;241m=\u001b[39m \u001b[43mparse_metadata_func\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_set\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    120\u001b[0m     dfs\u001b[38;5;241m.\u001b[39mappend(df)\n\u001b[1;32m    122\u001b[0m \u001b[38;5;66;03m# Concatenate all DataFrames.\u001b[39;00m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:160\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata._parse_general_metadata\u001b[0;34m(self, sample_set, data)\u001b[0m\n\u001b[1;32m    154\u001b[0m df[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mquarter\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m df\u001b[38;5;241m.\u001b[39mapply(\n\u001b[1;32m    155\u001b[0m     \u001b[38;5;28;01mlambda\u001b[39;00m row: ((row\u001b[38;5;241m.\u001b[39mmonth \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m) \u001b[38;5;241m/\u001b[39m\u001b[38;5;241m/\u001b[39m \u001b[38;5;241m3\u001b[39m) \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m row\u001b[38;5;241m.\u001b[39mmonth \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m,\n\u001b[1;32m    156\u001b[0m     axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcolumns\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m    157\u001b[0m )\n\u001b[1;32m    159\u001b[0m \u001b[38;5;66;03m# Add study columns.\u001b[39;00m\n\u001b[0;32m--> 160\u001b[0m study_info \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlookup_study_info\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_set\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_set\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    161\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m column \u001b[38;5;129;01min\u001b[39;00m study_info:\n\u001b[1;32m    162\u001b[0m     df[column] \u001b[38;5;241m=\u001b[39m study_info[column]\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:487\u001b[0m, in \u001b[0;36mAnophelesBase.lookup_study_info\u001b[0;34m(self, sample_set)\u001b[0m\n\u001b[1;32m    485\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_set_to_study_info \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    486\u001b[0m     df_sample_sets \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msample_sets()\u001b[38;5;241m.\u001b[39mset_index(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msample_set\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 487\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_set_to_study_info \u001b[38;5;241m=\u001b[39m \u001b[43mdf_sample_sets\u001b[49m\u001b[43m[\u001b[49m\n\u001b[1;32m    488\u001b[0m \u001b[43m        \u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstudy_id\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstudy_url\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[1;32m    489\u001b[0m \u001b[43m    \u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39mto_dict(orient\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mindex\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    490\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    491\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_set_to_study_info[sample_set]\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/pandas/core/frame.py:3766\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3764\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m is_iterator(key):\n\u001b[1;32m   3765\u001b[0m         key \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(key)\n\u001b[0;32m-> 3766\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_indexer_strict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcolumns\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m[\u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m   3768\u001b[0m \u001b[38;5;66;03m# take() does not accept boolean indexers\u001b[39;00m\n\u001b[1;32m   3769\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(indexer, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdtype\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;241m==\u001b[39m \u001b[38;5;28mbool\u001b[39m:\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/pandas/core/indexes/base.py:5876\u001b[0m, in \u001b[0;36mIndex._get_indexer_strict\u001b[0;34m(self, key, axis_name)\u001b[0m\n\u001b[1;32m   5873\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   5874\u001b[0m     keyarr, indexer, new_indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reindex_non_unique(keyarr)\n\u001b[0;32m-> 5876\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_raise_if_missing\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkeyarr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindexer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis_name\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   5878\u001b[0m keyarr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtake(indexer)\n\u001b[1;32m   5879\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, Index):\n\u001b[1;32m   5880\u001b[0m     \u001b[38;5;66;03m# GH 42790 - Preserve name from an Index\u001b[39;00m\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/pandas/core/indexes/base.py:5935\u001b[0m, in \u001b[0;36mIndex._raise_if_missing\u001b[0;34m(self, key, indexer, axis_name)\u001b[0m\n\u001b[1;32m   5933\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m use_interval_msg:\n\u001b[1;32m   5934\u001b[0m         key \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(key)\n\u001b[0;32m-> 5935\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNone of [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m] are in the [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00maxis_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m]\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   5937\u001b[0m not_found \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(ensure_index(key)[missing_mask\u001b[38;5;241m.\u001b[39mnonzero()[\u001b[38;5;241m0\u001b[39m]]\u001b[38;5;241m.\u001b[39munique())\n\u001b[1;32m   5938\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnot_found\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m not in index\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
-      "\u001b[0;31mKeyError\u001b[0m: \"None of [Index(['study_id', 'study_url'], dtype='object')] are in the [columns]\""
-     ]
-    }
-   ],
-   "source": [
-    "pca = adir1.pca(region = \"KB672868\", n_snps = 100_000, sample_query = \"country == 'Thailand'\")"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}

From 57a9b42a4af550057d3a0986e037b4ed5b9e4ca6 Mon Sep 17 00:00:00 2001
From: tristanpwdennis <tristanpwdennis@gmail.com>
Date: Sun, 15 Jun 2025 22:28:15 -0500
Subject: [PATCH 05/12] forgot how the alphabet works d'oh

---
 malariagen_data/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/malariagen_data/__init__.py b/malariagen_data/__init__.py
index 6bc938825..306896658 100644
--- a/malariagen_data/__init__.py
+++ b/malariagen_data/__init__.py
@@ -1,6 +1,6 @@
 # flake8: noqa
-from .af1 import Af1
 from .adir1 import Adir1
+from .af1 import Af1
 from .ag3 import Ag3
 from .amin1 import Amin1
 from .anopheles import AnophelesDataResource, Region

From ced92247eefea9316d38feb4084d010b01f0f04c Mon Sep 17 00:00:00 2001
From: tristanpwdennis <tristanpwdennis@gmail.com>
Date: Mon, 16 Jun 2025 20:35:38 -0500
Subject: [PATCH 06/12] add hashing to roh function

---
 malariagen_data/adir1.py     |   6 +-
 malariagen_data/anopheles.py |  71 +++++--
 poetry.lock                  | 402 ++++++++++++-----------------------
 pyproject.toml               |   1 +
 4 files changed, 193 insertions(+), 287 deletions(-)

diff --git a/malariagen_data/adir1.py b/malariagen_data/adir1.py
index 9b053ca62..c24562426 100644
--- a/malariagen_data/adir1.py
+++ b/malariagen_data/adir1.py
@@ -102,9 +102,9 @@ def __init__(
             aim_palettes=None,
             site_filters_analysis=site_filters_analysis,
             discordant_read_calls_analysis=discordant_read_calls_analysis,
-            default_site_mask="funestus",
-            default_phasing_analysis="funestus",
-            default_coverage_calls_analysis="funestus",
+            default_site_mask="dirus",
+            default_phasing_analysis="dirus",
+            default_coverage_calls_analysis="dirus",
             bokeh_output_notebook=bokeh_output_notebook,
             results_cache=results_cache,
             log=log,
diff --git a/malariagen_data/anopheles.py b/malariagen_data/anopheles.py
index 0aec9bd9a..87b42a9e5 100644
--- a/malariagen_data/anopheles.py
+++ b/malariagen_data/anopheles.py
@@ -572,31 +572,68 @@ def roh_hmm(
         debug = self._log.debug
 
         resolved_region: Region = parse_single_region(self, region)
-        del region
 
-        debug("compute windowed heterozygosity")
-        sample_id, sample_set, windows, counts = self._sample_count_het(
+        name = "roh"
+
+        params = dict(
             sample=sample,
-            region=resolved_region,
-            site_mask=site_mask,
+            region=region,
             window_size=window_size,
+            site_mask=site_mask,
             sample_set=sample_set,
-            chunks=chunks,
-            inline_array=inline_array,
-        )
-
-        debug("compute runs of homozygosity")
-        df_roh = self._roh_hmm_predict(
-            windows=windows,
-            counts=counts,
             phet_roh=phet_roh,
             phet_nonroh=phet_nonroh,
             transition=transition,
-            window_size=window_size,
-            sample_id=sample_id,
-            contig=resolved_region.contig,
+            chunks=chunks,
+            inline_array=inline_array,
         )
 
+        del region
+
+        try:
+            # Load cached numeric data, adding str / obj data again.
+            results = self.results_cache_get(name=name, params=params)
+            df_roh = pd.DataFrame(results)
+            df_roh["sample_id"] = sample
+            df_roh["contig"] = resolved_region.contig
+
+        except CacheMiss:
+            debug("compute windowed heterozygosity")
+            sample_id, sample_set, windows, counts = self._sample_count_het(
+                sample=sample,
+                region=resolved_region,
+                site_mask=site_mask,
+                window_size=window_size,
+                sample_set=sample_set,
+                chunks=chunks,
+                inline_array=inline_array,
+            )
+
+            debug("compute runs of homozygosity")
+            df_roh = self._roh_hmm_predict(
+                windows=windows,
+                counts=counts,
+                phet_roh=phet_roh,
+                phet_nonroh=phet_nonroh,
+                transition=transition,
+                window_size=window_size,
+                sample_id=sample_id,
+                contig=resolved_region.contig,
+            )
+
+            # Specify numeric columns to save (saving obj - sample ID and contig - breaks the save.
+            columns_to_save = [
+                "roh_start",
+                "roh_stop",
+                "roh_length",
+                "roh_is_marginal",
+            ]
+            self.results_cache_set(
+                name=name,
+                params=params,
+                results={col: df_roh[col].to_numpy() for col in columns_to_save},
+            )
+
         return df_roh
 
     @check_types
@@ -1304,7 +1341,7 @@ def ihs_gwss(
     ) -> Tuple[np.ndarray, np.ndarray]:
         # change this name if you ever change the behaviour of this function, to
         # invalidate any previously cached data
-        name = self._ihs_gwss_cache_name
+        name = "roh"
 
         params = dict(
             contig=contig,
diff --git a/poetry.lock b/poetry.lock
index 619febcb1..d02d5c5bc 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
 
 [[package]]
 name = "accessible-pygments"
@@ -7,7 +7,7 @@ description = "A collection of accessible pygments styles"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "accessible_pygments-0.0.5-py3-none-any.whl", hash = "sha256:88ae3211e68a1d0b011504b2ffc1691feafce124b845bd072ab6f9f66f34d4b7"},
     {file = "accessible_pygments-0.0.5.tar.gz", hash = "sha256:40918d3e6a2b619ad424cb91e556bd3bd8865443d9f22f1dcdf79e33c8046872"},
@@ -27,7 +27,6 @@ description = "Async client for aws services using botocore and aiohttp"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "aiobotocore-2.15.2-py3-none-any.whl", hash = "sha256:d4d3128b4b558e2b4c369bfa963b022d7e87303adb82eec623cec8aa77ae578a"},
     {file = "aiobotocore-2.15.2.tar.gz", hash = "sha256:9ac1cfcaccccc80602968174aa032bf978abe36bd4e55e6781d6500909af1375"},
@@ -50,7 +49,6 @@ description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8"},
     {file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"},
@@ -63,7 +61,6 @@ description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "aiohttp-3.11.9-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:0411777249f25d11bd2964a230b3ffafcbed6cd65d0f2b132bc2b8f5b8c347c7"},
     {file = "aiohttp-3.11.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:499368eb904566fbdf1a3836a1532000ef1308f34a1bcbf36e6351904cced771"},
@@ -154,7 +151,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
+speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.2.0) ; sys_platform == \"linux\" or sys_platform == \"darwin\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aioitertools"
@@ -163,7 +160,6 @@ description = "itertools and builtins for AsyncIO and mixed iterables"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "aioitertools-0.12.0-py3-none-any.whl", hash = "sha256:fc1f5fac3d737354de8831cbba3eb04f79dd649d8f3afb4c5b114925e662a796"},
     {file = "aioitertools-0.12.0.tar.gz", hash = "sha256:c2a9055b4fbb7705f561b9d86053e8af5d10cc845d22c32008c43490b2d8dd6b"},
@@ -180,7 +176,6 @@ description = "aiosignal: a list of registered asynchronous callbacks"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "aiosignal-1.3.1-py3-none-any.whl", hash = "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17"},
     {file = "aiosignal-1.3.1.tar.gz", hash = "sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc"},
@@ -196,7 +191,7 @@ description = "A light, configurable Sphinx theme"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b"},
     {file = "alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e"},
@@ -209,7 +204,6 @@ description = "A neighbour-joining library for Python."
 optional = false
 python-versions = "<3.13,>=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "anjl-1.4.0-py3-none-any.whl", hash = "sha256:062d9b6d3d565a61a0b691fa6ae1e268e28a9ef2271d12259c1b6d42b0a1abea"},
     {file = "anjl-1.4.0.tar.gz", hash = "sha256:830d6b6233d3bc9cd5631da7a8ee798e348949a07429fae87e492659b5960fba"},
@@ -233,7 +227,7 @@ description = "High level compatibility layer for multiple asynchronous event lo
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "anyio-4.6.2.post1-py3-none-any.whl", hash = "sha256:6d170c36fba3bdd840c73d3868c1e777e33676a69c3a72cf0a0d5d6d8009b61d"},
     {file = "anyio-4.6.2.post1.tar.gz", hash = "sha256:4c8bc31ccdb51c7f7bd251f51c609e038d63e34219b44aa86e47576389880b4c"},
@@ -247,7 +241,7 @@ typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21.0b1)"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21.0b1) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\""]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -257,7 +251,7 @@ description = "Disable App Nap on macOS >= 10.9"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and platform_system == \"Darwin\" or python_version >= \"3.12\" and platform_system == \"Darwin\""
+markers = "platform_system == \"Darwin\""
 files = [
     {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
     {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
@@ -270,7 +264,7 @@ description = "Argon2 for Python"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
     {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
@@ -292,7 +286,7 @@ description = "Low-level CFFI bindings for Argon2"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
     {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
@@ -331,7 +325,7 @@ description = "Better dates & times for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
     {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"},
@@ -352,7 +346,6 @@ description = "Draws ASCII trees."
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "asciitree-0.3.3.tar.gz", hash = "sha256:4aa4b9b649f85e3fcb343363d97564aa1fb62e249677f2e18a96765145cc0f6e"},
 ]
@@ -364,7 +357,6 @@ description = "Annotate AST trees with source code positions"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"},
     {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
@@ -381,7 +373,7 @@ description = "Simple LRU cache for asyncio"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "async-lru-2.0.4.tar.gz", hash = "sha256:b8a59a5df60805ff63220b2a0c5b5393da5521b113cd5465a44eb037d81a5627"},
     {file = "async_lru-2.0.4-py3-none-any.whl", hash = "sha256:ff02944ce3c288c5be660c42dbcca0742b32c3b279d6dceda655190240b99224"},
@@ -397,7 +389,7 @@ description = "Timeout context manager for asyncio programs"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version < \"3.11\""
+markers = "python_version == \"3.10\""
 files = [
     {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"},
     {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"},
@@ -410,19 +402,18 @@ description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
     {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
 ]
 
 [package.extras]
-benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"]
+cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"]
+dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"]
 docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
-tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
+tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\""]
 
 [[package]]
 name = "babel"
@@ -431,7 +422,7 @@ description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "babel-2.16.0-py3-none-any.whl", hash = "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b"},
     {file = "babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"},
@@ -447,7 +438,7 @@ description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.6.0"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"},
     {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"},
@@ -470,7 +461,6 @@ description = "Read and write the PLINK BED format, simply and efficiently."
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "bed_reader-1.0.6-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:5f2e812dea71cf9aebbf8b1bf00149600948fdbf4bbdb8805c4a4ed4b1597aba"},
     {file = "bed_reader-1.0.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:7753e3e9dcd4210aadfc071ece22264c4fef1bd53b31d34bd63ce11f217954d5"},
@@ -512,7 +502,6 @@ description = "Freely available tools for computational molecular biology."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "biopython-1.84-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:3c8beded38884abae4c74cb6ce54142da670273fd0b2919bd0f84f6e34d3056b"},
     {file = "biopython-1.84-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b51ef31bfb79872a182a85b4113625e1b553c024bb1586c72ac98b479f8d8fe4"},
@@ -551,7 +540,7 @@ description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"},
     {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"},
@@ -570,7 +559,6 @@ description = "Fast, simple object-to-object and broadcast signaling"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "blinker-1.9.0-py3-none-any.whl", hash = "sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc"},
     {file = "blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf"},
@@ -583,7 +571,6 @@ description = "Interactive plots and applications in the browser from Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "bokeh-3.6.2-py3-none-any.whl", hash = "sha256:fddc4b91f8b40178c0e3e83dfcc33886d7803a3a1f041a840834255e435a18c2"},
     {file = "bokeh-3.6.2.tar.gz", hash = "sha256:2f3043d9ecb3d5dc2e8c0ebf8ad55727617188d4e534f3e7208b36357e352396"},
@@ -607,7 +594,6 @@ description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "botocore-1.35.36-py3-none-any.whl", hash = "sha256:64241c778bf2dc863d93abab159e14024d97a926a5715056ef6411418cb9ead3"},
     {file = "botocore-1.35.36.tar.gz", hash = "sha256:354ec1b766f0029b5d6ff0c45d1a0f9e5007b7d2f3ec89bcdd755b208c5bc797"},
@@ -628,7 +614,6 @@ description = "Generate complex HTML+JS pages with Python"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "branca-0.8.0-py3-none-any.whl", hash = "sha256:e78d5be39c8799a42e5c2dd1145a797a3cefc099537907bc1e4c43b6b55f7fa4"},
     {file = "branca-0.8.0.tar.gz", hash = "sha256:1f8fd0d2f3b7548f2c146093932be5d3064ba21eee6cebf92d416b7f9092324f"},
@@ -644,7 +629,6 @@ description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "cachetools-5.5.0-py3-none-any.whl", hash = "sha256:02134e8439cdc2ffb62023ce1debca2944c3f289d66bb17ead3ab3dede74b292"},
     {file = "cachetools-5.5.0.tar.gz", hash = "sha256:2cc24fb4cbe39633fb7badd9db9ca6295d766d9c2995f245725a46715d050f2a"},
@@ -657,7 +641,6 @@ description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
     {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
@@ -670,7 +653,7 @@ description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and implementation_name == \"pypy\" or python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and implementation_name == \"pypy\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "implementation_name == \"pypy\" or extra == \"dev\""
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -751,7 +734,7 @@ description = "Validate configuration and produce human readable error messages.
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"},
     {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"},
@@ -764,7 +747,6 @@ description = "The Real First Universal Charset Detector. Open, modern and activ
 optional = false
 python-versions = ">=3.7.0"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "charset_normalizer-3.4.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:4f9fc98dad6c2eaa32fc3af1417d95b5e3d08aff968df0cd320066def971f9a6"},
     {file = "charset_normalizer-3.4.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0de7b687289d3c1b3e8660d0741874abe7888100efe14bd0f9fd7141bcbda92b"},
@@ -880,7 +862,6 @@ description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
     {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
@@ -896,7 +877,6 @@ description = "Pickler class to extend the standard pickle.Pickler functionality
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "cloudpickle-3.1.0-py3-none-any.whl", hash = "sha256:fe11acda67f61aaaec473e3afe030feb131d78a43461b718185363384f1ba12e"},
     {file = "cloudpickle-3.1.0.tar.gz", hash = "sha256:81a929b6e3c7335c863c771d673d105f02efdb89dfaba0c90495d1c64796601b"},
@@ -909,7 +889,7 @@ description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and platform_system == \"Windows\" or python_version <= \"3.11\" and sys_platform == \"win32\" or python_version >= \"3.12\" and platform_system == \"Windows\" or python_version >= \"3.12\" and sys_platform == \"win32\""
+markers = "platform_system == \"Windows\" or sys_platform == \"win32\""
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
@@ -922,7 +902,6 @@ description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "comm-0.2.2-py3-none-any.whl", hash = "sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3"},
     {file = "comm-0.2.2.tar.gz", hash = "sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e"},
@@ -941,7 +920,6 @@ description = "Python library for calculating contours of 2D quadrilateral grids
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "contourpy-1.3.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a045f341a77b77e1c5de31e74e966537bba9f3c4099b35bf4c2e3939dd54cdab"},
     {file = "contourpy-1.3.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:500360b77259914f7805af7462e41f9cb7ca92ad38e9f94d6c8641b089338124"},
@@ -1016,7 +994,7 @@ description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "coverage-7.6.8-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b39e6011cd06822eb964d038d5dff5da5d98652b81f5ecd439277b32361a3a50"},
     {file = "coverage-7.6.8-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:63c19702db10ad79151a059d2d6336fe0c470f2e18d0d4d1a57f7f9713875dcf"},
@@ -1086,7 +1064,7 @@ files = [
 tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.11.0a6\" and extra == \"toml\""}
 
 [package.extras]
-toml = ["tomli"]
+toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
 
 [[package]]
 name = "dash"
@@ -1095,7 +1073,6 @@ description = "A Python framework for building reactive web-apps. Developed by P
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "dash-2.18.2-py3-none-any.whl", hash = "sha256:0ce0479d1bc958e934630e2de7023b8a4558f23ce1f9f5a4b34b65eb3903a869"},
     {file = "dash-2.18.2.tar.gz", hash = "sha256:20e8404f73d0fe88ce2eae33c25bbc513cbe52f30d23a401fa5f24dbb44296c8"},
@@ -1130,7 +1107,6 @@ description = "Core component suite for Dash"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "dash_core_components-2.0.0-py3-none-any.whl", hash = "sha256:52b8e8cce13b18d0802ee3acbc5e888cb1248a04968f962d63d070400af2e346"},
     {file = "dash_core_components-2.0.0.tar.gz", hash = "sha256:c6733874af975e552f95a1398a16c2ee7df14ce43fa60bb3718a3c6e0b63ffee"},
@@ -1143,7 +1119,6 @@ description = "A Component Library for Dash aimed at facilitating network visual
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "dash_cytoscape-1.0.2.tar.gz", hash = "sha256:a61019d2184d63a2b3b5c06d056d3b867a04223a674cc3c7cf900a561a9a59aa"},
 ]
@@ -1161,7 +1136,6 @@ description = "Vanilla HTML components for Dash"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "dash_html_components-2.0.0-py3-none-any.whl", hash = "sha256:b42cc903713c9706af03b3f2548bda4be7307a7cf89b7d6eae3da872717d1b63"},
     {file = "dash_html_components-2.0.0.tar.gz", hash = "sha256:8703a601080f02619a6390998e0b3da4a5daabe97a1fd7a9cebc09d015f26e50"},
@@ -1174,7 +1148,6 @@ description = "Dash table"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "dash_table-5.0.0-py3-none-any.whl", hash = "sha256:19036fa352bb1c11baf38068ec62d172f0515f73ca3276c79dee49b95ddc16c9"},
     {file = "dash_table-5.0.0.tar.gz", hash = "sha256:18624d693d4c8ef2ddec99a6f167593437a7ea0bf153aa20f318c170c5bc7308"},
@@ -1187,7 +1160,6 @@ description = "Parallel PyData with Task Scheduling"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "dask-2024.12.0-py3-none-any.whl", hash = "sha256:e038e87b9f06e7927b81ecde6cf2b49aa699bb902fec11abba5697cb48baeb8d"},
     {file = "dask-2024.12.0.tar.gz", hash = "sha256:ffd02b06ac06b993df0b48e0ba4fe02abceb5c8b34b40bd91d63f33ec7a272a4"},
@@ -1219,7 +1191,6 @@ description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "debugpy-1.8.9-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:cfe1e6c6ad7178265f74981edf1154ffce97b69005212fbc90ca22ddfe3d017e"},
     {file = "debugpy-1.8.9-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ada7fb65102a4d2c9ab62e8908e9e9f12aed9d76ef44880367bc9308ebe49a0f"},
@@ -1256,7 +1227,7 @@ description = "Create decorators easily in python."
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "decopatch-1.4.10-py2.py3-none-any.whl", hash = "sha256:e151f7f93de2b1b3fd3f3272dcc7cefd1a69f68ec1c2d8e288ecd9deb36dc5f7"},
     {file = "decopatch-1.4.10.tar.gz", hash = "sha256:957f49c93f4150182c23f8fb51d13bb3213e0f17a79e09c8cca7057598b55720"},
@@ -1272,7 +1243,6 @@ description = "Decorators for Humans"
 optional = false
 python-versions = ">=3.5"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
     {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
@@ -1285,7 +1255,7 @@ description = "XML bomb protection for Python stdlib modules"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"},
     {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
@@ -1298,7 +1268,7 @@ description = "Distribution utilities"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "distlib-0.3.9-py2.py3-none-any.whl", hash = "sha256:47f8c22fd27c27e25a65601af709b38e4f0a45ea4fc2e710f65755fa8caaaf87"},
     {file = "distlib-0.3.9.tar.gz", hash = "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403"},
@@ -1311,7 +1281,6 @@ description = "Distributed scheduler for Dask"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "distributed-2024.12.0-py3-none-any.whl", hash = "sha256:ed05aa13b6c62b69b33d1ba7d1ca95e78406c8f37163fafd07f7ca94ae036b66"},
     {file = "distributed-2024.12.0.tar.gz", hash = "sha256:6a2c04e63d31973ee3c1f2160d66521ed8f08e637d6a25a450e7561582920f38"},
@@ -1341,7 +1310,7 @@ description = "Docutils -- Python Documentation Utilities"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "docutils-0.21.2-py3-none-any.whl", hash = "sha256:dafca5b9e384f0e419294eb4d2ff9fa826435bf15f15b7bd45723e8ad76811b2"},
     {file = "docutils-0.21.2.tar.gz", hash = "sha256:3a6b18732edf182daa3cd12775bbb338cf5691468f91eeeb109deff6ebfa986f"},
@@ -1354,7 +1323,7 @@ description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version < \"3.11\""
+markers = "python_version == \"3.10\""
 files = [
     {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
     {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
@@ -1370,7 +1339,7 @@ description = "execnet: rapid multi-Python deployment"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "execnet-2.1.1-py3-none-any.whl", hash = "sha256:26dee51f1b80cebd6d0ca8e74dd8745419761d3bef34163928cbebbdc4749fdc"},
     {file = "execnet-2.1.1.tar.gz", hash = "sha256:5189b52c6121c24feae288166ab41b32549c7e2348652736540b9e6e7d4e72e3"},
@@ -1386,14 +1355,13 @@ description = "Get the currently executing AST node of a frame, and other inform
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "executing-2.1.0-py2.py3-none-any.whl", hash = "sha256:8d63781349375b5ebccc3142f4b30350c0cd9c79f921cde38be2be4637e98eaf"},
     {file = "executing-2.1.0.tar.gz", hash = "sha256:8ea27ddd260da8150fa5a708269c4a10e76161e2496ec3e587da9e3c0fe4b9ab"},
 ]
 
 [package.extras]
-tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
+tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich ; python_version >= \"3.11\""]
 
 [[package]]
 name = "fasteners"
@@ -1402,7 +1370,7 @@ description = "A python package that provides useful locks"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and sys_platform != \"emscripten\" or python_version >= \"3.12\" and sys_platform != \"emscripten\""
+markers = "sys_platform != \"emscripten\""
 files = [
     {file = "fasteners-0.19-py3-none-any.whl", hash = "sha256:758819cb5d94cdedf4e836988b74de396ceacb8e2794d21f82d131fd9ee77237"},
     {file = "fasteners-0.19.tar.gz", hash = "sha256:b4f37c3ac52d8a445af3a66bce57b33b5e90b97c696b7b984f530cf8f0ded09c"},
@@ -1415,7 +1383,7 @@ description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "fastjsonschema-2.21.1-py3-none-any.whl", hash = "sha256:c9e5b7e908310918cf494a434eeb31384dd84a98b57a30bcb1f535015b554667"},
     {file = "fastjsonschema-2.21.1.tar.gz", hash = "sha256:794d4f0a58f848961ba16af7b9c85a3e88cd360df008c59aac6fc5ae9323b5d4"},
@@ -1431,7 +1399,7 @@ description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "filelock-3.16.1-py3-none-any.whl", hash = "sha256:2082e5703d51fbf98ea75855d9d5527e33d8ff23099bec374a134febee6946b0"},
     {file = "filelock-3.16.1.tar.gz", hash = "sha256:c249fbfcd5db47e5e2d6d62198e565475ee65e4831e2561c8e313fa7eb961435"},
@@ -1440,7 +1408,7 @@ files = [
 [package.extras]
 docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"]
 testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
-typing = ["typing-extensions (>=4.12.2)"]
+typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
 
 [[package]]
 name = "flask"
@@ -1449,7 +1417,6 @@ description = "A simple framework for building complex web applications."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "flask-3.0.3-py3-none-any.whl", hash = "sha256:34e815dfaa43340d1d15a5c3a02b8476004037eb4840b34910c6e21679d288f3"},
     {file = "flask-3.0.3.tar.gz", hash = "sha256:ceb27b0af3823ea2737928a4d99d125a06175b8512c445cbd9a9ce200ef76842"},
@@ -1473,7 +1440,7 @@ description = "Validates fully-qualified domain names against RFC 1123, so that
 optional = false
 python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "fqdn-1.5.1-py3-none-any.whl", hash = "sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014"},
     {file = "fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f"},
@@ -1486,7 +1453,6 @@ description = "A list-like structure which implements collections.abc.MutableSeq
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "frozenlist-1.5.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:5b6a66c18b5b9dd261ca98dffcb826a525334b2f29e7caa54e182255c5f6a65a"},
     {file = "frozenlist-1.5.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d1b3eb7b05ea246510b43a7e53ed1653e55c2121019a97e60cad7efb881a97bb"},
@@ -1589,7 +1555,6 @@ description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "fsspec-2024.10.0-py3-none-any.whl", hash = "sha256:03b9a6785766a4de40368b88906366755e2819e758b83705c88cd7cb5fe81871"},
     {file = "fsspec-2024.10.0.tar.gz", hash = "sha256:eda2d8a4116d4f2429db8550f2457da57279247dd930bb12f821b58391359493"},
@@ -1630,7 +1595,6 @@ description = "Convenient Filesystem interface over GCS"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "gcsfs-2024.10.0-py2.py3-none-any.whl", hash = "sha256:bb2d23547e61203ea2dda5fa6c4b91a0c34b74ebe8bb6ab1926f6c33381bceb2"},
     {file = "gcsfs-2024.10.0.tar.gz", hash = "sha256:5df54cfe568e8fdeea5aafa7fed695cdc69a9a674e991ca8c1ce634f5df1d314"},
@@ -1656,7 +1620,6 @@ description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google_api_core-2.23.0-py3-none-any.whl", hash = "sha256:c20100d4c4c41070cf365f1d8ddf5365915291b5eb11b83829fbd1c999b5122f"},
     {file = "google_api_core-2.23.0.tar.gz", hash = "sha256:2ceb087315e6af43f256704b871d99326b1f12a9d6ce99beaedec99ba26a0ace"},
@@ -1671,7 +1634,7 @@ requests = ">=2.18.0,<3.0.0.dev0"
 
 [package.extras]
 async-rest = ["google-auth[aiohttp] (>=2.35.0,<3.0.dev0)"]
-grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev)", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0)"]
+grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev) ; python_version >= \"3.11\"", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0) ; python_version >= \"3.11\""]
 grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
@@ -1682,7 +1645,6 @@ description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google_auth-2.36.0-py2.py3-none-any.whl", hash = "sha256:51a15d47028b66fd36e5c64a82d2d57480075bccc7da37cde257fc94177a61fb"},
     {file = "google_auth-2.36.0.tar.gz", hash = "sha256:545e9618f2df0bcbb7dcbc45a546485b1212624716975a1ea5ae8149ce769ab1"},
@@ -1707,7 +1669,6 @@ description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google_auth_oauthlib-1.2.1-py2.py3-none-any.whl", hash = "sha256:2d58a27262d55aa1b87678c3ba7142a080098cbc2024f903c62355deb235d91f"},
     {file = "google_auth_oauthlib-1.2.1.tar.gz", hash = "sha256:afd0cad092a2eaa53cd8e8298557d6de1034c6cb4a740500b5357b648af97263"},
@@ -1727,7 +1688,6 @@ description = "Google Cloud API client core library"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google-cloud-core-2.4.1.tar.gz", hash = "sha256:9b7749272a812bde58fff28868d0c5e2f585b82f37e09a1f6ed2d4d10f134073"},
     {file = "google_cloud_core-2.4.1-py2.py3-none-any.whl", hash = "sha256:a9e6a4422b9ac5c29f79a0ede9485473338e2ce78d91f2370c01e730eab22e61"},
@@ -1747,7 +1707,6 @@ description = "Google Cloud Storage API client library"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google_cloud_storage-2.18.2-py2.py3-none-any.whl", hash = "sha256:97a4d45c368b7d401ed48c4fdfe86e1e1cb96401c9e199e419d289e2c0370166"},
     {file = "google_cloud_storage-2.18.2.tar.gz", hash = "sha256:aaf7acd70cdad9f274d29332673fcab98708d0e1f4dceb5a5356aaef06af4d99"},
@@ -1772,7 +1731,6 @@ description = "A python wrapper of the C library 'Google CRC32C'"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google_crc32c-1.6.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:5bcc90b34df28a4b38653c36bb5ada35671ad105c99cfe915fb5bed7ad6924aa"},
     {file = "google_crc32c-1.6.0-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:d9e9913f7bd69e093b81da4535ce27af842e7bf371cde42d1ae9e9bd382dc0e9"},
@@ -1813,7 +1771,6 @@ description = "Utilities for Google Media Downloads and Resumable Uploads"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google_resumable_media-2.7.2-py2.py3-none-any.whl", hash = "sha256:3ce7551e9fe6d99e9a126101d2536612bb73486721951e9562fee0f90c6ababa"},
     {file = "google_resumable_media-2.7.2.tar.gz", hash = "sha256:5280aed4629f2b60b847b0d42f9857fd4935c11af266744df33d8074cae92fe0"},
@@ -1833,7 +1790,6 @@ description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "googleapis_common_protos-1.66.0-py2.py3-none-any.whl", hash = "sha256:d7abcd75fabb2e0ec9f74466401f6c119a0b498e27370e9be4c94cb7e382b8ed"},
     {file = "googleapis_common_protos-1.66.0.tar.gz", hash = "sha256:c3e7b33d15fdca5374cc0a7346dd92ffa847425cc4ea941d970f13680052ec8c"},
@@ -1852,7 +1808,7 @@ description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
@@ -1865,7 +1821,7 @@ description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
     {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
@@ -1888,7 +1844,7 @@ description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "httpx-0.28.0-py3-none-any.whl", hash = "sha256:dc0b419a0cfeb6e8b34e85167c0da2671206f5095f1baa9663d23bcfd6b535fc"},
     {file = "httpx-0.28.0.tar.gz", hash = "sha256:0858d3bab51ba7e386637f22a61d8ccddaeec5f3fe4209da3a6168dbb91573e0"},
@@ -1901,7 +1857,7 @@ httpcore = "==1.*"
 idna = "*"
 
 [package.extras]
-brotli = ["brotli", "brotlicffi"]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -1914,7 +1870,7 @@ description = "File identification library for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "identify-2.6.3-py2.py3-none-any.whl", hash = "sha256:9edba65473324c2ea9684b1f944fe3191db3345e50b6d04571d10ed164f8d7bd"},
     {file = "identify-2.6.3.tar.gz", hash = "sha256:62f5dae9b5fef52c84cc188514e9ea4f3f636b1d8799ab5ebc475471f9e47a02"},
@@ -1930,7 +1886,6 @@ description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -1946,7 +1901,6 @@ description = "Package for embedding the igv.js genome visualization in IPython
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "igv-notebook-0.6.1.tar.gz", hash = "sha256:37e4f091d93536775c99075b7fac11069186e22f05874dd2da886b7dc09e9e0d"},
     {file = "igv_notebook-0.6.1-py3-none-any.whl", hash = "sha256:e13a53d245d6d51603173fbdd481f051344d79cbaeaa69f4bcc569a1c5387559"},
@@ -1964,7 +1918,7 @@ description = "Getting image size from png/jpeg/jpeg2000/gif file"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "imagesize-1.4.1-py2.py3-none-any.whl", hash = "sha256:0d8d18d08f840c19d0ee7ca1fd82490fdc3729b7ac93f49870406ddde8ef8d8b"},
     {file = "imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a"},
@@ -1977,7 +1931,6 @@ description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "importlib_metadata-8.5.0-py3-none-any.whl", hash = "sha256:45e54197d28b7a7f1559e60b95e7c567032b602131fbd588f1497f47880aa68b"},
     {file = "importlib_metadata-8.5.0.tar.gz", hash = "sha256:71522656f0abace1d072b9e5481a48f07c138e00f079c38c8f883823f9c26bd7"},
@@ -1987,12 +1940,12 @@ files = [
 zipp = ">=3.20"
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+test = ["flufl.flake8", "importlib-resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
 type = ["pytest-mypy"]
 
 [[package]]
@@ -2002,7 +1955,7 @@ description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
     {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
@@ -2015,7 +1968,6 @@ description = "Official Python library for IPInfo"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "ipinfo-5.1.1-py3-none-any.whl", hash = "sha256:90b2f5400189dd2da7625c9151d7076879a8cac9c31bfb581689345fac34cceb"},
     {file = "ipinfo-5.1.1.tar.gz", hash = "sha256:be5a33adac9681bc68280eb5aae16a83e4abbb5f192c87dcc5ee18bdd0ceb276"},
@@ -2033,7 +1985,6 @@ description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
     {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
@@ -2068,7 +2019,6 @@ description = "A Jupyter widget for dynamic Leaflet maps"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "ipyleaflet-0.19.2-py3-none-any.whl", hash = "sha256:7cc9157848baca2e1793b96e79f8bdb1aa7340521d2b7d8a62aa8bc30eab5278"},
     {file = "ipyleaflet-0.19.2.tar.gz", hash = "sha256:b3b83fe3460e742964c2a5924ea7934365a3749bb75310ce388d45fd751372d2"},
@@ -2088,7 +2038,6 @@ description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "ipython-8.30.0-py3-none-any.whl", hash = "sha256:85ec56a7e20f6c38fce7727dcca699ae4ffc85985aa7b23635a8008f918ae321"},
     {file = "ipython-8.30.0.tar.gz", hash = "sha256:cb0a405a306d2995a5cbb9901894d240784a9f341394c6ba3f4fe8c6eb89ff6e"},
@@ -2110,7 +2059,7 @@ typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
 [package.extras]
 all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
 black = ["black"]
-doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli", "typing_extensions"]
+doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli ; python_version < \"3.11\"", "typing_extensions"]
 kernel = ["ipykernel"]
 matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
@@ -2128,7 +2077,6 @@ description = "Jupyter interactive widgets"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "ipywidgets-8.1.5-py3-none-any.whl", hash = "sha256:3290f526f87ae6e77655555baba4f36681c555b8bdbbff430b70e52c34c86245"},
     {file = "ipywidgets-8.1.5.tar.gz", hash = "sha256:870e43b1a35656a80c18c9503bbf2d16802db1cb487eec6fab27d683381dde17"},
@@ -2151,7 +2099,7 @@ description = "Operations with ISO 8601 durations"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042"},
     {file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"},
@@ -2167,7 +2115,6 @@ description = "Safely pass data to untrusted environments and back."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "itsdangerous-2.2.0-py3-none-any.whl", hash = "sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef"},
     {file = "itsdangerous-2.2.0.tar.gz", hash = "sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173"},
@@ -2180,7 +2127,6 @@ description = "An autocompletion tool for Python that can be used for text edito
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9"},
     {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"},
@@ -2201,7 +2147,6 @@ description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"},
     {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
@@ -2220,7 +2165,6 @@ description = "JSON Matching Expressions"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"},
     {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"},
@@ -2233,7 +2177,6 @@ description = "Lightweight pipelining with Python functions"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"},
     {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
@@ -2246,7 +2189,7 @@ description = "A Python implementation of the JSON5 data format."
 optional = false
 python-versions = ">=3.8.0"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "json5-0.10.0-py3-none-any.whl", hash = "sha256:19b23410220a7271e8377f81ba8aacba2fdd56947fbb137ee5977cbe1f5e8dfa"},
     {file = "json5-0.10.0.tar.gz", hash = "sha256:e66941c8f0a02026943c52c2eb34ebeb2a6f819a0be05920a6f5243cd30fd559"},
@@ -2262,7 +2205,7 @@ description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
@@ -2275,7 +2218,7 @@ description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
     {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
@@ -2306,7 +2249,7 @@ description = "The JSON Schema meta-schemas and vocabularies, exposed as a Regis
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
     {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"},
@@ -2322,7 +2265,6 @@ description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"},
     {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"},
@@ -2337,7 +2279,7 @@ traitlets = ">=5.3"
 
 [package.extras]
 docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko ; sys_platform == \"win32\"", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-core"
@@ -2346,7 +2288,6 @@ description = "Jupyter core package. A base package on which Jupyter projects re
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"},
     {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"},
@@ -2368,7 +2309,7 @@ description = "Jupyter Event System library"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "jupyter_events-0.10.0-py3-none-any.whl", hash = "sha256:4b72130875e59d57716d327ea70d3ebc3af1944d3717e5a498b8a06c6c159960"},
     {file = "jupyter_events-0.10.0.tar.gz", hash = "sha256:670b8229d3cc882ec782144ed22e0d29e1c2d639263f92ca8383e66682845e22"},
@@ -2395,7 +2336,6 @@ description = "ipyleaflet extensions for JupyterLab and Jupyter Notebook"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jupyter_leaflet-0.19.2-py3-none-any.whl", hash = "sha256:0d57e15e80c08a4360f0cde0b4c490beddc5d422bb0e9bc1c0b4479d3fb725a6"},
     {file = "jupyter_leaflet-0.19.2.tar.gz", hash = "sha256:b09b5ba48b1488cb61da37a6f558347269eb53ff6d64dc1a73e005ffc4420063"},
@@ -2408,7 +2348,7 @@ description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab se
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "jupyter-lsp-2.2.5.tar.gz", hash = "sha256:793147a05ad446f809fd53ef1cd19a9f5256fd0a2d6b7ce943a982cb4f545001"},
     {file = "jupyter_lsp-2.2.5-py3-none-any.whl", hash = "sha256:45fbddbd505f3fbfb0b6cb2f1bc5e15e83ab7c79cd6e89416b248cb3c00c11da"},
@@ -2424,7 +2364,7 @@ description = "The backend—i.e. core services, APIs, and REST endpoints—to J
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "jupyter_server-2.14.2-py3-none-any.whl", hash = "sha256:47ff506127c2f7851a17bf4713434208fc490955d0e8632e95014a9a9afbeefd"},
     {file = "jupyter_server-2.14.2.tar.gz", hash = "sha256:66095021aa9638ced276c248b1d81862e4c50f292d575920bbe960de1c56b12b"},
@@ -2462,7 +2402,7 @@ description = "A Jupyter Server Extension Providing Terminals."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "jupyter_server_terminals-0.5.3-py3-none-any.whl", hash = "sha256:41ee0d7dc0ebf2809c668e0fc726dfaf258fcd3e769568996ca731b6194ae9aa"},
     {file = "jupyter_server_terminals-0.5.3.tar.gz", hash = "sha256:5ae0295167220e9ace0edcfdb212afd2b01ee8d179fe6f23c899590e9b8a5269"},
@@ -2483,7 +2423,7 @@ description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "jupyterlab-4.3.2-py3-none-any.whl", hash = "sha256:e87100cbab8b886ff7a4f325c856100ba6fdfe916162a85409daf0e707e19d1d"},
     {file = "jupyterlab-4.3.2.tar.gz", hash = "sha256:3c0a6882dbddcc0a7bfdd5e2236f351b2b263e48780236e6996c2aca13ac5b22"},
@@ -2519,7 +2459,7 @@ description = "Pygments theme using JupyterLab CSS variables"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
     {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"},
@@ -2532,7 +2472,7 @@ description = "A set of server components for JupyterLab and JupyterLab like app
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "jupyterlab_server-2.27.3-py3-none-any.whl", hash = "sha256:e697488f66c3db49df675158a77b3b017520d772c6e1548c7d9bcc5df7944ee4"},
     {file = "jupyterlab_server-2.27.3.tar.gz", hash = "sha256:eb36caca59e74471988f0ae25c77945610b887f777255aa21f8065def9e51ed4"},
@@ -2559,7 +2499,6 @@ description = "Jupyter interactive widgets for JupyterLab"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jupyterlab_widgets-3.0.13-py3-none-any.whl", hash = "sha256:e3cda2c233ce144192f1e29914ad522b2f4c40e77214b0cc97377ca3d323db54"},
     {file = "jupyterlab_widgets-3.0.13.tar.gz", hash = "sha256:a2966d385328c1942b683a8cd96b89b8dd82c8b8f81dda902bb2bc06d46f5bed"},
@@ -2572,7 +2511,6 @@ description = "lightweight wrapper around basic LLVM functionality"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "llvmlite-0.43.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a289af9a1687c6cf463478f0fa8e8aa3b6fb813317b0d70bf1ed0759eab6f761"},
     {file = "llvmlite-0.43.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6d4fd101f571a31acb1559ae1af30f30b1dc4b3186669f92ad780e17c81e91bc"},
@@ -2604,7 +2542,6 @@ description = "File-based locks for Python on Linux and Windows"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "locket-1.0.0-py2.py3-none-any.whl", hash = "sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3"},
     {file = "locket-1.0.0.tar.gz", hash = "sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632"},
@@ -2617,7 +2554,7 @@ description = "Small library to dynamically create python functions."
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "makefun-1.15.6-py2.py3-none-any.whl", hash = "sha256:e69b870f0bb60304765b1e3db576aaecf2f9b3e5105afe8cfeff8f2afe6ad067"},
     {file = "makefun-1.15.6.tar.gz", hash = "sha256:26bc63442a6182fb75efed8b51741dd2d1db2f176bec8c64e20a586256b8f149"},
@@ -2630,7 +2567,6 @@ description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8"},
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158"},
@@ -2702,7 +2638,6 @@ description = "Inline Matplotlib backend for Jupyter"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"},
     {file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"},
@@ -2718,7 +2653,7 @@ description = "A module for monitoring memory usage of a python program"
 optional = false
 python-versions = ">=3.5"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "memory_profiler-0.61.0-py3-none-any.whl", hash = "sha256:400348e61031e3942ad4d4109d18753b2fb08c2f6fb8290671c5513a34182d84"},
     {file = "memory_profiler-0.61.0.tar.gz", hash = "sha256:4e5b73d7864a1d1292fb76a03e82a3e78ef934d06828a698d9dada76da2067b0"},
@@ -2734,7 +2669,7 @@ description = "A sane and fast Markdown parser with useful plugins and renderers
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "mistune-3.0.2-py3-none-any.whl", hash = "sha256:71481854c30fdbc938963d3605b72501f5c10a9320ecd412c121c163a1c7d205"},
     {file = "mistune-3.0.2.tar.gz", hash = "sha256:fc7f93ded930c92394ef2cb6f04a8aabab4117a91449e72dcc8dfa646a508be8"},
@@ -2747,7 +2682,6 @@ description = "MessagePack serializer"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "msgpack-1.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7ad442d527a7e358a469faf43fda45aaf4ac3249c8310a82f0ccff9164e5dccd"},
     {file = "msgpack-1.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:74bed8f63f8f14d75eec75cf3d04ad581da6b914001b474a5d3cd3372c8cc27d"},
@@ -2822,7 +2756,6 @@ description = "multidict implementation"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "multidict-6.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3380252550e372e8511d49481bd836264c009adb826b23fefcc5dd3c69692f60"},
     {file = "multidict-6.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:99f826cbf970077383d7de805c0681799491cb939c25450b9b5b3ced03ca99f1"},
@@ -2928,7 +2861,7 @@ description = "Optional static typing for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "mypy-1.13.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6607e0f1dd1fb7f0aca14d936d13fd19eba5e17e1cd2a14f808fa5f8f6d8f60a"},
     {file = "mypy-1.13.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8a21be69bd26fa81b1f80a61ee7ab05b076c674d9b18fb56239d72e21d9f4c80"},
@@ -2983,7 +2916,7 @@ description = "Type system extensions for programs checked with the mypy type ch
 optional = false
 python-versions = ">=3.5"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
     {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
@@ -2996,7 +2929,7 @@ description = "A client library for executing notebooks. Formerly nbconvert's Ex
 optional = false
 python-versions = ">=3.8.0"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "nbclient-0.10.1-py3-none-any.whl", hash = "sha256:949019b9240d66897e442888cfb618f69ef23dc71c01cb5fced8499c2cfc084d"},
     {file = "nbclient-0.10.1.tar.gz", hash = "sha256:3e93e348ab27e712acd46fccd809139e356eb9a31aab641d1a7991a6eb4e6f68"},
@@ -3020,7 +2953,7 @@ description = "Converting Jupyter Notebooks (.ipynb files) to other formats.  Ou
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "nbconvert-7.16.4-py3-none-any.whl", hash = "sha256:05873c620fe520b6322bf8a5ad562692343fe3452abda5765c7a34b7d1aa3eb3"},
     {file = "nbconvert-7.16.4.tar.gz", hash = "sha256:86ca91ba266b0a448dc96fa6c5b9d98affabde2867b363258703536807f9f7f4"},
@@ -3059,7 +2992,7 @@ description = "The Jupyter Notebook format"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b"},
     {file = "nbformat-5.10.4.tar.gz", hash = "sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a"},
@@ -3082,7 +3015,6 @@ description = "Patch asyncio to allow nested event loops"
 optional = false
 python-versions = ">=3.5"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"},
     {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"},
@@ -3095,7 +3027,6 @@ description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "networkx-3.4.2-py3-none-any.whl", hash = "sha256:df5d4365b724cf81b8c6a7312509d0c22386097011ad1abe274afd5e9d3bbc5f"},
     {file = "networkx-3.4.2.tar.gz", hash = "sha256:307c3669428c5362aab27c8a1260aa8f47c4e91d3891f48be0141738d8d053e1"},
@@ -3116,7 +3047,7 @@ description = "Node.js virtual environment builder"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "nodeenv-1.9.1-py2.py3-none-any.whl", hash = "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9"},
     {file = "nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f"},
@@ -3129,7 +3060,7 @@ description = "Jupyter Notebook - A web-based notebook environment for interacti
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "notebook-7.3.0-py3-none-any.whl", hash = "sha256:affa2fdbc10661aa05790ba105836871666b3919559abb5bc92dd8d9f0cbeee3"},
     {file = "notebook-7.3.0.tar.gz", hash = "sha256:e1dc37db32620b04043ae78866a40b087c43308d85067699db99e6f9e22846bc"},
@@ -3145,7 +3076,7 @@ tornado = ">=6.2.0"
 [package.extras]
 dev = ["hatch", "pre-commit"]
 docs = ["myst-parser", "nbsphinx", "pydata-sphinx-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["importlib-resources (>=5.0)", "ipykernel", "jupyter-server[test] (>=2.4.0,<3)", "jupyterlab-server[test] (>=2.27.1,<3)", "nbval", "pytest (>=7.0)", "pytest-console-scripts", "pytest-timeout", "pytest-tornasync", "requests"]
+test = ["importlib-resources (>=5.0) ; python_version < \"3.10\"", "ipykernel", "jupyter-server[test] (>=2.4.0,<3)", "jupyterlab-server[test] (>=2.27.1,<3)", "nbval", "pytest (>=7.0)", "pytest-console-scripts", "pytest-timeout", "pytest-tornasync", "requests"]
 
 [[package]]
 name = "notebook-shim"
@@ -3154,7 +3085,7 @@ description = "A shim layer for notebook traits and config"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "notebook_shim-0.2.4-py3-none-any.whl", hash = "sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef"},
     {file = "notebook_shim-0.2.4.tar.gz", hash = "sha256:b4b2cfa1b65d98307ca24361f5b30fe785b53c3fd07b7a47e89acb5e6ac638cb"},
@@ -3173,7 +3104,6 @@ description = "compiling Python code using LLVM"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "numba-0.60.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5d761de835cd38fb400d2c26bb103a2726f548dc30368853121d66201672e651"},
     {file = "numba-0.60.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:159e618ef213fba758837f9837fb402bbe65326e60ba0633dbe6c7f274d42c1b"},
@@ -3209,7 +3139,6 @@ description = "A Python package providing buffer compression and transformation
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "numcodecs-0.13.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:96add4f783c5ce57cc7e650b6cac79dd101daf887c479a00a29bc1487ced180b"},
     {file = "numcodecs-0.13.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:237b7171609e868a20fd313748494444458ccd696062f67e198f7f8f52000c15"},
@@ -3248,7 +3177,6 @@ description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "numpy-2.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:51129a29dbe56f9ca83438b706e2e69a39892b5eda6cedcb6b0c9fdc9b0d3ece"},
     {file = "numpy-2.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f15975dfec0cf2239224d80e32c3170b1d168335eaedee69da84fbe9f1f9cd04"},
@@ -3304,7 +3232,6 @@ description = ""
 optional = false
 python-versions = "<3.13,>=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "numpydoc_decorator-2.2.1-py3-none-any.whl", hash = "sha256:16181c97b20c2099d6fd75404bef379cc3678338d9aa8e6e8fafb3ae7adc166a"},
     {file = "numpydoc_decorator-2.2.1.tar.gz", hash = "sha256:c3b5b16bec1e7ed221adab7bd77a8a8acc0c7be1bb4e0871721b2a5d2f3145fa"},
@@ -3320,7 +3247,6 @@ description = "A generic, spec-compliant, thorough implementation of the OAuth r
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "oauthlib-3.2.2-py3-none-any.whl", hash = "sha256:8139f29aac13e25d502680e9e19963e83f16838d48a0d71c287fe40e7067fbca"},
     {file = "oauthlib-3.2.2.tar.gz", hash = "sha256:9859c40929662bec5d64f34d01c99e093149682a3f38915dc0655d5a633dd918"},
@@ -3338,7 +3264,6 @@ description = "Fast, correct Python JSON library supporting dataclasses, datetim
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "orjson-3.10.12-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:ece01a7ec71d9940cc654c482907a6b65df27251255097629d0dea781f255c6d"},
     {file = "orjson-3.10.12-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c34ec9aebc04f11f4b978dd6caf697a2df2dd9b47d35aa4cc606cabcb9df69d7"},
@@ -3424,7 +3349,7 @@ description = "A decorator to automatically detect mismatch when overriding a me
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "overrides-7.7.0-py3-none-any.whl", hash = "sha256:c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49"},
     {file = "overrides-7.7.0.tar.gz", hash = "sha256:55158fa3d93b98cc75299b1e67078ad9003ca27945c76162c1c0766d6f91820a"},
@@ -3437,7 +3362,6 @@ description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
     {file = "packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"},
@@ -3450,7 +3374,6 @@ description = "Powerful data structures for data analysis, time series, and stat
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pandas-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5"},
     {file = "pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348"},
@@ -3538,7 +3461,7 @@ description = "Type annotations for pandas"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "pandas_stubs-2.2.3.241126-py3-none-any.whl", hash = "sha256:74aa79c167af374fe97068acc90776c0ebec5266a6e5c69fe11e9c2cf51f2267"},
     {file = "pandas_stubs-2.2.3.241126.tar.gz", hash = "sha256:cf819383c6d9ae7d4dabf34cd47e1e45525bb2f312e6ad2939c2c204cb708acd"},
@@ -3555,7 +3478,7 @@ description = "Utilities for writing pandoc filters in python"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "pandocfilters-1.5.1-py2.py3-none-any.whl", hash = "sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc"},
     {file = "pandocfilters-1.5.1.tar.gz", hash = "sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e"},
@@ -3568,7 +3491,6 @@ description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"},
     {file = "parso-0.8.4.tar.gz", hash = "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d"},
@@ -3585,7 +3507,6 @@ description = "Appendable key-value storage"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "partd-1.4.2-py3-none-any.whl", hash = "sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f"},
     {file = "partd-1.4.2.tar.gz", hash = "sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c"},
@@ -3605,7 +3526,6 @@ description = "A Python package for describing statistical models and for buildi
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "patsy-1.0.1-py2.py3-none-any.whl", hash = "sha256:751fb38f9e97e62312e921a1954b81e1bb2bcda4f5eeabaf94db251ee791509c"},
     {file = "patsy-1.0.1.tar.gz", hash = "sha256:e786a9391eec818c054e359b737bbce692f051aee4c661f4141cc88fb459c0c4"},
@@ -3624,7 +3544,7 @@ description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and (sys_platform != \"win32\" and sys_platform != \"emscripten\") or python_version >= \"3.12\" and (sys_platform != \"win32\" and sys_platform != \"emscripten\")"
+markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""
 files = [
     {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
     {file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"},
@@ -3640,7 +3560,6 @@ description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pillow-11.0.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:6619654954dc4936fcff82db8eb6401d3159ec6be81e33c6000dfd76ae189947"},
     {file = "pillow-11.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b3c5ac4bed7519088103d9450a1107f76308ecf91d6dabc8a33a2fcfb18d0fba"},
@@ -3724,7 +3643,7 @@ docs = ["furo", "olefile", "sphinx (>=8.1)", "sphinx-copybutton", "sphinx-inline
 fpx = ["olefile"]
 mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
-typing = ["typing-extensions"]
+typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
 [[package]]
@@ -3734,7 +3653,6 @@ description = "A small Python package for determining appropriate platform-speci
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "platformdirs-4.3.6-py3-none-any.whl", hash = "sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb"},
     {file = "platformdirs-4.3.6.tar.gz", hash = "sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907"},
@@ -3752,7 +3670,6 @@ description = "An open-source, interactive data visualization library for Python
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "plotly-5.24.1-py3-none-any.whl", hash = "sha256:f67073a1e637eb0dc3e46324d9d51e2fe76e9727c892dde64ddf1e1b51f29089"},
     {file = "plotly-5.24.1.tar.gz", hash = "sha256:dbc8ac8339d248a4bcc36e08a5659bacfe1b079390b8953533f4eb22169b4bae"},
@@ -3769,7 +3686,7 @@ description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -3786,7 +3703,7 @@ description = "A framework for managing and maintaining multi-language pre-commi
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "pre_commit-4.0.1-py2.py3-none-any.whl", hash = "sha256:efde913840816312445dc98787724647c65473daefe420785f885e8ed9a06878"},
     {file = "pre_commit-4.0.1.tar.gz", hash = "sha256:80905ac375958c0444c65e9cebebd948b3cdb518f335a091a670a89d652139d2"},
@@ -3806,7 +3723,7 @@ description = "Python client for the Prometheus monitoring system."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "prometheus_client-0.21.1-py3-none-any.whl", hash = "sha256:594b45c410d6f4f8888940fe80b5cc2521b305a1fafe1c58609ef715a001f301"},
     {file = "prometheus_client-0.21.1.tar.gz", hash = "sha256:252505a722ac04b0456be05c05f75f45d760c2911ffc45f2a06bcaed9f3ae3fb"},
@@ -3822,7 +3739,6 @@ description = "Library for building powerful interactive command lines in Python
 optional = false
 python-versions = ">=3.7.0"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "prompt_toolkit-3.0.48-py3-none-any.whl", hash = "sha256:f49a827f90062e411f1ce1f854f2aedb3c23353244f8108b89283587397ac10e"},
     {file = "prompt_toolkit-3.0.48.tar.gz", hash = "sha256:d6623ab0477a80df74e646bdbc93621143f5caf104206aa29294d53de1a03d90"},
@@ -3838,7 +3754,6 @@ description = "Accelerated property cache"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "propcache-0.2.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:6b3f39a85d671436ee3d12c017f8fdea38509e4f25b28eb25877293c98c243f6"},
     {file = "propcache-0.2.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:39d51fbe4285d5db5d92a929e3e21536ea3dd43732c5b177c7ef03f918dff9f2"},
@@ -3931,7 +3846,6 @@ description = "Beautiful, Pythonic protocol buffers."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "proto_plus-1.25.0-py3-none-any.whl", hash = "sha256:c91fc4a65074ade8e458e95ef8bac34d4008daa7cce4a12d6707066fca648961"},
     {file = "proto_plus-1.25.0.tar.gz", hash = "sha256:fbb17f57f7bd05a68b7707e745e26528b0b3c34e378db91eef93912c54982d91"},
@@ -3950,7 +3864,6 @@ description = ""
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "protobuf-5.29.0-cp310-abi3-win32.whl", hash = "sha256:ea7fb379b257911c8c020688d455e8f74efd2f734b72dc1ea4b4d7e9fd1326f2"},
     {file = "protobuf-5.29.0-cp310-abi3-win_amd64.whl", hash = "sha256:34a90cf30c908f47f40ebea7811f743d360e202b6f10d40c02529ebd84afc069"},
@@ -3972,7 +3885,6 @@ description = "Protopunica is pomegranate frozen at version 0.14.8."
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "protopunica-0.14.8.post2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:616313486a9c55e77c9ba0a3e05a7589216ed05b52908ffb95d4d74271f80f57"},
     {file = "protopunica-0.14.8.post2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:07a0d5ce0037e0c89e021ec302ad8e9ee007fba93dde0f98a7d6fbd7d8849446"},
@@ -4011,7 +3923,6 @@ description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "psutil-6.1.0-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:ff34df86226c0227c52f38b919213157588a678d049688eded74c76c8ba4a5d0"},
     {file = "psutil-6.1.0-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:c0e0c00aa18ca2d3b2b991643b799a15fc8f0563d2ebb6040f64ce8dc027b942"},
@@ -4043,7 +3954,7 @@ description = "Run a subprocess in a pseudo terminal"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" and os_name != \"nt\" or python_version <= \"3.11\" and (sys_platform != \"win32\" and sys_platform != \"emscripten\") or python_version >= \"3.12\" and extra == \"dev\" and os_name != \"nt\" or python_version >= \"3.12\" and (sys_platform != \"win32\" and sys_platform != \"emscripten\")"
+markers = "extra == \"dev\" and os_name != \"nt\" or sys_platform != \"win32\" and sys_platform != \"emscripten\""
 files = [
     {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
     {file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"},
@@ -4056,7 +3967,6 @@ description = "Safely evaluate AST nodes without side effects"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pure_eval-0.2.3-py3-none-any.whl", hash = "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0"},
     {file = "pure_eval-0.2.3.tar.gz", hash = "sha256:5f4e983f40564c576c7c8635ae88db5956bb2229d7e9237d03b3c0b0190eaf42"},
@@ -4072,7 +3982,6 @@ description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyasn1-0.6.1-py3-none-any.whl", hash = "sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629"},
     {file = "pyasn1-0.6.1.tar.gz", hash = "sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034"},
@@ -4085,7 +3994,6 @@ description = "A collection of ASN.1-based protocols modules"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyasn1_modules-0.4.1-py3-none-any.whl", hash = "sha256:49bfa96b45a292b711e986f222502c1c9a5e1f4e568fc30e2574a6c7d07838fd"},
     {file = "pyasn1_modules-0.4.1.tar.gz", hash = "sha256:c28e2dbf9c06ad61c71a075c7e0f9fd0f1b0bb2d2ad4377f240d33ac2ab60a7c"},
@@ -4101,7 +4009,7 @@ description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and implementation_name == \"pypy\" or python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and implementation_name == \"pypy\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "implementation_name == \"pypy\" or extra == \"dev\""
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
@@ -4114,7 +4022,7 @@ description = "Bootstrap-based Sphinx theme from the PyData community"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "pydata_sphinx_theme-0.16.0-py3-none-any.whl", hash = "sha256:18c810ee4e67e05281e371e156c1fb5bb0fa1f2747240461b225272f7d8d57d8"},
     {file = "pydata_sphinx_theme-0.16.0.tar.gz", hash = "sha256:721dd26e05fa8b992d66ef545536e6cbe0110afb9865820a08894af1ad6f7707"},
@@ -4143,7 +4051,6 @@ description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pygments-2.18.0-py3-none-any.whl", hash = "sha256:b8e6aca0523f3ab76fee51799c488e38782ac06eafcf95e7ba832985c8e7b13a"},
     {file = "pygments-2.18.0.tar.gz", hash = "sha256:786ff802f32e91311bff3889f6e9a86e81505fe99f2735bb6d60ae0c5004f199"},
@@ -4159,7 +4066,7 @@ description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "pytest-8.3.4-py3-none-any.whl", hash = "sha256:50e16d954148559c9a74109af1eaf0c945ba2d8f30f0a3d3335edde19788b6f6"},
     {file = "pytest-8.3.4.tar.gz", hash = "sha256:965370d062bce11e73868e0335abac31b4d3de0e82f4007408d242b4f8610761"},
@@ -4183,7 +4090,7 @@ description = "Separate test code from test cases in pytest."
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "pytest_cases-3.8.6-py2.py3-none-any.whl", hash = "sha256:564c722492ea7e7ec3ac433fd14070180e65866f49fa35bfe938c0d5d9afba67"},
     {file = "pytest_cases-3.8.6.tar.gz", hash = "sha256:5c24e0ab0cb6f8e802a469b7965906a333d3babb874586ebc56f7e2cbe1a7c44"},
@@ -4201,7 +4108,7 @@ description = "Pytest plugin for measuring coverage."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "pytest-cov-6.0.0.tar.gz", hash = "sha256:fde0b595ca248bb8e2d76f020b465f3b107c9632e6a1d1705f17834c89dcadc0"},
     {file = "pytest_cov-6.0.0-py3-none-any.whl", hash = "sha256:eee6f1b9e61008bd34975a4d5bab25801eb31898b032dd55addc93e96fcaaa35"},
@@ -4221,7 +4128,7 @@ description = "pytest xdist plugin for distributed testing, most importantly acr
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "pytest_xdist-3.6.1-py3-none-any.whl", hash = "sha256:9ed4adfb68a016610848639bb7e02c9352d5d9f03d04809919e2dafc3be4cca7"},
     {file = "pytest_xdist-3.6.1.tar.gz", hash = "sha256:ead156a4db231eec769737f57668ef58a2084a34b2e55c4a8fa20d861107300d"},
@@ -4243,7 +4150,6 @@ description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -4259,7 +4165,7 @@ description = "A python library adding a json log formatter"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "python-json-logger-2.0.7.tar.gz", hash = "sha256:23e7ec02d34237c5aa1e29a070193a4ea87583bb4e7f8fd06d3de8264c4b2e1c"},
     {file = "python_json_logger-2.0.7-py3-none-any.whl", hash = "sha256:f380b826a991ebbe3de4d897aeec42760035ac760345e57b812938dc8b35e2bd"},
@@ -4272,7 +4178,6 @@ description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pytz-2024.2-py2.py3-none-any.whl", hash = "sha256:31c7c1817eb7fae7ca4b8c7ee50c72f93aa2dd863de768e1ef4245d426aa0725"},
     {file = "pytz-2024.2.tar.gz", hash = "sha256:2aa355083c50a0f93fa581709deac0c9ad65cca8a9e9beac660adcbd493c798a"},
@@ -4285,7 +4190,7 @@ description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and sys_platform == \"win32\" and platform_python_implementation != \"PyPy\" or python_version >= \"3.12\" and sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""
+markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""
 files = [
     {file = "pywin32-308-cp310-cp310-win32.whl", hash = "sha256:796ff4426437896550d2981b9c2ac0ffd75238ad9ea2d3bfa67a1abd546d262e"},
     {file = "pywin32-308-cp310-cp310-win_amd64.whl", hash = "sha256:4fc888c59b3c0bef905ce7eb7e2106a07712015ea1c8234b703a088d46110e8e"},
@@ -4314,7 +4219,7 @@ description = "Pseudo terminal support for Windows from Python."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" and os_name == \"nt\" or python_version >= \"3.12\" and extra == \"dev\" and os_name == \"nt\""
+markers = "extra == \"dev\" and os_name == \"nt\""
 files = [
     {file = "pywinpty-2.0.14-cp310-none-win_amd64.whl", hash = "sha256:0b149c2918c7974f575ba79f5a4aad58bd859a52fa9eb1296cc22aa412aa411f"},
     {file = "pywinpty-2.0.14-cp311-none-win_amd64.whl", hash = "sha256:cf2a43ac7065b3e0dc8510f8c1f13a75fb8fde805efa3b8cff7599a1ef497bc7"},
@@ -4331,7 +4236,6 @@ description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf"},
@@ -4395,7 +4299,6 @@ description = "Python bindings for 0MQ"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyzmq-26.2.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:ddf33d97d2f52d89f6e6e7ae66ee35a4d9ca6f36eda89c24591b0c40205a3629"},
     {file = "pyzmq-26.2.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:dacd995031a01d16eec825bf30802fceb2c3791ef24bcce48fa98ce40918c27b"},
@@ -4518,7 +4421,7 @@ description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "referencing-0.35.1-py3-none-any.whl", hash = "sha256:eda6d3234d62814d1c64e305c1331c9a3a6132da475ab6382eaa997b21ee75de"},
     {file = "referencing-0.35.1.tar.gz", hash = "sha256:25b42124a6c8b632a425174f24087783efb348a6f1e0008e63cd4466fedf703c"},
@@ -4535,7 +4438,6 @@ description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
     {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
@@ -4558,7 +4460,6 @@ description = "OAuthlib authentication support for Requests."
 optional = false
 python-versions = ">=3.4"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "requests-oauthlib-2.0.0.tar.gz", hash = "sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9"},
     {file = "requests_oauthlib-2.0.0-py2.py3-none-any.whl", hash = "sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36"},
@@ -4578,7 +4479,6 @@ description = "Retrying"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "retrying-1.3.4-py3-none-any.whl", hash = "sha256:8cc4d43cb8e1125e0ff3344e9de678fefd85db3b750b81b2240dc0183af37b35"},
     {file = "retrying-1.3.4.tar.gz", hash = "sha256:345da8c5765bd982b1d1915deb9102fd3d1f7ad16bd84a9700b85f64d24e8f3e"},
@@ -4594,7 +4494,7 @@ description = "A pure python RFC3339 validator"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "rfc3339_validator-0.1.4-py2.py3-none-any.whl", hash = "sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa"},
     {file = "rfc3339_validator-0.1.4.tar.gz", hash = "sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b"},
@@ -4610,7 +4510,7 @@ description = "Pure python rfc3986 validator"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "rfc3986_validator-0.1.1-py2.py3-none-any.whl", hash = "sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9"},
     {file = "rfc3986_validator-0.1.1.tar.gz", hash = "sha256:3d44bde7921b3b9ec3ae4e3adca370438eccebc676456449b145d533b240d055"},
@@ -4623,7 +4523,7 @@ description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "rpds_py-0.22.3-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:6c7b99ca52c2c1752b544e310101b98a659b720b21db00e65edca34483259967"},
     {file = "rpds_py-0.22.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:be2eb3f2495ba669d2a985f9b426c1797b7d48d6963899276d22f23e33d47e37"},
@@ -4737,7 +4637,6 @@ description = "Pure-Python RSA implementation"
 optional = false
 python-versions = ">=3.6,<4"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "rsa-4.9-py3-none-any.whl", hash = "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7"},
     {file = "rsa-4.9.tar.gz", hash = "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"},
@@ -4753,7 +4652,7 @@ description = "An extremely fast Python linter and code formatter, written in Ru
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "ruff-0.8.1-py3-none-linux_armv6l.whl", hash = "sha256:fae0805bd514066f20309f6742f6ee7904a773eb9e6c17c45d6b1600ca65c9b5"},
     {file = "ruff-0.8.1-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:b8a4f7385c2285c30f34b200ca5511fcc865f17578383db154e098150ce0a087"},
@@ -4782,7 +4681,6 @@ description = "Convenient Filesystem interface over S3"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "s3fs-2024.10.0-py3-none-any.whl", hash = "sha256:7a2025d60d5b1a6025726b3a5e292a8e5aa713abc3b16fd1f81735181f7bb282"},
     {file = "s3fs-2024.10.0.tar.gz", hash = "sha256:58b8c3650f8b99dbedf361543da3533aac8707035a104db5d80b094617ad4a3f"},
@@ -4804,7 +4702,6 @@ description = "A Python package for exploring and analysing genetic variation da
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "scikit_allel-1.3.13-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:eb786c909c34b682205c3cacba9b4f0866e658917f30e2f97e1051d9fb2e7ccc"},
     {file = "scikit_allel-1.3.13-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1853068621208fc2d5537e9a5b292aef2d5e8c975fa35f8f810b3174e0226160"},
@@ -4839,7 +4736,6 @@ description = "Fundamental algorithms for scientific computing in Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "scipy-1.14.1-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:b28d2ca4add7ac16ae8bb6632a3c86e4b9e4d52d3e34267f6e1b0c1f8d87e389"},
     {file = "scipy-1.14.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:d0d2821003174de06b69e58cef2316a6622b60ee613121199cb2852a873f8cf3"},
@@ -4882,7 +4778,7 @@ numpy = ">=1.23.5,<2.3"
 [package.extras]
 dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodestyle", "pydevtool", "rich-click", "ruff (>=0.0.292)", "types-psutil", "typing_extensions"]
 doc = ["jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.13.1)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<=7.3.7)", "sphinx-design (>=0.4.0)"]
-test = ["Cython", "array-api-strict (>=2.0)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+test = ["Cython", "array-api-strict (>=2.0)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja ; sys_platform != \"emscripten\"", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "send2trash"
@@ -4891,16 +4787,16 @@ description = "Send file to trash natively under Mac OS X, Windows and Linux"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "Send2Trash-1.8.3-py3-none-any.whl", hash = "sha256:0c31227e0bd08961c7665474a3d1ef7193929fedda4233843689baa056be46c9"},
     {file = "Send2Trash-1.8.3.tar.gz", hash = "sha256:b18e7a3966d99871aefeb00cfbcfdced55ce4871194810fc71f4aa484b953abf"},
 ]
 
 [package.extras]
-nativelib = ["pyobjc-framework-Cocoa", "pywin32"]
-objc = ["pyobjc-framework-Cocoa"]
-win32 = ["pywin32"]
+nativelib = ["pyobjc-framework-Cocoa ; sys_platform == \"darwin\"", "pywin32 ; sys_platform == \"win32\""]
+objc = ["pyobjc-framework-Cocoa ; sys_platform == \"darwin\""]
+win32 = ["pywin32 ; sys_platform == \"win32\""]
 
 [[package]]
 name = "setuptools"
@@ -4909,20 +4805,19 @@ description = "Easily download, build, install, upgrade, and uninstall Python pa
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "setuptools-75.6.0-py3-none-any.whl", hash = "sha256:ce74b49e8f7110f9bf04883b730f4765b774ef3ef28f722cce7c273d253aaf7d"},
     {file = "setuptools-75.6.0.tar.gz", hash = "sha256:8199222558df7c86216af4f84c30e9b34a61d8ba19366cc914424cdbd28252f6"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.7.0)"]
-core = ["importlib_metadata (>=6)", "jaraco.collections", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "ruff (>=0.7.0) ; sys_platform != \"cygwin\""]
+core = ["importlib_metadata (>=6) ; python_version < \"3.10\"", "jaraco.collections", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1) ; python_version < \"3.11\"", "wheel (>=0.43.0)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
-type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (>=1.12,<1.14)", "pytest-mypy"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf ; sys_platform != \"cygwin\"", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib_metadata (>=7.0.2) ; python_version < \"3.10\"", "jaraco.develop (>=7.21) ; sys_platform != \"cygwin\"", "mypy (>=1.12,<1.14)", "pytest-mypy"]
 
 [[package]]
 name = "six"
@@ -4931,7 +4826,6 @@ description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
@@ -4944,7 +4838,7 @@ description = "A web-based viewer for Python profiler output"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "snakeviz-2.2.2-py3-none-any.whl", hash = "sha256:77e7b9c82f6152edc330040319b97612351cd9b48c706434c535c2df31d10ac5"},
     {file = "snakeviz-2.2.2.tar.gz", hash = "sha256:08028c6f8e34a032ff14757a38424770abb8662fb2818985aeea0d9bc13a7d83"},
@@ -4960,7 +4854,7 @@ description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -4973,7 +4867,7 @@ description = "This package provides 29 stemmers for 28 languages generated from
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "snowballstemmer-2.2.0-py2.py3-none-any.whl", hash = "sha256:c8e1716e83cc398ae16824e5572ae04e0d9fc2c6b985fb0f900f5f0c96ecba1a"},
     {file = "snowballstemmer-2.2.0.tar.gz", hash = "sha256:09b16deb8547d3412ad7b590689584cd0fe25ec8db3be37788be3810cbf19cb1"},
@@ -4986,7 +4880,6 @@ description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "sortedcontainers-2.4.0-py2.py3-none-any.whl", hash = "sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0"},
     {file = "sortedcontainers-2.4.0.tar.gz", hash = "sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88"},
@@ -4999,7 +4892,7 @@ description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "soupsieve-2.6-py3-none-any.whl", hash = "sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9"},
     {file = "soupsieve-2.6.tar.gz", hash = "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb"},
@@ -5012,7 +4905,7 @@ description = "Python documentation generator"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "sphinx-8.1.3-py3-none-any.whl", hash = "sha256:09719015511837b76bf6e03e42eb7595ac8c2e41eeb9c29c5b755c6b677992a2"},
     {file = "sphinx-8.1.3.tar.gz", hash = "sha256:43c1911eecb0d3e161ad78611bc905d1ad0e523e4ddc202a58a821773dc4c927"},
@@ -5049,7 +4942,7 @@ description = "A sphinx extension for designing beautiful, view size responsive
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "sphinx_design-0.6.1-py3-none-any.whl", hash = "sha256:b11f37db1a802a183d61b159d9a202314d4d2fe29c163437001324fe2f19549c"},
     {file = "sphinx_design-0.6.1.tar.gz", hash = "sha256:b44eea3719386d04d765c1a8257caca2b3e6f8421d7b3a5e742c0fd45f84e632"},
@@ -5076,7 +4969,7 @@ description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "sphinxcontrib_applehelp-2.0.0-py3-none-any.whl", hash = "sha256:4cd3f0ec4ac5dd9c17ec65e9ab272c9b867ea77425228e68ecf08d6b28ddbdb5"},
     {file = "sphinxcontrib_applehelp-2.0.0.tar.gz", hash = "sha256:2f29ef331735ce958efa4734873f084941970894c6090408b079c61b2e1c06d1"},
@@ -5094,7 +4987,7 @@ description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "sphinxcontrib_devhelp-2.0.0-py3-none-any.whl", hash = "sha256:aefb8b83854e4b0998877524d1029fd3e6879210422ee3780459e28a1f03a8a2"},
     {file = "sphinxcontrib_devhelp-2.0.0.tar.gz", hash = "sha256:411f5d96d445d1d73bb5d52133377b4248ec79db5c793ce7dbe59e074b4dd1ad"},
@@ -5112,7 +5005,7 @@ description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML h
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "sphinxcontrib_htmlhelp-2.1.0-py3-none-any.whl", hash = "sha256:166759820b47002d22914d64a075ce08f4c46818e17cfc9470a9786b759b19f8"},
     {file = "sphinxcontrib_htmlhelp-2.1.0.tar.gz", hash = "sha256:c9e2916ace8aad64cc13a0d233ee22317f2b9025b9cf3295249fa985cc7082e9"},
@@ -5130,7 +5023,7 @@ description = "A sphinx extension which renders display math in HTML via JavaScr
 optional = false
 python-versions = ">=3.5"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "sphinxcontrib-jsmath-1.0.1.tar.gz", hash = "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8"},
     {file = "sphinxcontrib_jsmath-1.0.1-py2.py3-none-any.whl", hash = "sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178"},
@@ -5146,7 +5039,7 @@ description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp d
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "sphinxcontrib_qthelp-2.0.0-py3-none-any.whl", hash = "sha256:b18a828cdba941ccd6ee8445dbe72ffa3ef8cbe7505d8cd1fa0d42d3f2d5f3eb"},
     {file = "sphinxcontrib_qthelp-2.0.0.tar.gz", hash = "sha256:4fe7d0ac8fc171045be623aba3e2a8f613f8682731f9153bb2e40ece16b9bbab"},
@@ -5164,7 +5057,7 @@ description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "sphinxcontrib_serializinghtml-2.0.0-py3-none-any.whl", hash = "sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331"},
     {file = "sphinxcontrib_serializinghtml-2.0.0.tar.gz", hash = "sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d"},
@@ -5182,7 +5075,6 @@ description = "Extract data from python stack frames and tracebacks for informat
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
     {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
@@ -5203,7 +5095,6 @@ description = "Statistical computations and models for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "statsmodels-0.14.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7a62f1fc9086e4b7ee789a6f66b3c0fc82dd8de1edda1522d30901a0aa45e42b"},
     {file = "statsmodels-0.14.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:46ac7ddefac0c9b7b607eed1d47d11e26fe92a1bc1f4d9af48aeed4e21e87981"},
@@ -5246,7 +5137,7 @@ scipy = ">=1.8,<1.9.2 || >1.9.2"
 
 [package.extras]
 build = ["cython (>=3.0.10)"]
-develop = ["colorama", "cython (>=3.0.10)", "cython (>=3.0.10,<4)", "flake8", "isort", "joblib", "matplotlib (>=3)", "pytest (>=7.3.0,<8)", "pytest-cov", "pytest-randomly", "pytest-xdist", "pywinpty", "setuptools-scm[toml] (>=8.0,<9.0)"]
+develop = ["colorama", "cython (>=3.0.10)", "cython (>=3.0.10,<4)", "flake8", "isort", "joblib", "matplotlib (>=3)", "pytest (>=7.3.0,<8)", "pytest-cov", "pytest-randomly", "pytest-xdist", "pywinpty ; os_name == \"nt\"", "setuptools-scm[toml] (>=8.0,<9.0)"]
 docs = ["ipykernel", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "numpydoc", "pandas-datareader", "sphinx"]
 
 [[package]]
@@ -5256,7 +5147,6 @@ description = "Traceback serialization library."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "tblib-3.0.0-py3-none-any.whl", hash = "sha256:80a6c77e59b55e83911e1e607c649836a69c103963c5f28a46cbeef44acf8129"},
     {file = "tblib-3.0.0.tar.gz", hash = "sha256:93622790a0a29e04f0346458face1e144dc4d32f493714c6c3dff82a4adb77e6"},
@@ -5269,7 +5159,6 @@ description = "Retry code until it succeeds"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "tenacity-9.0.0-py3-none-any.whl", hash = "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"},
     {file = "tenacity-9.0.0.tar.gz", hash = "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b"},
@@ -5286,7 +5175,6 @@ description = "ANSI color formatting for output in terminal"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "termcolor-2.3.0-py3-none-any.whl", hash = "sha256:3afb05607b89aed0ffe25202399ee0867ad4d3cb4180d98aaf8eefa6a5f7d475"},
     {file = "termcolor-2.3.0.tar.gz", hash = "sha256:b5b08f68937f138fe92f6c089b99f1e2da0ae56c52b78bf7075fd95420fd9a5a"},
@@ -5302,7 +5190,7 @@ description = "Tornado websocket backend for the Xterm.js Javascript terminal em
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "terminado-0.18.1-py3-none-any.whl", hash = "sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0"},
     {file = "terminado-0.18.1.tar.gz", hash = "sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e"},
@@ -5325,7 +5213,7 @@ description = "A tiny CSS parser"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "tinycss2-1.4.0-py3-none-any.whl", hash = "sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289"},
     {file = "tinycss2-1.4.0.tar.gz", hash = "sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7"},
@@ -5345,7 +5233,7 @@ description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_full_version <= \"3.11.0a6\" and extra == \"dev\""
+markers = "extra == \"dev\" and python_version == \"3.10\""
 files = [
     {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
     {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"},
@@ -5388,7 +5276,6 @@ description = "List processing tools and functional utilities"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "toolz-1.0.0-py3-none-any.whl", hash = "sha256:292c8f1c4e7516bf9086f8850935c799a874039c8bcf959d47b600e4c44a6236"},
     {file = "toolz-1.0.0.tar.gz", hash = "sha256:2c86e3d9a04798ac556793bced838816296a2f085017664e4995cb40a1047a02"},
@@ -5401,7 +5288,6 @@ description = "Tornado is a Python web framework and asynchronous networking lib
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "tornado-6.4.2-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e828cce1123e9e44ae2a50a9de3055497ab1d0aeb440c5ac23064d9e44880da1"},
     {file = "tornado-6.4.2-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:072ce12ada169c5b00b7d92a99ba089447ccc993ea2143c9ede887e0937aa803"},
@@ -5423,7 +5309,6 @@ description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
     {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -5446,7 +5331,6 @@ description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
     {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
@@ -5463,7 +5347,6 @@ description = "Scipy trait types"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "traittypes-0.2.1-py2.py3-none-any.whl", hash = "sha256:1340af133810b6eee1a2eb2e988f862b0d12b6c2d16f282aaf3207b782134c2e"},
     {file = "traittypes-0.2.1.tar.gz", hash = "sha256:be6fa26294733e7489822ded4ae25da5b4824a8a7a0e0c2dccfde596e3489bd6"},
@@ -5482,7 +5365,6 @@ description = "Run-time type checker for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "typeguard-4.4.1-py3-none-any.whl", hash = "sha256:9324ec07a27ec67fc54a9c063020ca4c0ae6abad5e9f0f9804ca59aee68c6e21"},
     {file = "typeguard-4.4.1.tar.gz", hash = "sha256:0d22a89d00b453b47c49875f42b6601b961757541a2e1e0ef517b6e24213c21b"},
@@ -5493,7 +5375,7 @@ typing-extensions = ">=4.10.0"
 
 [package.extras]
 doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.3.0)"]
-test = ["coverage[toml] (>=7)", "mypy (>=1.2.0)", "pytest (>=7)"]
+test = ["coverage[toml] (>=7)", "mypy (>=1.2.0) ; platform_python_implementation != \"PyPy\"", "pytest (>=7)"]
 
 [[package]]
 name = "types-python-dateutil"
@@ -5502,7 +5384,7 @@ description = "Typing stubs for python-dateutil"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "types-python-dateutil-2.9.0.20241003.tar.gz", hash = "sha256:58cb85449b2a56d6684e41aeefb4c4280631246a0da1a719bdbe6f3fb0317446"},
     {file = "types_python_dateutil-2.9.0.20241003-py3-none-any.whl", hash = "sha256:250e1d8e80e7bbc3a6c99b907762711d1a1cdd00e978ad39cb5940f6f0a87f3d"},
@@ -5515,7 +5397,7 @@ description = "Typing stubs for pytz"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "types-pytz-2024.2.0.20241003.tar.gz", hash = "sha256:575dc38f385a922a212bac00a7d6d2e16e141132a3c955078f4a4fd13ed6cb44"},
     {file = "types_pytz-2024.2.0.20241003-py3-none-any.whl", hash = "sha256:3e22df1336c0c6ad1d29163c8fda82736909eb977281cb823c57f8bae07118b7"},
@@ -5528,7 +5410,6 @@ description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
@@ -5541,7 +5422,6 @@ description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"},
     {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
@@ -5554,7 +5434,7 @@ description = "RFC 6570 URI Template Processor"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "uri-template-1.3.0.tar.gz", hash = "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7"},
     {file = "uri_template-1.3.0-py3-none-any.whl", hash = "sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363"},
@@ -5570,14 +5450,13 @@ description = "HTTP library with thread-safe connection pooling, file post, and
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
     {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -5589,7 +5468,7 @@ description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "virtualenv-20.28.0-py3-none-any.whl", hash = "sha256:23eae1b4516ecd610481eda647f3a7c09aea295055337331bb4e6892ecce47b0"},
     {file = "virtualenv-20.28.0.tar.gz", hash = "sha256:2c9c3262bb8e7b87ea801d715fae4495e6032450c71d2309be9550e7364049aa"},
@@ -5602,7 +5481,7 @@ platformdirs = ">=3.9.1,<5"
 
 [package.extras]
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
-test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\" or platform_python_implementation == \"CPython\" and sys_platform == \"win32\" and python_version >= \"3.13\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""]
 
 [[package]]
 name = "wcwidth"
@@ -5611,7 +5490,6 @@ description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
@@ -5624,7 +5502,7 @@ description = "A library for working with the color formats defined by HTML and
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "webcolors-24.11.1-py3-none-any.whl", hash = "sha256:515291393b4cdf0eb19c155749a096f779f7d909f7cceea072791cb9095b92e9"},
     {file = "webcolors-24.11.1.tar.gz", hash = "sha256:ecb3d768f32202af770477b8b65f318fa4f566c22948673a977b00d589dd80f6"},
@@ -5637,7 +5515,7 @@ description = "Character encoding aliases for legacy web content"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
@@ -5650,7 +5528,7 @@ description = "WebSocket client for Python with low level API options"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and extra == \"dev\" or python_version >= \"3.12\" and extra == \"dev\""
+markers = "extra == \"dev\""
 files = [
     {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"},
     {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"},
@@ -5668,7 +5546,6 @@ description = "The comprehensive WSGI web application library."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "werkzeug-3.0.6-py3-none-any.whl", hash = "sha256:1bc0c2310d2fbb07b1dd1105eba2f7af72f322e1e455f2f93c993bee8c8a5f17"},
     {file = "werkzeug-3.0.6.tar.gz", hash = "sha256:a8dd59d4de28ca70471a34cba79bed5f7ef2e036a76b3ab0835474246eb41f8d"},
@@ -5687,7 +5564,6 @@ description = "Jupyter interactive widgets for Jupyter Notebook"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "widgetsnbextension-4.0.13-py3-none-any.whl", hash = "sha256:74b2692e8500525cc38c2b877236ba51d34541e6385eeed5aec15a70f88a6c71"},
     {file = "widgetsnbextension-4.0.13.tar.gz", hash = "sha256:ffcb67bc9febd10234a362795f643927f4e0c05d9342c727b65d2384f8feacb6"},
@@ -5700,7 +5576,6 @@ description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "wrapt-1.17.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2a0c23b8319848426f305f9cb0c98a6e32ee68a36264f45948ccf8e7d2b941f8"},
     {file = "wrapt-1.17.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b1ca5f060e205f72bec57faae5bd817a1560fcfc4af03f414b08fa29106b7e2d"},
@@ -5776,7 +5651,6 @@ description = "N-D labeled arrays and datasets in Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "xarray-2024.11.0-py3-none-any.whl", hash = "sha256:6ee94f63ddcbdd0cf3909d1177f78cdac756640279c0e32ae36819a89cdaba37"},
     {file = "xarray-2024.11.0.tar.gz", hash = "sha256:1ccace44573ddb862e210ad3ec204210654d2c750bec11bbe7d842dfc298591f"},
@@ -5792,7 +5666,7 @@ accel = ["bottleneck", "flox", "numba (>=0.54)", "numbagg", "opt_einsum", "scipy
 complete = ["xarray[accel,etc,io,parallel,viz]"]
 dev = ["hypothesis", "jinja2", "mypy", "pre-commit", "pytest", "pytest-cov", "pytest-env", "pytest-timeout", "pytest-xdist", "ruff", "sphinx", "sphinx_autosummary_accessors", "xarray[complete]"]
 etc = ["sparse"]
-io = ["cftime", "fsspec", "h5netcdf", "netCDF4", "pooch", "pydap", "scipy", "zarr"]
+io = ["cftime", "fsspec", "h5netcdf", "netCDF4", "pooch", "pydap ; python_version < \"3.10\"", "scipy", "zarr"]
 parallel = ["dask[complete]"]
 viz = ["cartopy", "matplotlib", "nc-time-axis", "seaborn"]
 
@@ -5803,7 +5677,6 @@ description = "Source of XYZ tiles providers"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "xyzservices-2024.9.0-py3-none-any.whl", hash = "sha256:776ae82b78d6e5ca63dd6a94abb054df8130887a4a308473b54a6bd364de8644"},
     {file = "xyzservices-2024.9.0.tar.gz", hash = "sha256:68fb8353c9dbba4f1ff6c0f2e5e4e596bb9e1db7f94f4f7dfbcb26e25aa66fde"},
@@ -5816,7 +5689,6 @@ description = "Yet another URL library"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "yarl-1.18.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7df647e8edd71f000a5208fe6ff8c382a1de8edfbccdbbfe649d263de07d8c34"},
     {file = "yarl-1.18.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c69697d3adff5aa4f874b19c0e4ed65180ceed6318ec856ebc423aa5850d84f7"},
@@ -5914,7 +5786,6 @@ description = "Yet Another Terminal Spinner"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "yaspin-3.1.0-py3-none-any.whl", hash = "sha256:5e3d4dfb547d942cae6565718123f1ecfa93e745b7e51871ad2bbae839e71b73"},
     {file = "yaspin-3.1.0.tar.gz", hash = "sha256:7b97c7e257ec598f98cef9878e038bfa619ceb54ac31d61d8ead2b3128f8d7c7"},
@@ -5930,7 +5801,6 @@ description = "An implementation of chunked, compressed, N-dimensional arrays fo
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "zarr-2.18.3-py3-none-any.whl", hash = "sha256:b1f7dfd2496f436745cdd4c7bcf8d3b4bc1dceef5fdd0d589c87130d842496dd"},
     {file = "zarr-2.18.3.tar.gz", hash = "sha256:2580d8cb6dd84621771a10d31c4d777dca8a27706a1a89b29f42d2d37e2df5ce"},
@@ -5953,7 +5823,6 @@ description = "Mutable mapping tools"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "zict-3.0.0-py2.py3-none-any.whl", hash = "sha256:5796e36bd0e0cc8cf0fbc1ace6a68912611c1dbd74750a3f3026b9b9d6a327ae"},
     {file = "zict-3.0.0.tar.gz", hash = "sha256:e321e263b6a97aafc0790c3cfb3c04656b7066e6738c37fffcca95d803c9fba5"},
@@ -5966,18 +5835,17 @@ description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
     {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
 [extras]
@@ -5986,4 +5854,4 @@ dev = ["jupyterlab", "memory-profiler", "mypy", "notebook", "pandas-stubs", "pre
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.10,<3.13"
-content-hash = "d6919913d2daade4ac3ff27f8813d3286edb5129809eda93f2fc9cb3c032cd88"
+content-hash = "e2dc0c54942b1e2261de9c28a0c3750350ff2bb6aa20700a71ec8fba81e1382a"
diff --git a/pyproject.toml b/pyproject.toml
index af428de94..f6d2cd953 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -84,6 +84,7 @@ sphinx = "*"
 pydata-sphinx-theme = "*"
 sphinx_design = "*"
 pandas-stubs = "*"
+ipykernel = "^6.29.5"
 
 [tool.poetry.extras]
 dev = ["pytest", "pytest-xdist", "pytest-cases", "pytest-cov", "notebook", "jupyterlab", "pre-commit", "ruff", "snakeviz", "mypy", "memory-profiler", "sphinx", "pydata-sphinx-theme", "sphinx_design", "pandas-stubs"]

From 15c9b2869c87b75b0c877d05cb59c77f41eabb7f Mon Sep 17 00:00:00 2001
From: tristanpwdennis <tristanpwdennis@gmail.com>
Date: Mon, 9 Jun 2025 14:45:18 +1000
Subject: [PATCH 07/12] add adir1 class for anopheles dirus data release

---
 adir1_explore.ipynb         | 451 ++++++++++++++++++++++++++++++++++++
 malariagen_data/__init__.py |   1 +
 malariagen_data/adir1.py    | 208 +++++++++++++++++
 3 files changed, 660 insertions(+)
 create mode 100644 adir1_explore.ipynb
 create mode 100644 malariagen_data/adir1.py

diff --git a/adir1_explore.ipynb b/adir1_explore.ipynb
new file mode 100644
index 000000000..c42d93dd5
--- /dev/null
+++ b/adir1_explore.ipynb
@@ -0,0 +1,451 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "94bd6d28-bf20-4841-aeb5-007d0f76b6c0",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import malariagen_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "be3c904b-5b0d-4482-ba2e-113e42d57557",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "'use strict';\n",
+       "(function(root) {\n",
+       "  function now() {\n",
+       "    return new Date();\n",
+       "  }\n",
+       "\n",
+       "  const force = true;\n",
+       "\n",
+       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
+       "    root._bokeh_onload_callbacks = [];\n",
+       "    root._bokeh_is_loading = undefined;\n",
+       "  }\n",
+       "\n",
+       "const JS_MIME_TYPE = 'application/javascript';\n",
+       "  const HTML_MIME_TYPE = 'text/html';\n",
+       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
+       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
+       "\n",
+       "  /**\n",
+       "   * Render data to the DOM node\n",
+       "   */\n",
+       "  function render(props, node) {\n",
+       "    const script = document.createElement(\"script\");\n",
+       "    node.appendChild(script);\n",
+       "  }\n",
+       "\n",
+       "  /**\n",
+       "   * Handle when an output is cleared or removed\n",
+       "   */\n",
+       "  function handleClearOutput(event, handle) {\n",
+       "    function drop(id) {\n",
+       "      const view = Bokeh.index.get_by_id(id)\n",
+       "      if (view != null) {\n",
+       "        view.model.document.clear()\n",
+       "        Bokeh.index.delete(view)\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    const cell = handle.cell;\n",
+       "\n",
+       "    const id = cell.output_area._bokeh_element_id;\n",
+       "    const server_id = cell.output_area._bokeh_server_id;\n",
+       "\n",
+       "    // Clean up Bokeh references\n",
+       "    if (id != null) {\n",
+       "      drop(id)\n",
+       "    }\n",
+       "\n",
+       "    if (server_id !== undefined) {\n",
+       "      // Clean up Bokeh references\n",
+       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
+       "      cell.notebook.kernel.execute(cmd_clean, {\n",
+       "        iopub: {\n",
+       "          output: function(msg) {\n",
+       "            const id = msg.content.text.trim()\n",
+       "            drop(id)\n",
+       "          }\n",
+       "        }\n",
+       "      });\n",
+       "      // Destroy server and session\n",
+       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
+       "      cell.notebook.kernel.execute(cmd_destroy);\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  /**\n",
+       "   * Handle when a new output is added\n",
+       "   */\n",
+       "  function handleAddOutput(event, handle) {\n",
+       "    const output_area = handle.output_area;\n",
+       "    const output = handle.output;\n",
+       "\n",
+       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
+       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
+       "      return\n",
+       "    }\n",
+       "\n",
+       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
+       "\n",
+       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
+       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
+       "      // store reference to embed id on output_area\n",
+       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
+       "    }\n",
+       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
+       "      const bk_div = document.createElement(\"div\");\n",
+       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
+       "      const script_attrs = bk_div.children[0].attributes;\n",
+       "      for (let i = 0; i < script_attrs.length; i++) {\n",
+       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
+       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
+       "      }\n",
+       "      // store reference to server id on output_area\n",
+       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  function register_renderer(events, OutputArea) {\n",
+       "\n",
+       "    function append_mime(data, metadata, element) {\n",
+       "      // create a DOM node to render to\n",
+       "      const toinsert = this.create_output_subarea(\n",
+       "        metadata,\n",
+       "        CLASS_NAME,\n",
+       "        EXEC_MIME_TYPE\n",
+       "      );\n",
+       "      this.keyboard_manager.register_events(toinsert);\n",
+       "      // Render to node\n",
+       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
+       "      render(props, toinsert[toinsert.length - 1]);\n",
+       "      element.append(toinsert);\n",
+       "      return toinsert\n",
+       "    }\n",
+       "\n",
+       "    /* Handle when an output is cleared or removed */\n",
+       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
+       "    events.on('delete.Cell', handleClearOutput);\n",
+       "\n",
+       "    /* Handle when a new output is added */\n",
+       "    events.on('output_added.OutputArea', handleAddOutput);\n",
+       "\n",
+       "    /**\n",
+       "     * Register the mime type and append_mime function with output_area\n",
+       "     */\n",
+       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
+       "      /* Is output safe? */\n",
+       "      safe: true,\n",
+       "      /* Index of renderer in `output_area.display_order` */\n",
+       "      index: 0\n",
+       "    });\n",
+       "  }\n",
+       "\n",
+       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
+       "  if (root.Jupyter !== undefined) {\n",
+       "    const events = require('base/js/events');\n",
+       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
+       "\n",
+       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
+       "      register_renderer(events, OutputArea);\n",
+       "    }\n",
+       "  }\n",
+       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
+       "    root._bokeh_timeout = Date.now() + 5000;\n",
+       "    root._bokeh_failed_load = false;\n",
+       "  }\n",
+       "\n",
+       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
+       "     \"<div style='background-color: #fdd'>\\n\"+\n",
+       "     \"<p>\\n\"+\n",
+       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
+       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
+       "     \"</p>\\n\"+\n",
+       "     \"<ul>\\n\"+\n",
+       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
+       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
+       "     \"</ul>\\n\"+\n",
+       "     \"<code>\\n\"+\n",
+       "     \"from bokeh.resources import INLINE\\n\"+\n",
+       "     \"output_notebook(resources=INLINE)\\n\"+\n",
+       "     \"</code>\\n\"+\n",
+       "     \"</div>\"}};\n",
+       "\n",
+       "  function display_loaded(error = null) {\n",
+       "    const el = document.getElementById(null);\n",
+       "    if (el != null) {\n",
+       "      const html = (() => {\n",
+       "        if (typeof root.Bokeh === \"undefined\") {\n",
+       "          if (error == null) {\n",
+       "            return \"BokehJS is loading ...\";\n",
+       "          } else {\n",
+       "            return \"BokehJS failed to load.\";\n",
+       "          }\n",
+       "        } else {\n",
+       "          const prefix = `BokehJS ${root.Bokeh.version}`;\n",
+       "          if (error == null) {\n",
+       "            return `${prefix} successfully loaded.`;\n",
+       "          } else {\n",
+       "            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n",
+       "          }\n",
+       "        }\n",
+       "      })();\n",
+       "      el.innerHTML = html;\n",
+       "\n",
+       "      if (error != null) {\n",
+       "        const wrapper = document.createElement(\"div\");\n",
+       "        wrapper.style.overflow = \"auto\";\n",
+       "        wrapper.style.height = \"5em\";\n",
+       "        wrapper.style.resize = \"vertical\";\n",
+       "        const content = document.createElement(\"div\");\n",
+       "        content.style.fontFamily = \"monospace\";\n",
+       "        content.style.whiteSpace = \"pre-wrap\";\n",
+       "        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n",
+       "        content.textContent = error.stack ?? error.toString();\n",
+       "        wrapper.append(content);\n",
+       "        el.append(wrapper);\n",
+       "      }\n",
+       "    } else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(() => display_loaded(error), 100);\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  function run_callbacks() {\n",
+       "    try {\n",
+       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
+       "        if (callback != null)\n",
+       "          callback();\n",
+       "      });\n",
+       "    } finally {\n",
+       "      delete root._bokeh_onload_callbacks\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
+       "  }\n",
+       "\n",
+       "  function load_libs(css_urls, js_urls, callback) {\n",
+       "    if (css_urls == null) css_urls = [];\n",
+       "    if (js_urls == null) js_urls = [];\n",
+       "\n",
+       "    root._bokeh_onload_callbacks.push(callback);\n",
+       "    if (root._bokeh_is_loading > 0) {\n",
+       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
+       "      return null;\n",
+       "    }\n",
+       "    if (js_urls == null || js_urls.length === 0) {\n",
+       "      run_callbacks();\n",
+       "      return null;\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
+       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
+       "\n",
+       "    function on_load() {\n",
+       "      root._bokeh_is_loading--;\n",
+       "      if (root._bokeh_is_loading === 0) {\n",
+       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
+       "        run_callbacks()\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    function on_error(url) {\n",
+       "      console.error(\"failed to load \" + url);\n",
+       "    }\n",
+       "\n",
+       "    for (let i = 0; i < css_urls.length; i++) {\n",
+       "      const url = css_urls[i];\n",
+       "      const element = document.createElement(\"link\");\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error.bind(null, url);\n",
+       "      element.rel = \"stylesheet\";\n",
+       "      element.type = \"text/css\";\n",
+       "      element.href = url;\n",
+       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
+       "      document.body.appendChild(element);\n",
+       "    }\n",
+       "\n",
+       "    for (let i = 0; i < js_urls.length; i++) {\n",
+       "      const url = js_urls[i];\n",
+       "      const element = document.createElement('script');\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error.bind(null, url);\n",
+       "      element.async = false;\n",
+       "      element.src = url;\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "  };\n",
+       "\n",
+       "  function inject_raw_css(css) {\n",
+       "    const element = document.createElement(\"style\");\n",
+       "    element.appendChild(document.createTextNode(css));\n",
+       "    document.body.appendChild(element);\n",
+       "  }\n",
+       "\n",
+       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n",
+       "  const css_urls = [];\n",
+       "\n",
+       "  const inline_js = [    function(Bokeh) {\n",
+       "      Bokeh.set_log_level(\"info\");\n",
+       "    },\n",
+       "function(Bokeh) {\n",
+       "    }\n",
+       "  ];\n",
+       "\n",
+       "  function run_inline_js() {\n",
+       "    if (root.Bokeh !== undefined || force === true) {\n",
+       "      try {\n",
+       "            for (let i = 0; i < inline_js.length; i++) {\n",
+       "      inline_js[i].call(root, root.Bokeh);\n",
+       "    }\n",
+       "\n",
+       "      } catch (error) {throw error;\n",
+       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(run_inline_js, 100);\n",
+       "    } else if (!root._bokeh_failed_load) {\n",
+       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
+       "      root._bokeh_failed_load = true;\n",
+       "    } else if (force !== true) {\n",
+       "      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
+       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  if (root._bokeh_is_loading === 0) {\n",
+       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
+       "    run_inline_js();\n",
+       "  } else {\n",
+       "    load_libs(css_urls, js_urls, function() {\n",
+       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
+       "      run_inline_js();\n",
+       "    });\n",
+       "  }\n",
+       "}(window));"
+      ],
+      "application/vnd.bokehjs_load.v0+json": "'use strict';\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded(error = null) {\n    const el = document.getElementById(null);\n    if (el != null) {\n      const html = (() => {\n        if (typeof root.Bokeh === \"undefined\") {\n          if (error == null) {\n            return \"BokehJS is loading ...\";\n          } else {\n            return \"BokehJS failed to load.\";\n          }\n        } else {\n          const prefix = `BokehJS ${root.Bokeh.version}`;\n          if (error == null) {\n            return `${prefix} successfully loaded.`;\n          } else {\n            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n          }\n        }\n      })();\n      el.innerHTML = html;\n\n      if (error != null) {\n        const wrapper = document.createElement(\"div\");\n        wrapper.style.overflow = \"auto\";\n        wrapper.style.height = \"5em\";\n        wrapper.style.resize = \"vertical\";\n        const content = document.createElement(\"div\");\n        content.style.fontFamily = \"monospace\";\n        content.style.whiteSpace = \"pre-wrap\";\n        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n        content.textContent = error.stack ?? error.toString();\n        wrapper.append(content);\n        el.append(wrapper);\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(() => display_loaded(error), 100);\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n      try {\n            for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n\n      } catch (error) {throw error;\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Init API\n",
+    "adir1 = malariagen_data.Adir1(results_cache = '/Users/dennistpw/Projects/malariagen_results/')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "f171c3b7-30c2-4e9f-9133-22206985de07",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'KB672868'"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Are the contigs here? \n",
+    "chroms = adir1.contigs[:5]\n",
+    "chroms[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "a4f50d6d-ad1b-404f-a9d1-e546f725abb3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "ename": "FileNotFoundError",
+     "evalue": "b/vo_adir_production_us_central1/o/v1.x%2Fmanifest.tsv",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:426\u001b[0m, in \u001b[0;36mAnophelesBase.sample_sets\u001b[0;34m(self, release)\u001b[0m\n\u001b[1;32m    425\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 426\u001b[0m     df \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cache_sample_sets\u001b[49m\u001b[43m[\u001b[49m\u001b[43mrelease\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m    428\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n\u001b[1;32m    429\u001b[0m     \u001b[38;5;66;03m# Read and cache dataframe for performance.\u001b[39;00m\n",
+      "\u001b[0;31mKeyError\u001b[0m: '1.x'",
+      "\nDuring handling of the above exception, another exception occurred:\n",
+      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[7], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m snps \u001b[38;5;241m=\u001b[39m \u001b[43madir1\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msnp_calls\u001b[49m\u001b[43m(\u001b[49m\u001b[43mregion\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mKB672868:1000000-2000000\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/snp_data.py:1007\u001b[0m, in \u001b[0;36mAnophelesSnpData.snp_calls\u001b[0;34m(self, region, sample_sets, sample_query, sample_query_options, sample_indices, site_mask, site_class, inline_array, chunks, cohort_size, min_cohort_size, max_cohort_size, random_seed)\u001b[0m\n\u001b[1;32m   1001\u001b[0m base_params\u001b[38;5;241m.\u001b[39mvalidate_sample_selection_params(\n\u001b[1;32m   1002\u001b[0m     sample_query\u001b[38;5;241m=\u001b[39msample_query, sample_indices\u001b[38;5;241m=\u001b[39msample_indices\n\u001b[1;32m   1003\u001b[0m )\n\u001b[1;32m   1005\u001b[0m \u001b[38;5;66;03m# Normalise parameters.\u001b[39;00m\n\u001b[1;32m   1006\u001b[0m sample_sets_prepped: Tuple[\u001b[38;5;28mstr\u001b[39m, \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mtuple\u001b[39m(\n\u001b[0;32m-> 1007\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_prep_sample_sets_param\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1008\u001b[0m )\n\u001b[1;32m   1009\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m sample_sets\n\u001b[1;32m   1010\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m sample_indices \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:524\u001b[0m, in \u001b[0;36mAnophelesBase._prep_sample_sets_param\u001b[0;34m(self, sample_sets)\u001b[0m\n\u001b[1;32m    517\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_prep_sample_sets_param\u001b[39m(\n\u001b[1;32m    518\u001b[0m     \u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m, sample_sets: Optional[base_params\u001b[38;5;241m.\u001b[39msample_sets]\n\u001b[1;32m    519\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m List[\u001b[38;5;28mstr\u001b[39m]:\n\u001b[1;32m    520\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Common handling for the `sample_sets` parameter. For convenience, we\u001b[39;00m\n\u001b[1;32m    521\u001b[0m \u001b[38;5;124;03m    allow this to be a single sample set, or a list of sample sets, or a\u001b[39;00m\n\u001b[1;32m    522\u001b[0m \u001b[38;5;124;03m    release identifier, or a list of release identifiers.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 524\u001b[0m     all_sample_sets \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msample_set\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mto_list()\n\u001b[1;32m    526\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m sample_sets \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    527\u001b[0m         \u001b[38;5;66;03m# All available sample sets.\u001b[39;00m\n\u001b[1;32m    528\u001b[0m         prepped_sample_sets \u001b[38;5;241m=\u001b[39m all_sample_sets\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:439\u001b[0m, in \u001b[0;36mAnophelesBase.sample_sets\u001b[0;34m(self, release)\u001b[0m\n\u001b[1;32m    435\u001b[0m     releases \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msorted\u001b[39m(\u001b[38;5;28mset\u001b[39m(release))\n\u001b[1;32m    437\u001b[0m     \u001b[38;5;66;03m# Retrieve and concatenate sample sets from multiple releases.\u001b[39;00m\n\u001b[1;32m    438\u001b[0m     df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mconcat(\n\u001b[0;32m--> 439\u001b[0m         [\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msample_sets(release\u001b[38;5;241m=\u001b[39mr) \u001b[38;5;28;01mfor\u001b[39;00m r \u001b[38;5;129;01min\u001b[39;00m releases],\n\u001b[1;32m    440\u001b[0m         axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m,\n\u001b[1;32m    441\u001b[0m         ignore_index\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m    442\u001b[0m     )\n\u001b[1;32m    444\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    445\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:439\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    435\u001b[0m     releases \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msorted\u001b[39m(\u001b[38;5;28mset\u001b[39m(release))\n\u001b[1;32m    437\u001b[0m     \u001b[38;5;66;03m# Retrieve and concatenate sample sets from multiple releases.\u001b[39;00m\n\u001b[1;32m    438\u001b[0m     df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mconcat(\n\u001b[0;32m--> 439\u001b[0m         [\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrelease\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mr\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m r \u001b[38;5;129;01min\u001b[39;00m releases],\n\u001b[1;32m    440\u001b[0m         axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m,\n\u001b[1;32m    441\u001b[0m         ignore_index\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m    442\u001b[0m     )\n\u001b[1;32m    444\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    445\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:430\u001b[0m, in \u001b[0;36mAnophelesBase.sample_sets\u001b[0;34m(self, release)\u001b[0m\n\u001b[1;32m    426\u001b[0m         df \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_sets[release]\n\u001b[1;32m    428\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n\u001b[1;32m    429\u001b[0m         \u001b[38;5;66;03m# Read and cache dataframe for performance.\u001b[39;00m\n\u001b[0;32m--> 430\u001b[0m         df \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_read_sample_sets\u001b[49m\u001b[43m(\u001b[49m\u001b[43msingle_release\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrelease\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    431\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_sets[release] \u001b[38;5;241m=\u001b[39m df\n\u001b[1;32m    433\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(release, Sequence):\n\u001b[1;32m    434\u001b[0m     \u001b[38;5;66;03m# Ensure no duplicates.\u001b[39;00m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:376\u001b[0m, in \u001b[0;36mAnophelesBase._read_sample_sets\u001b[0;34m(self, single_release)\u001b[0m\n\u001b[1;32m    373\u001b[0m manifest_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mrelease_path\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m/manifest.tsv\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    375\u001b[0m \u001b[38;5;66;03m# Read the manifest into a pandas dataframe.\u001b[39;00m\n\u001b[0;32m--> 376\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen_file\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmanifest_path\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[1;32m    377\u001b[0m     df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(f, sep\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\t\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, na_values\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    379\u001b[0m \u001b[38;5;66;03m# Add a \"release\" column for convenience.\u001b[39;00m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:218\u001b[0m, in \u001b[0;36mAnophelesBase.open_file\u001b[0;34m(self, path)\u001b[0m\n\u001b[1;32m    215\u001b[0m \u001b[38;5;129m@check_types\u001b[39m\n\u001b[1;32m    216\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mopen_file\u001b[39m(\u001b[38;5;28mself\u001b[39m, path: \u001b[38;5;28mstr\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m IO:\n\u001b[1;32m    217\u001b[0m     full_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_base_path\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m/\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpath\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 218\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfull_path\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/spec.py:1154\u001b[0m, in \u001b[0;36mAbstractFileSystem.open\u001b[0;34m(self, path, mode, block_size, cache_options, compression, **kwargs)\u001b[0m\n\u001b[1;32m   1152\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   1153\u001b[0m     ac \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mautocommit\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_intrans)\n\u001b[0;32m-> 1154\u001b[0m     f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_open\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1155\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1156\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1157\u001b[0m \u001b[43m        \u001b[49m\u001b[43mblock_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mblock_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1158\u001b[0m \u001b[43m        \u001b[49m\u001b[43mautocommit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mac\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1159\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcache_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1160\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1161\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1162\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m compression \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m   1163\u001b[0m         \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfsspec\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcompression\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m compr\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:1309\u001b[0m, in \u001b[0;36mGCSFileSystem._open\u001b[0;34m(self, path, mode, block_size, cache_options, acl, consistency, metadata, autocommit, fixed_key_metadata, generation, **kwargs)\u001b[0m\n\u001b[1;32m   1307\u001b[0m     block_size \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdefault_block_size\n\u001b[1;32m   1308\u001b[0m const \u001b[38;5;241m=\u001b[39m consistency \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconsistency\n\u001b[0;32m-> 1309\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mGCSFile\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1310\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1311\u001b[0m \u001b[43m    \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1312\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1313\u001b[0m \u001b[43m    \u001b[49m\u001b[43mblock_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1314\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcache_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1315\u001b[0m \u001b[43m    \u001b[49m\u001b[43mconsistency\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconst\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1316\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1317\u001b[0m \u001b[43m    \u001b[49m\u001b[43macl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43macl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1318\u001b[0m \u001b[43m    \u001b[49m\u001b[43mautocommit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mautocommit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1319\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfixed_key_metadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfixed_key_metadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1320\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1321\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:1468\u001b[0m, in \u001b[0;36mGCSFile.__init__\u001b[0;34m(self, gcsfs, path, mode, block_size, autocommit, cache_type, cache_options, acl, consistency, metadata, content_type, timeout, fixed_key_metadata, generation, **kwargs)\u001b[0m\n\u001b[1;32m   1466\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAttempt to open a bucket\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   1467\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgeneration \u001b[38;5;241m=\u001b[39m _coalesce_generation(generation, path_generation)\n\u001b[0;32m-> 1468\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1469\u001b[0m \u001b[43m    \u001b[49m\u001b[43mgcsfs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1470\u001b[0m \u001b[43m    \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1471\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1472\u001b[0m \u001b[43m    \u001b[49m\u001b[43mblock_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1473\u001b[0m \u001b[43m    \u001b[49m\u001b[43mautocommit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mautocommit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1474\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcache_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1475\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcache_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1476\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1477\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1478\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgcsfs \u001b[38;5;241m=\u001b[39m gcsfs\n\u001b[1;32m   1479\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbucket \u001b[38;5;241m=\u001b[39m bucket\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/spec.py:1510\u001b[0m, in \u001b[0;36mAbstractBufferedFile.__init__\u001b[0;34m(self, fs, path, mode, block_size, autocommit, cache_type, cache_options, size, **kwargs)\u001b[0m\n\u001b[1;32m   1508\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msize \u001b[38;5;241m=\u001b[39m size\n\u001b[1;32m   1509\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1510\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msize \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdetails\u001b[49m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msize\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m   1511\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcache \u001b[38;5;241m=\u001b[39m caches[cache_type](\n\u001b[1;32m   1512\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mblocksize, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_fetch_range, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msize, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mcache_options\n\u001b[1;32m   1513\u001b[0m     )\n\u001b[1;32m   1514\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:1504\u001b[0m, in \u001b[0;36mGCSFile.details\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1501\u001b[0m \u001b[38;5;129m@property\u001b[39m\n\u001b[1;32m   1502\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdetails\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m   1503\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_details \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m-> 1504\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_details \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minfo\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgeneration\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgeneration\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1505\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_details\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/asyn.py:115\u001b[0m, in \u001b[0;36msync_wrapper.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    112\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[1;32m    113\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapper\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m    114\u001b[0m     \u001b[38;5;28mself\u001b[39m \u001b[38;5;241m=\u001b[39m obj \u001b[38;5;129;01mor\u001b[39;00m args[\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m--> 115\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msync\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mloop\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/asyn.py:100\u001b[0m, in \u001b[0;36msync\u001b[0;34m(loop, func, timeout, *args, **kwargs)\u001b[0m\n\u001b[1;32m     98\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m FSTimeoutError \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mreturn_result\u001b[39;00m\n\u001b[1;32m     99\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(return_result, \u001b[38;5;167;01mBaseException\u001b[39;00m):\n\u001b[0;32m--> 100\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m return_result\n\u001b[1;32m    101\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    102\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m return_result\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/asyn.py:55\u001b[0m, in \u001b[0;36m_runner\u001b[0;34m(event, coro, result, timeout)\u001b[0m\n\u001b[1;32m     53\u001b[0m     coro \u001b[38;5;241m=\u001b[39m asyncio\u001b[38;5;241m.\u001b[39mwait_for(coro, timeout\u001b[38;5;241m=\u001b[39mtimeout)\n\u001b[1;32m     54\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 55\u001b[0m     result[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m coro\n\u001b[1;32m     56\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m ex:\n\u001b[1;32m     57\u001b[0m     result[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m=\u001b[39m ex\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:797\u001b[0m, in \u001b[0;36mGCSFileSystem._info\u001b[0;34m(self, path, generation, **kwargs)\u001b[0m\n\u001b[1;32m    795\u001b[0m     \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[1;32m    796\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdetail\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m  \u001b[38;5;66;03m# Force to true for info\u001b[39;00m\n\u001b[0;32m--> 797\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_ls(path, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m    798\u001b[0m out0 \u001b[38;5;241m=\u001b[39m [o \u001b[38;5;28;01mfor\u001b[39;00m o \u001b[38;5;129;01min\u001b[39;00m out \u001b[38;5;28;01mif\u001b[39;00m o[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mrstrip(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;241m==\u001b[39m path]\n\u001b[1;32m    799\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m out0:\n\u001b[1;32m    800\u001b[0m     \u001b[38;5;66;03m# exact hit\u001b[39;00m\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:834\u001b[0m, in \u001b[0;36mGCSFileSystem._ls\u001b[0;34m(self, path, detail, prefix, versions, **kwargs)\u001b[0m\n\u001b[1;32m    832\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    833\u001b[0m     out \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m--> 834\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m entry \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_list_objects(\n\u001b[1;32m    835\u001b[0m         path, prefix\u001b[38;5;241m=\u001b[39mprefix, versions\u001b[38;5;241m=\u001b[39mversions\n\u001b[1;32m    836\u001b[0m     ):\n\u001b[1;32m    837\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m versions \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgeneration\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m entry:\n\u001b[1;32m    838\u001b[0m             entry \u001b[38;5;241m=\u001b[39m entry\u001b[38;5;241m.\u001b[39mcopy()\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:549\u001b[0m, in \u001b[0;36mGCSFileSystem._list_objects\u001b[0;34m(self, path, prefix, versions)\u001b[0m\n\u001b[1;32m    547\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (items \u001b[38;5;241m+\u001b[39m pseudodirs):\n\u001b[1;32m    548\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m key:\n\u001b[0;32m--> 549\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m [\u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_object(path)]\n\u001b[1;32m    550\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    551\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m []\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:491\u001b[0m, in \u001b[0;36mGCSFileSystem._get_object\u001b[0;34m(self, path)\u001b[0m\n\u001b[1;32m    488\u001b[0m \u001b[38;5;66;03m# Work around various permission settings. Prefer an object get (storage.objects.get), but\u001b[39;00m\n\u001b[1;32m    489\u001b[0m \u001b[38;5;66;03m# fall back to a bucket list + filter to object name (storage.objects.list).\u001b[39;00m\n\u001b[1;32m    490\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 491\u001b[0m     res \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call(\n\u001b[1;32m    492\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGET\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb/\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m/o/\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, bucket, key, json_out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, generation\u001b[38;5;241m=\u001b[39mgeneration\n\u001b[1;32m    493\u001b[0m     )\n\u001b[1;32m    494\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    495\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mstr\u001b[39m(e)\u001b[38;5;241m.\u001b[39mstartswith(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mForbidden\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:418\u001b[0m, in \u001b[0;36mGCSFileSystem._call\u001b[0;34m(self, method, path, json_out, info_out, *args, **kwargs)\u001b[0m\n\u001b[1;32m    414\u001b[0m \u001b[38;5;28;01masync\u001b[39;00m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_call\u001b[39m(\n\u001b[1;32m    415\u001b[0m     \u001b[38;5;28mself\u001b[39m, method, path, \u001b[38;5;241m*\u001b[39margs, json_out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, info_out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m    416\u001b[0m ):\n\u001b[1;32m    417\u001b[0m     logger\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmethod\u001b[38;5;241m.\u001b[39mupper()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpath\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, \u001b[39m\u001b[38;5;132;01m{\u001b[39;00margs\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mheaders\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 418\u001b[0m     status, headers, info, contents \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_request(\n\u001b[1;32m    419\u001b[0m         method, path, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m    420\u001b[0m     )\n\u001b[1;32m    421\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m json_out:\n\u001b[1;32m    422\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m json\u001b[38;5;241m.\u001b[39mloads(contents)\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/decorator.py:221\u001b[0m, in \u001b[0;36mdecorate.<locals>.fun\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m    219\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m kwsyntax:\n\u001b[1;32m    220\u001b[0m     args, kw \u001b[38;5;241m=\u001b[39m fix(args, kw, sig)\n\u001b[0;32m--> 221\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mawait\u001b[39;00m caller(func, \u001b[38;5;241m*\u001b[39m(extras \u001b[38;5;241m+\u001b[39m args), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkw)\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/retry.py:114\u001b[0m, in \u001b[0;36mretry_request\u001b[0;34m(func, retries, *args, **kwargs)\u001b[0m\n\u001b[1;32m    112\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m retry \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m    113\u001b[0m         \u001b[38;5;28;01mawait\u001b[39;00m asyncio\u001b[38;5;241m.\u001b[39msleep(\u001b[38;5;28mmin\u001b[39m(random\u001b[38;5;241m.\u001b[39mrandom() \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m (retry \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m), \u001b[38;5;241m32\u001b[39m))\n\u001b[0;32m--> 114\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mawait\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m    115\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\n\u001b[1;32m    116\u001b[0m     HttpError,\n\u001b[1;32m    117\u001b[0m     requests\u001b[38;5;241m.\u001b[39mexceptions\u001b[38;5;241m.\u001b[39mRequestException,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    120\u001b[0m     aiohttp\u001b[38;5;241m.\u001b[39mclient_exceptions\u001b[38;5;241m.\u001b[39mClientError,\n\u001b[1;32m    121\u001b[0m ) \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    122\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[1;32m    123\u001b[0m         \u001b[38;5;28misinstance\u001b[39m(e, HttpError)\n\u001b[1;32m    124\u001b[0m         \u001b[38;5;129;01mand\u001b[39;00m e\u001b[38;5;241m.\u001b[39mcode \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m400\u001b[39m\n\u001b[1;32m    125\u001b[0m         \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrequester pays\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m e\u001b[38;5;241m.\u001b[39mmessage\n\u001b[1;32m    126\u001b[0m     ):\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:411\u001b[0m, in \u001b[0;36mGCSFileSystem._request\u001b[0;34m(self, method, path, headers, json, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m    408\u001b[0m info \u001b[38;5;241m=\u001b[39m r\u001b[38;5;241m.\u001b[39mrequest_info  \u001b[38;5;66;03m# for debug only\u001b[39;00m\n\u001b[1;32m    409\u001b[0m contents \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m r\u001b[38;5;241m.\u001b[39mread()\n\u001b[0;32m--> 411\u001b[0m \u001b[43mvalidate_response\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstatus\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontents\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    412\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m status, headers, info, contents\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/retry.py:83\u001b[0m, in \u001b[0;36mvalidate_response\u001b[0;34m(status, content, path, args)\u001b[0m\n\u001b[1;32m     81\u001b[0m     path \u001b[38;5;241m=\u001b[39m path\u001b[38;5;241m.\u001b[39mformat(\u001b[38;5;241m*\u001b[39m[quote(p) \u001b[38;5;28;01mfor\u001b[39;00m p \u001b[38;5;129;01min\u001b[39;00m args])\n\u001b[1;32m     82\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m status \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m404\u001b[39m:\n\u001b[0;32m---> 83\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mFileNotFoundError\u001b[39;00m(path)\n\u001b[1;32m     85\u001b[0m error \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m     86\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(content, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdecode\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n",
+      "\u001b[0;31mFileNotFoundError\u001b[0m: b/vo_adir_production_us_central1/o/v1.x%2Fmanifest.tsv"
+     ]
+    }
+   ],
+   "source": [
+    "snps = adir1.snp_calls(region=\"KB672868:1000000-2000000\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/malariagen_data/__init__.py b/malariagen_data/__init__.py
index dfa555aa7..6bc938825 100644
--- a/malariagen_data/__init__.py
+++ b/malariagen_data/__init__.py
@@ -1,5 +1,6 @@
 # flake8: noqa
 from .af1 import Af1
+from .adir1 import Adir1
 from .ag3 import Ag3
 from .amin1 import Amin1
 from .anopheles import AnophelesDataResource, Region
diff --git a/malariagen_data/adir1.py b/malariagen_data/adir1.py
new file mode 100644
index 000000000..9b053ca62
--- /dev/null
+++ b/malariagen_data/adir1.py
@@ -0,0 +1,208 @@
+import sys
+
+import plotly.express as px  # type: ignore
+
+import malariagen_data
+from .anopheles import AnophelesDataResource
+
+MAJOR_VERSION_NUMBER = 1
+MAJOR_VERSION_PATH = "v1.x"
+CONFIG_PATH = "v1.x-config.json"
+GCS_DEFAULT_URL = "gs://vo_adir_production_us_central1/"
+GCS_DEFAULT_PUBLIC_URL = "gs://vo_adir_production_us_central1/v1.x/staging"
+GCS_REGION_URLS = {
+    "us-central1": "gs://vo_adir_production_us_central1",
+}
+# XPEHH_GWSS_CACHE_NAME = "adir1_xpehh_gwss_v1"
+# IHS_GWSS_CACHE_NAME = "adir1_ihs_gwss_v1"
+
+TAXON_PALETTE = px.colors.qualitative.Plotly
+TAXON_COLORS = {
+    "dirus": TAXON_PALETTE[0],
+}
+
+
+class Adir1(AnophelesDataResource):
+    """Provides access to data from Adir1.x releases.
+
+    Parameters
+    ----------
+    url : str, optional
+        Base path to data. Defaults to use Google Cloud Storage, or can
+        be a local path on your file system if data have been downloaded.
+    site_filters_analysis : str, optional
+        Site filters analysis version.
+    bokeh_output_notebook : bool, optional
+        If True (default), configure bokeh to output plots to the notebook.
+    results_cache : str, optional
+        Path to directory on local file system to save results.
+    log : str or stream, optional
+        File path or stream output for logging messages.
+    debug : bool, optional
+        Set to True to enable debug level logging.
+    show_progress : bool, optional
+        If True, show a progress bar during longer-running computations. The default can be overridden using an environmental variable named MGEN_SHOW_PROGRESS.
+    check_location : bool, optional
+        If True, use ipinfo to check the location of the client system.
+    **kwargs
+        Passed through to fsspec when setting up file system access.
+
+    Examples
+    --------
+    Access data from Google Cloud Storage (default):
+
+        >>> import malariagen_data
+        >>> adir1 = malariagen_data.Adir1()
+
+    Access data downloaded to a local file system:
+
+        >>> adir1 = malariagen_data.Adir1("/local/path/to/vo_adir_release/")
+
+    Access data from Google Cloud Storage, with caching on the local file system
+    in a directory named "gcs_cache":
+
+        >>> adir1 = malariagen_data.Adir1(
+        ...     "simplecache::gs://vo_adir_production_us_central1",
+        ...     simplecache=dict(cache_storage="gcs_cache"),
+        ... )
+
+    Set up caching of some longer-running computations on the local file system,
+    in a directory named "results_cache":
+
+        >>> adir1 = malariagen_data.Adir1(results_cache="results_cache")
+
+    """
+
+    #    _xpehh_gwss_cache_name = XPEHH_GWSS_CACHE_NAME
+    #    _ihs_gwss_cache_name = IHS_GWSS_CACHE_NAME
+
+    def __init__(
+        self,
+        url=None,
+        bokeh_output_notebook=True,
+        results_cache=None,
+        log=sys.stdout,
+        debug=False,
+        show_progress=None,
+        check_location=True,
+        cohorts_analysis=None,
+        site_filters_analysis=None,
+        discordant_read_calls_analysis=None,
+        pre=False,
+        tqdm_class=None,
+        **storage_options,  # used by fsspec via init_filesystem()
+    ):
+        super().__init__(
+            url=url,
+            config_path=CONFIG_PATH,
+            cohorts_analysis=cohorts_analysis,
+            aim_analysis=None,
+            aim_metadata_dtype=None,
+            aim_ids=None,
+            aim_palettes=None,
+            site_filters_analysis=site_filters_analysis,
+            discordant_read_calls_analysis=discordant_read_calls_analysis,
+            default_site_mask="funestus",
+            default_phasing_analysis="funestus",
+            default_coverage_calls_analysis="funestus",
+            bokeh_output_notebook=bokeh_output_notebook,
+            results_cache=results_cache,
+            log=log,
+            debug=debug,
+            show_progress=show_progress,
+            check_location=check_location,
+            pre=pre,
+            gcs_default_url=GCS_DEFAULT_URL,
+            gcs_region_urls=GCS_REGION_URLS,
+            major_version_number=MAJOR_VERSION_NUMBER,
+            major_version_path=MAJOR_VERSION_PATH,
+            gff_gene_type="protein_coding_gene",
+            gff_gene_name_attribute="Note",
+            gff_default_attributes=("ID", "Parent", "Note", "description"),
+            storage_options=storage_options,  # used by fsspec via init_filesystem()
+            tqdm_class=tqdm_class,
+            taxon_colors=TAXON_COLORS,
+            virtual_contigs=None,
+            gene_names=None,
+            inversion_tag_path=None,
+        )
+
+    def __repr__(self):
+        text = (
+            f"<MalariaGEN Adir1 API client>\n"
+            f"Storage URL             : {self._url}\n"
+            f"Data releases available : {', '.join(self.releases)}\n"
+            f"Results cache           : {self._results_cache}\n"
+            # f"Cohorts analysis        : {self._cohorts_analysis}\n"
+            f"Site filters analysis   : {self._site_filters_analysis}\n"
+            f"Software version        : malariagen_data {malariagen_data.__version__}\n"
+            f"Client location         : {self.client_location}\n"
+            f"---\n"
+            f"Please note that data are subject to terms of use,\n"
+            f"for more information see https://www.malariagen.net/data\n"
+            f"or contact support@malariagen.net. For API documentation see \n"
+            f"https://malariagen.github.io/malariagen-data-python/v{malariagen_data.__version__}/Adir1.html"
+        )
+        return text
+
+    def _repr_html_(self):
+        html = f"""
+            <table class="malariagen-adir1">
+                <thead>
+                    <tr>
+                        <th style="text-align: left" colspan="2">MalariaGEN Adir1 API client</th>
+                    </tr>
+                    <tr><td colspan="2" style="text-align: left">
+                        Please note that data are subject to terms of use,
+                        for more information see <a href="https://www.malariagen.net/data">
+                        the MalariaGEN website</a> or contact support@malariagen.net.
+                        See also the <a href="https://malariagen.github.io/malariagen-data-python/v{malariagen_data.__version__}/Adir1.html">Adir1 API docs</a>.
+                    </td></tr>
+                </thead>
+                <tbody>
+                    <tr>
+                        <th style="text-align: left">
+                            Storage URL
+                        </th>
+                        <td>{self._url}</td>
+                    </tr>
+                    <tr>
+                        <th style="text-align: left">
+                            Data releases available
+                        </th>
+                        <td>{', '.join(self.releases)}</td>
+                    </tr>
+                    <tr>
+                        <th style="text-align: left">
+                            Results cache
+                        </th>
+                        <td>{self._results_cache}</td>
+                    </tr>
+                    <tr>
+                        <th style="text-align: left">
+                            Cohorts analysis
+                        </th>
+                        <td>{self._cohorts_analysis}</td>
+                    </tr>
+                    <tr>
+                        <th style="text-align: left">
+                            Site filters analysis
+                        </th>
+                        <td>{self._site_filters_analysis}</td>
+                    </tr>
+                    <tr>
+                        <th style="text-align: left">
+                            Software version
+                        </th>
+                        <td>malariagen_data {malariagen_data.__version__}</td>
+                    </tr>
+                    <tr>
+                        <th style="text-align: left">
+                            Client location
+                        </th>
+                        <td>{self.client_location}</td>
+                    </tr>
+                </tbody>
+            </table>
+        """
+        return html

From 624a21f3c38e70ea3968fe893dea1e8dd2caafd3 Mon Sep 17 00:00:00 2001
From: tristanpwdennis <tristanpwdennis@gmail.com>
Date: Tue, 10 Jun 2025 15:03:15 +1000
Subject: [PATCH 08/12] add notebook exploring / troubleshooting adir1

---
 notebooks/adir1_explore.ipynb | 483 ++++++++++++++++++++++++++++++++++
 1 file changed, 483 insertions(+)
 create mode 100644 notebooks/adir1_explore.ipynb

diff --git a/notebooks/adir1_explore.ipynb b/notebooks/adir1_explore.ipynb
new file mode 100644
index 000000000..1fa71882d
--- /dev/null
+++ b/notebooks/adir1_explore.ipynb
@@ -0,0 +1,483 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "94bd6d28-bf20-4841-aeb5-007d0f76b6c0",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "import malariagen_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "be3c904b-5b0d-4482-ba2e-113e42d57557",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "application/javascript": [
+       "'use strict';\n",
+       "(function(root) {\n",
+       "  function now() {\n",
+       "    return new Date();\n",
+       "  }\n",
+       "\n",
+       "  const force = true;\n",
+       "\n",
+       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
+       "    root._bokeh_onload_callbacks = [];\n",
+       "    root._bokeh_is_loading = undefined;\n",
+       "  }\n",
+       "\n",
+       "const JS_MIME_TYPE = 'application/javascript';\n",
+       "  const HTML_MIME_TYPE = 'text/html';\n",
+       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
+       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
+       "\n",
+       "  /**\n",
+       "   * Render data to the DOM node\n",
+       "   */\n",
+       "  function render(props, node) {\n",
+       "    const script = document.createElement(\"script\");\n",
+       "    node.appendChild(script);\n",
+       "  }\n",
+       "\n",
+       "  /**\n",
+       "   * Handle when an output is cleared or removed\n",
+       "   */\n",
+       "  function handleClearOutput(event, handle) {\n",
+       "    function drop(id) {\n",
+       "      const view = Bokeh.index.get_by_id(id)\n",
+       "      if (view != null) {\n",
+       "        view.model.document.clear()\n",
+       "        Bokeh.index.delete(view)\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    const cell = handle.cell;\n",
+       "\n",
+       "    const id = cell.output_area._bokeh_element_id;\n",
+       "    const server_id = cell.output_area._bokeh_server_id;\n",
+       "\n",
+       "    // Clean up Bokeh references\n",
+       "    if (id != null) {\n",
+       "      drop(id)\n",
+       "    }\n",
+       "\n",
+       "    if (server_id !== undefined) {\n",
+       "      // Clean up Bokeh references\n",
+       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
+       "      cell.notebook.kernel.execute(cmd_clean, {\n",
+       "        iopub: {\n",
+       "          output: function(msg) {\n",
+       "            const id = msg.content.text.trim()\n",
+       "            drop(id)\n",
+       "          }\n",
+       "        }\n",
+       "      });\n",
+       "      // Destroy server and session\n",
+       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
+       "      cell.notebook.kernel.execute(cmd_destroy);\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  /**\n",
+       "   * Handle when a new output is added\n",
+       "   */\n",
+       "  function handleAddOutput(event, handle) {\n",
+       "    const output_area = handle.output_area;\n",
+       "    const output = handle.output;\n",
+       "\n",
+       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
+       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
+       "      return\n",
+       "    }\n",
+       "\n",
+       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
+       "\n",
+       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
+       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
+       "      // store reference to embed id on output_area\n",
+       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
+       "    }\n",
+       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
+       "      const bk_div = document.createElement(\"div\");\n",
+       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
+       "      const script_attrs = bk_div.children[0].attributes;\n",
+       "      for (let i = 0; i < script_attrs.length; i++) {\n",
+       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
+       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
+       "      }\n",
+       "      // store reference to server id on output_area\n",
+       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  function register_renderer(events, OutputArea) {\n",
+       "\n",
+       "    function append_mime(data, metadata, element) {\n",
+       "      // create a DOM node to render to\n",
+       "      const toinsert = this.create_output_subarea(\n",
+       "        metadata,\n",
+       "        CLASS_NAME,\n",
+       "        EXEC_MIME_TYPE\n",
+       "      );\n",
+       "      this.keyboard_manager.register_events(toinsert);\n",
+       "      // Render to node\n",
+       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
+       "      render(props, toinsert[toinsert.length - 1]);\n",
+       "      element.append(toinsert);\n",
+       "      return toinsert\n",
+       "    }\n",
+       "\n",
+       "    /* Handle when an output is cleared or removed */\n",
+       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
+       "    events.on('delete.Cell', handleClearOutput);\n",
+       "\n",
+       "    /* Handle when a new output is added */\n",
+       "    events.on('output_added.OutputArea', handleAddOutput);\n",
+       "\n",
+       "    /**\n",
+       "     * Register the mime type and append_mime function with output_area\n",
+       "     */\n",
+       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
+       "      /* Is output safe? */\n",
+       "      safe: true,\n",
+       "      /* Index of renderer in `output_area.display_order` */\n",
+       "      index: 0\n",
+       "    });\n",
+       "  }\n",
+       "\n",
+       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
+       "  if (root.Jupyter !== undefined) {\n",
+       "    const events = require('base/js/events');\n",
+       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
+       "\n",
+       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
+       "      register_renderer(events, OutputArea);\n",
+       "    }\n",
+       "  }\n",
+       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
+       "    root._bokeh_timeout = Date.now() + 5000;\n",
+       "    root._bokeh_failed_load = false;\n",
+       "  }\n",
+       "\n",
+       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
+       "     \"<div style='background-color: #fdd'>\\n\"+\n",
+       "     \"<p>\\n\"+\n",
+       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
+       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
+       "     \"</p>\\n\"+\n",
+       "     \"<ul>\\n\"+\n",
+       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
+       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
+       "     \"</ul>\\n\"+\n",
+       "     \"<code>\\n\"+\n",
+       "     \"from bokeh.resources import INLINE\\n\"+\n",
+       "     \"output_notebook(resources=INLINE)\\n\"+\n",
+       "     \"</code>\\n\"+\n",
+       "     \"</div>\"}};\n",
+       "\n",
+       "  function display_loaded(error = null) {\n",
+       "    const el = document.getElementById(null);\n",
+       "    if (el != null) {\n",
+       "      const html = (() => {\n",
+       "        if (typeof root.Bokeh === \"undefined\") {\n",
+       "          if (error == null) {\n",
+       "            return \"BokehJS is loading ...\";\n",
+       "          } else {\n",
+       "            return \"BokehJS failed to load.\";\n",
+       "          }\n",
+       "        } else {\n",
+       "          const prefix = `BokehJS ${root.Bokeh.version}`;\n",
+       "          if (error == null) {\n",
+       "            return `${prefix} successfully loaded.`;\n",
+       "          } else {\n",
+       "            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n",
+       "          }\n",
+       "        }\n",
+       "      })();\n",
+       "      el.innerHTML = html;\n",
+       "\n",
+       "      if (error != null) {\n",
+       "        const wrapper = document.createElement(\"div\");\n",
+       "        wrapper.style.overflow = \"auto\";\n",
+       "        wrapper.style.height = \"5em\";\n",
+       "        wrapper.style.resize = \"vertical\";\n",
+       "        const content = document.createElement(\"div\");\n",
+       "        content.style.fontFamily = \"monospace\";\n",
+       "        content.style.whiteSpace = \"pre-wrap\";\n",
+       "        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n",
+       "        content.textContent = error.stack ?? error.toString();\n",
+       "        wrapper.append(content);\n",
+       "        el.append(wrapper);\n",
+       "      }\n",
+       "    } else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(() => display_loaded(error), 100);\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  function run_callbacks() {\n",
+       "    try {\n",
+       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
+       "        if (callback != null)\n",
+       "          callback();\n",
+       "      });\n",
+       "    } finally {\n",
+       "      delete root._bokeh_onload_callbacks\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
+       "  }\n",
+       "\n",
+       "  function load_libs(css_urls, js_urls, callback) {\n",
+       "    if (css_urls == null) css_urls = [];\n",
+       "    if (js_urls == null) js_urls = [];\n",
+       "\n",
+       "    root._bokeh_onload_callbacks.push(callback);\n",
+       "    if (root._bokeh_is_loading > 0) {\n",
+       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
+       "      return null;\n",
+       "    }\n",
+       "    if (js_urls == null || js_urls.length === 0) {\n",
+       "      run_callbacks();\n",
+       "      return null;\n",
+       "    }\n",
+       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
+       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
+       "\n",
+       "    function on_load() {\n",
+       "      root._bokeh_is_loading--;\n",
+       "      if (root._bokeh_is_loading === 0) {\n",
+       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
+       "        run_callbacks()\n",
+       "      }\n",
+       "    }\n",
+       "\n",
+       "    function on_error(url) {\n",
+       "      console.error(\"failed to load \" + url);\n",
+       "    }\n",
+       "\n",
+       "    for (let i = 0; i < css_urls.length; i++) {\n",
+       "      const url = css_urls[i];\n",
+       "      const element = document.createElement(\"link\");\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error.bind(null, url);\n",
+       "      element.rel = \"stylesheet\";\n",
+       "      element.type = \"text/css\";\n",
+       "      element.href = url;\n",
+       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
+       "      document.body.appendChild(element);\n",
+       "    }\n",
+       "\n",
+       "    for (let i = 0; i < js_urls.length; i++) {\n",
+       "      const url = js_urls[i];\n",
+       "      const element = document.createElement('script');\n",
+       "      element.onload = on_load;\n",
+       "      element.onerror = on_error.bind(null, url);\n",
+       "      element.async = false;\n",
+       "      element.src = url;\n",
+       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
+       "      document.head.appendChild(element);\n",
+       "    }\n",
+       "  };\n",
+       "\n",
+       "  function inject_raw_css(css) {\n",
+       "    const element = document.createElement(\"style\");\n",
+       "    element.appendChild(document.createTextNode(css));\n",
+       "    document.body.appendChild(element);\n",
+       "  }\n",
+       "\n",
+       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n",
+       "  const css_urls = [];\n",
+       "\n",
+       "  const inline_js = [    function(Bokeh) {\n",
+       "      Bokeh.set_log_level(\"info\");\n",
+       "    },\n",
+       "function(Bokeh) {\n",
+       "    }\n",
+       "  ];\n",
+       "\n",
+       "  function run_inline_js() {\n",
+       "    if (root.Bokeh !== undefined || force === true) {\n",
+       "      try {\n",
+       "            for (let i = 0; i < inline_js.length; i++) {\n",
+       "      inline_js[i].call(root, root.Bokeh);\n",
+       "    }\n",
+       "\n",
+       "      } catch (error) {throw error;\n",
+       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
+       "      setTimeout(run_inline_js, 100);\n",
+       "    } else if (!root._bokeh_failed_load) {\n",
+       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
+       "      root._bokeh_failed_load = true;\n",
+       "    } else if (force !== true) {\n",
+       "      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
+       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
+       "    }\n",
+       "  }\n",
+       "\n",
+       "  if (root._bokeh_is_loading === 0) {\n",
+       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
+       "    run_inline_js();\n",
+       "  } else {\n",
+       "    load_libs(css_urls, js_urls, function() {\n",
+       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
+       "      run_inline_js();\n",
+       "    });\n",
+       "  }\n",
+       "}(window));"
+      ],
+      "application/vnd.bokehjs_load.v0+json": "'use strict';\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded(error = null) {\n    const el = document.getElementById(null);\n    if (el != null) {\n      const html = (() => {\n        if (typeof root.Bokeh === \"undefined\") {\n          if (error == null) {\n            return \"BokehJS is loading ...\";\n          } else {\n            return \"BokehJS failed to load.\";\n          }\n        } else {\n          const prefix = `BokehJS ${root.Bokeh.version}`;\n          if (error == null) {\n            return `${prefix} successfully loaded.`;\n          } else {\n            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n          }\n        }\n      })();\n      el.innerHTML = html;\n\n      if (error != null) {\n        const wrapper = document.createElement(\"div\");\n        wrapper.style.overflow = \"auto\";\n        wrapper.style.height = \"5em\";\n        wrapper.style.resize = \"vertical\";\n        const content = document.createElement(\"div\");\n        content.style.fontFamily = \"monospace\";\n        content.style.whiteSpace = \"pre-wrap\";\n        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n        content.textContent = error.stack ?? error.toString();\n        wrapper.append(content);\n        el.append(wrapper);\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(() => display_loaded(error), 100);\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n      try {\n            for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n\n      } catch (error) {throw error;\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "            <table class=\"malariagen-adir1\">\n",
+       "                <thead>\n",
+       "                    <tr>\n",
+       "                        <th style=\"text-align: left\" colspan=\"2\">MalariaGEN Adir1 API client</th>\n",
+       "                    </tr>\n",
+       "                    <tr><td colspan=\"2\" style=\"text-align: left\">\n",
+       "                        Please note that data are subject to terms of use,\n",
+       "                        for more information see <a href=\"https://www.malariagen.net/data\">\n",
+       "                        the MalariaGEN website</a> or contact support@malariagen.net.\n",
+       "                        See also the <a href=\"https://malariagen.github.io/malariagen-data-python/v13.3.0.post33+90e72d5a/Adir1.html\">Adir1 API docs</a>.\n",
+       "                    </td></tr>\n",
+       "                </thead>\n",
+       "                <tbody>\n",
+       "                    <tr>\n",
+       "                        <th style=\"text-align: left\">\n",
+       "                            Storage URL\n",
+       "                        </th>\n",
+       "                        <td>gs://vo_adir_production_us_central1/</td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th style=\"text-align: left\">\n",
+       "                            Data releases available\n",
+       "                        </th>\n",
+       "                        <td>1.x</td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th style=\"text-align: left\">\n",
+       "                            Results cache\n",
+       "                        </th>\n",
+       "                        <td>/Users/dennistpw/Projects/malariagen_results</td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th style=\"text-align: left\">\n",
+       "                            Cohorts analysis\n",
+       "                        </th>\n",
+       "                        <td>noneyet</td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th style=\"text-align: left\">\n",
+       "                            Site filters analysis\n",
+       "                        </th>\n",
+       "                        <td>sc_20250610</td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th style=\"text-align: left\">\n",
+       "                            Software version\n",
+       "                        </th>\n",
+       "                        <td>malariagen_data 13.3.0.post33+90e72d5a</td>\n",
+       "                    </tr>\n",
+       "                    <tr>\n",
+       "                        <th style=\"text-align: left\">\n",
+       "                            Client location\n",
+       "                        </th>\n",
+       "                        <td>Queensland, Australia</td>\n",
+       "                    </tr>\n",
+       "                </tbody>\n",
+       "            </table>\n",
+       "        "
+      ],
+      "text/plain": [
+       "<MalariaGEN Adir1 API client>\n",
+       "Storage URL             : gs://vo_adir_production_us_central1/\n",
+       "Data releases available : 1.x\n",
+       "Results cache           : /Users/dennistpw/Projects/malariagen_results\n",
+       "Site filters analysis   : sc_20250610\n",
+       "Software version        : malariagen_data 13.3.0.post33+90e72d5a\n",
+       "Client location         : Queensland, Australia\n",
+       "---\n",
+       "Please note that data are subject to terms of use,\n",
+       "for more information see https://www.malariagen.net/data\n",
+       "or contact support@malariagen.net. For API documentation see \n",
+       "https://malariagen.github.io/malariagen-data-python/v13.3.0.post33+90e72d5a/Adir1.html"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Init Adir1 API\n",
+    "adir1 = malariagen_data.Adir1(results_cache = '/Users/dennistpw/Projects/malariagen_results/')\n",
+    "adir1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "a4f50d6d-ad1b-404f-a9d1-e546f725abb3",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                 \r"
+     ]
+    }
+   ],
+   "source": [
+    "snps = adir1.snp_calls(region=\"KB672868:1000000-1010000\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e0489eab-e347-492d-88ce-97d61a0c0aba",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "adir1.pca(region = \"KB672868\", n_snps = 100_000, "
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From 6cbce3aeeb82b43fdd7888bca6fb33c570f83b2d Mon Sep 17 00:00:00 2001
From: tristanpwdennis <tristanpwdennis@gmail.com>
Date: Tue, 10 Jun 2025 15:21:09 +1000
Subject: [PATCH 09/12] comment out TOU lookups for metadata

---
 adir1_explore.ipynb                      | 451 -----------------------
 malariagen_data/anoph/sample_metadata.py |  13 +-
 notebooks/adir1_explore.ipynb            |  47 ++-
 3 files changed, 50 insertions(+), 461 deletions(-)
 delete mode 100644 adir1_explore.ipynb

diff --git a/adir1_explore.ipynb b/adir1_explore.ipynb
deleted file mode 100644
index c42d93dd5..000000000
--- a/adir1_explore.ipynb
+++ /dev/null
@@ -1,451 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "94bd6d28-bf20-4841-aeb5-007d0f76b6c0",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "import malariagen_data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "be3c904b-5b0d-4482-ba2e-113e42d57557",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "application/javascript": [
-       "'use strict';\n",
-       "(function(root) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
-       "  }\n",
-       "\n",
-       "  const force = true;\n",
-       "\n",
-       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
-       "    root._bokeh_onload_callbacks = [];\n",
-       "    root._bokeh_is_loading = undefined;\n",
-       "  }\n",
-       "\n",
-       "const JS_MIME_TYPE = 'application/javascript';\n",
-       "  const HTML_MIME_TYPE = 'text/html';\n",
-       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
-       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
-       "\n",
-       "  /**\n",
-       "   * Render data to the DOM node\n",
-       "   */\n",
-       "  function render(props, node) {\n",
-       "    const script = document.createElement(\"script\");\n",
-       "    node.appendChild(script);\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when an output is cleared or removed\n",
-       "   */\n",
-       "  function handleClearOutput(event, handle) {\n",
-       "    function drop(id) {\n",
-       "      const view = Bokeh.index.get_by_id(id)\n",
-       "      if (view != null) {\n",
-       "        view.model.document.clear()\n",
-       "        Bokeh.index.delete(view)\n",
-       "      }\n",
-       "    }\n",
-       "\n",
-       "    const cell = handle.cell;\n",
-       "\n",
-       "    const id = cell.output_area._bokeh_element_id;\n",
-       "    const server_id = cell.output_area._bokeh_server_id;\n",
-       "\n",
-       "    // Clean up Bokeh references\n",
-       "    if (id != null) {\n",
-       "      drop(id)\n",
-       "    }\n",
-       "\n",
-       "    if (server_id !== undefined) {\n",
-       "      // Clean up Bokeh references\n",
-       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
-       "      cell.notebook.kernel.execute(cmd_clean, {\n",
-       "        iopub: {\n",
-       "          output: function(msg) {\n",
-       "            const id = msg.content.text.trim()\n",
-       "            drop(id)\n",
-       "          }\n",
-       "        }\n",
-       "      });\n",
-       "      // Destroy server and session\n",
-       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
-       "      cell.notebook.kernel.execute(cmd_destroy);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when a new output is added\n",
-       "   */\n",
-       "  function handleAddOutput(event, handle) {\n",
-       "    const output_area = handle.output_area;\n",
-       "    const output = handle.output;\n",
-       "\n",
-       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
-       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
-       "      return\n",
-       "    }\n",
-       "\n",
-       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
-       "\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
-       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
-       "      // store reference to embed id on output_area\n",
-       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
-       "    }\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
-       "      const bk_div = document.createElement(\"div\");\n",
-       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
-       "      const script_attrs = bk_div.children[0].attributes;\n",
-       "      for (let i = 0; i < script_attrs.length; i++) {\n",
-       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
-       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
-       "      }\n",
-       "      // store reference to server id on output_area\n",
-       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function register_renderer(events, OutputArea) {\n",
-       "\n",
-       "    function append_mime(data, metadata, element) {\n",
-       "      // create a DOM node to render to\n",
-       "      const toinsert = this.create_output_subarea(\n",
-       "        metadata,\n",
-       "        CLASS_NAME,\n",
-       "        EXEC_MIME_TYPE\n",
-       "      );\n",
-       "      this.keyboard_manager.register_events(toinsert);\n",
-       "      // Render to node\n",
-       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
-       "      render(props, toinsert[toinsert.length - 1]);\n",
-       "      element.append(toinsert);\n",
-       "      return toinsert\n",
-       "    }\n",
-       "\n",
-       "    /* Handle when an output is cleared or removed */\n",
-       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
-       "    events.on('delete.Cell', handleClearOutput);\n",
-       "\n",
-       "    /* Handle when a new output is added */\n",
-       "    events.on('output_added.OutputArea', handleAddOutput);\n",
-       "\n",
-       "    /**\n",
-       "     * Register the mime type and append_mime function with output_area\n",
-       "     */\n",
-       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
-       "      /* Is output safe? */\n",
-       "      safe: true,\n",
-       "      /* Index of renderer in `output_area.display_order` */\n",
-       "      index: 0\n",
-       "    });\n",
-       "  }\n",
-       "\n",
-       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
-       "  if (root.Jupyter !== undefined) {\n",
-       "    const events = require('base/js/events');\n",
-       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
-       "\n",
-       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
-       "      register_renderer(events, OutputArea);\n",
-       "    }\n",
-       "  }\n",
-       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
-       "    root._bokeh_timeout = Date.now() + 5000;\n",
-       "    root._bokeh_failed_load = false;\n",
-       "  }\n",
-       "\n",
-       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
-       "     \"<div style='background-color: #fdd'>\\n\"+\n",
-       "     \"<p>\\n\"+\n",
-       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
-       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
-       "     \"</p>\\n\"+\n",
-       "     \"<ul>\\n\"+\n",
-       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
-       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
-       "     \"</ul>\\n\"+\n",
-       "     \"<code>\\n\"+\n",
-       "     \"from bokeh.resources import INLINE\\n\"+\n",
-       "     \"output_notebook(resources=INLINE)\\n\"+\n",
-       "     \"</code>\\n\"+\n",
-       "     \"</div>\"}};\n",
-       "\n",
-       "  function display_loaded(error = null) {\n",
-       "    const el = document.getElementById(null);\n",
-       "    if (el != null) {\n",
-       "      const html = (() => {\n",
-       "        if (typeof root.Bokeh === \"undefined\") {\n",
-       "          if (error == null) {\n",
-       "            return \"BokehJS is loading ...\";\n",
-       "          } else {\n",
-       "            return \"BokehJS failed to load.\";\n",
-       "          }\n",
-       "        } else {\n",
-       "          const prefix = `BokehJS ${root.Bokeh.version}`;\n",
-       "          if (error == null) {\n",
-       "            return `${prefix} successfully loaded.`;\n",
-       "          } else {\n",
-       "            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n",
-       "          }\n",
-       "        }\n",
-       "      })();\n",
-       "      el.innerHTML = html;\n",
-       "\n",
-       "      if (error != null) {\n",
-       "        const wrapper = document.createElement(\"div\");\n",
-       "        wrapper.style.overflow = \"auto\";\n",
-       "        wrapper.style.height = \"5em\";\n",
-       "        wrapper.style.resize = \"vertical\";\n",
-       "        const content = document.createElement(\"div\");\n",
-       "        content.style.fontFamily = \"monospace\";\n",
-       "        content.style.whiteSpace = \"pre-wrap\";\n",
-       "        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n",
-       "        content.textContent = error.stack ?? error.toString();\n",
-       "        wrapper.append(content);\n",
-       "        el.append(wrapper);\n",
-       "      }\n",
-       "    } else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(() => display_loaded(error), 100);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function run_callbacks() {\n",
-       "    try {\n",
-       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
-       "        if (callback != null)\n",
-       "          callback();\n",
-       "      });\n",
-       "    } finally {\n",
-       "      delete root._bokeh_onload_callbacks\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
-       "  }\n",
-       "\n",
-       "  function load_libs(css_urls, js_urls, callback) {\n",
-       "    if (css_urls == null) css_urls = [];\n",
-       "    if (js_urls == null) js_urls = [];\n",
-       "\n",
-       "    root._bokeh_onload_callbacks.push(callback);\n",
-       "    if (root._bokeh_is_loading > 0) {\n",
-       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
-       "      return null;\n",
-       "    }\n",
-       "    if (js_urls == null || js_urls.length === 0) {\n",
-       "      run_callbacks();\n",
-       "      return null;\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
-       "\n",
-       "    function on_load() {\n",
-       "      root._bokeh_is_loading--;\n",
-       "      if (root._bokeh_is_loading === 0) {\n",
-       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
-       "        run_callbacks()\n",
-       "      }\n",
-       "    }\n",
-       "\n",
-       "    function on_error(url) {\n",
-       "      console.error(\"failed to load \" + url);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < css_urls.length; i++) {\n",
-       "      const url = css_urls[i];\n",
-       "      const element = document.createElement(\"link\");\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.rel = \"stylesheet\";\n",
-       "      element.type = \"text/css\";\n",
-       "      element.href = url;\n",
-       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
-       "      document.body.appendChild(element);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < js_urls.length; i++) {\n",
-       "      const url = js_urls[i];\n",
-       "      const element = document.createElement('script');\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.async = false;\n",
-       "      element.src = url;\n",
-       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.head.appendChild(element);\n",
-       "    }\n",
-       "  };\n",
-       "\n",
-       "  function inject_raw_css(css) {\n",
-       "    const element = document.createElement(\"style\");\n",
-       "    element.appendChild(document.createTextNode(css));\n",
-       "    document.body.appendChild(element);\n",
-       "  }\n",
-       "\n",
-       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n",
-       "  const css_urls = [];\n",
-       "\n",
-       "  const inline_js = [    function(Bokeh) {\n",
-       "      Bokeh.set_log_level(\"info\");\n",
-       "    },\n",
-       "function(Bokeh) {\n",
-       "    }\n",
-       "  ];\n",
-       "\n",
-       "  function run_inline_js() {\n",
-       "    if (root.Bokeh !== undefined || force === true) {\n",
-       "      try {\n",
-       "            for (let i = 0; i < inline_js.length; i++) {\n",
-       "      inline_js[i].call(root, root.Bokeh);\n",
-       "    }\n",
-       "\n",
-       "      } catch (error) {throw error;\n",
-       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(run_inline_js, 100);\n",
-       "    } else if (!root._bokeh_failed_load) {\n",
-       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
-       "      root._bokeh_failed_load = true;\n",
-       "    } else if (force !== true) {\n",
-       "      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
-       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  if (root._bokeh_is_loading === 0) {\n",
-       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "    run_inline_js();\n",
-       "  } else {\n",
-       "    load_libs(css_urls, js_urls, function() {\n",
-       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "      run_inline_js();\n",
-       "    });\n",
-       "  }\n",
-       "}(window));"
-      ],
-      "application/vnd.bokehjs_load.v0+json": "'use strict';\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded(error = null) {\n    const el = document.getElementById(null);\n    if (el != null) {\n      const html = (() => {\n        if (typeof root.Bokeh === \"undefined\") {\n          if (error == null) {\n            return \"BokehJS is loading ...\";\n          } else {\n            return \"BokehJS failed to load.\";\n          }\n        } else {\n          const prefix = `BokehJS ${root.Bokeh.version}`;\n          if (error == null) {\n            return `${prefix} successfully loaded.`;\n          } else {\n            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n          }\n        }\n      })();\n      el.innerHTML = html;\n\n      if (error != null) {\n        const wrapper = document.createElement(\"div\");\n        wrapper.style.overflow = \"auto\";\n        wrapper.style.height = \"5em\";\n        wrapper.style.resize = \"vertical\";\n        const content = document.createElement(\"div\");\n        content.style.fontFamily = \"monospace\";\n        content.style.whiteSpace = \"pre-wrap\";\n        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n        content.textContent = error.stack ?? error.toString();\n        wrapper.append(content);\n        el.append(wrapper);\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(() => display_loaded(error), 100);\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n      try {\n            for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n\n      } catch (error) {throw error;\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Init API\n",
-    "adir1 = malariagen_data.Adir1(results_cache = '/Users/dennistpw/Projects/malariagen_results/')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "f171c3b7-30c2-4e9f-9133-22206985de07",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'KB672868'"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Are the contigs here? \n",
-    "chroms = adir1.contigs[:5]\n",
-    "chroms[1]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "a4f50d6d-ad1b-404f-a9d1-e546f725abb3",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "ename": "FileNotFoundError",
-     "evalue": "b/vo_adir_production_us_central1/o/v1.x%2Fmanifest.tsv",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:426\u001b[0m, in \u001b[0;36mAnophelesBase.sample_sets\u001b[0;34m(self, release)\u001b[0m\n\u001b[1;32m    425\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 426\u001b[0m     df \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cache_sample_sets\u001b[49m\u001b[43m[\u001b[49m\u001b[43mrelease\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m    428\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n\u001b[1;32m    429\u001b[0m     \u001b[38;5;66;03m# Read and cache dataframe for performance.\u001b[39;00m\n",
-      "\u001b[0;31mKeyError\u001b[0m: '1.x'",
-      "\nDuring handling of the above exception, another exception occurred:\n",
-      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[7], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m snps \u001b[38;5;241m=\u001b[39m \u001b[43madir1\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msnp_calls\u001b[49m\u001b[43m(\u001b[49m\u001b[43mregion\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mKB672868:1000000-2000000\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/snp_data.py:1007\u001b[0m, in \u001b[0;36mAnophelesSnpData.snp_calls\u001b[0;34m(self, region, sample_sets, sample_query, sample_query_options, sample_indices, site_mask, site_class, inline_array, chunks, cohort_size, min_cohort_size, max_cohort_size, random_seed)\u001b[0m\n\u001b[1;32m   1001\u001b[0m base_params\u001b[38;5;241m.\u001b[39mvalidate_sample_selection_params(\n\u001b[1;32m   1002\u001b[0m     sample_query\u001b[38;5;241m=\u001b[39msample_query, sample_indices\u001b[38;5;241m=\u001b[39msample_indices\n\u001b[1;32m   1003\u001b[0m )\n\u001b[1;32m   1005\u001b[0m \u001b[38;5;66;03m# Normalise parameters.\u001b[39;00m\n\u001b[1;32m   1006\u001b[0m sample_sets_prepped: Tuple[\u001b[38;5;28mstr\u001b[39m, \u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mtuple\u001b[39m(\n\u001b[0;32m-> 1007\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_prep_sample_sets_param\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1008\u001b[0m )\n\u001b[1;32m   1009\u001b[0m \u001b[38;5;28;01mdel\u001b[39;00m sample_sets\n\u001b[1;32m   1010\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m sample_indices \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:524\u001b[0m, in \u001b[0;36mAnophelesBase._prep_sample_sets_param\u001b[0;34m(self, sample_sets)\u001b[0m\n\u001b[1;32m    517\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_prep_sample_sets_param\u001b[39m(\n\u001b[1;32m    518\u001b[0m     \u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39m, sample_sets: Optional[base_params\u001b[38;5;241m.\u001b[39msample_sets]\n\u001b[1;32m    519\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m List[\u001b[38;5;28mstr\u001b[39m]:\n\u001b[1;32m    520\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Common handling for the `sample_sets` parameter. For convenience, we\u001b[39;00m\n\u001b[1;32m    521\u001b[0m \u001b[38;5;124;03m    allow this to be a single sample set, or a list of sample sets, or a\u001b[39;00m\n\u001b[1;32m    522\u001b[0m \u001b[38;5;124;03m    release identifier, or a list of release identifiers.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 524\u001b[0m     all_sample_sets \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msample_set\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mto_list()\n\u001b[1;32m    526\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m sample_sets \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    527\u001b[0m         \u001b[38;5;66;03m# All available sample sets.\u001b[39;00m\n\u001b[1;32m    528\u001b[0m         prepped_sample_sets \u001b[38;5;241m=\u001b[39m all_sample_sets\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:439\u001b[0m, in \u001b[0;36mAnophelesBase.sample_sets\u001b[0;34m(self, release)\u001b[0m\n\u001b[1;32m    435\u001b[0m     releases \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msorted\u001b[39m(\u001b[38;5;28mset\u001b[39m(release))\n\u001b[1;32m    437\u001b[0m     \u001b[38;5;66;03m# Retrieve and concatenate sample sets from multiple releases.\u001b[39;00m\n\u001b[1;32m    438\u001b[0m     df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mconcat(\n\u001b[0;32m--> 439\u001b[0m         [\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msample_sets(release\u001b[38;5;241m=\u001b[39mr) \u001b[38;5;28;01mfor\u001b[39;00m r \u001b[38;5;129;01min\u001b[39;00m releases],\n\u001b[1;32m    440\u001b[0m         axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m,\n\u001b[1;32m    441\u001b[0m         ignore_index\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m    442\u001b[0m     )\n\u001b[1;32m    444\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    445\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:439\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    435\u001b[0m     releases \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msorted\u001b[39m(\u001b[38;5;28mset\u001b[39m(release))\n\u001b[1;32m    437\u001b[0m     \u001b[38;5;66;03m# Retrieve and concatenate sample sets from multiple releases.\u001b[39;00m\n\u001b[1;32m    438\u001b[0m     df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mconcat(\n\u001b[0;32m--> 439\u001b[0m         [\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrelease\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mr\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m r \u001b[38;5;129;01min\u001b[39;00m releases],\n\u001b[1;32m    440\u001b[0m         axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m,\n\u001b[1;32m    441\u001b[0m         ignore_index\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m    442\u001b[0m     )\n\u001b[1;32m    444\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    445\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:430\u001b[0m, in \u001b[0;36mAnophelesBase.sample_sets\u001b[0;34m(self, release)\u001b[0m\n\u001b[1;32m    426\u001b[0m         df \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_sets[release]\n\u001b[1;32m    428\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n\u001b[1;32m    429\u001b[0m         \u001b[38;5;66;03m# Read and cache dataframe for performance.\u001b[39;00m\n\u001b[0;32m--> 430\u001b[0m         df \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_read_sample_sets\u001b[49m\u001b[43m(\u001b[49m\u001b[43msingle_release\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrelease\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    431\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_sets[release] \u001b[38;5;241m=\u001b[39m df\n\u001b[1;32m    433\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(release, Sequence):\n\u001b[1;32m    434\u001b[0m     \u001b[38;5;66;03m# Ensure no duplicates.\u001b[39;00m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:376\u001b[0m, in \u001b[0;36mAnophelesBase._read_sample_sets\u001b[0;34m(self, single_release)\u001b[0m\n\u001b[1;32m    373\u001b[0m manifest_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mrelease_path\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m/manifest.tsv\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    375\u001b[0m \u001b[38;5;66;03m# Read the manifest into a pandas dataframe.\u001b[39;00m\n\u001b[0;32m--> 376\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen_file\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmanifest_path\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[1;32m    377\u001b[0m     df \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mread_csv(f, sep\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\t\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, na_values\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    379\u001b[0m \u001b[38;5;66;03m# Add a \"release\" column for convenience.\u001b[39;00m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:218\u001b[0m, in \u001b[0;36mAnophelesBase.open_file\u001b[0;34m(self, path)\u001b[0m\n\u001b[1;32m    215\u001b[0m \u001b[38;5;129m@check_types\u001b[39m\n\u001b[1;32m    216\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mopen_file\u001b[39m(\u001b[38;5;28mself\u001b[39m, path: \u001b[38;5;28mstr\u001b[39m) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m IO:\n\u001b[1;32m    217\u001b[0m     full_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_base_path\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m/\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpath\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 218\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfull_path\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/spec.py:1154\u001b[0m, in \u001b[0;36mAbstractFileSystem.open\u001b[0;34m(self, path, mode, block_size, cache_options, compression, **kwargs)\u001b[0m\n\u001b[1;32m   1152\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   1153\u001b[0m     ac \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mautocommit\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_intrans)\n\u001b[0;32m-> 1154\u001b[0m     f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_open\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1155\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1156\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1157\u001b[0m \u001b[43m        \u001b[49m\u001b[43mblock_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mblock_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1158\u001b[0m \u001b[43m        \u001b[49m\u001b[43mautocommit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mac\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1159\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcache_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1160\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1161\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1162\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m compression \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m   1163\u001b[0m         \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfsspec\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcompression\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m compr\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:1309\u001b[0m, in \u001b[0;36mGCSFileSystem._open\u001b[0;34m(self, path, mode, block_size, cache_options, acl, consistency, metadata, autocommit, fixed_key_metadata, generation, **kwargs)\u001b[0m\n\u001b[1;32m   1307\u001b[0m     block_size \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdefault_block_size\n\u001b[1;32m   1308\u001b[0m const \u001b[38;5;241m=\u001b[39m consistency \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconsistency\n\u001b[0;32m-> 1309\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mGCSFile\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1310\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1311\u001b[0m \u001b[43m    \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1312\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1313\u001b[0m \u001b[43m    \u001b[49m\u001b[43mblock_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1314\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcache_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1315\u001b[0m \u001b[43m    \u001b[49m\u001b[43mconsistency\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconst\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1316\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1317\u001b[0m \u001b[43m    \u001b[49m\u001b[43macl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43macl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1318\u001b[0m \u001b[43m    \u001b[49m\u001b[43mautocommit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mautocommit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1319\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfixed_key_metadata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfixed_key_metadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1320\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1321\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:1468\u001b[0m, in \u001b[0;36mGCSFile.__init__\u001b[0;34m(self, gcsfs, path, mode, block_size, autocommit, cache_type, cache_options, acl, consistency, metadata, content_type, timeout, fixed_key_metadata, generation, **kwargs)\u001b[0m\n\u001b[1;32m   1466\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAttempt to open a bucket\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   1467\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgeneration \u001b[38;5;241m=\u001b[39m _coalesce_generation(generation, path_generation)\n\u001b[0;32m-> 1468\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1469\u001b[0m \u001b[43m    \u001b[49m\u001b[43mgcsfs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1470\u001b[0m \u001b[43m    \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1471\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1472\u001b[0m \u001b[43m    \u001b[49m\u001b[43mblock_size\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1473\u001b[0m \u001b[43m    \u001b[49m\u001b[43mautocommit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mautocommit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1474\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcache_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1475\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcache_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcache_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1476\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1477\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1478\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgcsfs \u001b[38;5;241m=\u001b[39m gcsfs\n\u001b[1;32m   1479\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbucket \u001b[38;5;241m=\u001b[39m bucket\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/spec.py:1510\u001b[0m, in \u001b[0;36mAbstractBufferedFile.__init__\u001b[0;34m(self, fs, path, mode, block_size, autocommit, cache_type, cache_options, size, **kwargs)\u001b[0m\n\u001b[1;32m   1508\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msize \u001b[38;5;241m=\u001b[39m size\n\u001b[1;32m   1509\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1510\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msize \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdetails\u001b[49m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msize\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m   1511\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcache \u001b[38;5;241m=\u001b[39m caches[cache_type](\n\u001b[1;32m   1512\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mblocksize, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_fetch_range, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msize, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mcache_options\n\u001b[1;32m   1513\u001b[0m     )\n\u001b[1;32m   1514\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:1504\u001b[0m, in \u001b[0;36mGCSFile.details\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1501\u001b[0m \u001b[38;5;129m@property\u001b[39m\n\u001b[1;32m   1502\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdetails\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m   1503\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_details \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m-> 1504\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_details \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minfo\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgeneration\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgeneration\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1505\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_details\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/asyn.py:115\u001b[0m, in \u001b[0;36msync_wrapper.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    112\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[1;32m    113\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapper\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m    114\u001b[0m     \u001b[38;5;28mself\u001b[39m \u001b[38;5;241m=\u001b[39m obj \u001b[38;5;129;01mor\u001b[39;00m args[\u001b[38;5;241m0\u001b[39m]\n\u001b[0;32m--> 115\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msync\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mloop\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/asyn.py:100\u001b[0m, in \u001b[0;36msync\u001b[0;34m(loop, func, timeout, *args, **kwargs)\u001b[0m\n\u001b[1;32m     98\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m FSTimeoutError \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mreturn_result\u001b[39;00m\n\u001b[1;32m     99\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(return_result, \u001b[38;5;167;01mBaseException\u001b[39;00m):\n\u001b[0;32m--> 100\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m return_result\n\u001b[1;32m    101\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    102\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m return_result\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/fsspec/asyn.py:55\u001b[0m, in \u001b[0;36m_runner\u001b[0;34m(event, coro, result, timeout)\u001b[0m\n\u001b[1;32m     53\u001b[0m     coro \u001b[38;5;241m=\u001b[39m asyncio\u001b[38;5;241m.\u001b[39mwait_for(coro, timeout\u001b[38;5;241m=\u001b[39mtimeout)\n\u001b[1;32m     54\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 55\u001b[0m     result[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m coro\n\u001b[1;32m     56\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m ex:\n\u001b[1;32m     57\u001b[0m     result[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m=\u001b[39m ex\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:797\u001b[0m, in \u001b[0;36mGCSFileSystem._info\u001b[0;34m(self, path, generation, **kwargs)\u001b[0m\n\u001b[1;32m    795\u001b[0m     \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[1;32m    796\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdetail\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m  \u001b[38;5;66;03m# Force to true for info\u001b[39;00m\n\u001b[0;32m--> 797\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_ls(path, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m    798\u001b[0m out0 \u001b[38;5;241m=\u001b[39m [o \u001b[38;5;28;01mfor\u001b[39;00m o \u001b[38;5;129;01min\u001b[39;00m out \u001b[38;5;28;01mif\u001b[39;00m o[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mrstrip(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;241m==\u001b[39m path]\n\u001b[1;32m    799\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m out0:\n\u001b[1;32m    800\u001b[0m     \u001b[38;5;66;03m# exact hit\u001b[39;00m\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:834\u001b[0m, in \u001b[0;36mGCSFileSystem._ls\u001b[0;34m(self, path, detail, prefix, versions, **kwargs)\u001b[0m\n\u001b[1;32m    832\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    833\u001b[0m     out \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m--> 834\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m entry \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_list_objects(\n\u001b[1;32m    835\u001b[0m         path, prefix\u001b[38;5;241m=\u001b[39mprefix, versions\u001b[38;5;241m=\u001b[39mversions\n\u001b[1;32m    836\u001b[0m     ):\n\u001b[1;32m    837\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m versions \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgeneration\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m entry:\n\u001b[1;32m    838\u001b[0m             entry \u001b[38;5;241m=\u001b[39m entry\u001b[38;5;241m.\u001b[39mcopy()\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:549\u001b[0m, in \u001b[0;36mGCSFileSystem._list_objects\u001b[0;34m(self, path, prefix, versions)\u001b[0m\n\u001b[1;32m    547\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (items \u001b[38;5;241m+\u001b[39m pseudodirs):\n\u001b[1;32m    548\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m key:\n\u001b[0;32m--> 549\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m [\u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_object(path)]\n\u001b[1;32m    550\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    551\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m []\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:491\u001b[0m, in \u001b[0;36mGCSFileSystem._get_object\u001b[0;34m(self, path)\u001b[0m\n\u001b[1;32m    488\u001b[0m \u001b[38;5;66;03m# Work around various permission settings. Prefer an object get (storage.objects.get), but\u001b[39;00m\n\u001b[1;32m    489\u001b[0m \u001b[38;5;66;03m# fall back to a bucket list + filter to object name (storage.objects.list).\u001b[39;00m\n\u001b[1;32m    490\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 491\u001b[0m     res \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_call(\n\u001b[1;32m    492\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGET\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb/\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m/o/\u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, bucket, key, json_out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m, generation\u001b[38;5;241m=\u001b[39mgeneration\n\u001b[1;32m    493\u001b[0m     )\n\u001b[1;32m    494\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    495\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mstr\u001b[39m(e)\u001b[38;5;241m.\u001b[39mstartswith(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mForbidden\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:418\u001b[0m, in \u001b[0;36mGCSFileSystem._call\u001b[0;34m(self, method, path, json_out, info_out, *args, **kwargs)\u001b[0m\n\u001b[1;32m    414\u001b[0m \u001b[38;5;28;01masync\u001b[39;00m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_call\u001b[39m(\n\u001b[1;32m    415\u001b[0m     \u001b[38;5;28mself\u001b[39m, method, path, \u001b[38;5;241m*\u001b[39margs, json_out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, info_out\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m    416\u001b[0m ):\n\u001b[1;32m    417\u001b[0m     logger\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmethod\u001b[38;5;241m.\u001b[39mupper()\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mpath\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, \u001b[39m\u001b[38;5;132;01m{\u001b[39;00margs\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mheaders\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 418\u001b[0m     status, headers, info, contents \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_request(\n\u001b[1;32m    419\u001b[0m         method, path, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m    420\u001b[0m     )\n\u001b[1;32m    421\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m json_out:\n\u001b[1;32m    422\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m json\u001b[38;5;241m.\u001b[39mloads(contents)\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/decorator.py:221\u001b[0m, in \u001b[0;36mdecorate.<locals>.fun\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m    219\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m kwsyntax:\n\u001b[1;32m    220\u001b[0m     args, kw \u001b[38;5;241m=\u001b[39m fix(args, kw, sig)\n\u001b[0;32m--> 221\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mawait\u001b[39;00m caller(func, \u001b[38;5;241m*\u001b[39m(extras \u001b[38;5;241m+\u001b[39m args), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkw)\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/retry.py:114\u001b[0m, in \u001b[0;36mretry_request\u001b[0;34m(func, retries, *args, **kwargs)\u001b[0m\n\u001b[1;32m    112\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m retry \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m    113\u001b[0m         \u001b[38;5;28;01mawait\u001b[39;00m asyncio\u001b[38;5;241m.\u001b[39msleep(\u001b[38;5;28mmin\u001b[39m(random\u001b[38;5;241m.\u001b[39mrandom() \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m (retry \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m), \u001b[38;5;241m32\u001b[39m))\n\u001b[0;32m--> 114\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mawait\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m    115\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\n\u001b[1;32m    116\u001b[0m     HttpError,\n\u001b[1;32m    117\u001b[0m     requests\u001b[38;5;241m.\u001b[39mexceptions\u001b[38;5;241m.\u001b[39mRequestException,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    120\u001b[0m     aiohttp\u001b[38;5;241m.\u001b[39mclient_exceptions\u001b[38;5;241m.\u001b[39mClientError,\n\u001b[1;32m    121\u001b[0m ) \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    122\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[1;32m    123\u001b[0m         \u001b[38;5;28misinstance\u001b[39m(e, HttpError)\n\u001b[1;32m    124\u001b[0m         \u001b[38;5;129;01mand\u001b[39;00m e\u001b[38;5;241m.\u001b[39mcode \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m400\u001b[39m\n\u001b[1;32m    125\u001b[0m         \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrequester pays\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01min\u001b[39;00m e\u001b[38;5;241m.\u001b[39mmessage\n\u001b[1;32m    126\u001b[0m     ):\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/core.py:411\u001b[0m, in \u001b[0;36mGCSFileSystem._request\u001b[0;34m(self, method, path, headers, json, data, *args, **kwargs)\u001b[0m\n\u001b[1;32m    408\u001b[0m info \u001b[38;5;241m=\u001b[39m r\u001b[38;5;241m.\u001b[39mrequest_info  \u001b[38;5;66;03m# for debug only\u001b[39;00m\n\u001b[1;32m    409\u001b[0m contents \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mawait\u001b[39;00m r\u001b[38;5;241m.\u001b[39mread()\n\u001b[0;32m--> 411\u001b[0m \u001b[43mvalidate_response\u001b[49m\u001b[43m(\u001b[49m\u001b[43mstatus\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontents\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    412\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m status, headers, info, contents\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/gcsfs/retry.py:83\u001b[0m, in \u001b[0;36mvalidate_response\u001b[0;34m(status, content, path, args)\u001b[0m\n\u001b[1;32m     81\u001b[0m     path \u001b[38;5;241m=\u001b[39m path\u001b[38;5;241m.\u001b[39mformat(\u001b[38;5;241m*\u001b[39m[quote(p) \u001b[38;5;28;01mfor\u001b[39;00m p \u001b[38;5;129;01min\u001b[39;00m args])\n\u001b[1;32m     82\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m status \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m404\u001b[39m:\n\u001b[0;32m---> 83\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mFileNotFoundError\u001b[39;00m(path)\n\u001b[1;32m     85\u001b[0m error \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m     86\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(content, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdecode\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n",
-      "\u001b[0;31mFileNotFoundError\u001b[0m: b/vo_adir_production_us_central1/o/v1.x%2Fmanifest.tsv"
-     ]
-    }
-   ],
-   "source": [
-    "snps = adir1.snp_calls(region=\"KB672868:1000000-2000000\")"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/malariagen_data/anoph/sample_metadata.py b/malariagen_data/anoph/sample_metadata.py
index 62baa6870..c8bfbf601 100644
--- a/malariagen_data/anoph/sample_metadata.py
+++ b/malariagen_data/anoph/sample_metadata.py
@@ -180,15 +180,16 @@ def _parse_general_metadata(
                 axis="columns",
             )
 
+            # Have commented these out for now as a) this is not a public release and b) for some reason it breaks everything and I haven't had the time to work out why
             # Add study columns.
-            study_info = self.lookup_study_info(sample_set=sample_set)
-            for column in study_info:
-                df[column] = study_info[column]
+            # study_info = self.lookup_study_info(sample_set=sample_set)
+            # for column in study_info:
+            #    df[column] = study_info[column]
 
             # Add terms-of-use columns.
-            terms_of_use_info = self.lookup_terms_of_use_info(sample_set=sample_set)
-            for column in terms_of_use_info:
-                df[column] = terms_of_use_info[column]
+            # terms_of_use_info = self.lookup_terms_of_use_info(sample_set=sample_set)
+            # for column in terms_of_use_info:
+            #    df[column] = terms_of_use_info[column]
 
             return df
 
diff --git a/notebooks/adir1_explore.ipynb b/notebooks/adir1_explore.ipynb
index 1fa71882d..450596a2f 100644
--- a/notebooks/adir1_explore.ipynb
+++ b/notebooks/adir1_explore.ipynb
@@ -450,12 +450,51 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "id": "e0489eab-e347-492d-88ce-97d61a0c0aba",
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                     \r"
+     ]
+    },
+    {
+     "ename": "KeyError",
+     "evalue": "\"None of [Index(['study_id', 'study_url'], dtype='object')] are in the [columns]\"",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:581\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata.sample_metadata\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    579\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    580\u001b[0m     \u001b[38;5;66;03m# Attempt to retrieve from the cache.\u001b[39;00m\n\u001b[0;32m--> 581\u001b[0m     df_samples \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cache_sample_metadata\u001b[49m\u001b[43m[\u001b[49m\u001b[43mcache_key\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m    583\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n",
+      "\u001b[0;31mKeyError\u001b[0m: ('1276-AD-BD-ALAM-VMF00156', '1277-VO-KH-WITKOWSKI-VMF00151', '1277-VO-KH-WITKOWSKI-VMF00183', '1278-VO-TH-KOBYLINSKI-VMF00153')",
+      "\nDuring handling of the above exception, another exception occurred:\n",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[10], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m pca \u001b[38;5;241m=\u001b[39m \u001b[43madir1\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpca\u001b[49m\u001b[43m(\u001b[49m\u001b[43mregion\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mKB672868\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_snps\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m100_000\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msample_query\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcountry == \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mThailand\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/pca.py:89\u001b[0m, in \u001b[0;36mAnophelesPca.pca\u001b[0;34m(self, region, n_snps, n_components, thin_offset, sample_sets, sample_query, sample_query_options, sample_indices, site_mask, site_class, min_minor_ac, max_missing_an, cohort_size, min_cohort_size, max_cohort_size, exclude_samples, fit_exclude_samples, random_seed, inline_array, chunks)\u001b[0m\n\u001b[1;32m     83\u001b[0m name \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpca_v4\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     85\u001b[0m \u001b[38;5;66;03m# Normalize params for consistent hash value.\u001b[39;00m\n\u001b[1;32m     86\u001b[0m (\n\u001b[1;32m     87\u001b[0m     sample_sets_prepped,\n\u001b[1;32m     88\u001b[0m     sample_indices_prepped,\n\u001b[0;32m---> 89\u001b[0m ) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_prep_sample_selection_cache_params\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     90\u001b[0m \u001b[43m    \u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     91\u001b[0m \u001b[43m    \u001b[49m\u001b[43msample_query\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_query\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     92\u001b[0m \u001b[43m    \u001b[49m\u001b[43msample_query_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_query_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     93\u001b[0m \u001b[43m    \u001b[49m\u001b[43msample_indices\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_indices\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     94\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     95\u001b[0m region_prepped \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prep_region_cache_param(region\u001b[38;5;241m=\u001b[39mregion)\n\u001b[1;32m     96\u001b[0m site_mask_prepped \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prep_optional_site_mask_param(site_mask\u001b[38;5;241m=\u001b[39msite_mask)\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:892\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata._prep_sample_selection_cache_params\u001b[0;34m(self, sample_sets, sample_query, sample_query_options, sample_indices)\u001b[0m\n\u001b[1;32m    885\u001b[0m sample_sets \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prep_sample_sets_param(sample_sets\u001b[38;5;241m=\u001b[39msample_sets)\n\u001b[1;32m    887\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m sample_query \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    888\u001b[0m     \u001b[38;5;66;03m# Resolve query to a list of integers for more cache hits - we\u001b[39;00m\n\u001b[1;32m    889\u001b[0m     \u001b[38;5;66;03m# do this because there are different ways to write the same pandas\u001b[39;00m\n\u001b[1;32m    890\u001b[0m     \u001b[38;5;66;03m# query, and so it's better to evaluate the query and use a list of\u001b[39;00m\n\u001b[1;32m    891\u001b[0m     \u001b[38;5;66;03m# integer indices instead.\u001b[39;00m\n\u001b[0;32m--> 892\u001b[0m     df_samples \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample_metadata\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    893\u001b[0m     sample_query_options \u001b[38;5;241m=\u001b[39m sample_query_options \u001b[38;5;129;01mor\u001b[39;00m {}\n\u001b[1;32m    894\u001b[0m     loc_samples \u001b[38;5;241m=\u001b[39m df_samples\u001b[38;5;241m.\u001b[39meval(sample_query, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39msample_query_options)\u001b[38;5;241m.\u001b[39mvalues\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:589\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata.sample_metadata\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    583\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n\u001b[1;32m    584\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_spinner(desc\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLoad sample metadata\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[1;32m    585\u001b[0m         \u001b[38;5;66;03m## Build a single DataFrame using all available metadata.\u001b[39;00m\n\u001b[1;32m    586\u001b[0m \n\u001b[1;32m    587\u001b[0m         \u001b[38;5;66;03m# Get the general sample metadata.\u001b[39;00m\n\u001b[1;32m    588\u001b[0m         \u001b[38;5;66;03m# Note: this includes study and terms-of-use info.\u001b[39;00m\n\u001b[0;32m--> 589\u001b[0m         df_samples \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgeneral_metadata\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprepped_sample_sets\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    591\u001b[0m         \u001b[38;5;66;03m# Merge with the sequence QC metadata.\u001b[39;00m\n\u001b[1;32m    592\u001b[0m         df_sequence_qc \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msequence_qc_metadata(\n\u001b[1;32m    593\u001b[0m             sample_sets\u001b[38;5;241m=\u001b[39mprepped_sample_sets\n\u001b[1;32m    594\u001b[0m         )\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:185\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata.general_metadata\u001b[0;34m(self, sample_sets)\u001b[0m\n\u001b[1;32m    174\u001b[0m \u001b[38;5;129m@check_types\u001b[39m\n\u001b[1;32m    175\u001b[0m \u001b[38;5;129m@doc\u001b[39m(\n\u001b[1;32m    176\u001b[0m     summary\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\"\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    183\u001b[0m     \u001b[38;5;28mself\u001b[39m, sample_sets: Optional[base_params\u001b[38;5;241m.\u001b[39msample_sets] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    184\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m pd\u001b[38;5;241m.\u001b[39mDataFrame:\n\u001b[0;32m--> 185\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_parse_metadata_paths\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    186\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpath_template\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{release_path}\u001b[39;49;00m\u001b[38;5;124;43m/metadata/general/\u001b[39;49m\u001b[38;5;132;43;01m{sample_set}\u001b[39;49;00m\u001b[38;5;124;43m/samples.meta.csv\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m    187\u001b[0m \u001b[43m        \u001b[49m\u001b[43mparse_metadata_func\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_parse_general_metadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    188\u001b[0m \u001b[43m        \u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    189\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:119\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata._parse_metadata_paths\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    117\u001b[0m     path \u001b[38;5;241m=\u001b[39m file_paths[sample_set]\n\u001b[1;32m    118\u001b[0m     data \u001b[38;5;241m=\u001b[39m files[path]\n\u001b[0;32m--> 119\u001b[0m     df \u001b[38;5;241m=\u001b[39m \u001b[43mparse_metadata_func\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_set\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    120\u001b[0m     dfs\u001b[38;5;241m.\u001b[39mappend(df)\n\u001b[1;32m    122\u001b[0m \u001b[38;5;66;03m# Concatenate all DataFrames.\u001b[39;00m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:160\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata._parse_general_metadata\u001b[0;34m(self, sample_set, data)\u001b[0m\n\u001b[1;32m    154\u001b[0m df[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mquarter\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m df\u001b[38;5;241m.\u001b[39mapply(\n\u001b[1;32m    155\u001b[0m     \u001b[38;5;28;01mlambda\u001b[39;00m row: ((row\u001b[38;5;241m.\u001b[39mmonth \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m) \u001b[38;5;241m/\u001b[39m\u001b[38;5;241m/\u001b[39m \u001b[38;5;241m3\u001b[39m) \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m row\u001b[38;5;241m.\u001b[39mmonth \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m,\n\u001b[1;32m    156\u001b[0m     axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcolumns\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m    157\u001b[0m )\n\u001b[1;32m    159\u001b[0m \u001b[38;5;66;03m# Add study columns.\u001b[39;00m\n\u001b[0;32m--> 160\u001b[0m study_info \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlookup_study_info\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_set\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_set\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    161\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m column \u001b[38;5;129;01min\u001b[39;00m study_info:\n\u001b[1;32m    162\u001b[0m     df[column] \u001b[38;5;241m=\u001b[39m study_info[column]\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:487\u001b[0m, in \u001b[0;36mAnophelesBase.lookup_study_info\u001b[0;34m(self, sample_set)\u001b[0m\n\u001b[1;32m    485\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_set_to_study_info \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    486\u001b[0m     df_sample_sets \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msample_sets()\u001b[38;5;241m.\u001b[39mset_index(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msample_set\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 487\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_set_to_study_info \u001b[38;5;241m=\u001b[39m \u001b[43mdf_sample_sets\u001b[49m\u001b[43m[\u001b[49m\n\u001b[1;32m    488\u001b[0m \u001b[43m        \u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstudy_id\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstudy_url\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[1;32m    489\u001b[0m \u001b[43m    \u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39mto_dict(orient\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mindex\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    490\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    491\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_set_to_study_info[sample_set]\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/pandas/core/frame.py:3766\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3764\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m is_iterator(key):\n\u001b[1;32m   3765\u001b[0m         key \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(key)\n\u001b[0;32m-> 3766\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_indexer_strict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcolumns\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m[\u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m   3768\u001b[0m \u001b[38;5;66;03m# take() does not accept boolean indexers\u001b[39;00m\n\u001b[1;32m   3769\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(indexer, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdtype\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;241m==\u001b[39m \u001b[38;5;28mbool\u001b[39m:\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/pandas/core/indexes/base.py:5876\u001b[0m, in \u001b[0;36mIndex._get_indexer_strict\u001b[0;34m(self, key, axis_name)\u001b[0m\n\u001b[1;32m   5873\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   5874\u001b[0m     keyarr, indexer, new_indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reindex_non_unique(keyarr)\n\u001b[0;32m-> 5876\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_raise_if_missing\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkeyarr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindexer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis_name\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   5878\u001b[0m keyarr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtake(indexer)\n\u001b[1;32m   5879\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, Index):\n\u001b[1;32m   5880\u001b[0m     \u001b[38;5;66;03m# GH 42790 - Preserve name from an Index\u001b[39;00m\n",
+      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/pandas/core/indexes/base.py:5935\u001b[0m, in \u001b[0;36mIndex._raise_if_missing\u001b[0;34m(self, key, indexer, axis_name)\u001b[0m\n\u001b[1;32m   5933\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m use_interval_msg:\n\u001b[1;32m   5934\u001b[0m         key \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(key)\n\u001b[0;32m-> 5935\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNone of [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m] are in the [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00maxis_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m]\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   5937\u001b[0m not_found \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(ensure_index(key)[missing_mask\u001b[38;5;241m.\u001b[39mnonzero()[\u001b[38;5;241m0\u001b[39m]]\u001b[38;5;241m.\u001b[39munique())\n\u001b[1;32m   5938\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnot_found\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m not in index\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+      "\u001b[0;31mKeyError\u001b[0m: \"None of [Index(['study_id', 'study_url'], dtype='object')] are in the [columns]\""
+     ]
+    }
+   ],
    "source": [
-    "adir1.pca(region = \"KB672868\", n_snps = 100_000, "
+    "pca = adir1.pca(region = \"KB672868\", n_snps = 100_000, sample_query = \"country == 'Thailand'\")"
    ]
   }
  ],

From fcbb281cdd7595d4fc06194f74e4a97aaeca55ea Mon Sep 17 00:00:00 2001
From: tristanpwdennis <tristanpwdennis@gmail.com>
Date: Thu, 12 Jun 2025 08:39:04 +1000
Subject: [PATCH 10/12] add annotation to commented out bit of metadata

---
 malariagen_data/anoph/sample_metadata.py |  34 +-
 notebooks/adir1_explore.ipynb            | 522 -----------------------
 2 files changed, 18 insertions(+), 538 deletions(-)
 delete mode 100644 notebooks/adir1_explore.ipynb

diff --git a/malariagen_data/anoph/sample_metadata.py b/malariagen_data/anoph/sample_metadata.py
index c8bfbf601..399998524 100644
--- a/malariagen_data/anoph/sample_metadata.py
+++ b/malariagen_data/anoph/sample_metadata.py
@@ -618,29 +618,31 @@ def sample_metadata(
                 # Note: this includes study and terms-of-use info.
                 df_samples = self.general_metadata(sample_sets=prepped_sample_sets)
 
+                # Commented this out as it breaks some things - will fix
+
                 # Merge with the sequence QC metadata.
-                df_sequence_qc = self.sequence_qc_metadata(
-                    sample_sets=prepped_sample_sets
-                )
+                # df_sequence_qc = self.sequence_qc_metadata(
+                #    sample_sets=prepped_sample_sets
+                # )
 
                 # Note: merging can change column dtypes
-                df_samples = df_samples.merge(
-                    df_sequence_qc, on="sample_id", sort=False, how="left"
-                )
+                # df_samples = df_samples.merge(
+                #    df_sequence_qc, on="sample_id", sort=False, how="left"
+                # )
 
                 # If available, merge with the AIM metadata.
-                if self._aim_analysis:
-                    df_aim = self.aim_metadata(sample_sets=prepped_sample_sets)
-                    df_samples = df_samples.merge(
-                        df_aim, on="sample_id", sort=False, how="left"
-                    )
+                # if self._aim_analysis:
+                #    df_aim = self.aim_metadata(sample_sets=prepped_sample_sets)
+                #    df_samples = df_samples.merge(
+                #        df_aim, on="sample_id", sort=False, how="left"
+                #    )
 
                 # If available, merge with the cohorts metadata.
-                if self._cohorts_analysis:
-                    df_cohorts = self.cohorts_metadata(sample_sets=prepped_sample_sets)
-                    df_samples = df_samples.merge(
-                        df_cohorts, on="sample_id", sort=False, how="left"
-                    )
+                # if self._cohorts_analysis:
+                #    df_cohorts = self.cohorts_metadata(sample_sets=prepped_sample_sets)
+                #    df_samples = df_samples.merge(
+                #        df_cohorts, on="sample_id", sort=False, how="left"
+                #    )
 
             # Store sample metadata in the cache.
             self._cache_sample_metadata[cache_key] = df_samples
diff --git a/notebooks/adir1_explore.ipynb b/notebooks/adir1_explore.ipynb
deleted file mode 100644
index 450596a2f..000000000
--- a/notebooks/adir1_explore.ipynb
+++ /dev/null
@@ -1,522 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "94bd6d28-bf20-4841-aeb5-007d0f76b6c0",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "import malariagen_data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "be3c904b-5b0d-4482-ba2e-113e42d57557",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "application/javascript": [
-       "'use strict';\n",
-       "(function(root) {\n",
-       "  function now() {\n",
-       "    return new Date();\n",
-       "  }\n",
-       "\n",
-       "  const force = true;\n",
-       "\n",
-       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
-       "    root._bokeh_onload_callbacks = [];\n",
-       "    root._bokeh_is_loading = undefined;\n",
-       "  }\n",
-       "\n",
-       "const JS_MIME_TYPE = 'application/javascript';\n",
-       "  const HTML_MIME_TYPE = 'text/html';\n",
-       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
-       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
-       "\n",
-       "  /**\n",
-       "   * Render data to the DOM node\n",
-       "   */\n",
-       "  function render(props, node) {\n",
-       "    const script = document.createElement(\"script\");\n",
-       "    node.appendChild(script);\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when an output is cleared or removed\n",
-       "   */\n",
-       "  function handleClearOutput(event, handle) {\n",
-       "    function drop(id) {\n",
-       "      const view = Bokeh.index.get_by_id(id)\n",
-       "      if (view != null) {\n",
-       "        view.model.document.clear()\n",
-       "        Bokeh.index.delete(view)\n",
-       "      }\n",
-       "    }\n",
-       "\n",
-       "    const cell = handle.cell;\n",
-       "\n",
-       "    const id = cell.output_area._bokeh_element_id;\n",
-       "    const server_id = cell.output_area._bokeh_server_id;\n",
-       "\n",
-       "    // Clean up Bokeh references\n",
-       "    if (id != null) {\n",
-       "      drop(id)\n",
-       "    }\n",
-       "\n",
-       "    if (server_id !== undefined) {\n",
-       "      // Clean up Bokeh references\n",
-       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
-       "      cell.notebook.kernel.execute(cmd_clean, {\n",
-       "        iopub: {\n",
-       "          output: function(msg) {\n",
-       "            const id = msg.content.text.trim()\n",
-       "            drop(id)\n",
-       "          }\n",
-       "        }\n",
-       "      });\n",
-       "      // Destroy server and session\n",
-       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
-       "      cell.notebook.kernel.execute(cmd_destroy);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  /**\n",
-       "   * Handle when a new output is added\n",
-       "   */\n",
-       "  function handleAddOutput(event, handle) {\n",
-       "    const output_area = handle.output_area;\n",
-       "    const output = handle.output;\n",
-       "\n",
-       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
-       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
-       "      return\n",
-       "    }\n",
-       "\n",
-       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
-       "\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
-       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
-       "      // store reference to embed id on output_area\n",
-       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
-       "    }\n",
-       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
-       "      const bk_div = document.createElement(\"div\");\n",
-       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
-       "      const script_attrs = bk_div.children[0].attributes;\n",
-       "      for (let i = 0; i < script_attrs.length; i++) {\n",
-       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
-       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
-       "      }\n",
-       "      // store reference to server id on output_area\n",
-       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function register_renderer(events, OutputArea) {\n",
-       "\n",
-       "    function append_mime(data, metadata, element) {\n",
-       "      // create a DOM node to render to\n",
-       "      const toinsert = this.create_output_subarea(\n",
-       "        metadata,\n",
-       "        CLASS_NAME,\n",
-       "        EXEC_MIME_TYPE\n",
-       "      );\n",
-       "      this.keyboard_manager.register_events(toinsert);\n",
-       "      // Render to node\n",
-       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
-       "      render(props, toinsert[toinsert.length - 1]);\n",
-       "      element.append(toinsert);\n",
-       "      return toinsert\n",
-       "    }\n",
-       "\n",
-       "    /* Handle when an output is cleared or removed */\n",
-       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
-       "    events.on('delete.Cell', handleClearOutput);\n",
-       "\n",
-       "    /* Handle when a new output is added */\n",
-       "    events.on('output_added.OutputArea', handleAddOutput);\n",
-       "\n",
-       "    /**\n",
-       "     * Register the mime type and append_mime function with output_area\n",
-       "     */\n",
-       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
-       "      /* Is output safe? */\n",
-       "      safe: true,\n",
-       "      /* Index of renderer in `output_area.display_order` */\n",
-       "      index: 0\n",
-       "    });\n",
-       "  }\n",
-       "\n",
-       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
-       "  if (root.Jupyter !== undefined) {\n",
-       "    const events = require('base/js/events');\n",
-       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
-       "\n",
-       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
-       "      register_renderer(events, OutputArea);\n",
-       "    }\n",
-       "  }\n",
-       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
-       "    root._bokeh_timeout = Date.now() + 5000;\n",
-       "    root._bokeh_failed_load = false;\n",
-       "  }\n",
-       "\n",
-       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
-       "     \"<div style='background-color: #fdd'>\\n\"+\n",
-       "     \"<p>\\n\"+\n",
-       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
-       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
-       "     \"</p>\\n\"+\n",
-       "     \"<ul>\\n\"+\n",
-       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
-       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
-       "     \"</ul>\\n\"+\n",
-       "     \"<code>\\n\"+\n",
-       "     \"from bokeh.resources import INLINE\\n\"+\n",
-       "     \"output_notebook(resources=INLINE)\\n\"+\n",
-       "     \"</code>\\n\"+\n",
-       "     \"</div>\"}};\n",
-       "\n",
-       "  function display_loaded(error = null) {\n",
-       "    const el = document.getElementById(null);\n",
-       "    if (el != null) {\n",
-       "      const html = (() => {\n",
-       "        if (typeof root.Bokeh === \"undefined\") {\n",
-       "          if (error == null) {\n",
-       "            return \"BokehJS is loading ...\";\n",
-       "          } else {\n",
-       "            return \"BokehJS failed to load.\";\n",
-       "          }\n",
-       "        } else {\n",
-       "          const prefix = `BokehJS ${root.Bokeh.version}`;\n",
-       "          if (error == null) {\n",
-       "            return `${prefix} successfully loaded.`;\n",
-       "          } else {\n",
-       "            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n",
-       "          }\n",
-       "        }\n",
-       "      })();\n",
-       "      el.innerHTML = html;\n",
-       "\n",
-       "      if (error != null) {\n",
-       "        const wrapper = document.createElement(\"div\");\n",
-       "        wrapper.style.overflow = \"auto\";\n",
-       "        wrapper.style.height = \"5em\";\n",
-       "        wrapper.style.resize = \"vertical\";\n",
-       "        const content = document.createElement(\"div\");\n",
-       "        content.style.fontFamily = \"monospace\";\n",
-       "        content.style.whiteSpace = \"pre-wrap\";\n",
-       "        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n",
-       "        content.textContent = error.stack ?? error.toString();\n",
-       "        wrapper.append(content);\n",
-       "        el.append(wrapper);\n",
-       "      }\n",
-       "    } else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(() => display_loaded(error), 100);\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  function run_callbacks() {\n",
-       "    try {\n",
-       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
-       "        if (callback != null)\n",
-       "          callback();\n",
-       "      });\n",
-       "    } finally {\n",
-       "      delete root._bokeh_onload_callbacks\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
-       "  }\n",
-       "\n",
-       "  function load_libs(css_urls, js_urls, callback) {\n",
-       "    if (css_urls == null) css_urls = [];\n",
-       "    if (js_urls == null) js_urls = [];\n",
-       "\n",
-       "    root._bokeh_onload_callbacks.push(callback);\n",
-       "    if (root._bokeh_is_loading > 0) {\n",
-       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
-       "      return null;\n",
-       "    }\n",
-       "    if (js_urls == null || js_urls.length === 0) {\n",
-       "      run_callbacks();\n",
-       "      return null;\n",
-       "    }\n",
-       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
-       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
-       "\n",
-       "    function on_load() {\n",
-       "      root._bokeh_is_loading--;\n",
-       "      if (root._bokeh_is_loading === 0) {\n",
-       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
-       "        run_callbacks()\n",
-       "      }\n",
-       "    }\n",
-       "\n",
-       "    function on_error(url) {\n",
-       "      console.error(\"failed to load \" + url);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < css_urls.length; i++) {\n",
-       "      const url = css_urls[i];\n",
-       "      const element = document.createElement(\"link\");\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.rel = \"stylesheet\";\n",
-       "      element.type = \"text/css\";\n",
-       "      element.href = url;\n",
-       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
-       "      document.body.appendChild(element);\n",
-       "    }\n",
-       "\n",
-       "    for (let i = 0; i < js_urls.length; i++) {\n",
-       "      const url = js_urls[i];\n",
-       "      const element = document.createElement('script');\n",
-       "      element.onload = on_load;\n",
-       "      element.onerror = on_error.bind(null, url);\n",
-       "      element.async = false;\n",
-       "      element.src = url;\n",
-       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
-       "      document.head.appendChild(element);\n",
-       "    }\n",
-       "  };\n",
-       "\n",
-       "  function inject_raw_css(css) {\n",
-       "    const element = document.createElement(\"style\");\n",
-       "    element.appendChild(document.createTextNode(css));\n",
-       "    document.body.appendChild(element);\n",
-       "  }\n",
-       "\n",
-       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n",
-       "  const css_urls = [];\n",
-       "\n",
-       "  const inline_js = [    function(Bokeh) {\n",
-       "      Bokeh.set_log_level(\"info\");\n",
-       "    },\n",
-       "function(Bokeh) {\n",
-       "    }\n",
-       "  ];\n",
-       "\n",
-       "  function run_inline_js() {\n",
-       "    if (root.Bokeh !== undefined || force === true) {\n",
-       "      try {\n",
-       "            for (let i = 0; i < inline_js.length; i++) {\n",
-       "      inline_js[i].call(root, root.Bokeh);\n",
-       "    }\n",
-       "\n",
-       "      } catch (error) {throw error;\n",
-       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
-       "      setTimeout(run_inline_js, 100);\n",
-       "    } else if (!root._bokeh_failed_load) {\n",
-       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
-       "      root._bokeh_failed_load = true;\n",
-       "    } else if (force !== true) {\n",
-       "      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n",
-       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
-       "    }\n",
-       "  }\n",
-       "\n",
-       "  if (root._bokeh_is_loading === 0) {\n",
-       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
-       "    run_inline_js();\n",
-       "  } else {\n",
-       "    load_libs(css_urls, js_urls, function() {\n",
-       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
-       "      run_inline_js();\n",
-       "    });\n",
-       "  }\n",
-       "}(window));"
-      ],
-      "application/vnd.bokehjs_load.v0+json": "'use strict';\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded(error = null) {\n    const el = document.getElementById(null);\n    if (el != null) {\n      const html = (() => {\n        if (typeof root.Bokeh === \"undefined\") {\n          if (error == null) {\n            return \"BokehJS is loading ...\";\n          } else {\n            return \"BokehJS failed to load.\";\n          }\n        } else {\n          const prefix = `BokehJS ${root.Bokeh.version}`;\n          if (error == null) {\n            return `${prefix} successfully loaded.`;\n          } else {\n            return `${prefix} <b>encountered errors</b> while loading and may not function as expected.`;\n          }\n        }\n      })();\n      el.innerHTML = html;\n\n      if (error != null) {\n        const wrapper = document.createElement(\"div\");\n        wrapper.style.overflow = \"auto\";\n        wrapper.style.height = \"5em\";\n        wrapper.style.resize = \"vertical\";\n        const content = document.createElement(\"div\");\n        content.style.fontFamily = \"monospace\";\n        content.style.whiteSpace = \"pre-wrap\";\n        content.style.backgroundColor = \"rgb(255, 221, 221)\";\n        content.textContent = error.stack ?? error.toString();\n        wrapper.append(content);\n        el.append(wrapper);\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(() => display_loaded(error), 100);\n    }\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.4.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.4.0.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n      try {\n            for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n\n      } catch (error) {throw error;\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(null)).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "            <table class=\"malariagen-adir1\">\n",
-       "                <thead>\n",
-       "                    <tr>\n",
-       "                        <th style=\"text-align: left\" colspan=\"2\">MalariaGEN Adir1 API client</th>\n",
-       "                    </tr>\n",
-       "                    <tr><td colspan=\"2\" style=\"text-align: left\">\n",
-       "                        Please note that data are subject to terms of use,\n",
-       "                        for more information see <a href=\"https://www.malariagen.net/data\">\n",
-       "                        the MalariaGEN website</a> or contact support@malariagen.net.\n",
-       "                        See also the <a href=\"https://malariagen.github.io/malariagen-data-python/v13.3.0.post33+90e72d5a/Adir1.html\">Adir1 API docs</a>.\n",
-       "                    </td></tr>\n",
-       "                </thead>\n",
-       "                <tbody>\n",
-       "                    <tr>\n",
-       "                        <th style=\"text-align: left\">\n",
-       "                            Storage URL\n",
-       "                        </th>\n",
-       "                        <td>gs://vo_adir_production_us_central1/</td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th style=\"text-align: left\">\n",
-       "                            Data releases available\n",
-       "                        </th>\n",
-       "                        <td>1.x</td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th style=\"text-align: left\">\n",
-       "                            Results cache\n",
-       "                        </th>\n",
-       "                        <td>/Users/dennistpw/Projects/malariagen_results</td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th style=\"text-align: left\">\n",
-       "                            Cohorts analysis\n",
-       "                        </th>\n",
-       "                        <td>noneyet</td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th style=\"text-align: left\">\n",
-       "                            Site filters analysis\n",
-       "                        </th>\n",
-       "                        <td>sc_20250610</td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th style=\"text-align: left\">\n",
-       "                            Software version\n",
-       "                        </th>\n",
-       "                        <td>malariagen_data 13.3.0.post33+90e72d5a</td>\n",
-       "                    </tr>\n",
-       "                    <tr>\n",
-       "                        <th style=\"text-align: left\">\n",
-       "                            Client location\n",
-       "                        </th>\n",
-       "                        <td>Queensland, Australia</td>\n",
-       "                    </tr>\n",
-       "                </tbody>\n",
-       "            </table>\n",
-       "        "
-      ],
-      "text/plain": [
-       "<MalariaGEN Adir1 API client>\n",
-       "Storage URL             : gs://vo_adir_production_us_central1/\n",
-       "Data releases available : 1.x\n",
-       "Results cache           : /Users/dennistpw/Projects/malariagen_results\n",
-       "Site filters analysis   : sc_20250610\n",
-       "Software version        : malariagen_data 13.3.0.post33+90e72d5a\n",
-       "Client location         : Queensland, Australia\n",
-       "---\n",
-       "Please note that data are subject to terms of use,\n",
-       "for more information see https://www.malariagen.net/data\n",
-       "or contact support@malariagen.net. For API documentation see \n",
-       "https://malariagen.github.io/malariagen-data-python/v13.3.0.post33+90e72d5a/Adir1.html"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Init Adir1 API\n",
-    "adir1 = malariagen_data.Adir1(results_cache = '/Users/dennistpw/Projects/malariagen_results/')\n",
-    "adir1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "a4f50d6d-ad1b-404f-a9d1-e546f725abb3",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                                 \r"
-     ]
-    }
-   ],
-   "source": [
-    "snps = adir1.snp_calls(region=\"KB672868:1000000-1010000\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "e0489eab-e347-492d-88ce-97d61a0c0aba",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "                                     \r"
-     ]
-    },
-    {
-     "ename": "KeyError",
-     "evalue": "\"None of [Index(['study_id', 'study_url'], dtype='object')] are in the [columns]\"",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:581\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata.sample_metadata\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    579\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    580\u001b[0m     \u001b[38;5;66;03m# Attempt to retrieve from the cache.\u001b[39;00m\n\u001b[0;32m--> 581\u001b[0m     df_samples \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cache_sample_metadata\u001b[49m\u001b[43m[\u001b[49m\u001b[43mcache_key\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m    583\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n",
-      "\u001b[0;31mKeyError\u001b[0m: ('1276-AD-BD-ALAM-VMF00156', '1277-VO-KH-WITKOWSKI-VMF00151', '1277-VO-KH-WITKOWSKI-VMF00183', '1278-VO-TH-KOBYLINSKI-VMF00153')",
-      "\nDuring handling of the above exception, another exception occurred:\n",
-      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[10], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m pca \u001b[38;5;241m=\u001b[39m \u001b[43madir1\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpca\u001b[49m\u001b[43m(\u001b[49m\u001b[43mregion\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mKB672868\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_snps\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m100_000\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msample_query\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcountry == \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mThailand\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/pca.py:89\u001b[0m, in \u001b[0;36mAnophelesPca.pca\u001b[0;34m(self, region, n_snps, n_components, thin_offset, sample_sets, sample_query, sample_query_options, sample_indices, site_mask, site_class, min_minor_ac, max_missing_an, cohort_size, min_cohort_size, max_cohort_size, exclude_samples, fit_exclude_samples, random_seed, inline_array, chunks)\u001b[0m\n\u001b[1;32m     83\u001b[0m name \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpca_v4\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     85\u001b[0m \u001b[38;5;66;03m# Normalize params for consistent hash value.\u001b[39;00m\n\u001b[1;32m     86\u001b[0m (\n\u001b[1;32m     87\u001b[0m     sample_sets_prepped,\n\u001b[1;32m     88\u001b[0m     sample_indices_prepped,\n\u001b[0;32m---> 89\u001b[0m ) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_prep_sample_selection_cache_params\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     90\u001b[0m \u001b[43m    \u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     91\u001b[0m \u001b[43m    \u001b[49m\u001b[43msample_query\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_query\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     92\u001b[0m \u001b[43m    \u001b[49m\u001b[43msample_query_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_query_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     93\u001b[0m \u001b[43m    \u001b[49m\u001b[43msample_indices\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_indices\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     94\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     95\u001b[0m region_prepped \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prep_region_cache_param(region\u001b[38;5;241m=\u001b[39mregion)\n\u001b[1;32m     96\u001b[0m site_mask_prepped \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prep_optional_site_mask_param(site_mask\u001b[38;5;241m=\u001b[39msite_mask)\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:892\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata._prep_sample_selection_cache_params\u001b[0;34m(self, sample_sets, sample_query, sample_query_options, sample_indices)\u001b[0m\n\u001b[1;32m    885\u001b[0m sample_sets \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prep_sample_sets_param(sample_sets\u001b[38;5;241m=\u001b[39msample_sets)\n\u001b[1;32m    887\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m sample_query \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    888\u001b[0m     \u001b[38;5;66;03m# Resolve query to a list of integers for more cache hits - we\u001b[39;00m\n\u001b[1;32m    889\u001b[0m     \u001b[38;5;66;03m# do this because there are different ways to write the same pandas\u001b[39;00m\n\u001b[1;32m    890\u001b[0m     \u001b[38;5;66;03m# query, and so it's better to evaluate the query and use a list of\u001b[39;00m\n\u001b[1;32m    891\u001b[0m     \u001b[38;5;66;03m# integer indices instead.\u001b[39;00m\n\u001b[0;32m--> 892\u001b[0m     df_samples \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msample_metadata\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    893\u001b[0m     sample_query_options \u001b[38;5;241m=\u001b[39m sample_query_options \u001b[38;5;129;01mor\u001b[39;00m {}\n\u001b[1;32m    894\u001b[0m     loc_samples \u001b[38;5;241m=\u001b[39m df_samples\u001b[38;5;241m.\u001b[39meval(sample_query, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39msample_query_options)\u001b[38;5;241m.\u001b[39mvalues\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:589\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata.sample_metadata\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    583\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n\u001b[1;32m    584\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_spinner(desc\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLoad sample metadata\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n\u001b[1;32m    585\u001b[0m         \u001b[38;5;66;03m## Build a single DataFrame using all available metadata.\u001b[39;00m\n\u001b[1;32m    586\u001b[0m \n\u001b[1;32m    587\u001b[0m         \u001b[38;5;66;03m# Get the general sample metadata.\u001b[39;00m\n\u001b[1;32m    588\u001b[0m         \u001b[38;5;66;03m# Note: this includes study and terms-of-use info.\u001b[39;00m\n\u001b[0;32m--> 589\u001b[0m         df_samples \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgeneral_metadata\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprepped_sample_sets\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    591\u001b[0m         \u001b[38;5;66;03m# Merge with the sequence QC metadata.\u001b[39;00m\n\u001b[1;32m    592\u001b[0m         df_sequence_qc \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msequence_qc_metadata(\n\u001b[1;32m    593\u001b[0m             sample_sets\u001b[38;5;241m=\u001b[39mprepped_sample_sets\n\u001b[1;32m    594\u001b[0m         )\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:185\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata.general_metadata\u001b[0;34m(self, sample_sets)\u001b[0m\n\u001b[1;32m    174\u001b[0m \u001b[38;5;129m@check_types\u001b[39m\n\u001b[1;32m    175\u001b[0m \u001b[38;5;129m@doc\u001b[39m(\n\u001b[1;32m    176\u001b[0m     summary\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\"\"\u001b[39m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    183\u001b[0m     \u001b[38;5;28mself\u001b[39m, sample_sets: Optional[base_params\u001b[38;5;241m.\u001b[39msample_sets] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    184\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m pd\u001b[38;5;241m.\u001b[39mDataFrame:\n\u001b[0;32m--> 185\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_parse_metadata_paths\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    186\u001b[0m \u001b[43m        \u001b[49m\u001b[43mpath_template\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;132;43;01m{release_path}\u001b[39;49;00m\u001b[38;5;124;43m/metadata/general/\u001b[39;49m\u001b[38;5;132;43;01m{sample_set}\u001b[39;49;00m\u001b[38;5;124;43m/samples.meta.csv\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m    187\u001b[0m \u001b[43m        \u001b[49m\u001b[43mparse_metadata_func\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_parse_general_metadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    188\u001b[0m \u001b[43m        \u001b[49m\u001b[43msample_sets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_sets\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    189\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:119\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata._parse_metadata_paths\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    117\u001b[0m     path \u001b[38;5;241m=\u001b[39m file_paths[sample_set]\n\u001b[1;32m    118\u001b[0m     data \u001b[38;5;241m=\u001b[39m files[path]\n\u001b[0;32m--> 119\u001b[0m     df \u001b[38;5;241m=\u001b[39m \u001b[43mparse_metadata_func\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_set\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    120\u001b[0m     dfs\u001b[38;5;241m.\u001b[39mappend(df)\n\u001b[1;32m    122\u001b[0m \u001b[38;5;66;03m# Concatenate all DataFrames.\u001b[39;00m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/sample_metadata.py:160\u001b[0m, in \u001b[0;36mAnophelesSampleMetadata._parse_general_metadata\u001b[0;34m(self, sample_set, data)\u001b[0m\n\u001b[1;32m    154\u001b[0m df[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mquarter\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m df\u001b[38;5;241m.\u001b[39mapply(\n\u001b[1;32m    155\u001b[0m     \u001b[38;5;28;01mlambda\u001b[39;00m row: ((row\u001b[38;5;241m.\u001b[39mmonth \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m) \u001b[38;5;241m/\u001b[39m\u001b[38;5;241m/\u001b[39m \u001b[38;5;241m3\u001b[39m) \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m row\u001b[38;5;241m.\u001b[39mmonth \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m,\n\u001b[1;32m    156\u001b[0m     axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcolumns\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m    157\u001b[0m )\n\u001b[1;32m    159\u001b[0m \u001b[38;5;66;03m# Add study columns.\u001b[39;00m\n\u001b[0;32m--> 160\u001b[0m study_info \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlookup_study_info\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample_set\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msample_set\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    161\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m column \u001b[38;5;129;01min\u001b[39;00m study_info:\n\u001b[1;32m    162\u001b[0m     df[column] \u001b[38;5;241m=\u001b[39m study_info[column]\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/util.py:1164\u001b[0m, in \u001b[0;36mcheck_types.<locals>.check_types_wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m   1162\u001b[0m             error \u001b[38;5;241m=\u001b[39m \u001b[38;5;167;01mTypeError\u001b[39;00m(message)\n\u001b[1;32m   1163\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m error \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28mNone\u001b[39m\n\u001b[0;32m-> 1164\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
-      "File \u001b[0;32m~/github/tristanpwdennis/malariagen-data-python/malariagen_data/anoph/base.py:487\u001b[0m, in \u001b[0;36mAnophelesBase.lookup_study_info\u001b[0;34m(self, sample_set)\u001b[0m\n\u001b[1;32m    485\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_set_to_study_info \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    486\u001b[0m     df_sample_sets \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msample_sets()\u001b[38;5;241m.\u001b[39mset_index(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msample_set\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 487\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_set_to_study_info \u001b[38;5;241m=\u001b[39m \u001b[43mdf_sample_sets\u001b[49m\u001b[43m[\u001b[49m\n\u001b[1;32m    488\u001b[0m \u001b[43m        \u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstudy_id\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstudy_url\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[1;32m    489\u001b[0m \u001b[43m    \u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39mto_dict(orient\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mindex\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    490\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    491\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_cache_sample_set_to_study_info[sample_set]\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/pandas/core/frame.py:3766\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3764\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m is_iterator(key):\n\u001b[1;32m   3765\u001b[0m         key \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(key)\n\u001b[0;32m-> 3766\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_indexer_strict\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcolumns\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m[\u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m   3768\u001b[0m \u001b[38;5;66;03m# take() does not accept boolean indexers\u001b[39;00m\n\u001b[1;32m   3769\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(indexer, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdtype\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m) \u001b[38;5;241m==\u001b[39m \u001b[38;5;28mbool\u001b[39m:\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/pandas/core/indexes/base.py:5876\u001b[0m, in \u001b[0;36mIndex._get_indexer_strict\u001b[0;34m(self, key, axis_name)\u001b[0m\n\u001b[1;32m   5873\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   5874\u001b[0m     keyarr, indexer, new_indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reindex_non_unique(keyarr)\n\u001b[0;32m-> 5876\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_raise_if_missing\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkeyarr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindexer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis_name\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   5878\u001b[0m keyarr \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtake(indexer)\n\u001b[1;32m   5879\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, Index):\n\u001b[1;32m   5880\u001b[0m     \u001b[38;5;66;03m# GH 42790 - Preserve name from an Index\u001b[39;00m\n",
-      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/pandas/core/indexes/base.py:5935\u001b[0m, in \u001b[0;36mIndex._raise_if_missing\u001b[0;34m(self, key, indexer, axis_name)\u001b[0m\n\u001b[1;32m   5933\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m use_interval_msg:\n\u001b[1;32m   5934\u001b[0m         key \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(key)\n\u001b[0;32m-> 5935\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNone of [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m] are in the [\u001b[39m\u001b[38;5;132;01m{\u001b[39;00maxis_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m]\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   5937\u001b[0m not_found \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(ensure_index(key)[missing_mask\u001b[38;5;241m.\u001b[39mnonzero()[\u001b[38;5;241m0\u001b[39m]]\u001b[38;5;241m.\u001b[39munique())\n\u001b[1;32m   5938\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnot_found\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m not in index\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
-      "\u001b[0;31mKeyError\u001b[0m: \"None of [Index(['study_id', 'study_url'], dtype='object')] are in the [columns]\""
-     ]
-    }
-   ],
-   "source": [
-    "pca = adir1.pca(region = \"KB672868\", n_snps = 100_000, sample_query = \"country == 'Thailand'\")"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}

From ce7b80a84f93951a7b4918f9ee3870615fce442d Mon Sep 17 00:00:00 2001
From: tristanpwdennis <tristanpwdennis@gmail.com>
Date: Sun, 15 Jun 2025 22:28:15 -0500
Subject: [PATCH 11/12] forgot how the alphabet works d'oh

---
 malariagen_data/__init__.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/malariagen_data/__init__.py b/malariagen_data/__init__.py
index 6bc938825..306896658 100644
--- a/malariagen_data/__init__.py
+++ b/malariagen_data/__init__.py
@@ -1,6 +1,6 @@
 # flake8: noqa
-from .af1 import Af1
 from .adir1 import Adir1
+from .af1 import Af1
 from .ag3 import Ag3
 from .amin1 import Amin1
 from .anopheles import AnophelesDataResource, Region

From 1b196344fb4f7cd1e4e836b52440b22610cf2df3 Mon Sep 17 00:00:00 2001
From: tristanpwdennis <tristanpwdennis@gmail.com>
Date: Mon, 16 Jun 2025 20:35:38 -0500
Subject: [PATCH 12/12] add hashing to roh function

---
 malariagen_data/adir1.py     |    6 +-
 malariagen_data/anopheles.py |   71 +-
 poetry.lock                  | 3689 ++++++++++++++++++----------------
 pyproject.toml               |    1 +
 4 files changed, 2031 insertions(+), 1736 deletions(-)

diff --git a/malariagen_data/adir1.py b/malariagen_data/adir1.py
index 9b053ca62..c24562426 100644
--- a/malariagen_data/adir1.py
+++ b/malariagen_data/adir1.py
@@ -102,9 +102,9 @@ def __init__(
             aim_palettes=None,
             site_filters_analysis=site_filters_analysis,
             discordant_read_calls_analysis=discordant_read_calls_analysis,
-            default_site_mask="funestus",
-            default_phasing_analysis="funestus",
-            default_coverage_calls_analysis="funestus",
+            default_site_mask="dirus",
+            default_phasing_analysis="dirus",
+            default_coverage_calls_analysis="dirus",
             bokeh_output_notebook=bokeh_output_notebook,
             results_cache=results_cache,
             log=log,
diff --git a/malariagen_data/anopheles.py b/malariagen_data/anopheles.py
index ed9cb65cf..7fc78451e 100644
--- a/malariagen_data/anopheles.py
+++ b/malariagen_data/anopheles.py
@@ -574,31 +574,68 @@ def roh_hmm(
         debug = self._log.debug
 
         resolved_region: Region = parse_single_region(self, region)
-        del region
 
-        debug("compute windowed heterozygosity")
-        sample_id, sample_set, windows, counts = self._sample_count_het(
+        name = "roh"
+
+        params = dict(
             sample=sample,
-            region=resolved_region,
-            site_mask=site_mask,
+            region=region,
             window_size=window_size,
+            site_mask=site_mask,
             sample_set=sample_set,
-            chunks=chunks,
-            inline_array=inline_array,
-        )
-
-        debug("compute runs of homozygosity")
-        df_roh = self._roh_hmm_predict(
-            windows=windows,
-            counts=counts,
             phet_roh=phet_roh,
             phet_nonroh=phet_nonroh,
             transition=transition,
-            window_size=window_size,
-            sample_id=sample_id,
-            contig=resolved_region.contig,
+            chunks=chunks,
+            inline_array=inline_array,
         )
 
+        del region
+
+        try:
+            # Load cached numeric data, adding str / obj data again.
+            results = self.results_cache_get(name=name, params=params)
+            df_roh = pd.DataFrame(results)
+            df_roh["sample_id"] = sample
+            df_roh["contig"] = resolved_region.contig
+
+        except CacheMiss:
+            debug("compute windowed heterozygosity")
+            sample_id, sample_set, windows, counts = self._sample_count_het(
+                sample=sample,
+                region=resolved_region,
+                site_mask=site_mask,
+                window_size=window_size,
+                sample_set=sample_set,
+                chunks=chunks,
+                inline_array=inline_array,
+            )
+
+            debug("compute runs of homozygosity")
+            df_roh = self._roh_hmm_predict(
+                windows=windows,
+                counts=counts,
+                phet_roh=phet_roh,
+                phet_nonroh=phet_nonroh,
+                transition=transition,
+                window_size=window_size,
+                sample_id=sample_id,
+                contig=resolved_region.contig,
+            )
+
+            # Specify numeric columns to save (saving obj - sample ID and contig - breaks the save.
+            columns_to_save = [
+                "roh_start",
+                "roh_stop",
+                "roh_length",
+                "roh_is_marginal",
+            ]
+            self.results_cache_set(
+                name=name,
+                params=params,
+                results={col: df_roh[col].to_numpy() for col in columns_to_save},
+            )
+
         return df_roh
 
     @check_types
@@ -1306,7 +1343,7 @@ def ihs_gwss(
     ) -> Tuple[np.ndarray, np.ndarray]:
         # change this name if you ever change the behaviour of this function, to
         # invalidate any previously cached data
-        name = self._ihs_gwss_cache_name
+        name = "roh"
 
         params = dict(
             contig=contig,
diff --git a/poetry.lock b/poetry.lock
index 7ea703765..d02d5c5bc 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
 
 [[package]]
 name = "accessible-pygments"
@@ -6,6 +6,8 @@ version = "0.0.5"
 description = "A collection of accessible pygments styles"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "accessible_pygments-0.0.5-py3-none-any.whl", hash = "sha256:88ae3211e68a1d0b011504b2ffc1691feafce124b845bd072ab6f9f66f34d4b7"},
     {file = "accessible_pygments-0.0.5.tar.gz", hash = "sha256:40918d3e6a2b619ad424cb91e556bd3bd8865443d9f22f1dcdf79e33c8046872"},
@@ -20,127 +22,122 @@ tests = ["hypothesis", "pytest"]
 
 [[package]]
 name = "aiobotocore"
-version = "2.21.1"
+version = "2.15.2"
 description = "Async client for aws services using botocore and aiohttp"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "aiobotocore-2.21.1-py3-none-any.whl", hash = "sha256:bd7c49a6d6f8a3d9444b0a94417c8da13813b5c7eec1c4f0ec2db7e8ce8f23e7"},
-    {file = "aiobotocore-2.21.1.tar.gz", hash = "sha256:010357f43004413e92a9d066bb0db1f241aeb29ffed306e9197061ffc94e6577"},
+    {file = "aiobotocore-2.15.2-py3-none-any.whl", hash = "sha256:d4d3128b4b558e2b4c369bfa963b022d7e87303adb82eec623cec8aa77ae578a"},
+    {file = "aiobotocore-2.15.2.tar.gz", hash = "sha256:9ac1cfcaccccc80602968174aa032bf978abe36bd4e55e6781d6500909af1375"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.9.2,<4.0.0"
 aioitertools = ">=0.5.1,<1.0.0"
-botocore = ">=1.37.0,<1.37.2"
-jmespath = ">=0.7.1,<2.0.0"
-multidict = ">=6.0.0,<7.0.0"
-python-dateutil = ">=2.1,<3.0.0"
+botocore = ">=1.35.16,<1.35.37"
 wrapt = ">=1.10.10,<2.0.0"
 
 [package.extras]
-awscli = ["awscli (>=1.38.0,<1.38.2)"]
-boto3 = ["boto3 (>=1.37.0,<1.37.2)"]
+awscli = ["awscli (>=1.34.16,<1.35.3)"]
+boto3 = ["boto3 (>=1.35.16,<1.35.37)"]
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.6.1"
+version = "2.4.4"
 description = "Happy Eyeballs for asyncio"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
-    {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
+    {file = "aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8"},
+    {file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"},
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.11.16"
+version = "3.11.9"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
-files = [
-    {file = "aiohttp-3.11.16-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:fb46bb0f24813e6cede6cc07b1961d4b04f331f7112a23b5e21f567da4ee50aa"},
-    {file = "aiohttp-3.11.16-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:54eb3aead72a5c19fad07219acd882c1643a1027fbcdefac9b502c267242f955"},
-    {file = "aiohttp-3.11.16-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:38bea84ee4fe24ebcc8edeb7b54bf20f06fd53ce4d2cc8b74344c5b9620597fd"},
-    {file = "aiohttp-3.11.16-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d0666afbe984f6933fe72cd1f1c3560d8c55880a0bdd728ad774006eb4241ecd"},
-    {file = "aiohttp-3.11.16-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7ba92a2d9ace559a0a14b03d87f47e021e4fa7681dc6970ebbc7b447c7d4b7cd"},
-    {file = "aiohttp-3.11.16-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3ad1d59fd7114e6a08c4814983bb498f391c699f3c78712770077518cae63ff7"},
-    {file = "aiohttp-3.11.16-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:98b88a2bf26965f2015a771381624dd4b0839034b70d406dc74fd8be4cc053e3"},
-    {file = "aiohttp-3.11.16-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:576f5ca28d1b3276026f7df3ec841ae460e0fc3aac2a47cbf72eabcfc0f102e1"},
-    {file = "aiohttp-3.11.16-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:a2a450bcce4931b295fc0848f384834c3f9b00edfc2150baafb4488c27953de6"},
-    {file = "aiohttp-3.11.16-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:37dcee4906454ae377be5937ab2a66a9a88377b11dd7c072df7a7c142b63c37c"},
-    {file = "aiohttp-3.11.16-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:4d0c970c0d602b1017e2067ff3b7dac41c98fef4f7472ec2ea26fd8a4e8c2149"},
-    {file = "aiohttp-3.11.16-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:004511d3413737700835e949433536a2fe95a7d0297edd911a1e9705c5b5ea43"},
-    {file = "aiohttp-3.11.16-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:c15b2271c44da77ee9d822552201180779e5e942f3a71fb74e026bf6172ff287"},
-    {file = "aiohttp-3.11.16-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:ad9509ffb2396483ceacb1eee9134724443ee45b92141105a4645857244aecc8"},
-    {file = "aiohttp-3.11.16-cp310-cp310-win32.whl", hash = "sha256:634d96869be6c4dc232fc503e03e40c42d32cfaa51712aee181e922e61d74814"},
-    {file = "aiohttp-3.11.16-cp310-cp310-win_amd64.whl", hash = "sha256:938f756c2b9374bbcc262a37eea521d8a0e6458162f2a9c26329cc87fdf06534"},
-    {file = "aiohttp-3.11.16-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:8cb0688a8d81c63d716e867d59a9ccc389e97ac7037ebef904c2b89334407180"},
-    {file = "aiohttp-3.11.16-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:0ad1fb47da60ae1ddfb316f0ff16d1f3b8e844d1a1e154641928ea0583d486ed"},
-    {file = "aiohttp-3.11.16-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:df7db76400bf46ec6a0a73192b14c8295bdb9812053f4fe53f4e789f3ea66bbb"},
-    {file = "aiohttp-3.11.16-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cc3a145479a76ad0ed646434d09216d33d08eef0d8c9a11f5ae5cdc37caa3540"},
-    {file = "aiohttp-3.11.16-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d007aa39a52d62373bd23428ba4a2546eed0e7643d7bf2e41ddcefd54519842c"},
-    {file = "aiohttp-3.11.16-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f6ddd90d9fb4b501c97a4458f1c1720e42432c26cb76d28177c5b5ad4e332601"},
-    {file = "aiohttp-3.11.16-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0a2f451849e6b39e5c226803dcacfa9c7133e9825dcefd2f4e837a2ec5a3bb98"},
-    {file = "aiohttp-3.11.16-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8df6612df74409080575dca38a5237282865408016e65636a76a2eb9348c2567"},
-    {file = "aiohttp-3.11.16-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:78e6e23b954644737e385befa0deb20233e2dfddf95dd11e9db752bdd2a294d3"},
-    {file = "aiohttp-3.11.16-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:696ef00e8a1f0cec5e30640e64eca75d8e777933d1438f4facc9c0cdf288a810"},
-    {file = "aiohttp-3.11.16-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:e3538bc9fe1b902bef51372462e3d7c96fce2b566642512138a480b7adc9d508"},
-    {file = "aiohttp-3.11.16-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:3ab3367bb7f61ad18793fea2ef71f2d181c528c87948638366bf1de26e239183"},
-    {file = "aiohttp-3.11.16-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:56a3443aca82abda0e07be2e1ecb76a050714faf2be84256dae291182ba59049"},
-    {file = "aiohttp-3.11.16-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:61c721764e41af907c9d16b6daa05a458f066015abd35923051be8705108ed17"},
-    {file = "aiohttp-3.11.16-cp311-cp311-win32.whl", hash = "sha256:3e061b09f6fa42997cf627307f220315e313ece74907d35776ec4373ed718b86"},
-    {file = "aiohttp-3.11.16-cp311-cp311-win_amd64.whl", hash = "sha256:745f1ed5e2c687baefc3c5e7b4304e91bf3e2f32834d07baaee243e349624b24"},
-    {file = "aiohttp-3.11.16-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:911a6e91d08bb2c72938bc17f0a2d97864c531536b7832abee6429d5296e5b27"},
-    {file = "aiohttp-3.11.16-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:6ac13b71761e49d5f9e4d05d33683bbafef753e876e8e5a7ef26e937dd766713"},
-    {file = "aiohttp-3.11.16-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:fd36c119c5d6551bce374fcb5c19269638f8d09862445f85a5a48596fd59f4bb"},
-    {file = "aiohttp-3.11.16-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d489d9778522fbd0f8d6a5c6e48e3514f11be81cb0a5954bdda06f7e1594b321"},
-    {file = "aiohttp-3.11.16-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:69a2cbd61788d26f8f1e626e188044834f37f6ae3f937bd9f08b65fc9d7e514e"},
-    {file = "aiohttp-3.11.16-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:cd464ba806e27ee24a91362ba3621bfc39dbbb8b79f2e1340201615197370f7c"},
-    {file = "aiohttp-3.11.16-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1ce63ae04719513dd2651202352a2beb9f67f55cb8490c40f056cea3c5c355ce"},
-    {file = "aiohttp-3.11.16-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:09b00dd520d88eac9d1768439a59ab3d145065c91a8fab97f900d1b5f802895e"},
-    {file = "aiohttp-3.11.16-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:7f6428fee52d2bcf96a8aa7b62095b190ee341ab0e6b1bcf50c615d7966fd45b"},
-    {file = "aiohttp-3.11.16-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:13ceac2c5cdcc3f64b9015710221ddf81c900c5febc505dbd8f810e770011540"},
-    {file = "aiohttp-3.11.16-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:fadbb8f1d4140825069db3fedbbb843290fd5f5bc0a5dbd7eaf81d91bf1b003b"},
-    {file = "aiohttp-3.11.16-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:6a792ce34b999fbe04a7a71a90c74f10c57ae4c51f65461a411faa70e154154e"},
-    {file = "aiohttp-3.11.16-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:f4065145bf69de124accdd17ea5f4dc770da0a6a6e440c53f6e0a8c27b3e635c"},
-    {file = "aiohttp-3.11.16-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fa73e8c2656a3653ae6c307b3f4e878a21f87859a9afab228280ddccd7369d71"},
-    {file = "aiohttp-3.11.16-cp312-cp312-win32.whl", hash = "sha256:f244b8e541f414664889e2c87cac11a07b918cb4b540c36f7ada7bfa76571ea2"},
-    {file = "aiohttp-3.11.16-cp312-cp312-win_amd64.whl", hash = "sha256:23a15727fbfccab973343b6d1b7181bfb0b4aa7ae280f36fd2f90f5476805682"},
-    {file = "aiohttp-3.11.16-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:a3814760a1a700f3cfd2f977249f1032301d0a12c92aba74605cfa6ce9f78489"},
-    {file = "aiohttp-3.11.16-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:9b751a6306f330801665ae69270a8a3993654a85569b3469662efaad6cf5cc50"},
-    {file = "aiohttp-3.11.16-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:ad497f38a0d6c329cb621774788583ee12321863cd4bd9feee1effd60f2ad133"},
-    {file = "aiohttp-3.11.16-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ca37057625693d097543bd88076ceebeb248291df9d6ca8481349efc0b05dcd0"},
-    {file = "aiohttp-3.11.16-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a5abcbba9f4b463a45c8ca8b7720891200658f6f46894f79517e6cd11f3405ca"},
-    {file = "aiohttp-3.11.16-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f420bfe862fb357a6d76f2065447ef6f484bc489292ac91e29bc65d2d7a2c84d"},
-    {file = "aiohttp-3.11.16-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:58ede86453a6cf2d6ce40ef0ca15481677a66950e73b0a788917916f7e35a0bb"},
-    {file = "aiohttp-3.11.16-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6fdec0213244c39973674ca2a7f5435bf74369e7d4e104d6c7473c81c9bcc8c4"},
-    {file = "aiohttp-3.11.16-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:72b1b03fb4655c1960403c131740755ec19c5898c82abd3961c364c2afd59fe7"},
-    {file = "aiohttp-3.11.16-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:780df0d837276276226a1ff803f8d0fa5f8996c479aeef52eb040179f3156cbd"},
-    {file = "aiohttp-3.11.16-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:ecdb8173e6c7aa09eee342ac62e193e6904923bd232e76b4157ac0bfa670609f"},
-    {file = "aiohttp-3.11.16-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:a6db7458ab89c7d80bc1f4e930cc9df6edee2200127cfa6f6e080cf619eddfbd"},
-    {file = "aiohttp-3.11.16-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:2540ddc83cc724b13d1838026f6a5ad178510953302a49e6d647f6e1de82bc34"},
-    {file = "aiohttp-3.11.16-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:3b4e6db8dc4879015b9955778cfb9881897339c8fab7b3676f8433f849425913"},
-    {file = "aiohttp-3.11.16-cp313-cp313-win32.whl", hash = "sha256:493910ceb2764f792db4dc6e8e4b375dae1b08f72e18e8f10f18b34ca17d0979"},
-    {file = "aiohttp-3.11.16-cp313-cp313-win_amd64.whl", hash = "sha256:42864e70a248f5f6a49fdaf417d9bc62d6e4d8ee9695b24c5916cb4bb666c802"},
-    {file = "aiohttp-3.11.16-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:bbcba75fe879ad6fd2e0d6a8d937f34a571f116a0e4db37df8079e738ea95c71"},
-    {file = "aiohttp-3.11.16-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:87a6e922b2b2401e0b0cf6b976b97f11ec7f136bfed445e16384fbf6fd5e8602"},
-    {file = "aiohttp-3.11.16-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:ccf10f16ab498d20e28bc2b5c1306e9c1512f2840f7b6a67000a517a4b37d5ee"},
-    {file = "aiohttp-3.11.16-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fb3d0cc5cdb926090748ea60172fa8a213cec728bd6c54eae18b96040fcd6227"},
-    {file = "aiohttp-3.11.16-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d07502cc14ecd64f52b2a74ebbc106893d9a9717120057ea9ea1fd6568a747e7"},
-    {file = "aiohttp-3.11.16-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:776c8e959a01e5e8321f1dec77964cb6101020a69d5a94cd3d34db6d555e01f7"},
-    {file = "aiohttp-3.11.16-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0902e887b0e1d50424112f200eb9ae3dfed6c0d0a19fc60f633ae5a57c809656"},
-    {file = "aiohttp-3.11.16-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e87fd812899aa78252866ae03a048e77bd11b80fb4878ce27c23cade239b42b2"},
-    {file = "aiohttp-3.11.16-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:0a950c2eb8ff17361abd8c85987fd6076d9f47d040ebffce67dce4993285e973"},
-    {file = "aiohttp-3.11.16-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:c10d85e81d0b9ef87970ecbdbfaeec14a361a7fa947118817fcea8e45335fa46"},
-    {file = "aiohttp-3.11.16-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:7951decace76a9271a1ef181b04aa77d3cc309a02a51d73826039003210bdc86"},
-    {file = "aiohttp-3.11.16-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:14461157d8426bcb40bd94deb0450a6fa16f05129f7da546090cebf8f3123b0f"},
-    {file = "aiohttp-3.11.16-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:9756d9b9d4547e091f99d554fbba0d2a920aab98caa82a8fb3d3d9bee3c9ae85"},
-    {file = "aiohttp-3.11.16-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:87944bd16b7fe6160607f6a17808abd25f17f61ae1e26c47a491b970fb66d8cb"},
-    {file = "aiohttp-3.11.16-cp39-cp39-win32.whl", hash = "sha256:92b7ee222e2b903e0a4b329a9943d432b3767f2d5029dbe4ca59fb75223bbe2e"},
-    {file = "aiohttp-3.11.16-cp39-cp39-win_amd64.whl", hash = "sha256:17ae4664031aadfbcb34fd40ffd90976671fa0c0286e6c4113989f78bebab37a"},
-    {file = "aiohttp-3.11.16.tar.gz", hash = "sha256:16f8a2c9538c14a557b4d309ed4d0a7c60f0253e8ed7b6c9a2859a7582f8b1b8"},
+groups = ["main"]
+files = [
+    {file = "aiohttp-3.11.9-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:0411777249f25d11bd2964a230b3ffafcbed6cd65d0f2b132bc2b8f5b8c347c7"},
+    {file = "aiohttp-3.11.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:499368eb904566fbdf1a3836a1532000ef1308f34a1bcbf36e6351904cced771"},
+    {file = "aiohttp-3.11.9-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0b5a5009b0159a8f707879dc102b139466d8ec6db05103ec1520394fdd8ea02c"},
+    {file = "aiohttp-3.11.9-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:176f8bb8931da0613bb0ed16326d01330066bb1e172dd97e1e02b1c27383277b"},
+    {file = "aiohttp-3.11.9-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6435a66957cdba1a0b16f368bde03ce9c79c57306b39510da6ae5312a1a5b2c1"},
+    {file = "aiohttp-3.11.9-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:202f40fb686e5f93908eee0c75d1e6fbe50a43e9bd4909bf3bf4a56b560ca180"},
+    {file = "aiohttp-3.11.9-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:39625703540feb50b6b7f938b3856d1f4886d2e585d88274e62b1bd273fae09b"},
+    {file = "aiohttp-3.11.9-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c6beeac698671baa558e82fa160be9761cf0eb25861943f4689ecf9000f8ebd0"},
+    {file = "aiohttp-3.11.9-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:96726839a42429318017e67a42cca75d4f0d5248a809b3cc2e125445edd7d50d"},
+    {file = "aiohttp-3.11.9-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:3f5461c77649358610fb9694e790956b4238ac5d9e697a17f63619c096469afe"},
+    {file = "aiohttp-3.11.9-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:4313f3bc901255b22f01663eeeae167468264fdae0d32c25fc631d5d6e15b502"},
+    {file = "aiohttp-3.11.9-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:d6e274661c74195708fc4380a4ef64298926c5a50bb10fbae3d01627d7a075b7"},
+    {file = "aiohttp-3.11.9-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:db2914de2559809fdbcf3e48f41b17a493b58cb7988d3e211f6b63126c55fe82"},
+    {file = "aiohttp-3.11.9-cp310-cp310-win32.whl", hash = "sha256:27935716f8d62c1c73010428db310fd10136002cfc6d52b0ba7bdfa752d26066"},
+    {file = "aiohttp-3.11.9-cp310-cp310-win_amd64.whl", hash = "sha256:afbe85b50ade42ddff5669947afde9e8a610e64d2c80be046d67ec4368e555fa"},
+    {file = "aiohttp-3.11.9-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:afcda759a69c6a8be3aae764ec6733155aa4a5ad9aad4f398b52ba4037942fe3"},
+    {file = "aiohttp-3.11.9-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:c5bba6b83fde4ca233cfda04cbd4685ab88696b0c8eaf76f7148969eab5e248a"},
+    {file = "aiohttp-3.11.9-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:442356e8924fe1a121f8c87866b0ecdc785757fd28924b17c20493961b3d6697"},
+    {file = "aiohttp-3.11.9-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f737fef6e117856400afee4f17774cdea392b28ecf058833f5eca368a18cf1bf"},
+    {file = "aiohttp-3.11.9-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ea142255d4901b03f89cb6a94411ecec117786a76fc9ab043af8f51dd50b5313"},
+    {file = "aiohttp-3.11.9-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:6e1e9e447856e9b7b3d38e1316ae9a8c92e7536ef48373de758ea055edfd5db5"},
+    {file = "aiohttp-3.11.9-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e7f6173302f8a329ca5d1ee592af9e628d3ade87816e9958dcf7cdae2841def7"},
+    {file = "aiohttp-3.11.9-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a7c6147c6306f537cff59409609508a1d2eff81199f0302dd456bb9e7ea50c39"},
+    {file = "aiohttp-3.11.9-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:e9d036a9a41fc78e8a3f10a86c2fc1098fca8fab8715ba9eb999ce4788d35df0"},
+    {file = "aiohttp-3.11.9-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:2ac9fd83096df36728da8e2f4488ac3b5602238f602706606f3702f07a13a409"},
+    {file = "aiohttp-3.11.9-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:d3108f0ad5c6b6d78eec5273219a5bbd884b4aacec17883ceefaac988850ce6e"},
+    {file = "aiohttp-3.11.9-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:96bbec47beb131bbf4bae05d8ef99ad9e5738f12717cfbbf16648b78b0232e87"},
+    {file = "aiohttp-3.11.9-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:fc726c3fa8f606d07bd2b500e5dc4c0fd664c59be7788a16b9e34352c50b6b6b"},
+    {file = "aiohttp-3.11.9-cp311-cp311-win32.whl", hash = "sha256:5720ebbc7a1b46c33a42d489d25d36c64c419f52159485e55589fbec648ea49a"},
+    {file = "aiohttp-3.11.9-cp311-cp311-win_amd64.whl", hash = "sha256:17af09d963fa1acd7e4c280e9354aeafd9e3d47eaa4a6bfbd2171ad7da49f0c5"},
+    {file = "aiohttp-3.11.9-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:c1f2d7fd583fc79c240094b3e7237d88493814d4b300d013a42726c35a734bc9"},
+    {file = "aiohttp-3.11.9-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:d4b8a1b6c7a68c73191f2ebd3bf66f7ce02f9c374e309bdb68ba886bbbf1b938"},
+    {file = "aiohttp-3.11.9-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:bd3f711f4c99da0091ced41dccdc1bcf8be0281dc314d6d9c6b6cf5df66f37a9"},
+    {file = "aiohttp-3.11.9-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:44cb1a1326a0264480a789e6100dc3e07122eb8cd1ad6b784a3d47d13ed1d89c"},
+    {file = "aiohttp-3.11.9-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7a7ddf981a0b953ade1c2379052d47ccda2f58ab678fca0671c7c7ca2f67aac2"},
+    {file = "aiohttp-3.11.9-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:6ffa45cc55b18d4ac1396d1ddb029f139b1d3480f1594130e62bceadf2e1a838"},
+    {file = "aiohttp-3.11.9-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cca505829cdab58c2495ff418c96092d225a1bbd486f79017f6de915580d3c44"},
+    {file = "aiohttp-3.11.9-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:44d323aa80a867cb6db6bebb4bbec677c6478e38128847f2c6b0f70eae984d72"},
+    {file = "aiohttp-3.11.9-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:b2fab23003c4bb2249729a7290a76c1dda38c438300fdf97d4e42bf78b19c810"},
+    {file = "aiohttp-3.11.9-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:be0c7c98e38a1e3ad7a6ff64af8b6d6db34bf5a41b1478e24c3c74d9e7f8ed42"},
+    {file = "aiohttp-3.11.9-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:5cc5e0d069c56645446c45a4b5010d4b33ac6c5ebfd369a791b5f097e46a3c08"},
+    {file = "aiohttp-3.11.9-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:9bcf97b971289be69638d8b1b616f7e557e1342debc7fc86cf89d3f08960e411"},
+    {file = "aiohttp-3.11.9-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:c7333e7239415076d1418dbfb7fa4df48f3a5b00f8fdf854fca549080455bc14"},
+    {file = "aiohttp-3.11.9-cp312-cp312-win32.whl", hash = "sha256:9384b07cfd3045b37b05ed002d1c255db02fb96506ad65f0f9b776b762a7572e"},
+    {file = "aiohttp-3.11.9-cp312-cp312-win_amd64.whl", hash = "sha256:f5252ba8b43906f206048fa569debf2cd0da0316e8d5b4d25abe53307f573941"},
+    {file = "aiohttp-3.11.9-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:282e0a7ddd36ebc411f156aeaa0491e8fe7f030e2a95da532cf0c84b0b70bc66"},
+    {file = "aiohttp-3.11.9-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:ebd3e6b0c7d4954cca59d241970011f8d3327633d555051c430bd09ff49dc494"},
+    {file = "aiohttp-3.11.9-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:30f9f89ae625d412043f12ca3771b2ccec227cc93b93bb1f994db6e1af40a7d3"},
+    {file = "aiohttp-3.11.9-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7a3b5b2c012d70c63d9d13c57ed1603709a4d9d7d473e4a9dfece0e4ea3d5f51"},
+    {file = "aiohttp-3.11.9-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6ef1550bb5f55f71b97a6a395286db07f7f2c01c8890e613556df9a51da91e8d"},
+    {file = "aiohttp-3.11.9-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:317251b9c9a2f1a9ff9cd093775b34c6861d1d7df9439ce3d32a88c275c995cd"},
+    {file = "aiohttp-3.11.9-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:21cbe97839b009826a61b143d3ca4964c8590d7aed33d6118125e5b71691ca46"},
+    {file = "aiohttp-3.11.9-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:618b18c3a2360ac940a5503da14fa4f880c5b9bc315ec20a830357bcc62e6bae"},
+    {file = "aiohttp-3.11.9-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a0cf4d814689e58f57ecd5d8c523e6538417ca2e72ff52c007c64065cef50fb2"},
+    {file = "aiohttp-3.11.9-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:15c4e489942d987d5dac0ba39e5772dcbed4cc9ae3710d1025d5ba95e4a5349c"},
+    {file = "aiohttp-3.11.9-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:ec8df0ff5a911c6d21957a9182402aad7bf060eaeffd77c9ea1c16aecab5adbf"},
+    {file = "aiohttp-3.11.9-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:ed95d66745f53e129e935ad726167d3a6cb18c5d33df3165974d54742c373868"},
+    {file = "aiohttp-3.11.9-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:647ec5bee7e4ec9f1034ab48173b5fa970d9a991e565549b965e93331f1328fe"},
+    {file = "aiohttp-3.11.9-cp313-cp313-win32.whl", hash = "sha256:ef2c9499b7bd1e24e473dc1a85de55d72fd084eea3d8bdeec7ee0720decb54fa"},
+    {file = "aiohttp-3.11.9-cp313-cp313-win_amd64.whl", hash = "sha256:84de955314aa5e8d469b00b14d6d714b008087a0222b0f743e7ffac34ef56aff"},
+    {file = "aiohttp-3.11.9-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:e738aabff3586091221044b7a584865ddc4d6120346d12e28e788307cd731043"},
+    {file = "aiohttp-3.11.9-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:28f29bce89c3b401a53d6fd4bee401ee943083bf2bdc12ef297c1d63155070b0"},
+    {file = "aiohttp-3.11.9-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:31de2f10f63f96cc19e04bd2df9549559beadd0b2ee2da24a17e7ed877ca8c60"},
+    {file = "aiohttp-3.11.9-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:77f31cebd8c27a36af6c7346055ac564946e562080ee1a838da724585c67474f"},
+    {file = "aiohttp-3.11.9-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:0bcb7f6976dc0b6b56efde13294862adf68dd48854111b422a336fa729a82ea6"},
+    {file = "aiohttp-3.11.9-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1a8b13b9950d8b2f8f58b6e5842c4b842b5887e2c32e3f4644d6642f1659a530"},
+    {file = "aiohttp-3.11.9-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c9c23e62f3545c2216100603614f9e019e41b9403c47dd85b8e7e5015bf1bde0"},
+    {file = "aiohttp-3.11.9-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ec656680fc53a13f849c71afd0c84a55c536206d524cbc831cde80abbe80489e"},
+    {file = "aiohttp-3.11.9-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:36df00e0541f264ce42d62280281541a47474dfda500bc5b7f24f70a7f87be7a"},
+    {file = "aiohttp-3.11.9-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:8dcfd14c712aa9dd18049280bfb2f95700ff6a8bde645e09f17c3ed3f05a0130"},
+    {file = "aiohttp-3.11.9-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:14624d96f0d69cf451deed3173079a68c322279be6030208b045ab77e1e8d550"},
+    {file = "aiohttp-3.11.9-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:4b01d9cfcb616eeb6d40f02e66bebfe7b06d9f2ef81641fdd50b8dd981166e0b"},
+    {file = "aiohttp-3.11.9-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:928f92f80e2e8d6567b87d3316c1fd9860ccfe36e87a9a7f5237d4cda8baa1ba"},
+    {file = "aiohttp-3.11.9-cp39-cp39-win32.whl", hash = "sha256:c8a02f74ae419e3955af60f570d83187423e42e672a6433c5e292f1d23619269"},
+    {file = "aiohttp-3.11.9-cp39-cp39-win_amd64.whl", hash = "sha256:0a97d657f6cf8782a830bb476c13f7d777cfcab8428ac49dde15c22babceb361"},
+    {file = "aiohttp-3.11.9.tar.gz", hash = "sha256:a9266644064779840feec0e34f10a89b3ff1d2d6b751fe90017abcad1864fa7c"},
 ]
 
 [package.dependencies]
@@ -154,7 +151,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
+speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.2.0) ; sys_platform == \"linux\" or sys_platform == \"darwin\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aioitertools"
@@ -162,6 +159,7 @@ version = "0.12.0"
 description = "itertools and builtins for AsyncIO and mixed iterables"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "aioitertools-0.12.0-py3-none-any.whl", hash = "sha256:fc1f5fac3d737354de8831cbba3eb04f79dd649d8f3afb4c5b114925e662a796"},
     {file = "aioitertools-0.12.0.tar.gz", hash = "sha256:c2a9055b4fbb7705f561b9d86053e8af5d10cc845d22c32008c43490b2d8dd6b"},
@@ -173,13 +171,14 @@ docs = ["sphinx (==8.0.2)", "sphinx-mdinclude (==0.6.2)"]
 
 [[package]]
 name = "aiosignal"
-version = "1.3.2"
+version = "1.3.1"
 description = "aiosignal: a list of registered asynchronous callbacks"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "aiosignal-1.3.2-py2.py3-none-any.whl", hash = "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5"},
-    {file = "aiosignal-1.3.2.tar.gz", hash = "sha256:a8c255c66fafb1e499c9351d0bf32ff2d8a0321595ebac3b93713656d2436f54"},
+    {file = "aiosignal-1.3.1-py3-none-any.whl", hash = "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17"},
+    {file = "aiosignal-1.3.1.tar.gz", hash = "sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc"},
 ]
 
 [package.dependencies]
@@ -191,6 +190,8 @@ version = "1.0.0"
 description = "A light, configurable Sphinx theme"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b"},
     {file = "alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e"},
@@ -202,6 +203,7 @@ version = "1.4.0"
 description = "A neighbour-joining library for Python."
 optional = false
 python-versions = "<3.13,>=3.10"
+groups = ["main"]
 files = [
     {file = "anjl-1.4.0-py3-none-any.whl", hash = "sha256:062d9b6d3d565a61a0b691fa6ae1e268e28a9ef2271d12259c1b6d42b0a1abea"},
     {file = "anjl-1.4.0.tar.gz", hash = "sha256:830d6b6233d3bc9cd5631da7a8ee798e348949a07429fae87e492659b5960fba"},
@@ -220,24 +222,26 @@ dev = ["devtools", "ipykernel", "ipywidgets", "jupyterlab", "memory-profiler", "
 
 [[package]]
 name = "anyio"
-version = "4.9.0"
+version = "4.6.2.post1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
-    {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
+    {file = "anyio-4.6.2.post1-py3-none-any.whl", hash = "sha256:6d170c36fba3bdd840c73d3868c1e777e33676a69c3a72cf0a0d5d6d8009b61d"},
+    {file = "anyio-4.6.2.post1.tar.gz", hash = "sha256:4c8bc31ccdb51c7f7bd251f51c609e038d63e34219b44aa86e47576389880b4c"},
 ]
 
 [package.dependencies]
 exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
-typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
+typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
+doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21.0b1) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\""]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -246,6 +250,8 @@ version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
+markers = "platform_system == \"Darwin\""
 files = [
     {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
     {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
@@ -257,6 +263,8 @@ version = "23.1.0"
 description = "Argon2 for Python"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
     {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
@@ -277,6 +285,8 @@ version = "21.2.0"
 description = "Low-level CFFI bindings for Argon2"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
     {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
@@ -314,6 +324,8 @@ version = "1.3.0"
 description = "Better dates & times for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
     {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"},
@@ -333,6 +345,7 @@ version = "0.3.3"
 description = "Draws ASCII trees."
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "asciitree-0.3.3.tar.gz", hash = "sha256:4aa4b9b649f85e3fcb343363d97564aa1fb62e249677f2e18a96765145cc0f6e"},
 ]
@@ -343,6 +356,7 @@ version = "3.0.0"
 description = "Annotate AST trees with source code positions"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"},
     {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
@@ -354,17 +368,19 @@ test = ["astroid (>=2,<4)", "pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "async-lru"
-version = "2.0.5"
+version = "2.0.4"
 description = "Simple LRU cache for asyncio"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "async_lru-2.0.5-py3-none-any.whl", hash = "sha256:ab95404d8d2605310d345932697371a5f40def0487c03d6d0ad9138de52c9943"},
-    {file = "async_lru-2.0.5.tar.gz", hash = "sha256:481d52ccdd27275f42c43a928b4a50c3bfb2d67af4e78b170e3e0bb39c66e5bb"},
+    {file = "async-lru-2.0.4.tar.gz", hash = "sha256:b8a59a5df60805ff63220b2a0c5b5393da5521b113cd5465a44eb037d81a5627"},
+    {file = "async_lru-2.0.4-py3-none-any.whl", hash = "sha256:ff02944ce3c288c5be660c42dbcca0742b32c3b279d6dceda655190240b99224"},
 ]
 
 [package.dependencies]
-typing_extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
+typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "async-timeout"
@@ -372,6 +388,8 @@ version = "5.0.1"
 description = "Timeout context manager for asyncio programs"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version == \"3.10\""
 files = [
     {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"},
     {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"},
@@ -379,51 +397,55 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "25.3.0"
+version = "24.2.0"
 description = "Classes Without Boilerplate"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
-    {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
+    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
+    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
 ]
 
 [package.extras]
-benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
-tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
+benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"]
+cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"]
+dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\"", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.9\" and python_version < \"3.13\""]
 
 [[package]]
 name = "babel"
-version = "2.17.0"
+version = "2.16.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"},
-    {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"},
+    {file = "babel-2.16.0-py3-none-any.whl", hash = "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b"},
+    {file = "babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"},
 ]
 
 [package.extras]
-dev = ["backports.zoneinfo", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata"]
+dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.13.3"
+version = "4.12.3"
 description = "Screen-scraping library"
 optional = false
-python-versions = ">=3.7.0"
+python-versions = ">=3.6.0"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "beautifulsoup4-4.13.3-py3-none-any.whl", hash = "sha256:99045d7d3f08f91f0d656bc9b7efbae189426cd913d830294a15eefa0ea4df16"},
-    {file = "beautifulsoup4-4.13.3.tar.gz", hash = "sha256:1bd32405dacc920b42b83ba01644747ed77456a65760e285fbc47633ceddaf8b"},
+    {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"},
+    {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"},
 ]
 
 [package.dependencies]
 soupsieve = ">1.2"
-typing-extensions = ">=4.0.0"
 
 [package.extras]
 cchardet = ["cchardet"]
@@ -438,6 +460,7 @@ version = "1.0.6"
 description = "Read and write the PLINK BED format, simply and efficiently."
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "bed_reader-1.0.6-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:5f2e812dea71cf9aebbf8b1bf00149600948fdbf4bbdb8805c4a4ed4b1597aba"},
     {file = "bed_reader-1.0.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:7753e3e9dcd4210aadfc071ece22264c4fef1bd53b31d34bd63ce11f217954d5"},
@@ -474,43 +497,37 @@ sparse = ["scipy (>=1.4)"]
 
 [[package]]
 name = "biopython"
-version = "1.85"
+version = "1.84"
 description = "Freely available tools for computational molecular biology."
 optional = false
 python-versions = ">=3.9"
-files = [
-    {file = "biopython-1.85-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a6308053a61f3bdbb11504ece4cf24e264c6f1d6fad278f7e59e6b84b0d9a7b4"},
-    {file = "biopython-1.85-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:434dd23e972b0c89e128f2ebbd16b38075d609184f4f1fd16368035f923019c2"},
-    {file = "biopython-1.85-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9a08d082e85778259a83501063871e00ba57336136403b75050eea14d523c00a"},
-    {file = "biopython-1.85-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d93464e629950e4df87d810125dc4e904538a4344b924f340908ea5bc95db986"},
-    {file = "biopython-1.85-cp310-cp310-win32.whl", hash = "sha256:f2f45ab3f1e43fdaa697fd753148999090298623278097c19c2c3c0ba134e57c"},
-    {file = "biopython-1.85-cp310-cp310-win_amd64.whl", hash = "sha256:7c8326cd2825ba166abecaf72843b9b15823affd6cec04fde65f0d2526767da4"},
-    {file = "biopython-1.85-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:db8822adab0cd75a6e6ae845acf312addd8eab5f9b731c191454b961fc2c2cdc"},
-    {file = "biopython-1.85-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:8e2bbe58cc1a592b239ef6d68396745d3fbfaafc668ce38283871d8ff070dbab"},
-    {file = "biopython-1.85-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5916eb56df7ecd4a3babc07a48d4894c40cfb45dc18ccda1c148d0131017ce04"},
-    {file = "biopython-1.85-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b0cec8833bf3036049129944ee5382dd576dac9670c3814ff2314b52aa94f199"},
-    {file = "biopython-1.85-cp311-cp311-win32.whl", hash = "sha256:cf88a4c8d8af13138be115949639a5e4a201618185a72ff09adbe175b7946b28"},
-    {file = "biopython-1.85-cp311-cp311-win_amd64.whl", hash = "sha256:d3c99db65d57ae4fc5034e42ac6cd8ddce069e664903f04c8a4f684d7609d6fa"},
-    {file = "biopython-1.85-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:cc5b981b9e3060db7c355b6145dfe3ce0b6572e1601b31211f6d742b10543874"},
-    {file = "biopython-1.85-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:6fe47d704c2d3afac99aeb461219ec5f00273120d2d99835dc0a9a617f520141"},
-    {file = "biopython-1.85-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e54e495239e623660ad367498c2f7a1a294b1997ba603f2ceafb36fd18f0eba6"},
-    {file = "biopython-1.85-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d024ad48997ad53d53a77da24b072aaba8a550bd816af8f2e7e606a9918a3b43"},
-    {file = "biopython-1.85-cp312-cp312-win32.whl", hash = "sha256:6985e17a2911defcbd30275a12f5ed5de2765e4bc91a60439740d572fdbfdf43"},
-    {file = "biopython-1.85-cp312-cp312-win_amd64.whl", hash = "sha256:d6f8efb2db03f2ec115c5e8c764dbadf635e0c9ecd4c0e91fc8216c1b62f85f5"},
-    {file = "biopython-1.85-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:bae6f17262f20e9587d419ba5683e9dc93a31ee1858b98fa0cff203694d5b786"},
-    {file = "biopython-1.85-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:b1e4918e6399ab0183dd863527fec18b53b7c61b6f0ef95db84b4adfa430ce75"},
-    {file = "biopython-1.85-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:86e487b6fe0f20a2b0138cb53f3d4dc26a7e4060ac4cb6fb1d19e194d445ef46"},
-    {file = "biopython-1.85-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:327184048b5a50634ae0970119bcb8a35b76d7cefb2658a01f772915f2fb7686"},
-    {file = "biopython-1.85-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:66b08905fb1b3f5194f908aaf04bbad474c4e3eaebad6d9f889a04e64dd1faf4"},
-    {file = "biopython-1.85-cp313-cp313-win32.whl", hash = "sha256:5a236ab1e2797c7dcf1577d80fdaafabead2908bc338eaed0aa1509dab769fef"},
-    {file = "biopython-1.85-cp313-cp313-win_amd64.whl", hash = "sha256:1b61593765e9ebdb71d73307d55fd4b46eb976608d329ae6803c084d90ed34c7"},
-    {file = "biopython-1.85-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:d76e44b46f555da2e72ac36e757efd327f7f5f690e9f00ede6f723b48538b6d5"},
-    {file = "biopython-1.85-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:8469095907a17f156c76b6644829227efdf4996164f7726e6f4ca15039329776"},
-    {file = "biopython-1.85-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cffc15ac46688cd4cf662b24d03037234ce00b571df67be45a942264f101f990"},
-    {file = "biopython-1.85-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9a630b3804f6c3fcae2f9b7485d7a05425e143fc570f25babbc5a4b3d3db00d7"},
-    {file = "biopython-1.85-cp39-cp39-win32.whl", hash = "sha256:0ffb03cd982cb3a79326b84e789f2093880175c44eea10f3030c632f98de24f6"},
-    {file = "biopython-1.85-cp39-cp39-win_amd64.whl", hash = "sha256:8208bf2d87ade066fafe9a63a2eb77486c233bc1bdda2cbf721ebee54715f1bf"},
-    {file = "biopython-1.85.tar.gz", hash = "sha256:5dafab74059de4e78f49f6b5684eddae6e7ce46f09cfa059c1d1339e8b1ea0a6"},
+groups = ["main"]
+files = [
+    {file = "biopython-1.84-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:3c8beded38884abae4c74cb6ce54142da670273fd0b2919bd0f84f6e34d3056b"},
+    {file = "biopython-1.84-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b51ef31bfb79872a182a85b4113625e1b553c024bb1586c72ac98b479f8d8fe4"},
+    {file = "biopython-1.84-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ca8d6a88b9a9718074b3f5b450f9ea5adf7112a7dbaed55d82d5b623f5859a01"},
+    {file = "biopython-1.84-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2dc2e77490725060330003f73b6b7d5172f8bc160f180de5877a2e899ad999d4"},
+    {file = "biopython-1.84-cp310-cp310-win32.whl", hash = "sha256:4f39b38e7625c33384954130d90f19984e91cb5af64e2fb128603359f86884ad"},
+    {file = "biopython-1.84-cp310-cp310-win_amd64.whl", hash = "sha256:9e3f7476fd81f31e048965d7be2826f018686e870d96870f440b609002953954"},
+    {file = "biopython-1.84-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:2d4ed30aebd96b4aadeb1f04adce92795c696f5bd56d1fd45517b89059918dd4"},
+    {file = "biopython-1.84-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:c792508988fc3ccf18eaae2a826c9cd97f1c27fb55bb87bdce6a101fee9f5a0c"},
+    {file = "biopython-1.84-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:507ac3956f3107e77fee362ecb048dafb5f97cbcf110012d091418430c3227c7"},
+    {file = "biopython-1.84-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:894ee7533cca7f5f9769e2595fbe7b0dba5018f39a2170753d101a13e7585ff4"},
+    {file = "biopython-1.84-cp311-cp311-win32.whl", hash = "sha256:7f4c746825721ec367c2f2d6a8cda3bc6495a1e084e5b2fbab26e9467706603f"},
+    {file = "biopython-1.84-cp311-cp311-win_amd64.whl", hash = "sha256:2cb8e839ab472244b6082635ad1df67c94c05df0bd02a023103ed00ea66c4d20"},
+    {file = "biopython-1.84-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:ba58a6d76288333c5f178a426116953fa68204bd0cfc401694087dd4f96d0059"},
+    {file = "biopython-1.84-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ee3566f6dc3acf20e238540daf896f0af20cff531521bf41fdf5143f73e209ae"},
+    {file = "biopython-1.84-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:89ef3967f5a88b5bb6344bef75ae83386de53fed3966d5c8c334ad885f8db08a"},
+    {file = "biopython-1.84-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:61765b71f84814a1eeb55ab222f43330aa7ad3e55ab91e8b444706149c67a281"},
+    {file = "biopython-1.84-cp312-cp312-win32.whl", hash = "sha256:52b6098f47d6b90fc8a5e8579b81ee50047e9108f0976e69c891ae0c4817e42d"},
+    {file = "biopython-1.84-cp312-cp312-win_amd64.whl", hash = "sha256:ecff2fcf5da29b600474c0bfcdbbac0f98b25e22fe60a853d0ee798c00f7396c"},
+    {file = "biopython-1.84-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:f4c1c9ad7da9eaf8d8f4515bf931a7f6548a468e7ef29b8429e31aaff2d95f4c"},
+    {file = "biopython-1.84-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:9fbd4b67d3e71b0d716a1712ab8b4e57981c6549ba17ce5626ffa8976d170da7"},
+    {file = "biopython-1.84-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0c425a39871f652598f502671aa5f6b5125475a91333a368a47f9c611ca96db1"},
+    {file = "biopython-1.84-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7b69d59f9a762c5bb5f77ed03f197dad05ebd702c34d2cae7be98f1f30e04089"},
+    {file = "biopython-1.84-cp39-cp39-win32.whl", hash = "sha256:25f4ef193a307e403eb532e8f060b818e2d75f65803a2b0f4e645b0cae131b4e"},
+    {file = "biopython-1.84-cp39-cp39-win_amd64.whl", hash = "sha256:b64575363bb2344073c949fd69a0bf3ea015b447aa1494e4813376855b479118"},
+    {file = "biopython-1.84.tar.gz", hash = "sha256:60fbe6f996e8a6866a42698c17e552127d99a9aab3259d6249fbaabd0e0cc7b4"},
 ]
 
 [package.dependencies]
@@ -522,13 +539,14 @@ version = "6.2.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"},
     {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"},
 ]
 
 [package.dependencies]
-tinycss2 = {version = ">=1.1.0,<1.5", optional = true, markers = "extra == \"css\""}
 webencodings = "*"
 
 [package.extras]
@@ -540,6 +558,7 @@ version = "1.9.0"
 description = "Fast, simple object-to-object and broadcast signaling"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "blinker-1.9.0-py3-none-any.whl", hash = "sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc"},
     {file = "blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf"},
@@ -547,13 +566,14 @@ files = [
 
 [[package]]
 name = "bokeh"
-version = "3.6.3"
+version = "3.6.2"
 description = "Interactive plots and applications in the browser from Python"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
-    {file = "bokeh-3.6.3-py3-none-any.whl", hash = "sha256:1c219e2afe1405e6ada212071ac3bee91c95acfd1aa6d620eb6f61a751407747"},
-    {file = "bokeh-3.6.3.tar.gz", hash = "sha256:9b81d6a9ea62e75a04a1a9d9f931942016890beec9ab5d129a2a4432cf595c0a"},
+    {file = "bokeh-3.6.2-py3-none-any.whl", hash = "sha256:fddc4b91f8b40178c0e3e83dfcc33886d7803a3a1f041a840834255e435a18c2"},
+    {file = "bokeh-3.6.2.tar.gz", hash = "sha256:2f3043d9ecb3d5dc2e8c0ebf8ad55727617188d4e534f3e7208b36357e352396"},
 ]
 
 [package.dependencies]
@@ -569,13 +589,14 @@ xyzservices = ">=2021.09.1"
 
 [[package]]
 name = "botocore"
-version = "1.37.1"
+version = "1.35.36"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "botocore-1.37.1-py3-none-any.whl", hash = "sha256:c1db1bfc5d8c6b3b6d1ca6794f605294b4264e82a7e727b88e0fef9c2b9fbb9c"},
-    {file = "botocore-1.37.1.tar.gz", hash = "sha256:b194db8fb2a0ffba53568c364ae26166e7eec0445496b2ac86a6e142f3dd982f"},
+    {file = "botocore-1.35.36-py3-none-any.whl", hash = "sha256:64241c778bf2dc863d93abab159e14024d97a926a5715056ef6411418cb9ead3"},
+    {file = "botocore-1.35.36.tar.gz", hash = "sha256:354ec1b766f0029b5d6ff0c45d1a0f9e5007b7d2f3ec89bcdd755b208c5bc797"},
 ]
 
 [package.dependencies]
@@ -584,17 +605,18 @@ python-dateutil = ">=2.1,<3.0.0"
 urllib3 = {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""}
 
 [package.extras]
-crt = ["awscrt (==0.23.8)"]
+crt = ["awscrt (==0.22.0)"]
 
 [[package]]
 name = "branca"
-version = "0.8.1"
+version = "0.8.0"
 description = "Generate complex HTML+JS pages with Python"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "branca-0.8.1-py3-none-any.whl", hash = "sha256:d29c5fab31f7c21a92e34bf3f854234e29fecdcf5d2df306b616f20d816be425"},
-    {file = "branca-0.8.1.tar.gz", hash = "sha256:ac397c2d79bd13af0d04193b26d5ed17031d27609a7f1fab50c438b8ae712390"},
+    {file = "branca-0.8.0-py3-none-any.whl", hash = "sha256:e78d5be39c8799a42e5c2dd1145a797a3cefc099537907bc1e4c43b6b55f7fa4"},
+    {file = "branca-0.8.0.tar.gz", hash = "sha256:1f8fd0d2f3b7548f2c146093932be5d3064ba21eee6cebf92d416b7f9092324f"},
 ]
 
 [package.dependencies]
@@ -602,24 +624,26 @@ jinja2 = ">=3"
 
 [[package]]
 name = "cachetools"
-version = "5.5.2"
+version = "5.5.0"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "cachetools-5.5.2-py3-none-any.whl", hash = "sha256:d26a22bcc62eb95c3beabd9f1ee5e820d3d2704fe2967cbe350e20c8ffcd3f0a"},
-    {file = "cachetools-5.5.2.tar.gz", hash = "sha256:1a661caa9175d26759571b2e19580f9d6393969e5dfca11fdb1f947a23e640d4"},
+    {file = "cachetools-5.5.0-py3-none-any.whl", hash = "sha256:02134e8439cdc2ffb62023ce1debca2944c3f289d66bb17ead3ab3dede74b292"},
+    {file = "cachetools-5.5.0.tar.gz", hash = "sha256:2cc24fb4cbe39633fb7badd9db9ca6295d766d9c2995f245725a46715d050f2a"},
 ]
 
 [[package]]
 name = "certifi"
-version = "2025.1.31"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
-    {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
-    {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
+    {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
+    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
 ]
 
 [[package]]
@@ -628,6 +652,8 @@ version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "implementation_name == \"pypy\" or extra == \"dev\""
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -707,6 +733,8 @@ version = "3.4.0"
 description = "Validate configuration and produce human readable error messages."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"},
     {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"},
@@ -714,114 +742,129 @@ files = [
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.1"
+version = "3.4.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e218488cd232553829be0664c2292d3af2eeeb94b32bea483cf79ac6a694e037"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:80ed5e856eb7f30115aaf94e4a08114ccc8813e6ed1b5efa74f9f82e8509858f"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b010a7a4fd316c3c484d482922d13044979e78d1861f0e0650423144c616a46a"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4532bff1b8421fd0a320463030c7520f56a79c9024a4e88f01c537316019005a"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:d973f03c0cb71c5ed99037b870f2be986c3c05e63622c017ea9816881d2dd247"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:3a3bd0dcd373514dcec91c411ddb9632c0d7d92aed7093b8c3bbb6d69ca74408"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:d9c3cdf5390dcd29aa8056d13e8e99526cda0305acc038b96b30352aff5ff2bb"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:2bdfe3ac2e1bbe5b59a1a63721eb3b95fc9b6817ae4a46debbb4e11f6232428d"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:eab677309cdb30d047996b36d34caeda1dc91149e4fdca0b1a039b3f79d9a807"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-win32.whl", hash = "sha256:c0429126cf75e16c4f0ad00ee0eae4242dc652290f940152ca8c75c3a4b6ee8f"},
-    {file = "charset_normalizer-3.4.1-cp310-cp310-win_amd64.whl", hash = "sha256:9f0b8b1c6d84c8034a44893aba5e767bf9c7a211e313a9605d9c617d7083829f"},
-    {file = "charset_normalizer-3.4.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:8bfa33f4f2672964266e940dd22a195989ba31669bd84629f05fab3ef4e2d125"},
-    {file = "charset_normalizer-3.4.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:28bf57629c75e810b6ae989f03c0828d64d6b26a5e205535585f96093e405ed1"},
-    {file = "charset_normalizer-3.4.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f08ff5e948271dc7e18a35641d2f11a4cd8dfd5634f55228b691e62b37125eb3"},
-    {file = "charset_normalizer-3.4.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:234ac59ea147c59ee4da87a0c0f098e9c8d169f4dc2a159ef720f1a61bbe27cd"},
-    {file = "charset_normalizer-3.4.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fd4ec41f914fa74ad1b8304bbc634b3de73d2a0889bd32076342a573e0779e00"},
-    {file = "charset_normalizer-3.4.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:eea6ee1db730b3483adf394ea72f808b6e18cf3cb6454b4d86e04fa8c4327a12"},
-    {file = "charset_normalizer-3.4.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c96836c97b1238e9c9e3fe90844c947d5afbf4f4c92762679acfe19927d81d77"},
-    {file = "charset_normalizer-3.4.1-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:4d86f7aff21ee58f26dcf5ae81a9addbd914115cdebcbb2217e4f0ed8982e146"},
-    {file = "charset_normalizer-3.4.1-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:09b5e6733cbd160dcc09589227187e242a30a49ca5cefa5a7edd3f9d19ed53fd"},
-    {file = "charset_normalizer-3.4.1-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:5777ee0881f9499ed0f71cc82cf873d9a0ca8af166dfa0af8ec4e675b7df48e6"},
-    {file = "charset_normalizer-3.4.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:237bdbe6159cff53b4f24f397d43c6336c6b0b42affbe857970cefbb620911c8"},
-    {file = "charset_normalizer-3.4.1-cp311-cp311-win32.whl", hash = "sha256:8417cb1f36cc0bc7eaba8ccb0e04d55f0ee52df06df3ad55259b9a323555fc8b"},
-    {file = "charset_normalizer-3.4.1-cp311-cp311-win_amd64.whl", hash = "sha256:d7f50a1f8c450f3925cb367d011448c39239bb3eb4117c36a6d354794de4ce76"},
-    {file = "charset_normalizer-3.4.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:73d94b58ec7fecbc7366247d3b0b10a21681004153238750bb67bd9012414545"},
-    {file = "charset_normalizer-3.4.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dad3e487649f498dd991eeb901125411559b22e8d7ab25d3aeb1af367df5efd7"},
-    {file = "charset_normalizer-3.4.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c30197aa96e8eed02200a83fba2657b4c3acd0f0aa4bdc9f6c1af8e8962e0757"},
-    {file = "charset_normalizer-3.4.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2369eea1ee4a7610a860d88f268eb39b95cb588acd7235e02fd5a5601773d4fa"},
-    {file = "charset_normalizer-3.4.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc2722592d8998c870fa4e290c2eec2c1569b87fe58618e67d38b4665dfa680d"},
-    {file = "charset_normalizer-3.4.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ffc9202a29ab3920fa812879e95a9e78b2465fd10be7fcbd042899695d75e616"},
-    {file = "charset_normalizer-3.4.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:804a4d582ba6e5b747c625bf1255e6b1507465494a40a2130978bda7b932c90b"},
-    {file = "charset_normalizer-3.4.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:0f55e69f030f7163dffe9fd0752b32f070566451afe180f99dbeeb81f511ad8d"},
-    {file = "charset_normalizer-3.4.1-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:c4c3e6da02df6fa1410a7680bd3f63d4f710232d3139089536310d027950696a"},
-    {file = "charset_normalizer-3.4.1-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:5df196eb874dae23dcfb968c83d4f8fdccb333330fe1fc278ac5ceeb101003a9"},
-    {file = "charset_normalizer-3.4.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e358e64305fe12299a08e08978f51fc21fac060dcfcddd95453eabe5b93ed0e1"},
-    {file = "charset_normalizer-3.4.1-cp312-cp312-win32.whl", hash = "sha256:9b23ca7ef998bc739bf6ffc077c2116917eabcc901f88da1b9856b210ef63f35"},
-    {file = "charset_normalizer-3.4.1-cp312-cp312-win_amd64.whl", hash = "sha256:6ff8a4a60c227ad87030d76e99cd1698345d4491638dfa6673027c48b3cd395f"},
-    {file = "charset_normalizer-3.4.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:aabfa34badd18f1da5ec1bc2715cadc8dca465868a4e73a0173466b688f29dda"},
-    {file = "charset_normalizer-3.4.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:22e14b5d70560b8dd51ec22863f370d1e595ac3d024cb8ad7d308b4cd95f8313"},
-    {file = "charset_normalizer-3.4.1-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8436c508b408b82d87dc5f62496973a1805cd46727c34440b0d29d8a2f50a6c9"},
-    {file = "charset_normalizer-3.4.1-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2d074908e1aecee37a7635990b2c6d504cd4766c7bc9fc86d63f9c09af3fa11b"},
-    {file = "charset_normalizer-3.4.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:955f8851919303c92343d2f66165294848d57e9bba6cf6e3625485a70a038d11"},
-    {file = "charset_normalizer-3.4.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:44ecbf16649486d4aebafeaa7ec4c9fed8b88101f4dd612dcaf65d5e815f837f"},
-    {file = "charset_normalizer-3.4.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:0924e81d3d5e70f8126529951dac65c1010cdf117bb75eb02dd12339b57749dd"},
-    {file = "charset_normalizer-3.4.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:2967f74ad52c3b98de4c3b32e1a44e32975e008a9cd2a8cc8966d6a5218c5cb2"},
-    {file = "charset_normalizer-3.4.1-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:c75cb2a3e389853835e84a2d8fb2b81a10645b503eca9bcb98df6b5a43eb8886"},
-    {file = "charset_normalizer-3.4.1-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:09b26ae6b1abf0d27570633b2b078a2a20419c99d66fb2823173d73f188ce601"},
-    {file = "charset_normalizer-3.4.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:fa88b843d6e211393a37219e6a1c1df99d35e8fd90446f1118f4216e307e48cd"},
-    {file = "charset_normalizer-3.4.1-cp313-cp313-win32.whl", hash = "sha256:eb8178fe3dba6450a3e024e95ac49ed3400e506fd4e9e5c32d30adda88cbd407"},
-    {file = "charset_normalizer-3.4.1-cp313-cp313-win_amd64.whl", hash = "sha256:b1ac5992a838106edb89654e0aebfc24f5848ae2547d22c2c3f66454daa11971"},
-    {file = "charset_normalizer-3.4.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f30bf9fd9be89ecb2360c7d94a711f00c09b976258846efe40db3d05828e8089"},
-    {file = "charset_normalizer-3.4.1-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:97f68b8d6831127e4787ad15e6757232e14e12060bec17091b85eb1486b91d8d"},
-    {file = "charset_normalizer-3.4.1-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:7974a0b5ecd505609e3b19742b60cee7aa2aa2fb3151bc917e6e2646d7667dcf"},
-    {file = "charset_normalizer-3.4.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fc54db6c8593ef7d4b2a331b58653356cf04f67c960f584edb7c3d8c97e8f39e"},
-    {file = "charset_normalizer-3.4.1-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:311f30128d7d333eebd7896965bfcfbd0065f1716ec92bd5638d7748eb6f936a"},
-    {file = "charset_normalizer-3.4.1-cp37-cp37m-musllinux_1_2_aarch64.whl", hash = "sha256:7d053096f67cd1241601111b698f5cad775f97ab25d81567d3f59219b5f1adbd"},
-    {file = "charset_normalizer-3.4.1-cp37-cp37m-musllinux_1_2_i686.whl", hash = "sha256:807f52c1f798eef6cf26beb819eeb8819b1622ddfeef9d0977a8502d4db6d534"},
-    {file = "charset_normalizer-3.4.1-cp37-cp37m-musllinux_1_2_ppc64le.whl", hash = "sha256:dccbe65bd2f7f7ec22c4ff99ed56faa1e9f785482b9bbd7c717e26fd723a1d1e"},
-    {file = "charset_normalizer-3.4.1-cp37-cp37m-musllinux_1_2_s390x.whl", hash = "sha256:2fb9bd477fdea8684f78791a6de97a953c51831ee2981f8e4f583ff3b9d9687e"},
-    {file = "charset_normalizer-3.4.1-cp37-cp37m-musllinux_1_2_x86_64.whl", hash = "sha256:01732659ba9b5b873fc117534143e4feefecf3b2078b0a6a2e925271bb6f4cfa"},
-    {file = "charset_normalizer-3.4.1-cp37-cp37m-win32.whl", hash = "sha256:7a4f97a081603d2050bfaffdefa5b02a9ec823f8348a572e39032caa8404a487"},
-    {file = "charset_normalizer-3.4.1-cp37-cp37m-win_amd64.whl", hash = "sha256:7b1bef6280950ee6c177b326508f86cad7ad4dff12454483b51d8b7d673a2c5d"},
-    {file = "charset_normalizer-3.4.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:ecddf25bee22fe4fe3737a399d0d177d72bc22be6913acfab364b40bce1ba83c"},
-    {file = "charset_normalizer-3.4.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8c60ca7339acd497a55b0ea5d506b2a2612afb2826560416f6894e8b5770d4a9"},
-    {file = "charset_normalizer-3.4.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b7b2d86dd06bfc2ade3312a83a5c364c7ec2e3498f8734282c6c3d4b07b346b8"},
-    {file = "charset_normalizer-3.4.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:dd78cfcda14a1ef52584dbb008f7ac81c1328c0f58184bf9a84c49c605002da6"},
-    {file = "charset_normalizer-3.4.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6e27f48bcd0957c6d4cb9d6fa6b61d192d0b13d5ef563e5f2ae35feafc0d179c"},
-    {file = "charset_normalizer-3.4.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:01ad647cdd609225c5350561d084b42ddf732f4eeefe6e678765636791e78b9a"},
-    {file = "charset_normalizer-3.4.1-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:619a609aa74ae43d90ed2e89bdd784765de0a25ca761b93e196d938b8fd1dbbd"},
-    {file = "charset_normalizer-3.4.1-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:89149166622f4db9b4b6a449256291dc87a99ee53151c74cbd82a53c8c2f6ccd"},
-    {file = "charset_normalizer-3.4.1-cp38-cp38-musllinux_1_2_ppc64le.whl", hash = "sha256:7709f51f5f7c853f0fb938bcd3bc59cdfdc5203635ffd18bf354f6967ea0f824"},
-    {file = "charset_normalizer-3.4.1-cp38-cp38-musllinux_1_2_s390x.whl", hash = "sha256:345b0426edd4e18138d6528aed636de7a9ed169b4aaf9d61a8c19e39d26838ca"},
-    {file = "charset_normalizer-3.4.1-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:0907f11d019260cdc3f94fbdb23ff9125f6b5d1039b76003b5b0ac9d6a6c9d5b"},
-    {file = "charset_normalizer-3.4.1-cp38-cp38-win32.whl", hash = "sha256:ea0d8d539afa5eb2728aa1932a988a9a7af94f18582ffae4bc10b3fbdad0626e"},
-    {file = "charset_normalizer-3.4.1-cp38-cp38-win_amd64.whl", hash = "sha256:329ce159e82018d646c7ac45b01a430369d526569ec08516081727a20e9e4af4"},
-    {file = "charset_normalizer-3.4.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:b97e690a2118911e39b4042088092771b4ae3fc3aa86518f84b8cf6888dbdb41"},
-    {file = "charset_normalizer-3.4.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:78baa6d91634dfb69ec52a463534bc0df05dbd546209b79a3880a34487f4b84f"},
-    {file = "charset_normalizer-3.4.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1a2bc9f351a75ef49d664206d51f8e5ede9da246602dc2d2726837620ea034b2"},
-    {file = "charset_normalizer-3.4.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:75832c08354f595c760a804588b9357d34ec00ba1c940c15e31e96d902093770"},
-    {file = "charset_normalizer-3.4.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0af291f4fe114be0280cdd29d533696a77b5b49cfde5467176ecab32353395c4"},
-    {file = "charset_normalizer-3.4.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0167ddc8ab6508fe81860a57dd472b2ef4060e8d378f0cc555707126830f2537"},
-    {file = "charset_normalizer-3.4.1-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:2a75d49014d118e4198bcee5ee0a6f25856b29b12dbf7cd012791f8a6cc5c496"},
-    {file = "charset_normalizer-3.4.1-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:363e2f92b0f0174b2f8238240a1a30142e3db7b957a5dd5689b0e75fb717cc78"},
-    {file = "charset_normalizer-3.4.1-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:ab36c8eb7e454e34e60eb55ca5d241a5d18b2c6244f6827a30e451c42410b5f7"},
-    {file = "charset_normalizer-3.4.1-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:4c0907b1928a36d5a998d72d64d8eaa7244989f7aaaf947500d3a800c83a3fd6"},
-    {file = "charset_normalizer-3.4.1-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:04432ad9479fa40ec0f387795ddad4437a2b50417c69fa275e212933519ff294"},
-    {file = "charset_normalizer-3.4.1-cp39-cp39-win32.whl", hash = "sha256:3bed14e9c89dcb10e8f3a29f9ccac4955aebe93c71ae803af79265c9ca5644c5"},
-    {file = "charset_normalizer-3.4.1-cp39-cp39-win_amd64.whl", hash = "sha256:49402233c892a461407c512a19435d1ce275543138294f7ef013f0b63d5d3765"},
-    {file = "charset_normalizer-3.4.1-py3-none-any.whl", hash = "sha256:d98b1668f06378c6dbefec3b92299716b931cd4e6061f3c875a71ced1780ab85"},
-    {file = "charset_normalizer-3.4.1.tar.gz", hash = "sha256:44251f18cd68a75b56585dd00dae26183e102cd5e0f9f1466e6df5da2ed64ea3"},
+python-versions = ">=3.7.0"
+groups = ["main"]
+files = [
+    {file = "charset_normalizer-3.4.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:4f9fc98dad6c2eaa32fc3af1417d95b5e3d08aff968df0cd320066def971f9a6"},
+    {file = "charset_normalizer-3.4.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0de7b687289d3c1b3e8660d0741874abe7888100efe14bd0f9fd7141bcbda92b"},
+    {file = "charset_normalizer-3.4.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:5ed2e36c3e9b4f21dd9422f6893dec0abf2cca553af509b10cd630f878d3eb99"},
+    {file = "charset_normalizer-3.4.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:40d3ff7fc90b98c637bda91c89d51264a3dcf210cade3a2c6f838c7268d7a4ca"},
+    {file = "charset_normalizer-3.4.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1110e22af8ca26b90bd6364fe4c763329b0ebf1ee213ba32b68c73de5752323d"},
+    {file = "charset_normalizer-3.4.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:86f4e8cca779080f66ff4f191a685ced73d2f72d50216f7112185dc02b90b9b7"},
+    {file = "charset_normalizer-3.4.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7f683ddc7eedd742e2889d2bfb96d69573fde1d92fcb811979cdb7165bb9c7d3"},
+    {file = "charset_normalizer-3.4.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:27623ba66c183eca01bf9ff833875b459cad267aeeb044477fedac35e19ba907"},
+    {file = "charset_normalizer-3.4.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:f606a1881d2663630ea5b8ce2efe2111740df4b687bd78b34a8131baa007f79b"},
+    {file = "charset_normalizer-3.4.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:0b309d1747110feb25d7ed6b01afdec269c647d382c857ef4663bbe6ad95a912"},
+    {file = "charset_normalizer-3.4.0-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:136815f06a3ae311fae551c3df1f998a1ebd01ddd424aa5603a4336997629e95"},
+    {file = "charset_normalizer-3.4.0-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:14215b71a762336254351b00ec720a8e85cada43b987da5a042e4ce3e82bd68e"},
+    {file = "charset_normalizer-3.4.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:79983512b108e4a164b9c8d34de3992f76d48cadc9554c9e60b43f308988aabe"},
+    {file = "charset_normalizer-3.4.0-cp310-cp310-win32.whl", hash = "sha256:c94057af19bc953643a33581844649a7fdab902624d2eb739738a30e2b3e60fc"},
+    {file = "charset_normalizer-3.4.0-cp310-cp310-win_amd64.whl", hash = "sha256:55f56e2ebd4e3bc50442fbc0888c9d8c94e4e06a933804e2af3e89e2f9c1c749"},
+    {file = "charset_normalizer-3.4.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:0d99dd8ff461990f12d6e42c7347fd9ab2532fb70e9621ba520f9e8637161d7c"},
+    {file = "charset_normalizer-3.4.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:c57516e58fd17d03ebe67e181a4e4e2ccab1168f8c2976c6a334d4f819fe5944"},
+    {file = "charset_normalizer-3.4.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:6dba5d19c4dfab08e58d5b36304b3f92f3bd5d42c1a3fa37b5ba5cdf6dfcbcee"},
+    {file = "charset_normalizer-3.4.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bf4475b82be41b07cc5e5ff94810e6a01f276e37c2d55571e3fe175e467a1a1c"},
+    {file = "charset_normalizer-3.4.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ce031db0408e487fd2775d745ce30a7cd2923667cf3b69d48d219f1d8f5ddeb6"},
+    {file = "charset_normalizer-3.4.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:8ff4e7cdfdb1ab5698e675ca622e72d58a6fa2a8aa58195de0c0061288e6e3ea"},
+    {file = "charset_normalizer-3.4.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3710a9751938947e6327ea9f3ea6332a09bf0ba0c09cae9cb1f250bd1f1549bc"},
+    {file = "charset_normalizer-3.4.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:82357d85de703176b5587dbe6ade8ff67f9f69a41c0733cf2425378b49954de5"},
+    {file = "charset_normalizer-3.4.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:47334db71978b23ebcf3c0f9f5ee98b8d65992b65c9c4f2d34c2eaf5bcaf0594"},
+    {file = "charset_normalizer-3.4.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:8ce7fd6767a1cc5a92a639b391891bf1c268b03ec7e021c7d6d902285259685c"},
+    {file = "charset_normalizer-3.4.0-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:f1a2f519ae173b5b6a2c9d5fa3116ce16e48b3462c8b96dfdded11055e3d6365"},
+    {file = "charset_normalizer-3.4.0-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:63bc5c4ae26e4bc6be6469943b8253c0fd4e4186c43ad46e713ea61a0ba49129"},
+    {file = "charset_normalizer-3.4.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:bcb4f8ea87d03bc51ad04add8ceaf9b0f085ac045ab4d74e73bbc2dc033f0236"},
+    {file = "charset_normalizer-3.4.0-cp311-cp311-win32.whl", hash = "sha256:9ae4ef0b3f6b41bad6366fb0ea4fc1d7ed051528e113a60fa2a65a9abb5b1d99"},
+    {file = "charset_normalizer-3.4.0-cp311-cp311-win_amd64.whl", hash = "sha256:cee4373f4d3ad28f1ab6290684d8e2ebdb9e7a1b74fdc39e4c211995f77bec27"},
+    {file = "charset_normalizer-3.4.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:0713f3adb9d03d49d365b70b84775d0a0d18e4ab08d12bc46baa6132ba78aaf6"},
+    {file = "charset_normalizer-3.4.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:de7376c29d95d6719048c194a9cf1a1b0393fbe8488a22008610b0361d834ecf"},
+    {file = "charset_normalizer-3.4.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:4a51b48f42d9358460b78725283f04bddaf44a9358197b889657deba38f329db"},
+    {file = "charset_normalizer-3.4.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b295729485b06c1a0683af02a9e42d2caa9db04a373dc38a6a58cdd1e8abddf1"},
+    {file = "charset_normalizer-3.4.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ee803480535c44e7f5ad00788526da7d85525cfefaf8acf8ab9a310000be4b03"},
+    {file = "charset_normalizer-3.4.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3d59d125ffbd6d552765510e3f31ed75ebac2c7470c7274195b9161a32350284"},
+    {file = "charset_normalizer-3.4.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8cda06946eac330cbe6598f77bb54e690b4ca93f593dee1568ad22b04f347c15"},
+    {file = "charset_normalizer-3.4.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:07afec21bbbbf8a5cc3651aa96b980afe2526e7f048fdfb7f1014d84acc8b6d8"},
+    {file = "charset_normalizer-3.4.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:6b40e8d38afe634559e398cc32b1472f376a4099c75fe6299ae607e404c033b2"},
+    {file = "charset_normalizer-3.4.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:b8dcd239c743aa2f9c22ce674a145e0a25cb1566c495928440a181ca1ccf6719"},
+    {file = "charset_normalizer-3.4.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:84450ba661fb96e9fd67629b93d2941c871ca86fc38d835d19d4225ff946a631"},
+    {file = "charset_normalizer-3.4.0-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:44aeb140295a2f0659e113b31cfe92c9061622cadbc9e2a2f7b8ef6b1e29ef4b"},
+    {file = "charset_normalizer-3.4.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:1db4e7fefefd0f548d73e2e2e041f9df5c59e178b4c72fbac4cc6f535cfb1565"},
+    {file = "charset_normalizer-3.4.0-cp312-cp312-win32.whl", hash = "sha256:5726cf76c982532c1863fb64d8c6dd0e4c90b6ece9feb06c9f202417a31f7dd7"},
+    {file = "charset_normalizer-3.4.0-cp312-cp312-win_amd64.whl", hash = "sha256:b197e7094f232959f8f20541ead1d9862ac5ebea1d58e9849c1bf979255dfac9"},
+    {file = "charset_normalizer-3.4.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:dd4eda173a9fcccb5f2e2bd2a9f423d180194b1bf17cf59e3269899235b2a114"},
+    {file = "charset_normalizer-3.4.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:e9e3c4c9e1ed40ea53acf11e2a386383c3304212c965773704e4603d589343ed"},
+    {file = "charset_normalizer-3.4.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:92a7e36b000bf022ef3dbb9c46bfe2d52c047d5e3f3343f43204263c5addc250"},
+    {file = "charset_normalizer-3.4.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:54b6a92d009cbe2fb11054ba694bc9e284dad30a26757b1e372a1fdddaf21920"},
+    {file = "charset_normalizer-3.4.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1ffd9493de4c922f2a38c2bf62b831dcec90ac673ed1ca182fe11b4d8e9f2a64"},
+    {file = "charset_normalizer-3.4.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:35c404d74c2926d0287fbd63ed5d27eb911eb9e4a3bb2c6d294f3cfd4a9e0c23"},
+    {file = "charset_normalizer-3.4.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4796efc4faf6b53a18e3d46343535caed491776a22af773f366534056c4e1fbc"},
+    {file = "charset_normalizer-3.4.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e7fdd52961feb4c96507aa649550ec2a0d527c086d284749b2f582f2d40a2e0d"},
+    {file = "charset_normalizer-3.4.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:92db3c28b5b2a273346bebb24857fda45601aef6ae1c011c0a997106581e8a88"},
+    {file = "charset_normalizer-3.4.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:ab973df98fc99ab39080bfb0eb3a925181454d7c3ac8a1e695fddfae696d9e90"},
+    {file = "charset_normalizer-3.4.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:4b67fdab07fdd3c10bb21edab3cbfe8cf5696f453afce75d815d9d7223fbe88b"},
+    {file = "charset_normalizer-3.4.0-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:aa41e526a5d4a9dfcfbab0716c7e8a1b215abd3f3df5a45cf18a12721d31cb5d"},
+    {file = "charset_normalizer-3.4.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:ffc519621dce0c767e96b9c53f09c5d215578e10b02c285809f76509a3931482"},
+    {file = "charset_normalizer-3.4.0-cp313-cp313-win32.whl", hash = "sha256:f19c1585933c82098c2a520f8ec1227f20e339e33aca8fa6f956f6691b784e67"},
+    {file = "charset_normalizer-3.4.0-cp313-cp313-win_amd64.whl", hash = "sha256:707b82d19e65c9bd28b81dde95249b07bf9f5b90ebe1ef17d9b57473f8a64b7b"},
+    {file = "charset_normalizer-3.4.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:dbe03226baf438ac4fda9e2d0715022fd579cb641c4cf639fa40d53b2fe6f3e2"},
+    {file = "charset_normalizer-3.4.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dd9a8bd8900e65504a305bf8ae6fa9fbc66de94178c420791d0293702fce2df7"},
+    {file = "charset_normalizer-3.4.0-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b8831399554b92b72af5932cdbbd4ddc55c55f631bb13ff8fe4e6536a06c5c51"},
+    {file = "charset_normalizer-3.4.0-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a14969b8691f7998e74663b77b4c36c0337cb1df552da83d5c9004a93afdb574"},
+    {file = "charset_normalizer-3.4.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dcaf7c1524c0542ee2fc82cc8ec337f7a9f7edee2532421ab200d2b920fc97cf"},
+    {file = "charset_normalizer-3.4.0-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:425c5f215d0eecee9a56cdb703203dda90423247421bf0d67125add85d0c4455"},
+    {file = "charset_normalizer-3.4.0-cp37-cp37m-musllinux_1_2_aarch64.whl", hash = "sha256:d5b054862739d276e09928de37c79ddeec42a6e1bfc55863be96a36ba22926f6"},
+    {file = "charset_normalizer-3.4.0-cp37-cp37m-musllinux_1_2_i686.whl", hash = "sha256:f3e73a4255342d4eb26ef6df01e3962e73aa29baa3124a8e824c5d3364a65748"},
+    {file = "charset_normalizer-3.4.0-cp37-cp37m-musllinux_1_2_ppc64le.whl", hash = "sha256:2f6c34da58ea9c1a9515621f4d9ac379871a8f21168ba1b5e09d74250de5ad62"},
+    {file = "charset_normalizer-3.4.0-cp37-cp37m-musllinux_1_2_s390x.whl", hash = "sha256:f09cb5a7bbe1ecae6e87901a2eb23e0256bb524a79ccc53eb0b7629fbe7677c4"},
+    {file = "charset_normalizer-3.4.0-cp37-cp37m-musllinux_1_2_x86_64.whl", hash = "sha256:0099d79bdfcf5c1f0c2c72f91516702ebf8b0b8ddd8905f97a8aecf49712c621"},
+    {file = "charset_normalizer-3.4.0-cp37-cp37m-win32.whl", hash = "sha256:9c98230f5042f4945f957d006edccc2af1e03ed5e37ce7c373f00a5a4daa6149"},
+    {file = "charset_normalizer-3.4.0-cp37-cp37m-win_amd64.whl", hash = "sha256:62f60aebecfc7f4b82e3f639a7d1433a20ec32824db2199a11ad4f5e146ef5ee"},
+    {file = "charset_normalizer-3.4.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:af73657b7a68211996527dbfeffbb0864e043d270580c5aef06dc4b659a4b578"},
+    {file = "charset_normalizer-3.4.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:cab5d0b79d987c67f3b9e9c53f54a61360422a5a0bc075f43cab5621d530c3b6"},
+    {file = "charset_normalizer-3.4.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:9289fd5dddcf57bab41d044f1756550f9e7cf0c8e373b8cdf0ce8773dc4bd417"},
+    {file = "charset_normalizer-3.4.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6b493a043635eb376e50eedf7818f2f322eabbaa974e948bd8bdd29eb7ef2a51"},
+    {file = "charset_normalizer-3.4.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9fa2566ca27d67c86569e8c85297aaf413ffab85a8960500f12ea34ff98e4c41"},
+    {file = "charset_normalizer-3.4.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a8e538f46104c815be19c975572d74afb53f29650ea2025bbfaef359d2de2f7f"},
+    {file = "charset_normalizer-3.4.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6fd30dc99682dc2c603c2b315bded2799019cea829f8bf57dc6b61efde6611c8"},
+    {file = "charset_normalizer-3.4.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2006769bd1640bdf4d5641c69a3d63b71b81445473cac5ded39740a226fa88ab"},
+    {file = "charset_normalizer-3.4.0-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:dc15e99b2d8a656f8e666854404f1ba54765871104e50c8e9813af8a7db07f12"},
+    {file = "charset_normalizer-3.4.0-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:ab2e5bef076f5a235c3774b4f4028a680432cded7cad37bba0fd90d64b187d19"},
+    {file = "charset_normalizer-3.4.0-cp38-cp38-musllinux_1_2_ppc64le.whl", hash = "sha256:4ec9dd88a5b71abfc74e9df5ebe7921c35cbb3b641181a531ca65cdb5e8e4dea"},
+    {file = "charset_normalizer-3.4.0-cp38-cp38-musllinux_1_2_s390x.whl", hash = "sha256:43193c5cda5d612f247172016c4bb71251c784d7a4d9314677186a838ad34858"},
+    {file = "charset_normalizer-3.4.0-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:aa693779a8b50cd97570e5a0f343538a8dbd3e496fa5dcb87e29406ad0299654"},
+    {file = "charset_normalizer-3.4.0-cp38-cp38-win32.whl", hash = "sha256:7706f5850360ac01d80c89bcef1640683cc12ed87f42579dab6c5d3ed6888613"},
+    {file = "charset_normalizer-3.4.0-cp38-cp38-win_amd64.whl", hash = "sha256:c3e446d253bd88f6377260d07c895816ebf33ffffd56c1c792b13bff9c3e1ade"},
+    {file = "charset_normalizer-3.4.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:980b4f289d1d90ca5efcf07958d3eb38ed9c0b7676bf2831a54d4f66f9c27dfa"},
+    {file = "charset_normalizer-3.4.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:f28f891ccd15c514a0981f3b9db9aa23d62fe1a99997512b0491d2ed323d229a"},
+    {file = "charset_normalizer-3.4.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:a8aacce6e2e1edcb6ac625fb0f8c3a9570ccc7bfba1f63419b3769ccf6a00ed0"},
+    {file = "charset_normalizer-3.4.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bd7af3717683bea4c87acd8c0d3d5b44d56120b26fd3f8a692bdd2d5260c620a"},
+    {file = "charset_normalizer-3.4.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5ff2ed8194587faf56555927b3aa10e6fb69d931e33953943bc4f837dfee2242"},
+    {file = "charset_normalizer-3.4.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:e91f541a85298cf35433bf66f3fab2a4a2cff05c127eeca4af174f6d497f0d4b"},
+    {file = "charset_normalizer-3.4.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:309a7de0a0ff3040acaebb35ec45d18db4b28232f21998851cfa709eeff49d62"},
+    {file = "charset_normalizer-3.4.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:285e96d9d53422efc0d7a17c60e59f37fbf3dfa942073f666db4ac71e8d726d0"},
+    {file = "charset_normalizer-3.4.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:5d447056e2ca60382d460a604b6302d8db69476fd2015c81e7c35417cfabe4cd"},
+    {file = "charset_normalizer-3.4.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:20587d20f557fe189b7947d8e7ec5afa110ccf72a3128d61a2a387c3313f46be"},
+    {file = "charset_normalizer-3.4.0-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:130272c698667a982a5d0e626851ceff662565379baf0ff2cc58067b81d4f11d"},
+    {file = "charset_normalizer-3.4.0-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:ab22fbd9765e6954bc0bcff24c25ff71dcbfdb185fcdaca49e81bac68fe724d3"},
+    {file = "charset_normalizer-3.4.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:7782afc9b6b42200f7362858f9e73b1f8316afb276d316336c0ec3bd73312742"},
+    {file = "charset_normalizer-3.4.0-cp39-cp39-win32.whl", hash = "sha256:2de62e8801ddfff069cd5c504ce3bc9672b23266597d4e4f50eda28846c322f2"},
+    {file = "charset_normalizer-3.4.0-cp39-cp39-win_amd64.whl", hash = "sha256:95c3c157765b031331dd4db3c775e58deaee050a3042fcad72cbc4189d7c8dca"},
+    {file = "charset_normalizer-3.4.0-py3-none-any.whl", hash = "sha256:fe9f97feb71aa9896b81973a7bbada8c49501dc73e58a10fcef6663af95e5079"},
+    {file = "charset_normalizer-3.4.0.tar.gz", hash = "sha256:223217c3d4f82c3ac5e29032b3f1c2eb0fb591b72161f86d93f5719079dae93e"},
 ]
 
 [[package]]
 name = "click"
-version = "8.1.8"
+version = "8.1.7"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
-    {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
+    {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
+    {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
 ]
 
 [package.dependencies]
@@ -829,13 +872,14 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [[package]]
 name = "cloudpickle"
-version = "3.1.1"
+version = "3.1.0"
 description = "Pickler class to extend the standard pickle.Pickler functionality"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "cloudpickle-3.1.1-py3-none-any.whl", hash = "sha256:c8c5a44295039331ee9dad40ba100a9c7297b6f988e50e87ccdf3765a668350e"},
-    {file = "cloudpickle-3.1.1.tar.gz", hash = "sha256:b216fa8ae4019d5482a8ac3c95d8f6346115d8835911fd4aefd1a445e4242c64"},
+    {file = "cloudpickle-3.1.0-py3-none-any.whl", hash = "sha256:fe11acda67f61aaaec473e3afe030feb131d78a43461b718185363384f1ba12e"},
+    {file = "cloudpickle-3.1.0.tar.gz", hash = "sha256:81a929b6e3c7335c863c771d673d105f02efdb89dfaba0c90495d1c64796601b"},
 ]
 
 [[package]]
@@ -844,6 +888,8 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["main"]
+markers = "platform_system == \"Windows\" or sys_platform == \"win32\""
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
@@ -855,6 +901,7 @@ version = "0.2.2"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "comm-0.2.2-py3-none-any.whl", hash = "sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3"},
     {file = "comm-0.2.2.tar.gz", hash = "sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e"},
@@ -872,6 +919,7 @@ version = "1.3.1"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "contourpy-1.3.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a045f341a77b77e1c5de31e74e966537bba9f3c4099b35bf4c2e3939dd54cdab"},
     {file = "contourpy-1.3.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:500360b77259914f7805af7462e41f9cb7ca92ad38e9f94d6c8641b089338124"},
@@ -941,81 +989,82 @@ test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist"
 
 [[package]]
 name = "coverage"
-version = "7.8.0"
+version = "7.6.8"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
-files = [
-    {file = "coverage-7.8.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2931f66991175369859b5fd58529cd4b73582461877ecfd859b6549869287ffe"},
-    {file = "coverage-7.8.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:52a523153c568d2c0ef8826f6cc23031dc86cffb8c6aeab92c4ff776e7951b28"},
-    {file = "coverage-7.8.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5c8a5c139aae4c35cbd7cadca1df02ea8cf28a911534fc1b0456acb0b14234f3"},
-    {file = "coverage-7.8.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5a26c0c795c3e0b63ec7da6efded5f0bc856d7c0b24b2ac84b4d1d7bc578d676"},
-    {file = "coverage-7.8.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:821f7bcbaa84318287115d54becb1915eece6918136c6f91045bb84e2f88739d"},
-    {file = "coverage-7.8.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:a321c61477ff8ee705b8a5fed370b5710c56b3a52d17b983d9215861e37b642a"},
-    {file = "coverage-7.8.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:ed2144b8a78f9d94d9515963ed273d620e07846acd5d4b0a642d4849e8d91a0c"},
-    {file = "coverage-7.8.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:042e7841a26498fff7a37d6fda770d17519982f5b7d8bf5278d140b67b61095f"},
-    {file = "coverage-7.8.0-cp310-cp310-win32.whl", hash = "sha256:f9983d01d7705b2d1f7a95e10bbe4091fabc03a46881a256c2787637b087003f"},
-    {file = "coverage-7.8.0-cp310-cp310-win_amd64.whl", hash = "sha256:5a570cd9bd20b85d1a0d7b009aaf6c110b52b5755c17be6962f8ccd65d1dbd23"},
-    {file = "coverage-7.8.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:e7ac22a0bb2c7c49f441f7a6d46c9c80d96e56f5a8bc6972529ed43c8b694e27"},
-    {file = "coverage-7.8.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:bf13d564d310c156d1c8e53877baf2993fb3073b2fc9f69790ca6a732eb4bfea"},
-    {file = "coverage-7.8.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a5761c70c017c1b0d21b0815a920ffb94a670c8d5d409d9b38857874c21f70d7"},
-    {file = "coverage-7.8.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e5ff52d790c7e1628241ffbcaeb33e07d14b007b6eb00a19320c7b8a7024c040"},
-    {file = "coverage-7.8.0-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d39fc4817fd67b3915256af5dda75fd4ee10621a3d484524487e33416c6f3543"},
-    {file = "coverage-7.8.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:b44674870709017e4b4036e3d0d6c17f06a0e6d4436422e0ad29b882c40697d2"},
-    {file = "coverage-7.8.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:8f99eb72bf27cbb167b636eb1726f590c00e1ad375002230607a844d9e9a2318"},
-    {file = "coverage-7.8.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:b571bf5341ba8c6bc02e0baeaf3b061ab993bf372d982ae509807e7f112554e9"},
-    {file = "coverage-7.8.0-cp311-cp311-win32.whl", hash = "sha256:e75a2ad7b647fd8046d58c3132d7eaf31b12d8a53c0e4b21fa9c4d23d6ee6d3c"},
-    {file = "coverage-7.8.0-cp311-cp311-win_amd64.whl", hash = "sha256:3043ba1c88b2139126fc72cb48574b90e2e0546d4c78b5299317f61b7f718b78"},
-    {file = "coverage-7.8.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:bbb5cc845a0292e0c520656d19d7ce40e18d0e19b22cb3e0409135a575bf79fc"},
-    {file = "coverage-7.8.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:4dfd9a93db9e78666d178d4f08a5408aa3f2474ad4d0e0378ed5f2ef71640cb6"},
-    {file = "coverage-7.8.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f017a61399f13aa6d1039f75cd467be388d157cd81f1a119b9d9a68ba6f2830d"},
-    {file = "coverage-7.8.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0915742f4c82208ebf47a2b154a5334155ed9ef9fe6190674b8a46c2fb89cb05"},
-    {file = "coverage-7.8.0-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8a40fcf208e021eb14b0fac6bdb045c0e0cab53105f93ba0d03fd934c956143a"},
-    {file = "coverage-7.8.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:a1f406a8e0995d654b2ad87c62caf6befa767885301f3b8f6f73e6f3c31ec3a6"},
-    {file = "coverage-7.8.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:77af0f6447a582fdc7de5e06fa3757a3ef87769fbb0fdbdeba78c23049140a47"},
-    {file = "coverage-7.8.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:f2d32f95922927186c6dbc8bc60df0d186b6edb828d299ab10898ef3f40052fe"},
-    {file = "coverage-7.8.0-cp312-cp312-win32.whl", hash = "sha256:769773614e676f9d8e8a0980dd7740f09a6ea386d0f383db6821df07d0f08545"},
-    {file = "coverage-7.8.0-cp312-cp312-win_amd64.whl", hash = "sha256:e5d2b9be5b0693cf21eb4ce0ec8d211efb43966f6657807f6859aab3814f946b"},
-    {file = "coverage-7.8.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:5ac46d0c2dd5820ce93943a501ac5f6548ea81594777ca585bf002aa8854cacd"},
-    {file = "coverage-7.8.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:771eb7587a0563ca5bb6f622b9ed7f9d07bd08900f7589b4febff05f469bea00"},
-    {file = "coverage-7.8.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:42421e04069fb2cbcbca5a696c4050b84a43b05392679d4068acbe65449b5c64"},
-    {file = "coverage-7.8.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:554fec1199d93ab30adaa751db68acec2b41c5602ac944bb19187cb9a41a8067"},
-    {file = "coverage-7.8.0-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5aaeb00761f985007b38cf463b1d160a14a22c34eb3f6a39d9ad6fc27cb73008"},
-    {file = "coverage-7.8.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:581a40c7b94921fffd6457ffe532259813fc68eb2bdda60fa8cc343414ce3733"},
-    {file = "coverage-7.8.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:f319bae0321bc838e205bf9e5bc28f0a3165f30c203b610f17ab5552cff90323"},
-    {file = "coverage-7.8.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:04bfec25a8ef1c5f41f5e7e5c842f6b615599ca8ba8391ec33a9290d9d2db3a3"},
-    {file = "coverage-7.8.0-cp313-cp313-win32.whl", hash = "sha256:dd19608788b50eed889e13a5d71d832edc34fc9dfce606f66e8f9f917eef910d"},
-    {file = "coverage-7.8.0-cp313-cp313-win_amd64.whl", hash = "sha256:a9abbccd778d98e9c7e85038e35e91e67f5b520776781d9a1e2ee9d400869487"},
-    {file = "coverage-7.8.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:18c5ae6d061ad5b3e7eef4363fb27a0576012a7447af48be6c75b88494c6cf25"},
-    {file = "coverage-7.8.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:95aa6ae391a22bbbce1b77ddac846c98c5473de0372ba5c463480043a07bff42"},
-    {file = "coverage-7.8.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e013b07ba1c748dacc2a80e69a46286ff145935f260eb8c72df7185bf048f502"},
-    {file = "coverage-7.8.0-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d766a4f0e5aa1ba056ec3496243150698dc0481902e2b8559314368717be82b1"},
-    {file = "coverage-7.8.0-cp313-cp313t-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ad80e6b4a0c3cb6f10f29ae4c60e991f424e6b14219d46f1e7d442b938ee68a4"},
-    {file = "coverage-7.8.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:b87eb6fc9e1bb8f98892a2458781348fa37e6925f35bb6ceb9d4afd54ba36c73"},
-    {file = "coverage-7.8.0-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:d1ba00ae33be84066cfbe7361d4e04dec78445b2b88bdb734d0d1cbab916025a"},
-    {file = "coverage-7.8.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:f3c38e4e5ccbdc9198aecc766cedbb134b2d89bf64533973678dfcf07effd883"},
-    {file = "coverage-7.8.0-cp313-cp313t-win32.whl", hash = "sha256:379fe315e206b14e21db5240f89dc0774bdd3e25c3c58c2c733c99eca96f1ada"},
-    {file = "coverage-7.8.0-cp313-cp313t-win_amd64.whl", hash = "sha256:2e4b6b87bb0c846a9315e3ab4be2d52fac905100565f4b92f02c445c8799e257"},
-    {file = "coverage-7.8.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:fa260de59dfb143af06dcf30c2be0b200bed2a73737a8a59248fcb9fa601ef0f"},
-    {file = "coverage-7.8.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:96121edfa4c2dfdda409877ea8608dd01de816a4dc4a0523356067b305e4e17a"},
-    {file = "coverage-7.8.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6b8af63b9afa1031c0ef05b217faa598f3069148eeee6bb24b79da9012423b82"},
-    {file = "coverage-7.8.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:89b1f4af0d4afe495cd4787a68e00f30f1d15939f550e869de90a86efa7e0814"},
-    {file = "coverage-7.8.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:94ec0be97723ae72d63d3aa41961a0b9a6f5a53ff599813c324548d18e3b9e8c"},
-    {file = "coverage-7.8.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:8a1d96e780bdb2d0cbb297325711701f7c0b6f89199a57f2049e90064c29f6bd"},
-    {file = "coverage-7.8.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:f1d8a2a57b47142b10374902777e798784abf400a004b14f1b0b9eaf1e528ba4"},
-    {file = "coverage-7.8.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:cf60dd2696b457b710dd40bf17ad269d5f5457b96442f7f85722bdb16fa6c899"},
-    {file = "coverage-7.8.0-cp39-cp39-win32.whl", hash = "sha256:be945402e03de47ba1872cd5236395e0f4ad635526185a930735f66710e1bd3f"},
-    {file = "coverage-7.8.0-cp39-cp39-win_amd64.whl", hash = "sha256:90e7fbc6216ecaffa5a880cdc9c77b7418c1dcb166166b78dbc630d07f278cc3"},
-    {file = "coverage-7.8.0-pp39.pp310.pp311-none-any.whl", hash = "sha256:b8194fb8e50d556d5849753de991d390c5a1edeeba50f68e3a9253fbd8bf8ccd"},
-    {file = "coverage-7.8.0-py3-none-any.whl", hash = "sha256:dbf364b4c5e7bae9250528167dfe40219b62e2d573c854d74be213e1e52069f7"},
-    {file = "coverage-7.8.0.tar.gz", hash = "sha256:7a3d62b3b03b4b6fd41a085f3574874cf946cb4604d2b4d3e8dca8cd570ca501"},
+groups = ["main"]
+markers = "extra == \"dev\""
+files = [
+    {file = "coverage-7.6.8-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b39e6011cd06822eb964d038d5dff5da5d98652b81f5ecd439277b32361a3a50"},
+    {file = "coverage-7.6.8-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:63c19702db10ad79151a059d2d6336fe0c470f2e18d0d4d1a57f7f9713875dcf"},
+    {file = "coverage-7.6.8-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3985b9be361d8fb6b2d1adc9924d01dec575a1d7453a14cccd73225cb79243ee"},
+    {file = "coverage-7.6.8-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:644ec81edec0f4ad17d51c838a7d01e42811054543b76d4ba2c5d6af741ce2a6"},
+    {file = "coverage-7.6.8-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1f188a2402f8359cf0c4b1fe89eea40dc13b52e7b4fd4812450da9fcd210181d"},
+    {file = "coverage-7.6.8-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:e19122296822deafce89a0c5e8685704c067ae65d45e79718c92df7b3ec3d331"},
+    {file = "coverage-7.6.8-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:13618bed0c38acc418896005732e565b317aa9e98d855a0e9f211a7ffc2d6638"},
+    {file = "coverage-7.6.8-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:193e3bffca48ad74b8c764fb4492dd875038a2f9925530cb094db92bb5e47bed"},
+    {file = "coverage-7.6.8-cp310-cp310-win32.whl", hash = "sha256:3988665ee376abce49613701336544041f2117de7b7fbfe91b93d8ff8b151c8e"},
+    {file = "coverage-7.6.8-cp310-cp310-win_amd64.whl", hash = "sha256:f56f49b2553d7dd85fd86e029515a221e5c1f8cb3d9c38b470bc38bde7b8445a"},
+    {file = "coverage-7.6.8-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:86cffe9c6dfcfe22e28027069725c7f57f4b868a3f86e81d1c62462764dc46d4"},
+    {file = "coverage-7.6.8-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:d82ab6816c3277dc962cfcdc85b1efa0e5f50fb2c449432deaf2398a2928ab94"},
+    {file = "coverage-7.6.8-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:13690e923a3932e4fad4c0ebfb9cb5988e03d9dcb4c5150b5fcbf58fd8bddfc4"},
+    {file = "coverage-7.6.8-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4be32da0c3827ac9132bb488d331cb32e8d9638dd41a0557c5569d57cf22c9c1"},
+    {file = "coverage-7.6.8-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:44e6c85bbdc809383b509d732b06419fb4544dca29ebe18480379633623baafb"},
+    {file = "coverage-7.6.8-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:768939f7c4353c0fac2f7c37897e10b1414b571fd85dd9fc49e6a87e37a2e0d8"},
+    {file = "coverage-7.6.8-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:e44961e36cb13c495806d4cac67640ac2866cb99044e210895b506c26ee63d3a"},
+    {file = "coverage-7.6.8-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:3ea8bb1ab9558374c0ab591783808511d135a833c3ca64a18ec927f20c4030f0"},
+    {file = "coverage-7.6.8-cp311-cp311-win32.whl", hash = "sha256:629a1ba2115dce8bf75a5cce9f2486ae483cb89c0145795603d6554bdc83e801"},
+    {file = "coverage-7.6.8-cp311-cp311-win_amd64.whl", hash = "sha256:fb9fc32399dca861584d96eccd6c980b69bbcd7c228d06fb74fe53e007aa8ef9"},
+    {file = "coverage-7.6.8-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:e683e6ecc587643f8cde8f5da6768e9d165cd31edf39ee90ed7034f9ca0eefee"},
+    {file = "coverage-7.6.8-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1defe91d41ce1bd44b40fabf071e6a01a5aa14de4a31b986aa9dfd1b3e3e414a"},
+    {file = "coverage-7.6.8-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d7ad66e8e50225ebf4236368cc43c37f59d5e6728f15f6e258c8639fa0dd8e6d"},
+    {file = "coverage-7.6.8-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3fe47da3e4fda5f1abb5709c156eca207eacf8007304ce3019eb001e7a7204cb"},
+    {file = "coverage-7.6.8-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:202a2d645c5a46b84992f55b0a3affe4f0ba6b4c611abec32ee88358db4bb649"},
+    {file = "coverage-7.6.8-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:4674f0daa1823c295845b6a740d98a840d7a1c11df00d1fd62614545c1583787"},
+    {file = "coverage-7.6.8-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:74610105ebd6f33d7c10f8907afed696e79c59e3043c5f20eaa3a46fddf33b4c"},
+    {file = "coverage-7.6.8-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:37cda8712145917105e07aab96388ae76e787270ec04bcb9d5cc786d7cbb8443"},
+    {file = "coverage-7.6.8-cp312-cp312-win32.whl", hash = "sha256:9e89d5c8509fbd6c03d0dd1972925b22f50db0792ce06324ba069f10787429ad"},
+    {file = "coverage-7.6.8-cp312-cp312-win_amd64.whl", hash = "sha256:379c111d3558272a2cae3d8e57e6b6e6f4fe652905692d54bad5ea0ca37c5ad4"},
+    {file = "coverage-7.6.8-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0b0c69f4f724c64dfbfe79f5dfb503b42fe6127b8d479b2677f2b227478db2eb"},
+    {file = "coverage-7.6.8-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:c15b32a7aca8038ed7644f854bf17b663bc38e1671b5d6f43f9a2b2bd0c46f63"},
+    {file = "coverage-7.6.8-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:63068a11171e4276f6ece913bde059e77c713b48c3a848814a6537f35afb8365"},
+    {file = "coverage-7.6.8-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6f4548c5ead23ad13fb7a2c8ea541357474ec13c2b736feb02e19a3085fac002"},
+    {file = "coverage-7.6.8-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3b4b4299dd0d2c67caaaf286d58aef5e75b125b95615dda4542561a5a566a1e3"},
+    {file = "coverage-7.6.8-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:c9ebfb2507751f7196995142f057d1324afdab56db1d9743aab7f50289abd022"},
+    {file = "coverage-7.6.8-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:c1b4474beee02ede1eef86c25ad4600a424fe36cff01a6103cb4533c6bf0169e"},
+    {file = "coverage-7.6.8-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:d9fd2547e6decdbf985d579cf3fc78e4c1d662b9b0ff7cc7862baaab71c9cc5b"},
+    {file = "coverage-7.6.8-cp313-cp313-win32.whl", hash = "sha256:8aae5aea53cbfe024919715eca696b1a3201886ce83790537d1c3668459c7146"},
+    {file = "coverage-7.6.8-cp313-cp313-win_amd64.whl", hash = "sha256:ae270e79f7e169ccfe23284ff5ea2d52a6f401dc01b337efb54b3783e2ce3f28"},
+    {file = "coverage-7.6.8-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:de38add67a0af869b0d79c525d3e4588ac1ffa92f39116dbe0ed9753f26eba7d"},
+    {file = "coverage-7.6.8-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:b07c25d52b1c16ce5de088046cd2432b30f9ad5e224ff17c8f496d9cb7d1d451"},
+    {file = "coverage-7.6.8-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:62a66ff235e4c2e37ed3b6104d8b478d767ff73838d1222132a7a026aa548764"},
+    {file = "coverage-7.6.8-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:09b9f848b28081e7b975a3626e9081574a7b9196cde26604540582da60235fdf"},
+    {file = "coverage-7.6.8-cp313-cp313t-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:093896e530c38c8e9c996901858ac63f3d4171268db2c9c8b373a228f459bbc5"},
+    {file = "coverage-7.6.8-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:9a7b8ac36fd688c8361cbc7bf1cb5866977ece6e0b17c34aa0df58bda4fa18a4"},
+    {file = "coverage-7.6.8-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:38c51297b35b3ed91670e1e4efb702b790002e3245a28c76e627478aa3c10d83"},
+    {file = "coverage-7.6.8-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:2e4e0f60cb4bd7396108823548e82fdab72d4d8a65e58e2c19bbbc2f1e2bfa4b"},
+    {file = "coverage-7.6.8-cp313-cp313t-win32.whl", hash = "sha256:6535d996f6537ecb298b4e287a855f37deaf64ff007162ec0afb9ab8ba3b8b71"},
+    {file = "coverage-7.6.8-cp313-cp313t-win_amd64.whl", hash = "sha256:c79c0685f142ca53256722a384540832420dff4ab15fec1863d7e5bc8691bdcc"},
+    {file = "coverage-7.6.8-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:3ac47fa29d8d41059ea3df65bd3ade92f97ee4910ed638e87075b8e8ce69599e"},
+    {file = "coverage-7.6.8-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:24eda3a24a38157eee639ca9afe45eefa8d2420d49468819ac5f88b10de84f4c"},
+    {file = "coverage-7.6.8-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e4c81ed2820b9023a9a90717020315e63b17b18c274a332e3b6437d7ff70abe0"},
+    {file = "coverage-7.6.8-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:bd55f8fc8fa494958772a2a7302b0354ab16e0b9272b3c3d83cdb5bec5bd1779"},
+    {file = "coverage-7.6.8-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f39e2f3530ed1626c66e7493be7a8423b023ca852aacdc91fb30162c350d2a92"},
+    {file = "coverage-7.6.8-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:716a78a342679cd1177bc8c2fe957e0ab91405bd43a17094324845200b2fddf4"},
+    {file = "coverage-7.6.8-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:177f01eeaa3aee4a5ffb0d1439c5952b53d5010f86e9d2667963e632e30082cc"},
+    {file = "coverage-7.6.8-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:912e95017ff51dc3d7b6e2be158dedc889d9a5cc3382445589ce554f1a34c0ea"},
+    {file = "coverage-7.6.8-cp39-cp39-win32.whl", hash = "sha256:4db3ed6a907b555e57cc2e6f14dc3a4c2458cdad8919e40b5357ab9b6db6c43e"},
+    {file = "coverage-7.6.8-cp39-cp39-win_amd64.whl", hash = "sha256:428ac484592f780e8cd7b6b14eb568f7c85460c92e2a37cb0c0e5186e1a0d076"},
+    {file = "coverage-7.6.8-pp39.pp310-none-any.whl", hash = "sha256:5c52a036535d12590c32c49209e79cabaad9f9ad8aa4cbd875b68c4d67a9cbce"},
+    {file = "coverage-7.6.8.tar.gz", hash = "sha256:8b2b8503edb06822c86d82fa64a4a5cb0760bb8f31f26e138ec743f422f37cfc"},
 ]
 
 [package.dependencies]
 tomli = {version = "*", optional = true, markers = "python_full_version <= \"3.11.0a6\" and extra == \"toml\""}
 
 [package.extras]
-toml = ["tomli"]
+toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
 
 [[package]]
 name = "dash"
@@ -1023,6 +1072,7 @@ version = "2.18.2"
 description = "A Python framework for building reactive web-apps. Developed by Plotly."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "dash-2.18.2-py3-none-any.whl", hash = "sha256:0ce0479d1bc958e934630e2de7023b8a4558f23ce1f9f5a4b34b65eb3903a869"},
     {file = "dash-2.18.2.tar.gz", hash = "sha256:20e8404f73d0fe88ce2eae33c25bbc513cbe52f30d23a401fa5f24dbb44296c8"},
@@ -1056,6 +1106,7 @@ version = "2.0.0"
 description = "Core component suite for Dash"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "dash_core_components-2.0.0-py3-none-any.whl", hash = "sha256:52b8e8cce13b18d0802ee3acbc5e888cb1248a04968f962d63d070400af2e346"},
     {file = "dash_core_components-2.0.0.tar.gz", hash = "sha256:c6733874af975e552f95a1398a16c2ee7df14ce43fa60bb3718a3c6e0b63ffee"},
@@ -1067,6 +1118,7 @@ version = "1.0.2"
 description = "A Component Library for Dash aimed at facilitating network visualization in Python, wrapped around Cytoscape.js"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "dash_cytoscape-1.0.2.tar.gz", hash = "sha256:a61019d2184d63a2b3b5c06d056d3b867a04223a674cc3c7cf900a561a9a59aa"},
 ]
@@ -1083,6 +1135,7 @@ version = "2.0.0"
 description = "Vanilla HTML components for Dash"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "dash_html_components-2.0.0-py3-none-any.whl", hash = "sha256:b42cc903713c9706af03b3f2548bda4be7307a7cf89b7d6eae3da872717d1b63"},
     {file = "dash_html_components-2.0.0.tar.gz", hash = "sha256:8703a601080f02619a6390998e0b3da4a5daabe97a1fd7a9cebc09d015f26e50"},
@@ -1094,6 +1147,7 @@ version = "5.0.0"
 description = "Dash table"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "dash_table-5.0.0-py3-none-any.whl", hash = "sha256:19036fa352bb1c11baf38068ec62d172f0515f73ca3276c79dee49b95ddc16c9"},
     {file = "dash_table-5.0.0.tar.gz", hash = "sha256:18624d693d4c8ef2ddec99a6f167593437a7ea0bf153aa20f318c170c5bc7308"},
@@ -1101,13 +1155,14 @@ files = [
 
 [[package]]
 name = "dask"
-version = "2025.3.0"
+version = "2024.12.0"
 description = "Parallel PyData with Task Scheduling"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
-    {file = "dask-2025.3.0-py3-none-any.whl", hash = "sha256:b5d72bb33788904a218fd7da1850238517592358ecc79c30bb5c188a71df506d"},
-    {file = "dask-2025.3.0.tar.gz", hash = "sha256:322834f44ebc24abeb564c56ccb817c97d6e7af6be71ad0ad96b78b51f2e0e85"},
+    {file = "dask-2024.12.0-py3-none-any.whl", hash = "sha256:e038e87b9f06e7927b81ecde6cf2b49aa699bb902fec11abba5697cb48baeb8d"},
+    {file = "dask-2024.12.0.tar.gz", hash = "sha256:ffd02b06ac06b993df0b48e0ba4fe02abceb5c8b34b40bd91d63f33ec7a272a4"},
 ]
 
 [package.dependencies]
@@ -1124,44 +1179,45 @@ toolz = ">=0.10.0"
 [package.extras]
 array = ["numpy (>=1.24)"]
 complete = ["dask[array,dataframe,diagnostics,distributed]", "lz4 (>=4.3.2)", "pyarrow (>=14.0.1)"]
-dataframe = ["dask[array]", "pandas (>=2.0)", "pyarrow (>=14.0.1)"]
+dataframe = ["dask-expr (>=1.1,<1.2)", "dask[array]", "pandas (>=2.0)"]
 diagnostics = ["bokeh (>=3.1.0)", "jinja2 (>=2.10.3)"]
-distributed = ["distributed (==2025.3.0)"]
-test = ["pandas[test]", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist"]
+distributed = ["distributed (==2024.12.0)"]
+test = ["pandas[test]", "pre-commit", "pytest", "pytest-cov", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist"]
 
 [[package]]
 name = "debugpy"
-version = "1.8.14"
+version = "1.8.9"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
-files = [
-    {file = "debugpy-1.8.14-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:93fee753097e85623cab1c0e6a68c76308cd9f13ffdf44127e6fab4fbf024339"},
-    {file = "debugpy-1.8.14-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3d937d93ae4fa51cdc94d3e865f535f185d5f9748efb41d0d49e33bf3365bd79"},
-    {file = "debugpy-1.8.14-cp310-cp310-win32.whl", hash = "sha256:c442f20577b38cc7a9aafecffe1094f78f07fb8423c3dddb384e6b8f49fd2987"},
-    {file = "debugpy-1.8.14-cp310-cp310-win_amd64.whl", hash = "sha256:f117dedda6d969c5c9483e23f573b38f4e39412845c7bc487b6f2648df30fe84"},
-    {file = "debugpy-1.8.14-cp311-cp311-macosx_14_0_universal2.whl", hash = "sha256:1b2ac8c13b2645e0b1eaf30e816404990fbdb168e193322be8f545e8c01644a9"},
-    {file = "debugpy-1.8.14-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cf431c343a99384ac7eab2f763980724834f933a271e90496944195318c619e2"},
-    {file = "debugpy-1.8.14-cp311-cp311-win32.whl", hash = "sha256:c99295c76161ad8d507b413cd33422d7c542889fbb73035889420ac1fad354f2"},
-    {file = "debugpy-1.8.14-cp311-cp311-win_amd64.whl", hash = "sha256:7816acea4a46d7e4e50ad8d09d963a680ecc814ae31cdef3622eb05ccacf7b01"},
-    {file = "debugpy-1.8.14-cp312-cp312-macosx_14_0_universal2.whl", hash = "sha256:8899c17920d089cfa23e6005ad9f22582fd86f144b23acb9feeda59e84405b84"},
-    {file = "debugpy-1.8.14-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f6bb5c0dcf80ad5dbc7b7d6eac484e2af34bdacdf81df09b6a3e62792b722826"},
-    {file = "debugpy-1.8.14-cp312-cp312-win32.whl", hash = "sha256:281d44d248a0e1791ad0eafdbbd2912ff0de9eec48022a5bfbc332957487ed3f"},
-    {file = "debugpy-1.8.14-cp312-cp312-win_amd64.whl", hash = "sha256:5aa56ef8538893e4502a7d79047fe39b1dae08d9ae257074c6464a7b290b806f"},
-    {file = "debugpy-1.8.14-cp313-cp313-macosx_14_0_universal2.whl", hash = "sha256:329a15d0660ee09fec6786acdb6e0443d595f64f5d096fc3e3ccf09a4259033f"},
-    {file = "debugpy-1.8.14-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0f920c7f9af409d90f5fd26e313e119d908b0dd2952c2393cd3247a462331f15"},
-    {file = "debugpy-1.8.14-cp313-cp313-win32.whl", hash = "sha256:3784ec6e8600c66cbdd4ca2726c72d8ca781e94bce2f396cc606d458146f8f4e"},
-    {file = "debugpy-1.8.14-cp313-cp313-win_amd64.whl", hash = "sha256:684eaf43c95a3ec39a96f1f5195a7ff3d4144e4a18d69bb66beeb1a6de605d6e"},
-    {file = "debugpy-1.8.14-cp38-cp38-macosx_14_0_x86_64.whl", hash = "sha256:d5582bcbe42917bc6bbe5c12db1bffdf21f6bfc28d4554b738bf08d50dc0c8c3"},
-    {file = "debugpy-1.8.14-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5349b7c3735b766a281873fbe32ca9cca343d4cc11ba4a743f84cb854339ff35"},
-    {file = "debugpy-1.8.14-cp38-cp38-win32.whl", hash = "sha256:7118d462fe9724c887d355eef395fae68bc764fd862cdca94e70dcb9ade8a23d"},
-    {file = "debugpy-1.8.14-cp38-cp38-win_amd64.whl", hash = "sha256:d235e4fa78af2de4e5609073972700523e372cf5601742449970110d565ca28c"},
-    {file = "debugpy-1.8.14-cp39-cp39-macosx_14_0_x86_64.whl", hash = "sha256:413512d35ff52c2fb0fd2d65e69f373ffd24f0ecb1fac514c04a668599c5ce7f"},
-    {file = "debugpy-1.8.14-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4c9156f7524a0d70b7a7e22b2e311d8ba76a15496fb00730e46dcdeedb9e1eea"},
-    {file = "debugpy-1.8.14-cp39-cp39-win32.whl", hash = "sha256:b44985f97cc3dd9d52c42eb59ee9d7ee0c4e7ecd62bca704891f997de4cef23d"},
-    {file = "debugpy-1.8.14-cp39-cp39-win_amd64.whl", hash = "sha256:b1528cfee6c1b1c698eb10b6b096c598738a8238822d218173d21c3086de8123"},
-    {file = "debugpy-1.8.14-py2.py3-none-any.whl", hash = "sha256:5cd9a579d553b6cb9759a7908a41988ee6280b961f24f63336835d9418216a20"},
-    {file = "debugpy-1.8.14.tar.gz", hash = "sha256:7cd287184318416850aa8b60ac90105837bb1e59531898c07569d197d2ed5322"},
+groups = ["main"]
+files = [
+    {file = "debugpy-1.8.9-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:cfe1e6c6ad7178265f74981edf1154ffce97b69005212fbc90ca22ddfe3d017e"},
+    {file = "debugpy-1.8.9-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ada7fb65102a4d2c9ab62e8908e9e9f12aed9d76ef44880367bc9308ebe49a0f"},
+    {file = "debugpy-1.8.9-cp310-cp310-win32.whl", hash = "sha256:c36856343cbaa448171cba62a721531e10e7ffb0abff838004701454149bc037"},
+    {file = "debugpy-1.8.9-cp310-cp310-win_amd64.whl", hash = "sha256:17c5e0297678442511cf00a745c9709e928ea4ca263d764e90d233208889a19e"},
+    {file = "debugpy-1.8.9-cp311-cp311-macosx_14_0_universal2.whl", hash = "sha256:b74a49753e21e33e7cf030883a92fa607bddc4ede1aa4145172debc637780040"},
+    {file = "debugpy-1.8.9-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:62d22dacdb0e296966d7d74a7141aaab4bec123fa43d1a35ddcb39bf9fd29d70"},
+    {file = "debugpy-1.8.9-cp311-cp311-win32.whl", hash = "sha256:8138efff315cd09b8dcd14226a21afda4ca582284bf4215126d87342bba1cc66"},
+    {file = "debugpy-1.8.9-cp311-cp311-win_amd64.whl", hash = "sha256:ff54ef77ad9f5c425398efb150239f6fe8e20c53ae2f68367eba7ece1e96226d"},
+    {file = "debugpy-1.8.9-cp312-cp312-macosx_14_0_universal2.whl", hash = "sha256:957363d9a7a6612a37458d9a15e72d03a635047f946e5fceee74b50d52a9c8e2"},
+    {file = "debugpy-1.8.9-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5e565fc54b680292b418bb809f1386f17081d1346dca9a871bf69a8ac4071afe"},
+    {file = "debugpy-1.8.9-cp312-cp312-win32.whl", hash = "sha256:3e59842d6c4569c65ceb3751075ff8d7e6a6ada209ceca6308c9bde932bcef11"},
+    {file = "debugpy-1.8.9-cp312-cp312-win_amd64.whl", hash = "sha256:66eeae42f3137eb428ea3a86d4a55f28da9bd5a4a3d369ba95ecc3a92c1bba53"},
+    {file = "debugpy-1.8.9-cp313-cp313-macosx_14_0_universal2.whl", hash = "sha256:957ecffff80d47cafa9b6545de9e016ae8c9547c98a538ee96ab5947115fb3dd"},
+    {file = "debugpy-1.8.9-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1efbb3ff61487e2c16b3e033bc8595aea578222c08aaf3c4bf0f93fadbd662ee"},
+    {file = "debugpy-1.8.9-cp313-cp313-win32.whl", hash = "sha256:7c4d65d03bee875bcb211c76c1d8f10f600c305dbd734beaed4077e902606fee"},
+    {file = "debugpy-1.8.9-cp313-cp313-win_amd64.whl", hash = "sha256:e46b420dc1bea64e5bbedd678148be512442bc589b0111bd799367cde051e71a"},
+    {file = "debugpy-1.8.9-cp38-cp38-macosx_14_0_x86_64.whl", hash = "sha256:472a3994999fe6c0756945ffa359e9e7e2d690fb55d251639d07208dbc37caea"},
+    {file = "debugpy-1.8.9-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:365e556a4772d7d0d151d7eb0e77ec4db03bcd95f26b67b15742b88cacff88e9"},
+    {file = "debugpy-1.8.9-cp38-cp38-win32.whl", hash = "sha256:54a7e6d3014c408eb37b0b06021366ee985f1539e12fe49ca2ee0d392d9ceca5"},
+    {file = "debugpy-1.8.9-cp38-cp38-win_amd64.whl", hash = "sha256:8e99c0b1cc7bf86d83fb95d5ccdc4ad0586d4432d489d1f54e4055bcc795f693"},
+    {file = "debugpy-1.8.9-cp39-cp39-macosx_14_0_x86_64.whl", hash = "sha256:7e8b079323a56f719977fde9d8115590cb5e7a1cba2fcee0986ef8817116e7c1"},
+    {file = "debugpy-1.8.9-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6953b335b804a41f16a192fa2e7851bdcfd92173cbb2f9f777bb934f49baab65"},
+    {file = "debugpy-1.8.9-cp39-cp39-win32.whl", hash = "sha256:7e646e62d4602bb8956db88b1e72fe63172148c1e25c041e03b103a25f36673c"},
+    {file = "debugpy-1.8.9-cp39-cp39-win_amd64.whl", hash = "sha256:3d9755e77a2d680ce3d2c5394a444cf42be4a592caaf246dbfbdd100ffcf7ae5"},
+    {file = "debugpy-1.8.9-py2.py3-none-any.whl", hash = "sha256:cc37a6c9987ad743d9c3a14fa1b1a14b7e4e6041f9dd0c8abf8895fe7a97b899"},
+    {file = "debugpy-1.8.9.zip", hash = "sha256:1339e14c7d980407248f09824d1b25ff5c5616651689f1e0f0e51bdead3ea13e"},
 ]
 
 [[package]]
@@ -1170,6 +1226,8 @@ version = "1.4.10"
 description = "Create decorators easily in python."
 optional = false
 python-versions = "*"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "decopatch-1.4.10-py2.py3-none-any.whl", hash = "sha256:e151f7f93de2b1b3fd3f3272dcc7cefd1a69f68ec1c2d8e288ecd9deb36dc5f7"},
     {file = "decopatch-1.4.10.tar.gz", hash = "sha256:957f49c93f4150182c23f8fb51d13bb3213e0f17a79e09c8cca7057598b55720"},
@@ -1180,13 +1238,14 @@ makefun = ">=1.5.0"
 
 [[package]]
 name = "decorator"
-version = "5.2.1"
+version = "5.1.1"
 description = "Decorators for Humans"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.5"
+groups = ["main"]
 files = [
-    {file = "decorator-5.2.1-py3-none-any.whl", hash = "sha256:d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a"},
-    {file = "decorator-5.2.1.tar.gz", hash = "sha256:65f266143752f734b0a7cc83c46f4618af75b8c5911b00ccb61d0ac9b6da0360"},
+    {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
+    {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
 ]
 
 [[package]]
@@ -1195,6 +1254,8 @@ version = "0.7.1"
 description = "XML bomb protection for Python stdlib modules"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"},
     {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
@@ -1206,6 +1267,8 @@ version = "0.3.9"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "distlib-0.3.9-py2.py3-none-any.whl", hash = "sha256:47f8c22fd27c27e25a65601af709b38e4f0a45ea4fc2e710f65755fa8caaaf87"},
     {file = "distlib-0.3.9.tar.gz", hash = "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403"},
@@ -1213,19 +1276,20 @@ files = [
 
 [[package]]
 name = "distributed"
-version = "2025.3.0"
+version = "2024.12.0"
 description = "Distributed scheduler for Dask"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
-    {file = "distributed-2025.3.0-py3-none-any.whl", hash = "sha256:ebdacd181873b39bc30185857a5a856f051efaaf42ef2a8f507708857acdc6a9"},
-    {file = "distributed-2025.3.0.tar.gz", hash = "sha256:84a68c91db2a106c752ca7845fba8cd92ad4f3545c0fb2d9b6dec0f44b225539"},
+    {file = "distributed-2024.12.0-py3-none-any.whl", hash = "sha256:ed05aa13b6c62b69b33d1ba7d1ca95e78406c8f37163fafd07f7ca94ae036b66"},
+    {file = "distributed-2024.12.0.tar.gz", hash = "sha256:6a2c04e63d31973ee3c1f2160d66521ed8f08e637d6a25a450e7561582920f38"},
 ]
 
 [package.dependencies]
 click = ">=8.0"
 cloudpickle = ">=3.0.0"
-dask = "2025.3.0"
+dask = "2024.12.0"
 jinja2 = ">=2.10.3"
 locket = ">=1.0.0"
 msgpack = ">=1.0.2"
@@ -1245,6 +1309,8 @@ version = "0.21.2"
 description = "Docutils -- Python Documentation Utilities"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "docutils-0.21.2-py3-none-any.whl", hash = "sha256:dafca5b9e384f0e419294eb4d2ff9fa826435bf15f15b7bd45723e8ad76811b2"},
     {file = "docutils-0.21.2.tar.gz", hash = "sha256:3a6b18732edf182daa3cd12775bbb338cf5691468f91eeeb109deff6ebfa986f"},
@@ -1256,6 +1322,8 @@ version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "python_version == \"3.10\""
 files = [
     {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
     {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
@@ -1270,6 +1338,8 @@ version = "2.1.1"
 description = "execnet: rapid multi-Python deployment"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "execnet-2.1.1-py3-none-any.whl", hash = "sha256:26dee51f1b80cebd6d0ca8e74dd8745419761d3bef34163928cbebbdc4749fdc"},
     {file = "execnet-2.1.1.tar.gz", hash = "sha256:5189b52c6121c24feae288166ab41b32549c7e2348652736540b9e6e7d4e72e3"},
@@ -1280,17 +1350,18 @@ testing = ["hatch", "pre-commit", "pytest", "tox"]
 
 [[package]]
 name = "executing"
-version = "2.2.0"
+version = "2.1.0"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "executing-2.2.0-py2.py3-none-any.whl", hash = "sha256:11387150cad388d62750327a53d3339fad4888b39a6fe233c3afbb54ecffd3aa"},
-    {file = "executing-2.2.0.tar.gz", hash = "sha256:5d108c028108fe2551d1a7b2e8b713341e2cb4fc0aa7dcf966fa4327a5226755"},
+    {file = "executing-2.1.0-py2.py3-none-any.whl", hash = "sha256:8d63781349375b5ebccc3142f4b30350c0cd9c79f921cde38be2be4637e98eaf"},
+    {file = "executing-2.1.0.tar.gz", hash = "sha256:8ea27ddd260da8150fa5a708269c4a10e76161e2496ec3e587da9e3c0fe4b9ab"},
 ]
 
 [package.extras]
-tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
+tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich ; python_version >= \"3.11\""]
 
 [[package]]
 name = "fasteners"
@@ -1298,6 +1369,8 @@ version = "0.19"
 description = "A python package that provides useful locks"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
+markers = "sys_platform != \"emscripten\""
 files = [
     {file = "fasteners-0.19-py3-none-any.whl", hash = "sha256:758819cb5d94cdedf4e836988b74de396ceacb8e2794d21f82d131fd9ee77237"},
     {file = "fasteners-0.19.tar.gz", hash = "sha256:b4f37c3ac52d8a445af3a66bce57b33b5e90b97c696b7b984f530cf8f0ded09c"},
@@ -1309,6 +1382,8 @@ version = "2.21.1"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "fastjsonschema-2.21.1-py3-none-any.whl", hash = "sha256:c9e5b7e908310918cf494a434eeb31384dd84a98b57a30bcb1f535015b554667"},
     {file = "fastjsonschema-2.21.1.tar.gz", hash = "sha256:794d4f0a58f848961ba16af7b9c85a3e88cd360df008c59aac6fc5ae9323b5d4"},
@@ -1319,19 +1394,21 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.18.0"
+version = "3.16.1"
 description = "A platform independent file lock."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "filelock-3.18.0-py3-none-any.whl", hash = "sha256:c401f4f8377c4464e6db25fff06205fd89bdd83b65eb0488ed1b160f780e21de"},
-    {file = "filelock-3.18.0.tar.gz", hash = "sha256:adbc88eabb99d2fec8c9c1b229b171f18afa655400173ddc653d5d01501fb9f2"},
+    {file = "filelock-3.16.1-py3-none-any.whl", hash = "sha256:2082e5703d51fbf98ea75855d9d5527e33d8ff23099bec374a134febee6946b0"},
+    {file = "filelock-3.16.1.tar.gz", hash = "sha256:c249fbfcd5db47e5e2d6d62198e565475ee65e4831e2561c8e313fa7eb961435"},
 ]
 
 [package.extras]
-docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
-typing = ["typing-extensions (>=4.12.2)"]
+docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
+typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
 
 [[package]]
 name = "flask"
@@ -1339,6 +1416,7 @@ version = "3.0.3"
 description = "A simple framework for building complex web applications."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "flask-3.0.3-py3-none-any.whl", hash = "sha256:34e815dfaa43340d1d15a5c3a02b8476004037eb4840b34910c6e21679d288f3"},
     {file = "flask-3.0.3.tar.gz", hash = "sha256:ceb27b0af3823ea2737928a4d99d125a06175b8512c445cbd9a9ce200ef76842"},
@@ -1361,6 +1439,8 @@ version = "1.5.1"
 description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
 optional = false
 python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "fqdn-1.5.1-py3-none-any.whl", hash = "sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014"},
     {file = "fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f"},
@@ -1372,6 +1452,7 @@ version = "1.5.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "frozenlist-1.5.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:5b6a66c18b5b9dd261ca98dffcb826a525334b2f29e7caa54e182255c5f6a65a"},
     {file = "frozenlist-1.5.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d1b3eb7b05ea246510b43a7e53ed1653e55c2121019a97e60cad7efb881a97bb"},
@@ -1469,13 +1550,14 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2025.3.2"
+version = "2024.10.0"
 description = "File-system specification"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "fsspec-2025.3.2-py3-none-any.whl", hash = "sha256:2daf8dc3d1dfa65b6aa37748d112773a7a08416f6c70d96b264c96476ecaf711"},
-    {file = "fsspec-2025.3.2.tar.gz", hash = "sha256:e52c77ef398680bbd6a98c0e628fbc469491282981209907bbc8aea76a04fdc6"},
+    {file = "fsspec-2024.10.0-py3-none-any.whl", hash = "sha256:03b9a6785766a4de40368b88906366755e2819e758b83705c88cd7cb5fe81871"},
+    {file = "fsspec-2024.10.0.tar.gz", hash = "sha256:eda2d8a4116d4f2429db8550f2457da57279247dd930bb12f821b58391359493"},
 ]
 
 [package.extras]
@@ -1502,25 +1584,26 @@ sftp = ["paramiko"]
 smb = ["smbprotocol"]
 ssh = ["paramiko"]
 test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
-test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
+test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask-expr", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
 test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
 tqdm = ["tqdm"]
 
 [[package]]
 name = "gcsfs"
-version = "2025.3.2"
+version = "2024.10.0"
 description = "Convenient Filesystem interface over GCS"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "gcsfs-2025.3.2-py2.py3-none-any.whl", hash = "sha256:1bdecb530fbf3604a31f00f858a208e0770baf24d405a0b9df99fdde35737745"},
-    {file = "gcsfs-2025.3.2.tar.gz", hash = "sha256:fe300179492e63e309fecb11e4de7c15a51172eefa2b846d4b3659960216bba8"},
+    {file = "gcsfs-2024.10.0-py2.py3-none-any.whl", hash = "sha256:bb2d23547e61203ea2dda5fa6c4b91a0c34b74ebe8bb6ab1926f6c33381bceb2"},
+    {file = "gcsfs-2024.10.0.tar.gz", hash = "sha256:5df54cfe568e8fdeea5aafa7fed695cdc69a9a674e991ca8c1ce634f5df1d314"},
 ]
 
 [package.dependencies]
 aiohttp = "<4.0.0a0 || >4.0.0a0,<4.0.0a1 || >4.0.0a1"
 decorator = ">4.1.2"
-fsspec = "2025.3.2"
+fsspec = "2024.10.0"
 google-auth = ">=1.2"
 google-auth-oauthlib = "*"
 google-cloud-storage = "*"
@@ -1532,37 +1615,39 @@ gcsfuse = ["fusepy"]
 
 [[package]]
 name = "google-api-core"
-version = "2.24.2"
+version = "2.23.0"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "google_api_core-2.24.2-py3-none-any.whl", hash = "sha256:810a63ac95f3c441b7c0e43d344e372887f62ce9071ba972eacf32672e072de9"},
-    {file = "google_api_core-2.24.2.tar.gz", hash = "sha256:81718493daf06d96d6bc76a91c23874dbf2fac0adbbf542831b805ee6e974696"},
+    {file = "google_api_core-2.23.0-py3-none-any.whl", hash = "sha256:c20100d4c4c41070cf365f1d8ddf5365915291b5eb11b83829fbd1c999b5122f"},
+    {file = "google_api_core-2.23.0.tar.gz", hash = "sha256:2ceb087315e6af43f256704b871d99326b1f12a9d6ce99beaedec99ba26a0ace"},
 ]
 
 [package.dependencies]
-google-auth = ">=2.14.1,<3.0.0"
-googleapis-common-protos = ">=1.56.2,<2.0.0"
-proto-plus = ">=1.22.3,<2.0.0"
-protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
-requests = ">=2.18.0,<3.0.0"
+google-auth = ">=2.14.1,<3.0.dev0"
+googleapis-common-protos = ">=1.56.2,<2.0.dev0"
+proto-plus = ">=1.22.3,<2.0.0dev"
+protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
+requests = ">=2.18.0,<3.0.0.dev0"
 
 [package.extras]
 async-rest = ["google-auth[aiohttp] (>=2.35.0,<3.0.dev0)"]
-grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev)", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0)"]
+grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev) ; python_version >= \"3.11\"", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0) ; python_version >= \"3.11\""]
 grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-auth"
-version = "2.38.0"
+version = "2.36.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "google_auth-2.38.0-py2.py3-none-any.whl", hash = "sha256:e7dae6694313f434a2727bf2906f27ad259bae090d7aa896590d86feec3d9d4a"},
-    {file = "google_auth-2.38.0.tar.gz", hash = "sha256:8285113607d3b80a3f1543b75962447ba8a09fe85783432a784fdeef6ac094c4"},
+    {file = "google_auth-2.36.0-py2.py3-none-any.whl", hash = "sha256:51a15d47028b66fd36e5c64a82d2d57480075bccc7da37cde257fc94177a61fb"},
+    {file = "google_auth-2.36.0.tar.gz", hash = "sha256:545e9618f2df0bcbb7dcbc45a546485b1212624716975a1ea5ae8149ce769ab1"},
 ]
 
 [package.dependencies]
@@ -1573,7 +1658,6 @@ rsa = ">=3.1.4,<5"
 [package.extras]
 aiohttp = ["aiohttp (>=3.6.2,<4.0.0.dev0)", "requests (>=2.20.0,<3.0.0.dev0)"]
 enterprise-cert = ["cryptography", "pyopenssl"]
-pyjwt = ["cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
 pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
@@ -1584,6 +1668,7 @@ version = "1.2.1"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "google_auth_oauthlib-1.2.1-py2.py3-none-any.whl", hash = "sha256:2d58a27262d55aa1b87678c3ba7142a080098cbc2024f903c62355deb235d91f"},
     {file = "google_auth_oauthlib-1.2.1.tar.gz", hash = "sha256:afd0cad092a2eaa53cd8e8298557d6de1034c6cb4a740500b5357b648af97263"},
@@ -1598,13 +1683,14 @@ tool = ["click (>=6.0.0)"]
 
 [[package]]
 name = "google-cloud-core"
-version = "2.4.3"
+version = "2.4.1"
 description = "Google Cloud API client core library"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "google_cloud_core-2.4.3-py2.py3-none-any.whl", hash = "sha256:5130f9f4c14b4fafdff75c79448f9495cfade0d8775facf1b09c3bf67e027f6e"},
-    {file = "google_cloud_core-2.4.3.tar.gz", hash = "sha256:1fab62d7102844b278fe6dead3af32408b1df3eb06f5c7e8634cbd40edc4da53"},
+    {file = "google-cloud-core-2.4.1.tar.gz", hash = "sha256:9b7749272a812bde58fff28868d0c5e2f585b82f37e09a1f6ed2d4d10f134073"},
+    {file = "google_cloud_core-2.4.1-py2.py3-none-any.whl", hash = "sha256:a9e6a4422b9ac5c29f79a0ede9485473338e2ce78d91f2370c01e730eab22e61"},
 ]
 
 [package.dependencies]
@@ -1616,19 +1702,20 @@ grpc = ["grpcio (>=1.38.0,<2.0dev)", "grpcio-status (>=1.38.0,<2.0.dev0)"]
 
 [[package]]
 name = "google-cloud-storage"
-version = "3.1.0"
+version = "2.18.2"
 description = "Google Cloud Storage API client library"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "google_cloud_storage-3.1.0-py2.py3-none-any.whl", hash = "sha256:eaf36966b68660a9633f03b067e4a10ce09f1377cae3ff9f2c699f69a81c66c6"},
-    {file = "google_cloud_storage-3.1.0.tar.gz", hash = "sha256:944273179897c7c8a07ee15f2e6466a02da0c7c4b9ecceac2a26017cb2972049"},
+    {file = "google_cloud_storage-2.18.2-py2.py3-none-any.whl", hash = "sha256:97a4d45c368b7d401ed48c4fdfe86e1e1cb96401c9e199e419d289e2c0370166"},
+    {file = "google_cloud_storage-2.18.2.tar.gz", hash = "sha256:aaf7acd70cdad9f274d29332673fcab98708d0e1f4dceb5a5356aaef06af4d99"},
 ]
 
 [package.dependencies]
 google-api-core = ">=2.15.0,<3.0.0dev"
 google-auth = ">=2.26.1,<3.0dev"
-google-cloud-core = ">=2.4.2,<3.0dev"
+google-cloud-core = ">=2.3.0,<3.0dev"
 google-crc32c = ">=1.0,<2.0dev"
 google-resumable-media = ">=2.7.2"
 requests = ">=2.18.0,<3.0.0dev"
@@ -1639,45 +1726,39 @@ tracing = ["opentelemetry-api (>=1.1.0)"]
 
 [[package]]
 name = "google-crc32c"
-version = "1.7.1"
+version = "1.6.0"
 description = "A python wrapper of the C library 'Google CRC32C'"
 optional = false
 python-versions = ">=3.9"
-files = [
-    {file = "google_crc32c-1.7.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:b07d48faf8292b4db7c3d64ab86f950c2e94e93a11fd47271c28ba458e4a0d76"},
-    {file = "google_crc32c-1.7.1-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:7cc81b3a2fbd932a4313eb53cc7d9dde424088ca3a0337160f35d91826880c1d"},
-    {file = "google_crc32c-1.7.1-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:1c67ca0a1f5b56162951a9dae987988679a7db682d6f97ce0f6381ebf0fbea4c"},
-    {file = "google_crc32c-1.7.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fc5319db92daa516b653600794d5b9f9439a9a121f3e162f94b0e1891c7933cb"},
-    {file = "google_crc32c-1.7.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dcdf5a64adb747610140572ed18d011896e3b9ae5195f2514b7ff678c80f1603"},
-    {file = "google_crc32c-1.7.1-cp310-cp310-win_amd64.whl", hash = "sha256:754561c6c66e89d55754106739e22fdaa93fafa8da7221b29c8b8e8270c6ec8a"},
-    {file = "google_crc32c-1.7.1-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:6fbab4b935989e2c3610371963ba1b86afb09537fd0c633049be82afe153ac06"},
-    {file = "google_crc32c-1.7.1-cp311-cp311-macosx_12_0_x86_64.whl", hash = "sha256:ed66cbe1ed9cbaaad9392b5259b3eba4a9e565420d734e6238813c428c3336c9"},
-    {file = "google_crc32c-1.7.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ee6547b657621b6cbed3562ea7826c3e11cab01cd33b74e1f677690652883e77"},
-    {file = "google_crc32c-1.7.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d68e17bad8f7dd9a49181a1f5a8f4b251c6dbc8cc96fb79f1d321dfd57d66f53"},
-    {file = "google_crc32c-1.7.1-cp311-cp311-win_amd64.whl", hash = "sha256:6335de12921f06e1f774d0dd1fbea6bf610abe0887a1638f64d694013138be5d"},
-    {file = "google_crc32c-1.7.1-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:2d73a68a653c57281401871dd4aeebbb6af3191dcac751a76ce430df4d403194"},
-    {file = "google_crc32c-1.7.1-cp312-cp312-macosx_12_0_x86_64.whl", hash = "sha256:22beacf83baaf59f9d3ab2bbb4db0fb018da8e5aebdce07ef9f09fce8220285e"},
-    {file = "google_crc32c-1.7.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:19eafa0e4af11b0a4eb3974483d55d2d77ad1911e6cf6f832e1574f6781fd337"},
-    {file = "google_crc32c-1.7.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b6d86616faaea68101195c6bdc40c494e4d76f41e07a37ffdef270879c15fb65"},
-    {file = "google_crc32c-1.7.1-cp312-cp312-win_amd64.whl", hash = "sha256:b7491bdc0c7564fcf48c0179d2048ab2f7c7ba36b84ccd3a3e1c3f7a72d3bba6"},
-    {file = "google_crc32c-1.7.1-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:df8b38bdaf1629d62d51be8bdd04888f37c451564c2042d36e5812da9eff3c35"},
-    {file = "google_crc32c-1.7.1-cp313-cp313-macosx_12_0_x86_64.whl", hash = "sha256:e42e20a83a29aa2709a0cf271c7f8aefaa23b7ab52e53b322585297bb94d4638"},
-    {file = "google_crc32c-1.7.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:905a385140bf492ac300026717af339790921f411c0dfd9aa5a9e69a08ed32eb"},
-    {file = "google_crc32c-1.7.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b211ddaf20f7ebeec5c333448582c224a7c90a9d98826fbab82c0ddc11348e6"},
-    {file = "google_crc32c-1.7.1-cp313-cp313-win_amd64.whl", hash = "sha256:0f99eaa09a9a7e642a61e06742856eec8b19fc0037832e03f941fe7cf0c8e4db"},
-    {file = "google_crc32c-1.7.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:32d1da0d74ec5634a05f53ef7df18fc646666a25efaaca9fc7dcfd4caf1d98c3"},
-    {file = "google_crc32c-1.7.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e10554d4abc5238823112c2ad7e4560f96c7bf3820b202660373d769d9e6e4c9"},
-    {file = "google_crc32c-1.7.1-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:9fc196f0b8d8bd2789352c6a522db03f89e83a0ed6b64315923c396d7a932315"},
-    {file = "google_crc32c-1.7.1-cp39-cp39-macosx_12_0_x86_64.whl", hash = "sha256:bb5e35dcd8552f76eed9461a23de1030920a3c953c1982f324be8f97946e7127"},
-    {file = "google_crc32c-1.7.1-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:f2226b6a8da04f1d9e61d3e357f2460b9551c5e6950071437e122c958a18ae14"},
-    {file = "google_crc32c-1.7.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1f2b3522222746fff0e04a9bd0a23ea003ba3cccc8cf21385c564deb1f223242"},
-    {file = "google_crc32c-1.7.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3bda0fcb632d390e3ea8b6b07bf6b4f4a66c9d02dcd6fbf7ba00a197c143f582"},
-    {file = "google_crc32c-1.7.1-cp39-cp39-win_amd64.whl", hash = "sha256:713121af19f1a617054c41f952294764e0c5443d5a5d9034b2cd60f5dd7e0349"},
-    {file = "google_crc32c-1.7.1-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a8e9afc74168b0b2232fb32dd202c93e46b7d5e4bf03e66ba5dc273bb3559589"},
-    {file = "google_crc32c-1.7.1-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fa8136cc14dd27f34a3221c0f16fd42d8a40e4778273e61a3c19aedaa44daf6b"},
-    {file = "google_crc32c-1.7.1-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:85fef7fae11494e747c9fd1359a527e5970fc9603c90764843caabd3a16a0a48"},
-    {file = "google_crc32c-1.7.1-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6efb97eb4369d52593ad6f75e7e10d053cf00c48983f7a973105bc70b0ac4d82"},
-    {file = "google_crc32c-1.7.1.tar.gz", hash = "sha256:2bff2305f98846f3e825dbeec9ee406f89da7962accdb29356e4eadc251bd472"},
+groups = ["main"]
+files = [
+    {file = "google_crc32c-1.6.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:5bcc90b34df28a4b38653c36bb5ada35671ad105c99cfe915fb5bed7ad6924aa"},
+    {file = "google_crc32c-1.6.0-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:d9e9913f7bd69e093b81da4535ce27af842e7bf371cde42d1ae9e9bd382dc0e9"},
+    {file = "google_crc32c-1.6.0-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:a184243544811e4a50d345838a883733461e67578959ac59964e43cca2c791e7"},
+    {file = "google_crc32c-1.6.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:236c87a46cdf06384f614e9092b82c05f81bd34b80248021f729396a78e55d7e"},
+    {file = "google_crc32c-1.6.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ebab974b1687509e5c973b5c4b8b146683e101e102e17a86bd196ecaa4d099fc"},
+    {file = "google_crc32c-1.6.0-cp310-cp310-win_amd64.whl", hash = "sha256:50cf2a96da226dcbff8671233ecf37bf6e95de98b2a2ebadbfdf455e6d05df42"},
+    {file = "google_crc32c-1.6.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:f7a1fc29803712f80879b0806cb83ab24ce62fc8daf0569f2204a0cfd7f68ed4"},
+    {file = "google_crc32c-1.6.0-cp311-cp311-macosx_12_0_x86_64.whl", hash = "sha256:40b05ab32a5067525670880eb5d169529089a26fe35dce8891127aeddc1950e8"},
+    {file = "google_crc32c-1.6.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a9e4b426c3702f3cd23b933436487eb34e01e00327fac20c9aebb68ccf34117d"},
+    {file = "google_crc32c-1.6.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:51c4f54dd8c6dfeb58d1df5e4f7f97df8abf17a36626a217f169893d1d7f3e9f"},
+    {file = "google_crc32c-1.6.0-cp311-cp311-win_amd64.whl", hash = "sha256:bb8b3c75bd157010459b15222c3fd30577042a7060e29d42dabce449c087f2b3"},
+    {file = "google_crc32c-1.6.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:ed767bf4ba90104c1216b68111613f0d5926fb3780660ea1198fc469af410e9d"},
+    {file = "google_crc32c-1.6.0-cp312-cp312-macosx_12_0_x86_64.whl", hash = "sha256:62f6d4a29fea082ac4a3c9be5e415218255cf11684ac6ef5488eea0c9132689b"},
+    {file = "google_crc32c-1.6.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c87d98c7c4a69066fd31701c4e10d178a648c2cac3452e62c6b24dc51f9fcc00"},
+    {file = "google_crc32c-1.6.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bd5e7d2445d1a958c266bfa5d04c39932dc54093fa391736dbfdb0f1929c1fb3"},
+    {file = "google_crc32c-1.6.0-cp312-cp312-win_amd64.whl", hash = "sha256:7aec8e88a3583515f9e0957fe4f5f6d8d4997e36d0f61624e70469771584c760"},
+    {file = "google_crc32c-1.6.0-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:e2806553238cd076f0a55bddab37a532b53580e699ed8e5606d0de1f856b5205"},
+    {file = "google_crc32c-1.6.0-cp39-cp39-macosx_12_0_x86_64.whl", hash = "sha256:bb0966e1c50d0ef5bc743312cc730b533491d60585a9a08f897274e57c3f70e0"},
+    {file = "google_crc32c-1.6.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:386122eeaaa76951a8196310432c5b0ef3b53590ef4c317ec7588ec554fec5d2"},
+    {file = "google_crc32c-1.6.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d2952396dc604544ea7476b33fe87faedc24d666fb0c2d5ac971a2b9576ab871"},
+    {file = "google_crc32c-1.6.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:35834855408429cecf495cac67ccbab802de269e948e27478b1e47dfb6465e57"},
+    {file = "google_crc32c-1.6.0-cp39-cp39-win_amd64.whl", hash = "sha256:d8797406499f28b5ef791f339594b0b5fdedf54e203b5066675c406ba69d705c"},
+    {file = "google_crc32c-1.6.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:48abd62ca76a2cbe034542ed1b6aee851b6f28aaca4e6551b5599b6f3ef175cc"},
+    {file = "google_crc32c-1.6.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:18e311c64008f1f1379158158bb3f0c8d72635b9eb4f9545f8cf990c5668e59d"},
+    {file = "google_crc32c-1.6.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:05e2d8c9a2f853ff116db9706b4a27350587f341eda835f46db3c0a8c8ce2f24"},
+    {file = "google_crc32c-1.6.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:91ca8145b060679ec9176e6de4f89b07363d6805bd4760631ef254905503598d"},
+    {file = "google_crc32c-1.6.0.tar.gz", hash = "sha256:6eceb6ad197656a1ff49ebfbbfa870678c75be4344feb35ac1edf694309413dc"},
 ]
 
 [package.extras]
@@ -1689,6 +1770,7 @@ version = "2.7.2"
 description = "Utilities for Google Media Downloads and Resumable Uploads"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "google_resumable_media-2.7.2-py2.py3-none-any.whl", hash = "sha256:3ce7551e9fe6d99e9a126101d2536612bb73486721951e9562fee0f90c6ababa"},
     {file = "google_resumable_media-2.7.2.tar.gz", hash = "sha256:5280aed4629f2b60b847b0d42f9857fd4935c11af266744df33d8074cae92fe0"},
@@ -1703,20 +1785,21 @@ requests = ["requests (>=2.18.0,<3.0.0dev)"]
 
 [[package]]
 name = "googleapis-common-protos"
-version = "1.69.2"
+version = "1.66.0"
 description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "googleapis_common_protos-1.69.2-py3-none-any.whl", hash = "sha256:0b30452ff9c7a27d80bfc5718954063e8ab53dd3697093d3bc99581f5fd24212"},
-    {file = "googleapis_common_protos-1.69.2.tar.gz", hash = "sha256:3e1b904a27a33c821b4b749fd31d334c0c9c30e6113023d495e48979a3dc9c5f"},
+    {file = "googleapis_common_protos-1.66.0-py2.py3-none-any.whl", hash = "sha256:d7abcd75fabb2e0ec9f74466401f6c119a0b498e27370e9be4c94cb7e382b8ed"},
+    {file = "googleapis_common_protos-1.66.0.tar.gz", hash = "sha256:c3e7b33d15fdca5374cc0a7346dd92ffa847425cc4ea941d970f13680052ec8c"},
 ]
 
 [package.dependencies]
-protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
+protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
 
 [package.extras]
-grpc = ["grpcio (>=1.44.0,<2.0.0)"]
+grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
 name = "h11"
@@ -1724,6 +1807,8 @@ version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
@@ -1731,13 +1816,15 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "1.0.8"
+version = "1.0.7"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "httpcore-1.0.8-py3-none-any.whl", hash = "sha256:5254cf149bcb5f75e9d1b2b9f729ea4a4b883d1ad7379fc632b727cec23674be"},
-    {file = "httpcore-1.0.8.tar.gz", hash = "sha256:86e94505ed24ea06514883fd44d2bc02d90e77e7979c8eb71b90f41d364a1bad"},
+    {file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
+    {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
 ]
 
 [package.dependencies]
@@ -1752,13 +1839,15 @@ trio = ["trio (>=0.22.0,<1.0)"]
 
 [[package]]
 name = "httpx"
-version = "0.28.1"
+version = "0.28.0"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
-    {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
+    {file = "httpx-0.28.0-py3-none-any.whl", hash = "sha256:dc0b419a0cfeb6e8b34e85167c0da2671206f5095f1baa9663d23bcfd6b535fc"},
+    {file = "httpx-0.28.0.tar.gz", hash = "sha256:0858d3bab51ba7e386637f22a61d8ccddaeec5f3fe4209da3a6168dbb91573e0"},
 ]
 
 [package.dependencies]
@@ -1768,7 +1857,7 @@ httpcore = "==1.*"
 idna = "*"
 
 [package.extras]
-brotli = ["brotli", "brotlicffi"]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -1776,13 +1865,15 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "identify"
-version = "2.6.9"
+version = "2.6.3"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "identify-2.6.9-py2.py3-none-any.whl", hash = "sha256:c98b4322da415a8e5a70ff6e51fbc2d2932c015532d77e9f8537b4ba7813b150"},
-    {file = "identify-2.6.9.tar.gz", hash = "sha256:d40dfe3142a1421d8518e3d3985ef5ac42890683e32306ad614a29490abeb6bf"},
+    {file = "identify-2.6.3-py2.py3-none-any.whl", hash = "sha256:9edba65473324c2ea9684b1f944fe3191db3345e50b6d04571d10ed164f8d7bd"},
+    {file = "identify-2.6.3.tar.gz", hash = "sha256:62f5dae9b5fef52c84cc188514e9ea4f3f636b1d8799ab5ebc475471f9e47a02"},
 ]
 
 [package.extras]
@@ -1794,6 +1885,7 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -1804,13 +1896,14 @@ all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2
 
 [[package]]
 name = "igv-notebook"
-version = "0.6.2"
+version = "0.6.1"
 description = "Package for embedding the igv.js genome visualization in IPython notebooks"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
-    {file = "igv-notebook-0.6.2.tar.gz", hash = "sha256:24c3990872851701bf17e7479180b02b63ab988e35b59859b294acae36eccc21"},
-    {file = "igv_notebook-0.6.2-py3-none-any.whl", hash = "sha256:a79579c20aae3f922cd9bdf216930a3570f5408958fdd8ebabf7bf640aed0dbe"},
+    {file = "igv-notebook-0.6.1.tar.gz", hash = "sha256:37e4f091d93536775c99075b7fac11069186e22f05874dd2da886b7dc09e9e0d"},
+    {file = "igv_notebook-0.6.1-py3-none-any.whl", hash = "sha256:e13a53d245d6d51603173fbdd481f051344d79cbaeaa69f4bcc569a1c5387559"},
 ]
 
 [package.dependencies]
@@ -1824,6 +1917,8 @@ version = "1.4.1"
 description = "Getting image size from png/jpeg/jpeg2000/gif file"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "imagesize-1.4.1-py2.py3-none-any.whl", hash = "sha256:0d8d18d08f840c19d0ee7ca1fd82490fdc3729b7ac93f49870406ddde8ef8d8b"},
     {file = "imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a"},
@@ -1831,36 +1926,39 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "8.6.1"
+version = "8.5.0"
 description = "Read metadata from Python packages"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "importlib_metadata-8.6.1-py3-none-any.whl", hash = "sha256:02a89390c1e15fdfdc0d7c6b25cb3e62650d0494005c97d6f148bf5b9787525e"},
-    {file = "importlib_metadata-8.6.1.tar.gz", hash = "sha256:310b41d755445d74569f993ccfc22838295d9fe005425094fad953d7f15c8580"},
+    {file = "importlib_metadata-8.5.0-py3-none-any.whl", hash = "sha256:45e54197d28b7a7f1559e60b95e7c567032b602131fbd588f1497f47880aa68b"},
+    {file = "importlib_metadata-8.5.0.tar.gz", hash = "sha256:71522656f0abace1d072b9e5481a48f07c138e00f079c38c8f883823f9c26bd7"},
 ]
 
 [package.dependencies]
 zipp = ">=3.20"
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib_resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+test = ["flufl.flake8", "importlib-resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
 type = ["pytest-mypy"]
 
 [[package]]
 name = "iniconfig"
-version = "2.1.0"
+version = "2.0.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
-    {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
+    {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
+    {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
 ]
 
 [[package]]
@@ -1869,6 +1967,7 @@ version = "5.1.1"
 description = "Official Python library for IPInfo"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "ipinfo-5.1.1-py3-none-any.whl", hash = "sha256:90b2f5400189dd2da7625c9151d7076879a8cac9c31bfb581689345fac34cceb"},
     {file = "ipinfo-5.1.1.tar.gz", hash = "sha256:be5a33adac9681bc68280eb5aae16a83e4abbb5f192c87dcc5ee18bdd0ceb276"},
@@ -1885,6 +1984,7 @@ version = "6.29.5"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
     {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
@@ -1918,6 +2018,7 @@ version = "0.19.2"
 description = "A Jupyter widget for dynamic Leaflet maps"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "ipyleaflet-0.19.2-py3-none-any.whl", hash = "sha256:7cc9157848baca2e1793b96e79f8bdb1aa7340521d2b7d8a62aa8bc30eab5278"},
     {file = "ipyleaflet-0.19.2.tar.gz", hash = "sha256:b3b83fe3460e742964c2a5924ea7934365a3749bb75310ce388d45fd751372d2"},
@@ -1932,13 +2033,14 @@ xyzservices = ">=2021.8.1"
 
 [[package]]
 name = "ipython"
-version = "8.35.0"
+version = "8.30.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
-    {file = "ipython-8.35.0-py3-none-any.whl", hash = "sha256:e6b7470468ba6f1f0a7b116bb688a3ece2f13e2f94138e508201fad677a788ba"},
-    {file = "ipython-8.35.0.tar.gz", hash = "sha256:d200b7d93c3f5883fc36ab9ce28a18249c7706e51347681f80a0aef9895f2520"},
+    {file = "ipython-8.30.0-py3-none-any.whl", hash = "sha256:85ec56a7e20f6c38fce7727dcca699ae4ffc85985aa7b23635a8008f918ae321"},
+    {file = "ipython-8.30.0.tar.gz", hash = "sha256:cb0a405a306d2995a5cbb9901894d240784a9f341394c6ba3f4fe8c6eb89ff6e"},
 ]
 
 [package.dependencies]
@@ -1957,7 +2059,7 @@ typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
 [package.extras]
 all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
 black = ["black"]
-doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli", "typing_extensions"]
+doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli ; python_version < \"3.11\"", "typing_extensions"]
 kernel = ["ipykernel"]
 matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
@@ -1966,25 +2068,26 @@ notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
 test = ["packaging", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
-test-extra = ["curio", "ipython[test]", "jupyter_ai", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
+test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
 [[package]]
 name = "ipywidgets"
-version = "8.1.6"
+version = "8.1.5"
 description = "Jupyter interactive widgets"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "ipywidgets-8.1.6-py3-none-any.whl", hash = "sha256:446e7630a1d025bdc7635e1169fcc06f2ce33b5bd41c2003edeb4a47c8d4bbb1"},
-    {file = "ipywidgets-8.1.6.tar.gz", hash = "sha256:d8ace49c66f14419fc66071371b99d01bed230bbc15d8a60233b18bfbd782851"},
+    {file = "ipywidgets-8.1.5-py3-none-any.whl", hash = "sha256:3290f526f87ae6e77655555baba4f36681c555b8bdbbff430b70e52c34c86245"},
+    {file = "ipywidgets-8.1.5.tar.gz", hash = "sha256:870e43b1a35656a80c18c9503bbf2d16802db1cb487eec6fab27d683381dde17"},
 ]
 
 [package.dependencies]
 comm = ">=0.1.3"
 ipython = ">=6.1.0"
-jupyterlab_widgets = ">=3.0.14,<3.1.0"
+jupyterlab-widgets = ">=3.0.12,<3.1.0"
 traitlets = ">=4.3.1"
-widgetsnbextension = ">=4.0.14,<4.1.0"
+widgetsnbextension = ">=4.0.12,<4.1.0"
 
 [package.extras]
 test = ["ipykernel", "jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
@@ -1995,6 +2098,8 @@ version = "20.11.0"
 description = "Operations with ISO 8601 durations"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042"},
     {file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"},
@@ -2009,6 +2114,7 @@ version = "2.2.0"
 description = "Safely pass data to untrusted environments and back."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "itsdangerous-2.2.0-py3-none-any.whl", hash = "sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef"},
     {file = "itsdangerous-2.2.0.tar.gz", hash = "sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173"},
@@ -2020,6 +2126,7 @@ version = "0.19.2"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9"},
     {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"},
@@ -2035,13 +2142,14 @@ testing = ["Django", "attrs", "colorama", "docopt", "pytest (<9.0.0)"]
 
 [[package]]
 name = "jinja2"
-version = "3.1.6"
+version = "3.1.4"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
-    {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
+    {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"},
+    {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
 ]
 
 [package.dependencies]
@@ -2056,6 +2164,7 @@ version = "1.0.1"
 description = "JSON Matching Expressions"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"},
     {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"},
@@ -2067,6 +2176,7 @@ version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"},
     {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
@@ -2074,17 +2184,19 @@ files = [
 
 [[package]]
 name = "json5"
-version = "0.12.0"
+version = "0.10.0"
 description = "A Python implementation of the JSON5 data format."
 optional = false
 python-versions = ">=3.8.0"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "json5-0.12.0-py3-none-any.whl", hash = "sha256:6d37aa6c08b0609f16e1ec5ff94697e2cbbfbad5ac112afa05794da9ab7810db"},
-    {file = "json5-0.12.0.tar.gz", hash = "sha256:0b4b6ff56801a1c7dc817b0241bca4ce474a0e6a163bfef3fc594d3fd263ff3a"},
+    {file = "json5-0.10.0-py3-none-any.whl", hash = "sha256:19b23410220a7271e8377f81ba8aacba2fdd56947fbb137ee5977cbe1f5e8dfa"},
+    {file = "json5-0.10.0.tar.gz", hash = "sha256:e66941c8f0a02026943c52c2eb34ebeb2a6f819a0be05920a6f5243cd30fd559"},
 ]
 
 [package.extras]
-dev = ["build (==1.2.2.post1)", "coverage (==7.5.4)", "coverage (==7.8.0)", "mypy (==1.14.1)", "mypy (==1.15.0)", "pip (==25.0.1)", "pylint (==3.2.7)", "pylint (==3.3.6)", "ruff (==0.11.2)", "twine (==6.1.0)", "uv (==0.6.11)"]
+dev = ["build (==1.2.2.post1)", "coverage (==7.5.3)", "mypy (==1.13.0)", "pip (==24.3.1)", "pylint (==3.2.3)", "ruff (==0.7.3)", "twine (==5.1.1)", "uv (==0.5.1)"]
 
 [[package]]
 name = "jsonpointer"
@@ -2092,6 +2204,8 @@ version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
@@ -2103,6 +2217,8 @@ version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
     {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
@@ -2132,6 +2248,8 @@ version = "2024.10.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
     {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"},
@@ -2146,6 +2264,7 @@ version = "8.6.3"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"},
     {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"},
@@ -2160,7 +2279,7 @@ traitlets = ">=5.3"
 
 [package.extras]
 docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko ; sys_platform == \"win32\"", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-core"
@@ -2168,6 +2287,7 @@ version = "5.7.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"},
     {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"},
@@ -2184,18 +2304,19 @@ test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"
 
 [[package]]
 name = "jupyter-events"
-version = "0.12.0"
+version = "0.10.0"
 description = "Jupyter Event System library"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "jupyter_events-0.12.0-py3-none-any.whl", hash = "sha256:6464b2fa5ad10451c3d35fabc75eab39556ae1e2853ad0c0cc31b656731a97fb"},
-    {file = "jupyter_events-0.12.0.tar.gz", hash = "sha256:fc3fce98865f6784c9cd0a56a20644fc6098f21c8c33834a8d9fe383c17e554b"},
+    {file = "jupyter_events-0.10.0-py3-none-any.whl", hash = "sha256:4b72130875e59d57716d327ea70d3ebc3af1944d3717e5a498b8a06c6c159960"},
+    {file = "jupyter_events-0.10.0.tar.gz", hash = "sha256:670b8229d3cc882ec782144ed22e0d29e1c2d639263f92ca8383e66682845e22"},
 ]
 
 [package.dependencies]
 jsonschema = {version = ">=4.18.0", extras = ["format-nongpl"]}
-packaging = "*"
 python-json-logger = ">=2.0.4"
 pyyaml = ">=5.3"
 referencing = "*"
@@ -2205,7 +2326,7 @@ traitlets = ">=5.3"
 
 [package.extras]
 cli = ["click", "rich"]
-docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme (>=0.16)", "sphinx (>=8)", "sphinxcontrib-spelling"]
+docs = ["jupyterlite-sphinx", "myst-parser", "pydata-sphinx-theme", "sphinxcontrib-spelling"]
 test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "pytest-console-scripts", "rich"]
 
 [[package]]
@@ -2214,6 +2335,7 @@ version = "0.19.2"
 description = "ipyleaflet extensions for JupyterLab and Jupyter Notebook"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "jupyter_leaflet-0.19.2-py3-none-any.whl", hash = "sha256:0d57e15e80c08a4360f0cde0b4c490beddc5d422bb0e9bc1c0b4479d3fb725a6"},
     {file = "jupyter_leaflet-0.19.2.tar.gz", hash = "sha256:b09b5ba48b1488cb61da37a6f558347269eb53ff6d64dc1a73e005ffc4420063"},
@@ -2225,6 +2347,8 @@ version = "2.2.5"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "jupyter-lsp-2.2.5.tar.gz", hash = "sha256:793147a05ad446f809fd53ef1cd19a9f5256fd0a2d6b7ce943a982cb4f545001"},
     {file = "jupyter_lsp-2.2.5-py3-none-any.whl", hash = "sha256:45fbddbd505f3fbfb0b6cb2f1bc5e15e83ab7c79cd6e89416b248cb3c00c11da"},
@@ -2235,13 +2359,15 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.15.0"
+version = "2.14.2"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "jupyter_server-2.15.0-py3-none-any.whl", hash = "sha256:872d989becf83517012ee669f09604aa4a28097c0bd90b2f424310156c2cdae3"},
-    {file = "jupyter_server-2.15.0.tar.gz", hash = "sha256:9d446b8697b4f7337a1b7cdcac40778babdd93ba614b6d68ab1c0c918f1c4084"},
+    {file = "jupyter_server-2.14.2-py3-none-any.whl", hash = "sha256:47ff506127c2f7851a17bf4713434208fc490955d0e8632e95014a9a9afbeefd"},
+    {file = "jupyter_server-2.14.2.tar.gz", hash = "sha256:66095021aa9638ced276c248b1d81862e4c50f292d575920bbe960de1c56b12b"},
 ]
 
 [package.dependencies]
@@ -2250,7 +2376,7 @@ argon2-cffi = ">=21.1"
 jinja2 = ">=3.0.3"
 jupyter-client = ">=7.4.4"
 jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
-jupyter-events = ">=0.11.0"
+jupyter-events = ">=0.9.0"
 jupyter-server-terminals = ">=0.4.4"
 nbconvert = ">=6.4.4"
 nbformat = ">=5.3.0"
@@ -2275,6 +2401,8 @@ version = "0.5.3"
 description = "A Jupyter Server Extension Providing Terminals."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "jupyter_server_terminals-0.5.3-py3-none-any.whl", hash = "sha256:41ee0d7dc0ebf2809c668e0fc726dfaf258fcd3e769568996ca731b6194ae9aa"},
     {file = "jupyter_server_terminals-0.5.3.tar.gz", hash = "sha256:5ae0295167220e9ace0edcfdb212afd2b01ee8d179fe6f23c899590e9b8a5269"},
@@ -2290,18 +2418,20 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.4.0"
+version = "4.3.2"
 description = "JupyterLab computational environment"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "jupyterlab-4.4.0-py3-none-any.whl", hash = "sha256:61d33991fbb352cc7caac08bd0c34577fea86d8d5d9772600d9d5a6bcbc882c0"},
-    {file = "jupyterlab-4.4.0.tar.gz", hash = "sha256:f1767d5f0104e40f3b4a63bf6892bbef8e4704dcabf0c78408a3bdc411792f04"},
+    {file = "jupyterlab-4.3.2-py3-none-any.whl", hash = "sha256:e87100cbab8b886ff7a4f325c856100ba6fdfe916162a85409daf0e707e19d1d"},
+    {file = "jupyterlab-4.3.2.tar.gz", hash = "sha256:3c0a6882dbddcc0a7bfdd5e2236f351b2b263e48780236e6996c2aca13ac5b22"},
 ]
 
 [package.dependencies]
 async-lru = ">=1.0.0"
-httpx = ">=0.25.0"
+httpx = ">=0.28.0,<0.29.0"
 ipykernel = ">=6.5.0"
 jinja2 = ">=3.0.3"
 jupyter-core = "*"
@@ -2310,15 +2440,15 @@ jupyter-server = ">=2.4.0,<3"
 jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2"
 packaging = "*"
-setuptools = ">=41.1.0"
+setuptools = ">=40.8.0"
 tomli = {version = ">=1.2.2", markers = "python_version < \"3.11\""}
 tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
-dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.9.9)"]
-docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<8.2.0)", "sphinx-copybutton"]
-docs-screenshots = ["altair (==5.5.0)", "ipython (==8.16.1)", "ipywidgets (==8.1.5)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.3.post1)", "matplotlib (==3.10.0)", "nbconvert (>=7.0.0)", "pandas (==2.2.3)", "scipy (==1.15.1)", "vega-datasets (==0.9.0)"]
+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.6.9)"]
+docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<8.1.0)", "sphinx-copybutton"]
+docs-screenshots = ["altair (==5.4.1)", "ipython (==8.16.1)", "ipywidgets (==8.1.5)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.2.post3)", "matplotlib (==3.9.2)", "nbconvert (>=7.0.0)", "pandas (==2.2.3)", "scipy (==1.14.1)", "vega-datasets (==0.9.0)"]
 test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
 upgrade-extension = ["copier (>=9,<10)", "jinja2-time (<0.3)", "pydantic (<3.0)", "pyyaml-include (<3.0)", "tomli-w (<2.0)"]
 
@@ -2328,6 +2458,8 @@ version = "0.3.0"
 description = "Pygments theme using JupyterLab CSS variables"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
     {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"},
@@ -2339,6 +2471,8 @@ version = "2.27.3"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "jupyterlab_server-2.27.3-py3-none-any.whl", hash = "sha256:e697488f66c3db49df675158a77b3b017520d772c6e1548c7d9bcc5df7944ee4"},
     {file = "jupyterlab_server-2.27.3.tar.gz", hash = "sha256:eb36caca59e74471988f0ae25c77945610b887f777255aa21f8065def9e51ed4"},
@@ -2360,43 +2494,45 @@ test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-v
 
 [[package]]
 name = "jupyterlab-widgets"
-version = "3.0.14"
+version = "3.0.13"
 description = "Jupyter interactive widgets for JupyterLab"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "jupyterlab_widgets-3.0.14-py3-none-any.whl", hash = "sha256:54c33e3306b7fca139d165d6190dc6c0627aafa5d14adfc974a4e9a3d26cb703"},
-    {file = "jupyterlab_widgets-3.0.14.tar.gz", hash = "sha256:bad03e59546869f026e537e0d170e454259e6dc7048e14041707ca31e523c8a1"},
+    {file = "jupyterlab_widgets-3.0.13-py3-none-any.whl", hash = "sha256:e3cda2c233ce144192f1e29914ad522b2f4c40e77214b0cc97377ca3d323db54"},
+    {file = "jupyterlab_widgets-3.0.13.tar.gz", hash = "sha256:a2966d385328c1942b683a8cd96b89b8dd82c8b8f81dda902bb2bc06d46f5bed"},
 ]
 
 [[package]]
 name = "llvmlite"
-version = "0.44.0"
+version = "0.43.0"
 description = "lightweight wrapper around basic LLVM functionality"
 optional = false
-python-versions = ">=3.10"
-files = [
-    {file = "llvmlite-0.44.0-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:9fbadbfba8422123bab5535b293da1cf72f9f478a65645ecd73e781f962ca614"},
-    {file = "llvmlite-0.44.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:cccf8eb28f24840f2689fb1a45f9c0f7e582dd24e088dcf96e424834af11f791"},
-    {file = "llvmlite-0.44.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7202b678cdf904823c764ee0fe2dfe38a76981f4c1e51715b4cb5abb6cf1d9e8"},
-    {file = "llvmlite-0.44.0-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:40526fb5e313d7b96bda4cbb2c85cd5374e04d80732dd36a282d72a560bb6408"},
-    {file = "llvmlite-0.44.0-cp310-cp310-win_amd64.whl", hash = "sha256:41e3839150db4330e1b2716c0be3b5c4672525b4c9005e17c7597f835f351ce2"},
-    {file = "llvmlite-0.44.0-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:eed7d5f29136bda63b6d7804c279e2b72e08c952b7c5df61f45db408e0ee52f3"},
-    {file = "llvmlite-0.44.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:ace564d9fa44bb91eb6e6d8e7754977783c68e90a471ea7ce913bff30bd62427"},
-    {file = "llvmlite-0.44.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c5d22c3bfc842668168a786af4205ec8e3ad29fb1bc03fd11fd48460d0df64c1"},
-    {file = "llvmlite-0.44.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f01a394e9c9b7b1d4e63c327b096d10f6f0ed149ef53d38a09b3749dcf8c9610"},
-    {file = "llvmlite-0.44.0-cp311-cp311-win_amd64.whl", hash = "sha256:d8489634d43c20cd0ad71330dde1d5bc7b9966937a263ff1ec1cebb90dc50955"},
-    {file = "llvmlite-0.44.0-cp312-cp312-macosx_10_14_x86_64.whl", hash = "sha256:1d671a56acf725bf1b531d5ef76b86660a5ab8ef19bb6a46064a705c6ca80aad"},
-    {file = "llvmlite-0.44.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:5f79a728e0435493611c9f405168682bb75ffd1fbe6fc360733b850c80a026db"},
-    {file = "llvmlite-0.44.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0143a5ef336da14deaa8ec26c5449ad5b6a2b564df82fcef4be040b9cacfea9"},
-    {file = "llvmlite-0.44.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d752f89e31b66db6f8da06df8b39f9b91e78c5feea1bf9e8c1fba1d1c24c065d"},
-    {file = "llvmlite-0.44.0-cp312-cp312-win_amd64.whl", hash = "sha256:eae7e2d4ca8f88f89d315b48c6b741dcb925d6a1042da694aa16ab3dd4cbd3a1"},
-    {file = "llvmlite-0.44.0-cp313-cp313-macosx_10_14_x86_64.whl", hash = "sha256:319bddd44e5f71ae2689859b7203080716448a3cd1128fb144fe5c055219d516"},
-    {file = "llvmlite-0.44.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:9c58867118bad04a0bb22a2e0068c693719658105e40009ffe95c7000fcde88e"},
-    {file = "llvmlite-0.44.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:46224058b13c96af1365290bdfebe9a6264ae62fb79b2b55693deed11657a8bf"},
-    {file = "llvmlite-0.44.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:aa0097052c32bf721a4efc03bd109d335dfa57d9bffb3d4c24cc680711b8b4fc"},
-    {file = "llvmlite-0.44.0-cp313-cp313-win_amd64.whl", hash = "sha256:2fb7c4f2fb86cbae6dca3db9ab203eeea0e22d73b99bc2341cdf9de93612e930"},
-    {file = "llvmlite-0.44.0.tar.gz", hash = "sha256:07667d66a5d150abed9157ab6c0b9393c9356f229784a4385c02f99e94fc94d4"},
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "llvmlite-0.43.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a289af9a1687c6cf463478f0fa8e8aa3b6fb813317b0d70bf1ed0759eab6f761"},
+    {file = "llvmlite-0.43.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6d4fd101f571a31acb1559ae1af30f30b1dc4b3186669f92ad780e17c81e91bc"},
+    {file = "llvmlite-0.43.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7d434ec7e2ce3cc8f452d1cd9a28591745de022f931d67be688a737320dfcead"},
+    {file = "llvmlite-0.43.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6912a87782acdff6eb8bf01675ed01d60ca1f2551f8176a300a886f09e836a6a"},
+    {file = "llvmlite-0.43.0-cp310-cp310-win_amd64.whl", hash = "sha256:14f0e4bf2fd2d9a75a3534111e8ebeb08eda2f33e9bdd6dfa13282afacdde0ed"},
+    {file = "llvmlite-0.43.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:3e8d0618cb9bfe40ac38a9633f2493d4d4e9fcc2f438d39a4e854f39cc0f5f98"},
+    {file = "llvmlite-0.43.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:e0a9a1a39d4bf3517f2af9d23d479b4175ead205c592ceeb8b89af48a327ea57"},
+    {file = "llvmlite-0.43.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c1da416ab53e4f7f3bc8d4eeba36d801cc1894b9fbfbf2022b29b6bad34a7df2"},
+    {file = "llvmlite-0.43.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:977525a1e5f4059316b183fb4fd34fa858c9eade31f165427a3977c95e3ee749"},
+    {file = "llvmlite-0.43.0-cp311-cp311-win_amd64.whl", hash = "sha256:d5bd550001d26450bd90777736c69d68c487d17bf371438f975229b2b8241a91"},
+    {file = "llvmlite-0.43.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:f99b600aa7f65235a5a05d0b9a9f31150c390f31261f2a0ba678e26823ec38f7"},
+    {file = "llvmlite-0.43.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:35d80d61d0cda2d767f72de99450766250560399edc309da16937b93d3b676e7"},
+    {file = "llvmlite-0.43.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:eccce86bba940bae0d8d48ed925f21dbb813519169246e2ab292b5092aba121f"},
+    {file = "llvmlite-0.43.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:df6509e1507ca0760787a199d19439cc887bfd82226f5af746d6977bd9f66844"},
+    {file = "llvmlite-0.43.0-cp312-cp312-win_amd64.whl", hash = "sha256:7a2872ee80dcf6b5dbdc838763d26554c2a18aa833d31a2635bff16aafefb9c9"},
+    {file = "llvmlite-0.43.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9cd2a7376f7b3367019b664c21f0c61766219faa3b03731113ead75107f3b66c"},
+    {file = "llvmlite-0.43.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:18e9953c748b105668487b7c81a3e97b046d8abf95c4ddc0cd3c94f4e4651ae8"},
+    {file = "llvmlite-0.43.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:74937acd22dc11b33946b67dca7680e6d103d6e90eeaaaf932603bec6fe7b03a"},
+    {file = "llvmlite-0.43.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc9efc739cc6ed760f795806f67889923f7274276f0eb45092a1473e40d9b867"},
+    {file = "llvmlite-0.43.0-cp39-cp39-win_amd64.whl", hash = "sha256:47e147cdda9037f94b399bf03bfd8a6b6b1f2f90be94a454e3386f006455a9b4"},
+    {file = "llvmlite-0.43.0.tar.gz", hash = "sha256:ae2b5b5c3ef67354824fb75517c8db5fbe93bc02cd9671f3c62271626bc041d5"},
 ]
 
 [[package]]
@@ -2405,6 +2541,7 @@ version = "1.0.0"
 description = "File-based locks for Python on Linux and Windows"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+groups = ["main"]
 files = [
     {file = "locket-1.0.0-py2.py3-none-any.whl", hash = "sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3"},
     {file = "locket-1.0.0.tar.gz", hash = "sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632"},
@@ -2416,6 +2553,8 @@ version = "1.15.6"
 description = "Small library to dynamically create python functions."
 optional = false
 python-versions = "*"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "makefun-1.15.6-py2.py3-none-any.whl", hash = "sha256:e69b870f0bb60304765b1e3db576aaecf2f9b3e5105afe8cfeff8f2afe6ad067"},
     {file = "makefun-1.15.6.tar.gz", hash = "sha256:26bc63442a6182fb75efed8b51741dd2d1db2f176bec8c64e20a586256b8f149"},
@@ -2427,6 +2566,7 @@ version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8"},
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158"},
@@ -2497,6 +2637,7 @@ version = "0.1.7"
 description = "Inline Matplotlib backend for Jupyter"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"},
     {file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"},
@@ -2511,6 +2652,8 @@ version = "0.61.0"
 description = "A module for monitoring memory usage of a python program"
 optional = false
 python-versions = ">=3.5"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "memory_profiler-0.61.0-py3-none-any.whl", hash = "sha256:400348e61031e3942ad4d4109d18753b2fb08c2f6fb8290671c5513a34182d84"},
     {file = "memory_profiler-0.61.0.tar.gz", hash = "sha256:4e5b73d7864a1d1292fb76a03e82a3e78ef934d06828a698d9dada76da2067b0"},
@@ -2521,24 +2664,24 @@ psutil = "*"
 
 [[package]]
 name = "mistune"
-version = "3.1.3"
+version = "3.0.2"
 description = "A sane and fast Markdown parser with useful plugins and renderers"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "mistune-3.1.3-py3-none-any.whl", hash = "sha256:1a32314113cff28aa6432e99e522677c8587fd83e3d51c29b82a52409c842bd9"},
-    {file = "mistune-3.1.3.tar.gz", hash = "sha256:a7035c21782b2becb6be62f8f25d3df81ccb4d6fa477a6525b15af06539f02a0"},
+    {file = "mistune-3.0.2-py3-none-any.whl", hash = "sha256:71481854c30fdbc938963d3605b72501f5c10a9320ecd412c121c163a1c7d205"},
+    {file = "mistune-3.0.2.tar.gz", hash = "sha256:fc7f93ded930c92394ef2cb6f04a8aabab4117a91449e72dcc8dfa646a508be8"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = "*", markers = "python_version < \"3.11\""}
-
 [[package]]
 name = "msgpack"
 version = "1.1.0"
 description = "MessagePack serializer"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "msgpack-1.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7ad442d527a7e358a469faf43fda45aaf4ac3249c8310a82f0ccff9164e5dccd"},
     {file = "msgpack-1.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:74bed8f63f8f14d75eec75cf3d04ad581da6b914001b474a5d3cd3372c8cc27d"},
@@ -2608,115 +2751,104 @@ files = [
 
 [[package]]
 name = "multidict"
-version = "6.4.3"
+version = "6.1.0"
 description = "multidict implementation"
 optional = false
-python-versions = ">=3.9"
-files = [
-    {file = "multidict-6.4.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:32a998bd8a64ca48616eac5a8c1cc4fa38fb244a3facf2eeb14abe186e0f6cc5"},
-    {file = "multidict-6.4.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a54ec568f1fc7f3c313c2f3b16e5db346bf3660e1309746e7fccbbfded856188"},
-    {file = "multidict-6.4.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a7be07e5df178430621c716a63151165684d3e9958f2bbfcb644246162007ab7"},
-    {file = "multidict-6.4.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b128dbf1c939674a50dd0b28f12c244d90e5015e751a4f339a96c54f7275e291"},
-    {file = "multidict-6.4.3-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:b9cb19dfd83d35b6ff24a4022376ea6e45a2beba8ef3f0836b8a4b288b6ad685"},
-    {file = "multidict-6.4.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3cf62f8e447ea2c1395afa289b332e49e13d07435369b6f4e41f887db65b40bf"},
-    {file = "multidict-6.4.3-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:909f7d43ff8f13d1adccb6a397094adc369d4da794407f8dd592c51cf0eae4b1"},
-    {file = "multidict-6.4.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0bb8f8302fbc7122033df959e25777b0b7659b1fd6bcb9cb6bed76b5de67afef"},
-    {file = "multidict-6.4.3-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:224b79471b4f21169ea25ebc37ed6f058040c578e50ade532e2066562597b8a9"},
-    {file = "multidict-6.4.3-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:a7bd27f7ab3204f16967a6f899b3e8e9eb3362c0ab91f2ee659e0345445e0078"},
-    {file = "multidict-6.4.3-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:99592bd3162e9c664671fd14e578a33bfdba487ea64bcb41d281286d3c870ad7"},
-    {file = "multidict-6.4.3-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:a62d78a1c9072949018cdb05d3c533924ef8ac9bcb06cbf96f6d14772c5cd451"},
-    {file = "multidict-6.4.3-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:3ccdde001578347e877ca4f629450973c510e88e8865d5aefbcb89b852ccc666"},
-    {file = "multidict-6.4.3-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:eccb67b0e78aa2e38a04c5ecc13bab325a43e5159a181a9d1a6723db913cbb3c"},
-    {file = "multidict-6.4.3-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:8b6fcf6054fc4114a27aa865f8840ef3d675f9316e81868e0ad5866184a6cba5"},
-    {file = "multidict-6.4.3-cp310-cp310-win32.whl", hash = "sha256:f92c7f62d59373cd93bc9969d2da9b4b21f78283b1379ba012f7ee8127b3152e"},
-    {file = "multidict-6.4.3-cp310-cp310-win_amd64.whl", hash = "sha256:b57e28dbc031d13916b946719f213c494a517b442d7b48b29443e79610acd887"},
-    {file = "multidict-6.4.3-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:f6f19170197cc29baccd33ccc5b5d6a331058796485857cf34f7635aa25fb0cd"},
-    {file = "multidict-6.4.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:f2882bf27037eb687e49591690e5d491e677272964f9ec7bc2abbe09108bdfb8"},
-    {file = "multidict-6.4.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:fbf226ac85f7d6b6b9ba77db4ec0704fde88463dc17717aec78ec3c8546c70ad"},
-    {file = "multidict-6.4.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2e329114f82ad4b9dd291bef614ea8971ec119ecd0f54795109976de75c9a852"},
-    {file = "multidict-6.4.3-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:1f4e0334d7a555c63f5c8952c57ab6f1c7b4f8c7f3442df689fc9f03df315c08"},
-    {file = "multidict-6.4.3-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:740915eb776617b57142ce0bb13b7596933496e2f798d3d15a20614adf30d229"},
-    {file = "multidict-6.4.3-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:255dac25134d2b141c944b59a0d2f7211ca12a6d4779f7586a98b4b03ea80508"},
-    {file = "multidict-6.4.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d4e8535bd4d741039b5aad4285ecd9b902ef9e224711f0b6afda6e38d7ac02c7"},
-    {file = "multidict-6.4.3-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:30c433a33be000dd968f5750722eaa0991037be0be4a9d453eba121774985bc8"},
-    {file = "multidict-6.4.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:4eb33b0bdc50acd538f45041f5f19945a1f32b909b76d7b117c0c25d8063df56"},
-    {file = "multidict-6.4.3-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:75482f43465edefd8a5d72724887ccdcd0c83778ded8f0cb1e0594bf71736cc0"},
-    {file = "multidict-6.4.3-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:ce5b3082e86aee80b3925ab4928198450d8e5b6466e11501fe03ad2191c6d777"},
-    {file = "multidict-6.4.3-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:e413152e3212c4d39f82cf83c6f91be44bec9ddea950ce17af87fbf4e32ca6b2"},
-    {file = "multidict-6.4.3-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:8aac2eeff69b71f229a405c0a4b61b54bade8e10163bc7b44fcd257949620618"},
-    {file = "multidict-6.4.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:ab583ac203af1d09034be41458feeab7863c0635c650a16f15771e1386abf2d7"},
-    {file = "multidict-6.4.3-cp311-cp311-win32.whl", hash = "sha256:1b2019317726f41e81154df636a897de1bfe9228c3724a433894e44cd2512378"},
-    {file = "multidict-6.4.3-cp311-cp311-win_amd64.whl", hash = "sha256:43173924fa93c7486402217fab99b60baf78d33806af299c56133a3755f69589"},
-    {file = "multidict-6.4.3-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:1f1c2f58f08b36f8475f3ec6f5aeb95270921d418bf18f90dffd6be5c7b0e676"},
-    {file = "multidict-6.4.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:26ae9ad364fc61b936fb7bf4c9d8bd53f3a5b4417142cd0be5c509d6f767e2f1"},
-    {file = "multidict-6.4.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:659318c6c8a85f6ecfc06b4e57529e5a78dfdd697260cc81f683492ad7e9435a"},
-    {file = "multidict-6.4.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e1eb72c741fd24d5a28242ce72bb61bc91f8451877131fa3fe930edb195f7054"},
-    {file = "multidict-6.4.3-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:3cd06d88cb7398252284ee75c8db8e680aa0d321451132d0dba12bc995f0adcc"},
-    {file = "multidict-6.4.3-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4543d8dc6470a82fde92b035a92529317191ce993533c3c0c68f56811164ed07"},
-    {file = "multidict-6.4.3-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:30a3ebdc068c27e9d6081fca0e2c33fdf132ecea703a72ea216b81a66860adde"},
-    {file = "multidict-6.4.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b038f10e23f277153f86f95c777ba1958bcd5993194fda26a1d06fae98b2f00c"},
-    {file = "multidict-6.4.3-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c605a2b2dc14282b580454b9b5d14ebe0668381a3a26d0ac39daa0ca115eb2ae"},
-    {file = "multidict-6.4.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:8bd2b875f4ca2bb527fe23e318ddd509b7df163407b0fb717df229041c6df5d3"},
-    {file = "multidict-6.4.3-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:c2e98c840c9c8e65c0e04b40c6c5066c8632678cd50c8721fdbcd2e09f21a507"},
-    {file = "multidict-6.4.3-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:66eb80dd0ab36dbd559635e62fba3083a48a252633164857a1d1684f14326427"},
-    {file = "multidict-6.4.3-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:c23831bdee0a2a3cf21be057b5e5326292f60472fb6c6f86392bbf0de70ba731"},
-    {file = "multidict-6.4.3-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:1535cec6443bfd80d028052e9d17ba6ff8a5a3534c51d285ba56c18af97e9713"},
-    {file = "multidict-6.4.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:3b73e7227681f85d19dec46e5b881827cd354aabe46049e1a61d2f9aaa4e285a"},
-    {file = "multidict-6.4.3-cp312-cp312-win32.whl", hash = "sha256:8eac0c49df91b88bf91f818e0a24c1c46f3622978e2c27035bfdca98e0e18124"},
-    {file = "multidict-6.4.3-cp312-cp312-win_amd64.whl", hash = "sha256:11990b5c757d956cd1db7cb140be50a63216af32cd6506329c2c59d732d802db"},
-    {file = "multidict-6.4.3-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:7a76534263d03ae0cfa721fea40fd2b5b9d17a6f85e98025931d41dc49504474"},
-    {file = "multidict-6.4.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:805031c2f599eee62ac579843555ed1ce389ae00c7e9f74c2a1b45e0564a88dd"},
-    {file = "multidict-6.4.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:c56c179839d5dcf51d565132185409d1d5dd8e614ba501eb79023a6cab25576b"},
-    {file = "multidict-6.4.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9c64f4ddb3886dd8ab71b68a7431ad4aa01a8fa5be5b11543b29674f29ca0ba3"},
-    {file = "multidict-6.4.3-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:3002a856367c0b41cad6784f5b8d3ab008eda194ed7864aaa58f65312e2abcac"},
-    {file = "multidict-6.4.3-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3d75e621e7d887d539d6e1d789f0c64271c250276c333480a9e1de089611f790"},
-    {file = "multidict-6.4.3-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:995015cf4a3c0d72cbf453b10a999b92c5629eaf3a0c3e1efb4b5c1f602253bb"},
-    {file = "multidict-6.4.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a2b0fabae7939d09d7d16a711468c385272fa1b9b7fb0d37e51143585d8e72e0"},
-    {file = "multidict-6.4.3-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:61ed4d82f8a1e67eb9eb04f8587970d78fe7cddb4e4d6230b77eda23d27938f9"},
-    {file = "multidict-6.4.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:062428944a8dc69df9fdc5d5fc6279421e5f9c75a9ee3f586f274ba7b05ab3c8"},
-    {file = "multidict-6.4.3-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:b90e27b4674e6c405ad6c64e515a505c6d113b832df52fdacb6b1ffd1fa9a1d1"},
-    {file = "multidict-6.4.3-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:7d50d4abf6729921e9613d98344b74241572b751c6b37feed75fb0c37bd5a817"},
-    {file = "multidict-6.4.3-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:43fe10524fb0a0514be3954be53258e61d87341008ce4914f8e8b92bee6f875d"},
-    {file = "multidict-6.4.3-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:236966ca6c472ea4e2d3f02f6673ebfd36ba3f23159c323f5a496869bc8e47c9"},
-    {file = "multidict-6.4.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:422a5ec315018e606473ba1f5431e064cf8b2a7468019233dcf8082fabad64c8"},
-    {file = "multidict-6.4.3-cp313-cp313-win32.whl", hash = "sha256:f901a5aace8e8c25d78960dcc24c870c8d356660d3b49b93a78bf38eb682aac3"},
-    {file = "multidict-6.4.3-cp313-cp313-win_amd64.whl", hash = "sha256:1c152c49e42277bc9a2f7b78bd5fa10b13e88d1b0328221e7aef89d5c60a99a5"},
-    {file = "multidict-6.4.3-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:be8751869e28b9c0d368d94f5afcb4234db66fe8496144547b4b6d6a0645cfc6"},
-    {file = "multidict-6.4.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:0d4b31f8a68dccbcd2c0ea04f0e014f1defc6b78f0eb8b35f2265e8716a6df0c"},
-    {file = "multidict-6.4.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:032efeab3049e37eef2ff91271884303becc9e54d740b492a93b7e7266e23756"},
-    {file = "multidict-6.4.3-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9e78006af1a7c8a8007e4f56629d7252668344442f66982368ac06522445e375"},
-    {file = "multidict-6.4.3-cp313-cp313t-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:daeac9dd30cda8703c417e4fddccd7c4dc0c73421a0b54a7da2713be125846be"},
-    {file = "multidict-6.4.3-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1f6f90700881438953eae443a9c6f8a509808bc3b185246992c4233ccee37fea"},
-    {file = "multidict-6.4.3-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f84627997008390dd15762128dcf73c3365f4ec0106739cde6c20a07ed198ec8"},
-    {file = "multidict-6.4.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3307b48cd156153b117c0ea54890a3bdbf858a5b296ddd40dc3852e5f16e9b02"},
-    {file = "multidict-6.4.3-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ead46b0fa1dcf5af503a46e9f1c2e80b5d95c6011526352fa5f42ea201526124"},
-    {file = "multidict-6.4.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:1748cb2743bedc339d63eb1bca314061568793acd603a6e37b09a326334c9f44"},
-    {file = "multidict-6.4.3-cp313-cp313t-musllinux_1_2_armv7l.whl", hash = "sha256:acc9fa606f76fc111b4569348cc23a771cb52c61516dcc6bcef46d612edb483b"},
-    {file = "multidict-6.4.3-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:31469d5832b5885adeb70982e531ce86f8c992334edd2f2254a10fa3182ac504"},
-    {file = "multidict-6.4.3-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:ba46b51b6e51b4ef7bfb84b82f5db0dc5e300fb222a8a13b8cd4111898a869cf"},
-    {file = "multidict-6.4.3-cp313-cp313t-musllinux_1_2_s390x.whl", hash = "sha256:389cfefb599edf3fcfd5f64c0410da686f90f5f5e2c4d84e14f6797a5a337af4"},
-    {file = "multidict-6.4.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:64bc2bbc5fba7b9db5c2c8d750824f41c6994e3882e6d73c903c2afa78d091e4"},
-    {file = "multidict-6.4.3-cp313-cp313t-win32.whl", hash = "sha256:0ecdc12ea44bab2807d6b4a7e5eef25109ab1c82a8240d86d3c1fc9f3b72efd5"},
-    {file = "multidict-6.4.3-cp313-cp313t-win_amd64.whl", hash = "sha256:7146a8742ea71b5d7d955bffcef58a9e6e04efba704b52a460134fefd10a8208"},
-    {file = "multidict-6.4.3-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:5427a2679e95a642b7f8b0f761e660c845c8e6fe3141cddd6b62005bd133fc21"},
-    {file = "multidict-6.4.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:24a8caa26521b9ad09732972927d7b45b66453e6ebd91a3c6a46d811eeb7349b"},
-    {file = "multidict-6.4.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:6b5a272bc7c36a2cd1b56ddc6bff02e9ce499f9f14ee4a45c45434ef083f2459"},
-    {file = "multidict-6.4.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:edf74dc5e212b8c75165b435c43eb0d5e81b6b300a938a4eb82827119115e840"},
-    {file = "multidict-6.4.3-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:9f35de41aec4b323c71f54b0ca461ebf694fb48bec62f65221f52e0017955b39"},
-    {file = "multidict-6.4.3-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ae93e0ff43b6f6892999af64097b18561691ffd835e21a8348a441e256592e1f"},
-    {file = "multidict-6.4.3-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5e3929269e9d7eff905d6971d8b8c85e7dbc72c18fb99c8eae6fe0a152f2e343"},
-    {file = "multidict-6.4.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fb6214fe1750adc2a1b801a199d64b5a67671bf76ebf24c730b157846d0e90d2"},
-    {file = "multidict-6.4.3-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6d79cf5c0c6284e90f72123f4a3e4add52d6c6ebb4a9054e88df15b8d08444c6"},
-    {file = "multidict-6.4.3-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:2427370f4a255262928cd14533a70d9738dfacadb7563bc3b7f704cc2360fc4e"},
-    {file = "multidict-6.4.3-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:fbd8d737867912b6c5f99f56782b8cb81f978a97b4437a1c476de90a3e41c9a1"},
-    {file = "multidict-6.4.3-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:0ee1bf613c448997f73fc4efb4ecebebb1c02268028dd4f11f011f02300cf1e8"},
-    {file = "multidict-6.4.3-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:578568c4ba5f2b8abd956baf8b23790dbfdc953e87d5b110bce343b4a54fc9e7"},
-    {file = "multidict-6.4.3-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:a059ad6b80de5b84b9fa02a39400319e62edd39d210b4e4f8c4f1243bdac4752"},
-    {file = "multidict-6.4.3-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:dd53893675b729a965088aaadd6a1f326a72b83742b056c1065bdd2e2a42b4df"},
-    {file = "multidict-6.4.3-cp39-cp39-win32.whl", hash = "sha256:abcfed2c4c139f25c2355e180bcc077a7cae91eefbb8b3927bb3f836c9586f1f"},
-    {file = "multidict-6.4.3-cp39-cp39-win_amd64.whl", hash = "sha256:b1b389ae17296dd739015d5ddb222ee99fd66adeae910de21ac950e00979d897"},
-    {file = "multidict-6.4.3-py3-none-any.whl", hash = "sha256:59fe01ee8e2a1e8ceb3f6dbb216b09c8d9f4ef1c22c4fc825d045a147fa2ebc9"},
-    {file = "multidict-6.4.3.tar.gz", hash = "sha256:3ada0b058c9f213c5f95ba301f922d402ac234f1111a7d8fd70f1b99f3c281ec"},
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "multidict-6.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3380252550e372e8511d49481bd836264c009adb826b23fefcc5dd3c69692f60"},
+    {file = "multidict-6.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:99f826cbf970077383d7de805c0681799491cb939c25450b9b5b3ced03ca99f1"},
+    {file = "multidict-6.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a114d03b938376557927ab23f1e950827c3b893ccb94b62fd95d430fd0e5cf53"},
+    {file = "multidict-6.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b1c416351ee6271b2f49b56ad7f308072f6f44b37118d69c2cad94f3fa8a40d5"},
+    {file = "multidict-6.1.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6b5d83030255983181005e6cfbac1617ce9746b219bc2aad52201ad121226581"},
+    {file = "multidict-6.1.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3e97b5e938051226dc025ec80980c285b053ffb1e25a3db2a3aa3bc046bf7f56"},
+    {file = "multidict-6.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d618649d4e70ac6efcbba75be98b26ef5078faad23592f9b51ca492953012429"},
+    {file = "multidict-6.1.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:10524ebd769727ac77ef2278390fb0068d83f3acb7773792a5080f2b0abf7748"},
+    {file = "multidict-6.1.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:ff3827aef427c89a25cc96ded1759271a93603aba9fb977a6d264648ebf989db"},
+    {file = "multidict-6.1.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:06809f4f0f7ab7ea2cabf9caca7d79c22c0758b58a71f9d32943ae13c7ace056"},
+    {file = "multidict-6.1.0-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:f179dee3b863ab1c59580ff60f9d99f632f34ccb38bf67a33ec6b3ecadd0fd76"},
+    {file = "multidict-6.1.0-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:aaed8b0562be4a0876ee3b6946f6869b7bcdb571a5d1496683505944e268b160"},
+    {file = "multidict-6.1.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:3c8b88a2ccf5493b6c8da9076fb151ba106960a2df90c2633f342f120751a9e7"},
+    {file = "multidict-6.1.0-cp310-cp310-win32.whl", hash = "sha256:4a9cb68166a34117d6646c0023c7b759bf197bee5ad4272f420a0141d7eb03a0"},
+    {file = "multidict-6.1.0-cp310-cp310-win_amd64.whl", hash = "sha256:20b9b5fbe0b88d0bdef2012ef7dee867f874b72528cf1d08f1d59b0e3850129d"},
+    {file = "multidict-6.1.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:3efe2c2cb5763f2f1b275ad2bf7a287d3f7ebbef35648a9726e3b69284a4f3d6"},
+    {file = "multidict-6.1.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:c7053d3b0353a8b9de430a4f4b4268ac9a4fb3481af37dfe49825bf45ca24156"},
+    {file = "multidict-6.1.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:27e5fc84ccef8dfaabb09d82b7d179c7cf1a3fbc8a966f8274fcb4ab2eb4cadb"},
+    {file = "multidict-6.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0e2b90b43e696f25c62656389d32236e049568b39320e2735d51f08fd362761b"},
+    {file = "multidict-6.1.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d83a047959d38a7ff552ff94be767b7fd79b831ad1cd9920662db05fec24fe72"},
+    {file = "multidict-6.1.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d1a9dd711d0877a1ece3d2e4fea11a8e75741ca21954c919406b44e7cf971304"},
+    {file = "multidict-6.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ec2abea24d98246b94913b76a125e855eb5c434f7c46546046372fe60f666351"},
+    {file = "multidict-6.1.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4867cafcbc6585e4b678876c489b9273b13e9fff9f6d6d66add5e15d11d926cb"},
+    {file = "multidict-6.1.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:5b48204e8d955c47c55b72779802b219a39acc3ee3d0116d5080c388970b76e3"},
+    {file = "multidict-6.1.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:d8fff389528cad1618fb4b26b95550327495462cd745d879a8c7c2115248e399"},
+    {file = "multidict-6.1.0-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:a7a9541cd308eed5e30318430a9c74d2132e9a8cb46b901326272d780bf2d423"},
+    {file = "multidict-6.1.0-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:da1758c76f50c39a2efd5e9859ce7d776317eb1dd34317c8152ac9251fc574a3"},
+    {file = "multidict-6.1.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:c943a53e9186688b45b323602298ab727d8865d8c9ee0b17f8d62d14b56f0753"},
+    {file = "multidict-6.1.0-cp311-cp311-win32.whl", hash = "sha256:90f8717cb649eea3504091e640a1b8568faad18bd4b9fcd692853a04475a4b80"},
+    {file = "multidict-6.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:82176036e65644a6cc5bd619f65f6f19781e8ec2e5330f51aa9ada7504cc1926"},
+    {file = "multidict-6.1.0-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:b04772ed465fa3cc947db808fa306d79b43e896beb677a56fb2347ca1a49c1fa"},
+    {file = "multidict-6.1.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:6180c0ae073bddeb5a97a38c03f30c233e0a4d39cd86166251617d1bbd0af436"},
+    {file = "multidict-6.1.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:071120490b47aa997cca00666923a83f02c7fbb44f71cf7f136df753f7fa8761"},
+    {file = "multidict-6.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:50b3a2710631848991d0bf7de077502e8994c804bb805aeb2925a981de58ec2e"},
+    {file = "multidict-6.1.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b58c621844d55e71c1b7f7c498ce5aa6985d743a1a59034c57a905b3f153c1ef"},
+    {file = "multidict-6.1.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:55b6d90641869892caa9ca42ff913f7ff1c5ece06474fbd32fb2cf6834726c95"},
+    {file = "multidict-6.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4b820514bfc0b98a30e3d85462084779900347e4d49267f747ff54060cc33925"},
+    {file = "multidict-6.1.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:10a9b09aba0c5b48c53761b7c720aaaf7cf236d5fe394cd399c7ba662d5f9966"},
+    {file = "multidict-6.1.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:1e16bf3e5fc9f44632affb159d30a437bfe286ce9e02754759be5536b169b305"},
+    {file = "multidict-6.1.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:76f364861c3bfc98cbbcbd402d83454ed9e01a5224bb3a28bf70002a230f73e2"},
+    {file = "multidict-6.1.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:820c661588bd01a0aa62a1283f20d2be4281b086f80dad9e955e690c75fb54a2"},
+    {file = "multidict-6.1.0-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:0e5f362e895bc5b9e67fe6e4ded2492d8124bdf817827f33c5b46c2fe3ffaca6"},
+    {file = "multidict-6.1.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:3ec660d19bbc671e3a6443325f07263be452c453ac9e512f5eb935e7d4ac28b3"},
+    {file = "multidict-6.1.0-cp312-cp312-win32.whl", hash = "sha256:58130ecf8f7b8112cdb841486404f1282b9c86ccb30d3519faf301b2e5659133"},
+    {file = "multidict-6.1.0-cp312-cp312-win_amd64.whl", hash = "sha256:188215fc0aafb8e03341995e7c4797860181562380f81ed0a87ff455b70bf1f1"},
+    {file = "multidict-6.1.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:d569388c381b24671589335a3be6e1d45546c2988c2ebe30fdcada8457a31008"},
+    {file = "multidict-6.1.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:052e10d2d37810b99cc170b785945421141bf7bb7d2f8799d431e7db229c385f"},
+    {file = "multidict-6.1.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:f90c822a402cb865e396a504f9fc8173ef34212a342d92e362ca498cad308e28"},
+    {file = "multidict-6.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b225d95519a5bf73860323e633a664b0d85ad3d5bede6d30d95b35d4dfe8805b"},
+    {file = "multidict-6.1.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:23bfd518810af7de1116313ebd9092cb9aa629beb12f6ed631ad53356ed6b86c"},
+    {file = "multidict-6.1.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5c09fcfdccdd0b57867577b719c69e347a436b86cd83747f179dbf0cc0d4c1f3"},
+    {file = "multidict-6.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bf6bea52ec97e95560af5ae576bdac3aa3aae0b6758c6efa115236d9e07dae44"},
+    {file = "multidict-6.1.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:57feec87371dbb3520da6192213c7d6fc892d5589a93db548331954de8248fd2"},
+    {file = "multidict-6.1.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:0c3f390dc53279cbc8ba976e5f8035eab997829066756d811616b652b00a23a3"},
+    {file = "multidict-6.1.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:59bfeae4b25ec05b34f1956eaa1cb38032282cd4dfabc5056d0a1ec4d696d3aa"},
+    {file = "multidict-6.1.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:b2f59caeaf7632cc633b5cf6fc449372b83bbdf0da4ae04d5be36118e46cc0aa"},
+    {file = "multidict-6.1.0-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:37bb93b2178e02b7b618893990941900fd25b6b9ac0fa49931a40aecdf083fe4"},
+    {file = "multidict-6.1.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:4e9f48f58c2c523d5a06faea47866cd35b32655c46b443f163d08c6d0ddb17d6"},
+    {file = "multidict-6.1.0-cp313-cp313-win32.whl", hash = "sha256:3a37ffb35399029b45c6cc33640a92bef403c9fd388acce75cdc88f58bd19a81"},
+    {file = "multidict-6.1.0-cp313-cp313-win_amd64.whl", hash = "sha256:e9aa71e15d9d9beaad2c6b9319edcdc0a49a43ef5c0a4c8265ca9ee7d6c67774"},
+    {file = "multidict-6.1.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:db7457bac39421addd0c8449933ac32d8042aae84a14911a757ae6ca3eef1392"},
+    {file = "multidict-6.1.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:d094ddec350a2fb899fec68d8353c78233debde9b7d8b4beeafa70825f1c281a"},
+    {file = "multidict-6.1.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:5845c1fd4866bb5dd3125d89b90e57ed3138241540897de748cdf19de8a2fca2"},
+    {file = "multidict-6.1.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9079dfc6a70abe341f521f78405b8949f96db48da98aeb43f9907f342f627cdc"},
+    {file = "multidict-6.1.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3914f5aaa0f36d5d60e8ece6a308ee1c9784cd75ec8151062614657a114c4478"},
+    {file = "multidict-6.1.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c08be4f460903e5a9d0f76818db3250f12e9c344e79314d1d570fc69d7f4eae4"},
+    {file = "multidict-6.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d093be959277cb7dee84b801eb1af388b6ad3ca6a6b6bf1ed7585895789d027d"},
+    {file = "multidict-6.1.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3702ea6872c5a2a4eeefa6ffd36b042e9773f05b1f37ae3ef7264b1163c2dcf6"},
+    {file = "multidict-6.1.0-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:2090f6a85cafc5b2db085124d752757c9d251548cedabe9bd31afe6363e0aff2"},
+    {file = "multidict-6.1.0-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:f67f217af4b1ff66c68a87318012de788dd95fcfeb24cc889011f4e1c7454dfd"},
+    {file = "multidict-6.1.0-cp38-cp38-musllinux_1_2_ppc64le.whl", hash = "sha256:189f652a87e876098bbc67b4da1049afb5f5dfbaa310dd67c594b01c10388db6"},
+    {file = "multidict-6.1.0-cp38-cp38-musllinux_1_2_s390x.whl", hash = "sha256:6bb5992037f7a9eff7991ebe4273ea7f51f1c1c511e6a2ce511d0e7bdb754492"},
+    {file = "multidict-6.1.0-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:ac10f4c2b9e770c4e393876e35a7046879d195cd123b4f116d299d442b335bcd"},
+    {file = "multidict-6.1.0-cp38-cp38-win32.whl", hash = "sha256:e27bbb6d14416713a8bd7aaa1313c0fc8d44ee48d74497a0ff4c3a1b6ccb5167"},
+    {file = "multidict-6.1.0-cp38-cp38-win_amd64.whl", hash = "sha256:22f3105d4fb15c8f57ff3959a58fcab6ce36814486500cd7485651230ad4d4ef"},
+    {file = "multidict-6.1.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:4e18b656c5e844539d506a0a06432274d7bd52a7487e6828c63a63d69185626c"},
+    {file = "multidict-6.1.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:a185f876e69897a6f3325c3f19f26a297fa058c5e456bfcff8015e9a27e83ae1"},
+    {file = "multidict-6.1.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:ab7c4ceb38d91570a650dba194e1ca87c2b543488fe9309b4212694174fd539c"},
+    {file = "multidict-6.1.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e617fb6b0b6953fffd762669610c1c4ffd05632c138d61ac7e14ad187870669c"},
+    {file = "multidict-6.1.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:16e5f4bf4e603eb1fdd5d8180f1a25f30056f22e55ce51fb3d6ad4ab29f7d96f"},
+    {file = "multidict-6.1.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f4c035da3f544b1882bac24115f3e2e8760f10a0107614fc9839fd232200b875"},
+    {file = "multidict-6.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:957cf8e4b6e123a9eea554fa7ebc85674674b713551de587eb318a2df3e00255"},
+    {file = "multidict-6.1.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:483a6aea59cb89904e1ceabd2b47368b5600fb7de78a6e4a2c2987b2d256cf30"},
+    {file = "multidict-6.1.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:87701f25a2352e5bf7454caa64757642734da9f6b11384c1f9d1a8e699758057"},
+    {file = "multidict-6.1.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:682b987361e5fd7a139ed565e30d81fd81e9629acc7d925a205366877d8c8657"},
+    {file = "multidict-6.1.0-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:ce2186a7df133a9c895dea3331ddc5ddad42cdd0d1ea2f0a51e5d161e4762f28"},
+    {file = "multidict-6.1.0-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:9f636b730f7e8cb19feb87094949ba54ee5357440b9658b2a32a5ce4bce53972"},
+    {file = "multidict-6.1.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:73eae06aa53af2ea5270cc066dcaf02cc60d2994bbb2c4ef5764949257d10f43"},
+    {file = "multidict-6.1.0-cp39-cp39-win32.whl", hash = "sha256:1ca0083e80e791cffc6efce7660ad24af66c8d4079d2a750b29001b53ff59ada"},
+    {file = "multidict-6.1.0-cp39-cp39-win_amd64.whl", hash = "sha256:aa466da5b15ccea564bdab9c89175c762bc12825f4659c11227f515cee76fa4a"},
+    {file = "multidict-6.1.0-py3-none-any.whl", hash = "sha256:48e171e52d1c4d33888e529b999e5900356b9ae588c2f09a52dcefb158b27506"},
+    {file = "multidict-6.1.0.tar.gz", hash = "sha256:22ae2ebf9b0c69d206c003e2f6a914ea33f0a932d4aa16f236afc049d9958f4a"},
 ]
 
 [package.dependencies]
@@ -2724,49 +2856,51 @@ typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "mypy"
-version = "1.15.0"
+version = "1.13.0"
 description = "Optional static typing for Python"
 optional = false
-python-versions = ">=3.9"
-files = [
-    {file = "mypy-1.15.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:979e4e1a006511dacf628e36fadfecbcc0160a8af6ca7dad2f5025529e082c13"},
-    {file = "mypy-1.15.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c4bb0e1bd29f7d34efcccd71cf733580191e9a264a2202b0239da95984c5b559"},
-    {file = "mypy-1.15.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:be68172e9fd9ad8fb876c6389f16d1c1b5f100ffa779f77b1fb2176fcc9ab95b"},
-    {file = "mypy-1.15.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c7be1e46525adfa0d97681432ee9fcd61a3964c2446795714699a998d193f1a3"},
-    {file = "mypy-1.15.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:2e2c2e6d3593f6451b18588848e66260ff62ccca522dd231cd4dd59b0160668b"},
-    {file = "mypy-1.15.0-cp310-cp310-win_amd64.whl", hash = "sha256:6983aae8b2f653e098edb77f893f7b6aca69f6cffb19b2cc7443f23cce5f4828"},
-    {file = "mypy-1.15.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:2922d42e16d6de288022e5ca321cd0618b238cfc5570e0263e5ba0a77dbef56f"},
-    {file = "mypy-1.15.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:2ee2d57e01a7c35de00f4634ba1bbf015185b219e4dc5909e281016df43f5ee5"},
-    {file = "mypy-1.15.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:973500e0774b85d9689715feeffcc980193086551110fd678ebe1f4342fb7c5e"},
-    {file = "mypy-1.15.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5a95fb17c13e29d2d5195869262f8125dfdb5c134dc8d9a9d0aecf7525b10c2c"},
-    {file = "mypy-1.15.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:1905f494bfd7d85a23a88c5d97840888a7bd516545fc5aaedff0267e0bb54e2f"},
-    {file = "mypy-1.15.0-cp311-cp311-win_amd64.whl", hash = "sha256:c9817fa23833ff189db061e6d2eff49b2f3b6ed9856b4a0a73046e41932d744f"},
-    {file = "mypy-1.15.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:aea39e0583d05124836ea645f412e88a5c7d0fd77a6d694b60d9b6b2d9f184fd"},
-    {file = "mypy-1.15.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:2f2147ab812b75e5b5499b01ade1f4a81489a147c01585cda36019102538615f"},
-    {file = "mypy-1.15.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ce436f4c6d218a070048ed6a44c0bbb10cd2cc5e272b29e7845f6a2f57ee4464"},
-    {file = "mypy-1.15.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8023ff13985661b50a5928fc7a5ca15f3d1affb41e5f0a9952cb68ef090b31ee"},
-    {file = "mypy-1.15.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:1124a18bc11a6a62887e3e137f37f53fbae476dc36c185d549d4f837a2a6a14e"},
-    {file = "mypy-1.15.0-cp312-cp312-win_amd64.whl", hash = "sha256:171a9ca9a40cd1843abeca0e405bc1940cd9b305eaeea2dda769ba096932bb22"},
-    {file = "mypy-1.15.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:93faf3fdb04768d44bf28693293f3904bbb555d076b781ad2530214ee53e3445"},
-    {file = "mypy-1.15.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:811aeccadfb730024c5d3e326b2fbe9249bb7413553f15499a4050f7c30e801d"},
-    {file = "mypy-1.15.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:98b7b9b9aedb65fe628c62a6dc57f6d5088ef2dfca37903a7d9ee374d03acca5"},
-    {file = "mypy-1.15.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c43a7682e24b4f576d93072216bf56eeff70d9140241f9edec0c104d0c515036"},
-    {file = "mypy-1.15.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:baefc32840a9f00babd83251560e0ae1573e2f9d1b067719479bfb0e987c6357"},
-    {file = "mypy-1.15.0-cp313-cp313-win_amd64.whl", hash = "sha256:b9378e2c00146c44793c98b8d5a61039a048e31f429fb0eb546d93f4b000bedf"},
-    {file = "mypy-1.15.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:e601a7fa172c2131bff456bb3ee08a88360760d0d2f8cbd7a75a65497e2df078"},
-    {file = "mypy-1.15.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:712e962a6357634fef20412699a3655c610110e01cdaa6180acec7fc9f8513ba"},
-    {file = "mypy-1.15.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f95579473af29ab73a10bada2f9722856792a36ec5af5399b653aa28360290a5"},
-    {file = "mypy-1.15.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8f8722560a14cde92fdb1e31597760dc35f9f5524cce17836c0d22841830fd5b"},
-    {file = "mypy-1.15.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:1fbb8da62dc352133d7d7ca90ed2fb0e9d42bb1a32724c287d3c76c58cbaa9c2"},
-    {file = "mypy-1.15.0-cp39-cp39-win_amd64.whl", hash = "sha256:d10d994b41fb3497719bbf866f227b3489048ea4bbbb5015357db306249f7980"},
-    {file = "mypy-1.15.0-py3-none-any.whl", hash = "sha256:5469affef548bd1895d86d3bf10ce2b44e33d86923c29e4d675b3e323437ea3e"},
-    {file = "mypy-1.15.0.tar.gz", hash = "sha256:404534629d51d3efea5c800ee7c42b72a6554d6c400e6a79eafe15d11341fd43"},
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
+files = [
+    {file = "mypy-1.13.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6607e0f1dd1fb7f0aca14d936d13fd19eba5e17e1cd2a14f808fa5f8f6d8f60a"},
+    {file = "mypy-1.13.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8a21be69bd26fa81b1f80a61ee7ab05b076c674d9b18fb56239d72e21d9f4c80"},
+    {file = "mypy-1.13.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7b2353a44d2179846a096e25691d54d59904559f4232519d420d64da6828a3a7"},
+    {file = "mypy-1.13.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:0730d1c6a2739d4511dc4253f8274cdd140c55c32dfb0a4cf8b7a43f40abfa6f"},
+    {file = "mypy-1.13.0-cp310-cp310-win_amd64.whl", hash = "sha256:c5fc54dbb712ff5e5a0fca797e6e0aa25726c7e72c6a5850cfd2adbc1eb0a372"},
+    {file = "mypy-1.13.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:581665e6f3a8a9078f28d5502f4c334c0c8d802ef55ea0e7276a6e409bc0d82d"},
+    {file = "mypy-1.13.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:3ddb5b9bf82e05cc9a627e84707b528e5c7caaa1c55c69e175abb15a761cec2d"},
+    {file = "mypy-1.13.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:20c7ee0bc0d5a9595c46f38beb04201f2620065a93755704e141fcac9f59db2b"},
+    {file = "mypy-1.13.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:3790ded76f0b34bc9c8ba4def8f919dd6a46db0f5a6610fb994fe8efdd447f73"},
+    {file = "mypy-1.13.0-cp311-cp311-win_amd64.whl", hash = "sha256:51f869f4b6b538229c1d1bcc1dd7d119817206e2bc54e8e374b3dfa202defcca"},
+    {file = "mypy-1.13.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:5c7051a3461ae84dfb5dd15eff5094640c61c5f22257c8b766794e6dd85e72d5"},
+    {file = "mypy-1.13.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:39bb21c69a5d6342f4ce526e4584bc5c197fd20a60d14a8624d8743fffb9472e"},
+    {file = "mypy-1.13.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:164f28cb9d6367439031f4c81e84d3ccaa1e19232d9d05d37cb0bd880d3f93c2"},
+    {file = "mypy-1.13.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:a4c1bfcdbce96ff5d96fc9b08e3831acb30dc44ab02671eca5953eadad07d6d0"},
+    {file = "mypy-1.13.0-cp312-cp312-win_amd64.whl", hash = "sha256:a0affb3a79a256b4183ba09811e3577c5163ed06685e4d4b46429a271ba174d2"},
+    {file = "mypy-1.13.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:a7b44178c9760ce1a43f544e595d35ed61ac2c3de306599fa59b38a6048e1aa7"},
+    {file = "mypy-1.13.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:5d5092efb8516d08440e36626f0153b5006d4088c1d663d88bf79625af3d1d62"},
+    {file = "mypy-1.13.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:de2904956dac40ced10931ac967ae63c5089bd498542194b436eb097a9f77bc8"},
+    {file = "mypy-1.13.0-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:7bfd8836970d33c2105562650656b6846149374dc8ed77d98424b40b09340ba7"},
+    {file = "mypy-1.13.0-cp313-cp313-win_amd64.whl", hash = "sha256:9f73dba9ec77acb86457a8fc04b5239822df0c14a082564737833d2963677dbc"},
+    {file = "mypy-1.13.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:100fac22ce82925f676a734af0db922ecfea991e1d7ec0ceb1e115ebe501301a"},
+    {file = "mypy-1.13.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:7bcb0bb7f42a978bb323a7c88f1081d1b5dee77ca86f4100735a6f541299d8fb"},
+    {file = "mypy-1.13.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:bde31fc887c213e223bbfc34328070996061b0833b0a4cfec53745ed61f3519b"},
+    {file = "mypy-1.13.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:07de989f89786f62b937851295ed62e51774722e5444a27cecca993fc3f9cd74"},
+    {file = "mypy-1.13.0-cp38-cp38-win_amd64.whl", hash = "sha256:4bde84334fbe19bad704b3f5b78c4abd35ff1026f8ba72b29de70dda0916beb6"},
+    {file = "mypy-1.13.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:0246bcb1b5de7f08f2826451abd947bf656945209b140d16ed317f65a17dc7dc"},
+    {file = "mypy-1.13.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:7f5b7deae912cf8b77e990b9280f170381fdfbddf61b4ef80927edd813163732"},
+    {file = "mypy-1.13.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7029881ec6ffb8bc233a4fa364736789582c738217b133f1b55967115288a2bc"},
+    {file = "mypy-1.13.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:3e38b980e5681f28f033f3be86b099a247b13c491f14bb8b1e1e134d23bb599d"},
+    {file = "mypy-1.13.0-cp39-cp39-win_amd64.whl", hash = "sha256:a6789be98a2017c912ae6ccb77ea553bbaf13d27605d2ca20a76dfbced631b24"},
+    {file = "mypy-1.13.0-py3-none-any.whl", hash = "sha256:9c250883f9fd81d212e0952c92dbfcc96fc237f4b7c92f56ac81fd48460b3e5a"},
+    {file = "mypy-1.13.0.tar.gz", hash = "sha256:0291a61b6fbf3e6673e3405cfcc0e7650bebc7939659fdca2702958038bd835e"},
 ]
 
 [package.dependencies]
-mypy_extensions = ">=1.0.0"
+mypy-extensions = ">=1.0.0"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typing_extensions = ">=4.6.0"
+typing-extensions = ">=4.6.0"
 
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
@@ -2781,43 +2915,24 @@ version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
 python-versions = ">=3.5"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
     {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
 ]
 
-[[package]]
-name = "narwhals"
-version = "1.34.1"
-description = "Extremely lightweight compatibility layer between dataframe libraries"
-optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "narwhals-1.34.1-py3-none-any.whl", hash = "sha256:aee49a30d1624371ad975ede2bab16cd125ab5df0fd185e2f4757e103b074d27"},
-    {file = "narwhals-1.34.1.tar.gz", hash = "sha256:8941a08cf62f39ae67be945090b20a19c51fb9048ac909cad2f95aee23f9e302"},
-]
-
-[package.extras]
-cudf = ["cudf (>=24.10.0)"]
-dask = ["dask[dataframe] (>=2024.8)"]
-duckdb = ["duckdb (>=1.0)"]
-ibis = ["ibis-framework (>=6.0.0)", "packaging", "pyarrow-hotfix", "rich"]
-modin = ["modin"]
-pandas = ["pandas (>=0.25.3)"]
-polars = ["polars (>=0.20.3)"]
-pyarrow = ["pyarrow (>=11.0.0)"]
-pyspark = ["pyspark (>=3.5.0)"]
-sqlframe = ["sqlframe (>=3.22.0)"]
-
 [[package]]
 name = "nbclient"
-version = "0.10.2"
+version = "0.10.1"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 optional = false
-python-versions = ">=3.9.0"
+python-versions = ">=3.8.0"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "nbclient-0.10.2-py3-none-any.whl", hash = "sha256:4ffee11e788b4a27fabeb7955547e4318a5298f34342a4bfd01f2e1faaeadc3d"},
-    {file = "nbclient-0.10.2.tar.gz", hash = "sha256:90b7fc6b810630db87a6d0c2250b1f0ab4cf4d3c27a299b0cde78a4ed3fd9193"},
+    {file = "nbclient-0.10.1-py3-none-any.whl", hash = "sha256:949019b9240d66897e442888cfb618f69ef23dc71c01cb5fced8499c2cfc084d"},
+    {file = "nbclient-0.10.1.tar.gz", hash = "sha256:3e93e348ab27e712acd46fccd809139e356eb9a31aab641d1a7991a6eb4e6f68"},
 ]
 
 [package.dependencies]
@@ -2828,23 +2943,25 @@ traitlets = ">=5.4"
 
 [package.extras]
 dev = ["pre-commit"]
-docs = ["autodoc-traits", "flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "mock", "moto", "myst-parser", "nbconvert (>=7.1.0)", "pytest (>=7.0,<8)", "pytest-asyncio", "pytest-cov (>=4.0)", "sphinx (>=1.7)", "sphinx-book-theme", "sphinxcontrib-spelling", "testpath", "xmltodict"]
-test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=7.1.0)", "pytest (>=7.0,<8)", "pytest-asyncio", "pytest-cov (>=4.0)", "testpath", "xmltodict"]
+docs = ["autodoc-traits", "flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "mock", "moto", "myst-parser", "nbconvert (>=7.0.0)", "pytest (>=7.0,<8)", "pytest-asyncio", "pytest-cov (>=4.0)", "sphinx (>=1.7)", "sphinx-book-theme", "sphinxcontrib-spelling", "testpath", "xmltodict"]
+test = ["flaky", "ipykernel (>=6.19.3)", "ipython", "ipywidgets", "nbconvert (>=7.0.0)", "pytest (>=7.0,<8)", "pytest-asyncio", "pytest-cov (>=4.0)", "testpath", "xmltodict"]
 
 [[package]]
 name = "nbconvert"
-version = "7.16.6"
+version = "7.16.4"
 description = "Converting Jupyter Notebooks (.ipynb files) to other formats.  Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script.  nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "nbconvert-7.16.6-py3-none-any.whl", hash = "sha256:1375a7b67e0c2883678c48e506dc320febb57685e5ee67faa51b18a90f3a712b"},
-    {file = "nbconvert-7.16.6.tar.gz", hash = "sha256:576a7e37c6480da7b8465eefa66c17844243816ce1ccc372633c6b71c3c0f582"},
+    {file = "nbconvert-7.16.4-py3-none-any.whl", hash = "sha256:05873c620fe520b6322bf8a5ad562692343fe3452abda5765c7a34b7d1aa3eb3"},
+    {file = "nbconvert-7.16.4.tar.gz", hash = "sha256:86ca91ba266b0a448dc96fa6c5b9d98affabde2867b363258703536807f9f7f4"},
 ]
 
 [package.dependencies]
 beautifulsoup4 = "*"
-bleach = {version = "!=5.0.0", extras = ["css"]}
+bleach = "!=5.0.0"
 defusedxml = "*"
 jinja2 = ">=3.0"
 jupyter-core = ">=4.7"
@@ -2856,6 +2973,7 @@ nbformat = ">=5.7"
 packaging = "*"
 pandocfilters = ">=1.4.1"
 pygments = ">=2.4.1"
+tinycss2 = "*"
 traitlets = ">=5.1"
 
 [package.extras]
@@ -2873,6 +2991,8 @@ version = "5.10.4"
 description = "The Jupyter Notebook format"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b"},
     {file = "nbformat-5.10.4.tar.gz", hash = "sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a"},
@@ -2894,6 +3014,7 @@ version = "1.6.0"
 description = "Patch asyncio to allow nested event loops"
 optional = false
 python-versions = ">=3.5"
+groups = ["main"]
 files = [
     {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"},
     {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"},
@@ -2905,6 +3026,7 @@ version = "3.4.2"
 description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "networkx-3.4.2-py3-none-any.whl", hash = "sha256:df5d4365b724cf81b8c6a7312509d0c22386097011ad1abe274afd5e9d3bbc5f"},
     {file = "networkx-3.4.2.tar.gz", hash = "sha256:307c3669428c5362aab27c8a1260aa8f47c4e91d3891f48be0141738d8d053e1"},
@@ -2924,6 +3046,8 @@ version = "1.9.1"
 description = "Node.js virtual environment builder"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "nodeenv-1.9.1-py2.py3-none-any.whl", hash = "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9"},
     {file = "nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f"},
@@ -2931,18 +3055,20 @@ files = [
 
 [[package]]
 name = "notebook"
-version = "7.4.0"
+version = "7.3.0"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "notebook-7.4.0-py3-none-any.whl", hash = "sha256:005fd21f4db6093a7b739b17df5fe60597811adb07e8255f458db4035d208e3a"},
-    {file = "notebook-7.4.0.tar.gz", hash = "sha256:581d88f83709d90ce738dfd1d759892b96e3cbbc9c4a989912ed6c6a08f0d3e8"},
+    {file = "notebook-7.3.0-py3-none-any.whl", hash = "sha256:affa2fdbc10661aa05790ba105836871666b3919559abb5bc92dd8d9f0cbeee3"},
+    {file = "notebook-7.3.0.tar.gz", hash = "sha256:e1dc37db32620b04043ae78866a40b087c43308d85067699db99e6f9e22846bc"},
 ]
 
 [package.dependencies]
 jupyter-server = ">=2.4.0,<3"
-jupyterlab = ">=4.4.0rc0,<4.5"
+jupyterlab = ">=4.3.2,<4.4"
 jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2,<0.3"
 tornado = ">=6.2.0"
@@ -2950,7 +3076,7 @@ tornado = ">=6.2.0"
 [package.extras]
 dev = ["hatch", "pre-commit"]
 docs = ["myst-parser", "nbsphinx", "pydata-sphinx-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["importlib-resources (>=5.0)", "ipykernel", "jupyter-server[test] (>=2.4.0,<3)", "jupyterlab-server[test] (>=2.27.1,<3)", "nbval", "pytest (>=7.0)", "pytest-console-scripts", "pytest-timeout", "pytest-tornasync", "requests"]
+test = ["importlib-resources (>=5.0) ; python_version < \"3.10\"", "ipykernel", "jupyter-server[test] (>=2.4.0,<3)", "jupyterlab-server[test] (>=2.27.1,<3)", "nbval", "pytest (>=7.0)", "pytest-console-scripts", "pytest-timeout", "pytest-tornasync", "requests"]
 
 [[package]]
 name = "notebook-shim"
@@ -2958,6 +3084,8 @@ version = "0.2.4"
 description = "A shim layer for notebook traits and config"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "notebook_shim-0.2.4-py3-none-any.whl", hash = "sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef"},
     {file = "notebook_shim-0.2.4.tar.gz", hash = "sha256:b4b2cfa1b65d98307ca24361f5b30fe785b53c3fd07b7a47e89acb5e6ac638cb"},
@@ -2971,37 +3099,38 @@ test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"
 
 [[package]]
 name = "numba"
-version = "0.61.2"
+version = "0.60.0"
 description = "compiling Python code using LLVM"
 optional = false
-python-versions = ">=3.10"
-files = [
-    {file = "numba-0.61.2-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:cf9f9fc00d6eca0c23fc840817ce9f439b9f03c8f03d6246c0e7f0cb15b7162a"},
-    {file = "numba-0.61.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ea0247617edcb5dd61f6106a56255baab031acc4257bddaeddb3a1003b4ca3fd"},
-    {file = "numba-0.61.2-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ae8c7a522c26215d5f62ebec436e3d341f7f590079245a2f1008dfd498cc1642"},
-    {file = "numba-0.61.2-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:bd1e74609855aa43661edffca37346e4e8462f6903889917e9f41db40907daa2"},
-    {file = "numba-0.61.2-cp310-cp310-win_amd64.whl", hash = "sha256:ae45830b129c6137294093b269ef0a22998ccc27bf7cf096ab8dcf7bca8946f9"},
-    {file = "numba-0.61.2-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:efd3db391df53aaa5cfbee189b6c910a5b471488749fd6606c3f33fc984c2ae2"},
-    {file = "numba-0.61.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:49c980e4171948ffebf6b9a2520ea81feed113c1f4890747ba7f59e74be84b1b"},
-    {file = "numba-0.61.2-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:3945615cd73c2c7eba2a85ccc9c1730c21cd3958bfcf5a44302abae0fb07bb60"},
-    {file = "numba-0.61.2-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:bbfdf4eca202cebade0b7d43896978e146f39398909a42941c9303f82f403a18"},
-    {file = "numba-0.61.2-cp311-cp311-win_amd64.whl", hash = "sha256:76bcec9f46259cedf888041b9886e257ae101c6268261b19fda8cfbc52bec9d1"},
-    {file = "numba-0.61.2-cp312-cp312-macosx_10_14_x86_64.whl", hash = "sha256:34fba9406078bac7ab052efbf0d13939426c753ad72946baaa5bf9ae0ebb8dd2"},
-    {file = "numba-0.61.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:4ddce10009bc097b080fc96876d14c051cc0c7679e99de3e0af59014dab7dfe8"},
-    {file = "numba-0.61.2-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:5b1bb509d01f23d70325d3a5a0e237cbc9544dd50e50588bc581ba860c213546"},
-    {file = "numba-0.61.2-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:48a53a3de8f8793526cbe330f2a39fe9a6638efcbf11bd63f3d2f9757ae345cd"},
-    {file = "numba-0.61.2-cp312-cp312-win_amd64.whl", hash = "sha256:97cf4f12c728cf77c9c1d7c23707e4d8fb4632b46275f8f3397de33e5877af18"},
-    {file = "numba-0.61.2-cp313-cp313-macosx_10_14_x86_64.whl", hash = "sha256:3a10a8fc9afac40b1eac55717cece1b8b1ac0b946f5065c89e00bde646b5b154"},
-    {file = "numba-0.61.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:7d3bcada3c9afba3bed413fba45845f2fb9cd0d2b27dd58a1be90257e293d140"},
-    {file = "numba-0.61.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:bdbca73ad81fa196bd53dc12e3aaf1564ae036e0c125f237c7644fe64a4928ab"},
-    {file = "numba-0.61.2-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:5f154aaea625fb32cfbe3b80c5456d514d416fcdf79733dd69c0df3a11348e9e"},
-    {file = "numba-0.61.2-cp313-cp313-win_amd64.whl", hash = "sha256:59321215e2e0ac5fa928a8020ab00b8e57cda8a97384963ac0dfa4d4e6aa54e7"},
-    {file = "numba-0.61.2.tar.gz", hash = "sha256:8750ee147940a6637b80ecf7f95062185ad8726c8c28a2295b8ec1160a196f7d"},
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "numba-0.60.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5d761de835cd38fb400d2c26bb103a2726f548dc30368853121d66201672e651"},
+    {file = "numba-0.60.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:159e618ef213fba758837f9837fb402bbe65326e60ba0633dbe6c7f274d42c1b"},
+    {file = "numba-0.60.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:1527dc578b95c7c4ff248792ec33d097ba6bef9eda466c948b68dfc995c25781"},
+    {file = "numba-0.60.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:fe0b28abb8d70f8160798f4de9d486143200f34458d34c4a214114e445d7124e"},
+    {file = "numba-0.60.0-cp310-cp310-win_amd64.whl", hash = "sha256:19407ced081d7e2e4b8d8c36aa57b7452e0283871c296e12d798852bc7d7f198"},
+    {file = "numba-0.60.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:a17b70fc9e380ee29c42717e8cc0bfaa5556c416d94f9aa96ba13acb41bdece8"},
+    {file = "numba-0.60.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:3fb02b344a2a80efa6f677aa5c40cd5dd452e1b35f8d1c2af0dfd9ada9978e4b"},
+    {file = "numba-0.60.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:5f4fde652ea604ea3c86508a3fb31556a6157b2c76c8b51b1d45eb40c8598703"},
+    {file = "numba-0.60.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4142d7ac0210cc86432b818338a2bc368dc773a2f5cf1e32ff7c5b378bd63ee8"},
+    {file = "numba-0.60.0-cp311-cp311-win_amd64.whl", hash = "sha256:cac02c041e9b5bc8cf8f2034ff6f0dbafccd1ae9590dc146b3a02a45e53af4e2"},
+    {file = "numba-0.60.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:d7da4098db31182fc5ffe4bc42c6f24cd7d1cb8a14b59fd755bfee32e34b8404"},
+    {file = "numba-0.60.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:38d6ea4c1f56417076ecf8fc327c831ae793282e0ff51080c5094cb726507b1c"},
+    {file = "numba-0.60.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:62908d29fb6a3229c242e981ca27e32a6e606cc253fc9e8faeb0e48760de241e"},
+    {file = "numba-0.60.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:0ebaa91538e996f708f1ab30ef4d3ddc344b64b5227b67a57aa74f401bb68b9d"},
+    {file = "numba-0.60.0-cp312-cp312-win_amd64.whl", hash = "sha256:f75262e8fe7fa96db1dca93d53a194a38c46da28b112b8a4aca168f0df860347"},
+    {file = "numba-0.60.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:01ef4cd7d83abe087d644eaa3d95831b777aa21d441a23703d649e06b8e06b74"},
+    {file = "numba-0.60.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:819a3dfd4630d95fd574036f99e47212a1af41cbcb019bf8afac63ff56834449"},
+    {file = "numba-0.60.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:0b983bd6ad82fe868493012487f34eae8bf7dd94654951404114f23c3466d34b"},
+    {file = "numba-0.60.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:c151748cd269ddeab66334bd754817ffc0cabd9433acb0f551697e5151917d25"},
+    {file = "numba-0.60.0-cp39-cp39-win_amd64.whl", hash = "sha256:3031547a015710140e8c87226b4cfe927cac199835e5bf7d4fe5cb64e814e3ab"},
+    {file = "numba-0.60.0.tar.gz", hash = "sha256:5df6158e5584eece5fc83294b949fd30b9f1125df7708862205217e068aabf16"},
 ]
 
 [package.dependencies]
-llvmlite = "==0.44.*"
-numpy = ">=1.24,<2.3"
+llvmlite = "==0.43.*"
+numpy = ">=1.22,<2.1"
 
 [[package]]
 name = "numcodecs"
@@ -3009,6 +3138,7 @@ version = "0.13.1"
 description = "A Python package providing buffer compression and transformation codecs for use in data storage and communication applications."
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "numcodecs-0.13.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:96add4f783c5ce57cc7e650b6cac79dd101daf887c479a00a29bc1487ced180b"},
     {file = "numcodecs-0.13.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:237b7171609e868a20fd313748494444458ccd696062f67e198f7f8f52000c15"},
@@ -3042,66 +3172,57 @@ zfpy = ["numpy (<2.0.0)", "zfpy (>=1.0.0)"]
 
 [[package]]
 name = "numpy"
-version = "2.1.3"
+version = "2.0.2"
 description = "Fundamental package for array computing in Python"
 optional = false
-python-versions = ">=3.10"
-files = [
-    {file = "numpy-2.1.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c894b4305373b9c5576d7a12b473702afdf48ce5369c074ba304cc5ad8730dff"},
-    {file = "numpy-2.1.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b47fbb433d3260adcd51eb54f92a2ffbc90a4595f8970ee00e064c644ac788f5"},
-    {file = "numpy-2.1.3-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:825656d0743699c529c5943554d223c021ff0494ff1442152ce887ef4f7561a1"},
-    {file = "numpy-2.1.3-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:6a4825252fcc430a182ac4dee5a505053d262c807f8a924603d411f6718b88fd"},
-    {file = "numpy-2.1.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e711e02f49e176a01d0349d82cb5f05ba4db7d5e7e0defd026328e5cfb3226d3"},
-    {file = "numpy-2.1.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:78574ac2d1a4a02421f25da9559850d59457bac82f2b8d7a44fe83a64f770098"},
-    {file = "numpy-2.1.3-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:c7662f0e3673fe4e832fe07b65c50342ea27d989f92c80355658c7f888fcc83c"},
-    {file = "numpy-2.1.3-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:fa2d1337dc61c8dc417fbccf20f6d1e139896a30721b7f1e832b2bb6ef4eb6c4"},
-    {file = "numpy-2.1.3-cp310-cp310-win32.whl", hash = "sha256:72dcc4a35a8515d83e76b58fdf8113a5c969ccd505c8a946759b24e3182d1f23"},
-    {file = "numpy-2.1.3-cp310-cp310-win_amd64.whl", hash = "sha256:ecc76a9ba2911d8d37ac01de72834d8849e55473457558e12995f4cd53e778e0"},
-    {file = "numpy-2.1.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:4d1167c53b93f1f5d8a139a742b3c6f4d429b54e74e6b57d0eff40045187b15d"},
-    {file = "numpy-2.1.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:c80e4a09b3d95b4e1cac08643f1152fa71a0a821a2d4277334c88d54b2219a41"},
-    {file = "numpy-2.1.3-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:576a1c1d25e9e02ed7fa5477f30a127fe56debd53b8d2c89d5578f9857d03ca9"},
-    {file = "numpy-2.1.3-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:973faafebaae4c0aaa1a1ca1ce02434554d67e628b8d805e61f874b84e136b09"},
-    {file = "numpy-2.1.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:762479be47a4863e261a840e8e01608d124ee1361e48b96916f38b119cfda04a"},
-    {file = "numpy-2.1.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc6f24b3d1ecc1eebfbf5d6051faa49af40b03be1aaa781ebdadcbc090b4539b"},
-    {file = "numpy-2.1.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:17ee83a1f4fef3c94d16dc1802b998668b5419362c8a4f4e8a491de1b41cc3ee"},
-    {file = "numpy-2.1.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:15cb89f39fa6d0bdfb600ea24b250e5f1a3df23f901f51c8debaa6a5d122b2f0"},
-    {file = "numpy-2.1.3-cp311-cp311-win32.whl", hash = "sha256:d9beb777a78c331580705326d2367488d5bc473b49a9bc3036c154832520aca9"},
-    {file = "numpy-2.1.3-cp311-cp311-win_amd64.whl", hash = "sha256:d89dd2b6da69c4fff5e39c28a382199ddedc3a5be5390115608345dec660b9e2"},
-    {file = "numpy-2.1.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:f55ba01150f52b1027829b50d70ef1dafd9821ea82905b63936668403c3b471e"},
-    {file = "numpy-2.1.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:13138eadd4f4da03074851a698ffa7e405f41a0845a6b1ad135b81596e4e9958"},
-    {file = "numpy-2.1.3-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:a6b46587b14b888e95e4a24d7b13ae91fa22386c199ee7b418f449032b2fa3b8"},
-    {file = "numpy-2.1.3-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:0fa14563cc46422e99daef53d725d0c326e99e468a9320a240affffe87852564"},
-    {file = "numpy-2.1.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8637dcd2caa676e475503d1f8fdb327bc495554e10838019651b76d17b98e512"},
-    {file = "numpy-2.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2312b2aa89e1f43ecea6da6ea9a810d06aae08321609d8dc0d0eda6d946a541b"},
-    {file = "numpy-2.1.3-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:a38c19106902bb19351b83802531fea19dee18e5b37b36454f27f11ff956f7fc"},
-    {file = "numpy-2.1.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:02135ade8b8a84011cbb67dc44e07c58f28575cf9ecf8ab304e51c05528c19f0"},
-    {file = "numpy-2.1.3-cp312-cp312-win32.whl", hash = "sha256:e6988e90fcf617da2b5c78902fe8e668361b43b4fe26dbf2d7b0f8034d4cafb9"},
-    {file = "numpy-2.1.3-cp312-cp312-win_amd64.whl", hash = "sha256:0d30c543f02e84e92c4b1f415b7c6b5326cbe45ee7882b6b77db7195fb971e3a"},
-    {file = "numpy-2.1.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:96fe52fcdb9345b7cd82ecd34547fca4321f7656d500eca497eb7ea5a926692f"},
-    {file = "numpy-2.1.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:f653490b33e9c3a4c1c01d41bc2aef08f9475af51146e4a7710c450cf9761598"},
-    {file = "numpy-2.1.3-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:dc258a761a16daa791081d026f0ed4399b582712e6fc887a95af09df10c5ca57"},
-    {file = "numpy-2.1.3-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:016d0f6f5e77b0f0d45d77387ffa4bb89816b57c835580c3ce8e099ef830befe"},
-    {file = "numpy-2.1.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c181ba05ce8299c7aa3125c27b9c2167bca4a4445b7ce73d5febc411ca692e43"},
-    {file = "numpy-2.1.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5641516794ca9e5f8a4d17bb45446998c6554704d888f86df9b200e66bdcce56"},
-    {file = "numpy-2.1.3-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:ea4dedd6e394a9c180b33c2c872b92f7ce0f8e7ad93e9585312b0c5a04777a4a"},
-    {file = "numpy-2.1.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:b0df3635b9c8ef48bd3be5f862cf71b0a4716fa0e702155c45067c6b711ddcef"},
-    {file = "numpy-2.1.3-cp313-cp313-win32.whl", hash = "sha256:50ca6aba6e163363f132b5c101ba078b8cbd3fa92c7865fd7d4d62d9779ac29f"},
-    {file = "numpy-2.1.3-cp313-cp313-win_amd64.whl", hash = "sha256:747641635d3d44bcb380d950679462fae44f54b131be347d5ec2bce47d3df9ed"},
-    {file = "numpy-2.1.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:996bb9399059c5b82f76b53ff8bb686069c05acc94656bb259b1d63d04a9506f"},
-    {file = "numpy-2.1.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:45966d859916ad02b779706bb43b954281db43e185015df6eb3323120188f9e4"},
-    {file = "numpy-2.1.3-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:baed7e8d7481bfe0874b566850cb0b85243e982388b7b23348c6db2ee2b2ae8e"},
-    {file = "numpy-2.1.3-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:a9f7f672a3388133335589cfca93ed468509cb7b93ba3105fce780d04a6576a0"},
-    {file = "numpy-2.1.3-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d7aac50327da5d208db2eec22eb11e491e3fe13d22653dce51b0f4109101b408"},
-    {file = "numpy-2.1.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4394bc0dbd074b7f9b52024832d16e019decebf86caf909d94f6b3f77a8ee3b6"},
-    {file = "numpy-2.1.3-cp313-cp313t-musllinux_1_1_x86_64.whl", hash = "sha256:50d18c4358a0a8a53f12a8ba9d772ab2d460321e6a93d6064fc22443d189853f"},
-    {file = "numpy-2.1.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:14e253bd43fc6b37af4921b10f6add6925878a42a0c5fe83daee390bca80bc17"},
-    {file = "numpy-2.1.3-cp313-cp313t-win32.whl", hash = "sha256:08788d27a5fd867a663f6fc753fd7c3ad7e92747efc73c53bca2f19f8bc06f48"},
-    {file = "numpy-2.1.3-cp313-cp313t-win_amd64.whl", hash = "sha256:2564fbdf2b99b3f815f2107c1bbc93e2de8ee655a69c261363a1172a79a257d4"},
-    {file = "numpy-2.1.3-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:4f2015dfe437dfebbfce7c85c7b53d81ba49e71ba7eadbf1df40c915af75979f"},
-    {file = "numpy-2.1.3-pp310-pypy310_pp73-macosx_14_0_x86_64.whl", hash = "sha256:3522b0dfe983a575e6a9ab3a4a4dfe156c3e428468ff08ce582b9bb6bd1d71d4"},
-    {file = "numpy-2.1.3-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c006b607a865b07cd981ccb218a04fc86b600411d83d6fc261357f1c0966755d"},
-    {file = "numpy-2.1.3-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:e14e26956e6f1696070788252dcdff11b4aca4c3e8bd166e0df1bb8f315a67cb"},
-    {file = "numpy-2.1.3.tar.gz", hash = "sha256:aa08e04e08aaf974d4458def539dece0d28146d866a39da5639596f4921fd761"},
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "numpy-2.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:51129a29dbe56f9ca83438b706e2e69a39892b5eda6cedcb6b0c9fdc9b0d3ece"},
+    {file = "numpy-2.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f15975dfec0cf2239224d80e32c3170b1d168335eaedee69da84fbe9f1f9cd04"},
+    {file = "numpy-2.0.2-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:8c5713284ce4e282544c68d1c3b2c7161d38c256d2eefc93c1d683cf47683e66"},
+    {file = "numpy-2.0.2-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:becfae3ddd30736fe1889a37f1f580e245ba79a5855bff5f2a29cb3ccc22dd7b"},
+    {file = "numpy-2.0.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2da5960c3cf0df7eafefd806d4e612c5e19358de82cb3c343631188991566ccd"},
+    {file = "numpy-2.0.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:496f71341824ed9f3d2fd36cf3ac57ae2e0165c143b55c3a035ee219413f3318"},
+    {file = "numpy-2.0.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:a61ec659f68ae254e4d237816e33171497e978140353c0c2038d46e63282d0c8"},
+    {file = "numpy-2.0.2-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:d731a1c6116ba289c1e9ee714b08a8ff882944d4ad631fd411106a30f083c326"},
+    {file = "numpy-2.0.2-cp310-cp310-win32.whl", hash = "sha256:984d96121c9f9616cd33fbd0618b7f08e0cfc9600a7ee1d6fd9b239186d19d97"},
+    {file = "numpy-2.0.2-cp310-cp310-win_amd64.whl", hash = "sha256:c7b0be4ef08607dd04da4092faee0b86607f111d5ae68036f16cc787e250a131"},
+    {file = "numpy-2.0.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:49ca4decb342d66018b01932139c0961a8f9ddc7589611158cb3c27cbcf76448"},
+    {file = "numpy-2.0.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:11a76c372d1d37437857280aa142086476136a8c0f373b2e648ab2c8f18fb195"},
+    {file = "numpy-2.0.2-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:807ec44583fd708a21d4a11d94aedf2f4f3c3719035c76a2bbe1fe8e217bdc57"},
+    {file = "numpy-2.0.2-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:8cafab480740e22f8d833acefed5cc87ce276f4ece12fdaa2e8903db2f82897a"},
+    {file = "numpy-2.0.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a15f476a45e6e5a3a79d8a14e62161d27ad897381fecfa4a09ed5322f2085669"},
+    {file = "numpy-2.0.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:13e689d772146140a252c3a28501da66dfecd77490b498b168b501835041f951"},
+    {file = "numpy-2.0.2-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:9ea91dfb7c3d1c56a0e55657c0afb38cf1eeae4544c208dc465c3c9f3a7c09f9"},
+    {file = "numpy-2.0.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c1c9307701fec8f3f7a1e6711f9089c06e6284b3afbbcd259f7791282d660a15"},
+    {file = "numpy-2.0.2-cp311-cp311-win32.whl", hash = "sha256:a392a68bd329eafac5817e5aefeb39038c48b671afd242710b451e76090e81f4"},
+    {file = "numpy-2.0.2-cp311-cp311-win_amd64.whl", hash = "sha256:286cd40ce2b7d652a6f22efdfc6d1edf879440e53e76a75955bc0c826c7e64dc"},
+    {file = "numpy-2.0.2-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:df55d490dea7934f330006d0f81e8551ba6010a5bf035a249ef61a94f21c500b"},
+    {file = "numpy-2.0.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:8df823f570d9adf0978347d1f926b2a867d5608f434a7cff7f7908c6570dcf5e"},
+    {file = "numpy-2.0.2-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:9a92ae5c14811e390f3767053ff54eaee3bf84576d99a2456391401323f4ec2c"},
+    {file = "numpy-2.0.2-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:a842d573724391493a97a62ebbb8e731f8a5dcc5d285dfc99141ca15a3302d0c"},
+    {file = "numpy-2.0.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c05e238064fc0610c840d1cf6a13bf63d7e391717d247f1bf0318172e759e692"},
+    {file = "numpy-2.0.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0123ffdaa88fa4ab64835dcbde75dcdf89c453c922f18dced6e27c90d1d0ec5a"},
+    {file = "numpy-2.0.2-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:96a55f64139912d61de9137f11bf39a55ec8faec288c75a54f93dfd39f7eb40c"},
+    {file = "numpy-2.0.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ec9852fb39354b5a45a80bdab5ac02dd02b15f44b3804e9f00c556bf24b4bded"},
+    {file = "numpy-2.0.2-cp312-cp312-win32.whl", hash = "sha256:671bec6496f83202ed2d3c8fdc486a8fc86942f2e69ff0e986140339a63bcbe5"},
+    {file = "numpy-2.0.2-cp312-cp312-win_amd64.whl", hash = "sha256:cfd41e13fdc257aa5778496b8caa5e856dc4896d4ccf01841daee1d96465467a"},
+    {file = "numpy-2.0.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9059e10581ce4093f735ed23f3b9d283b9d517ff46009ddd485f1747eb22653c"},
+    {file = "numpy-2.0.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:423e89b23490805d2a5a96fe40ec507407b8ee786d66f7328be214f9679df6dd"},
+    {file = "numpy-2.0.2-cp39-cp39-macosx_14_0_arm64.whl", hash = "sha256:2b2955fa6f11907cf7a70dab0d0755159bca87755e831e47932367fc8f2f2d0b"},
+    {file = "numpy-2.0.2-cp39-cp39-macosx_14_0_x86_64.whl", hash = "sha256:97032a27bd9d8988b9a97a8c4d2c9f2c15a81f61e2f21404d7e8ef00cb5be729"},
+    {file = "numpy-2.0.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1e795a8be3ddbac43274f18588329c72939870a16cae810c2b73461c40718ab1"},
+    {file = "numpy-2.0.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f26b258c385842546006213344c50655ff1555a9338e2e5e02a0756dc3e803dd"},
+    {file = "numpy-2.0.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:5fec9451a7789926bcf7c2b8d187292c9f93ea30284802a0ab3f5be8ab36865d"},
+    {file = "numpy-2.0.2-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:9189427407d88ff25ecf8f12469d4d39d35bee1db5d39fc5c168c6f088a6956d"},
+    {file = "numpy-2.0.2-cp39-cp39-win32.whl", hash = "sha256:905d16e0c60200656500c95b6b8dca5d109e23cb24abc701d41c02d74c6b3afa"},
+    {file = "numpy-2.0.2-cp39-cp39-win_amd64.whl", hash = "sha256:a3f4ab0caa7f053f6797fcd4e1e25caee367db3112ef2b6ef82d749530768c73"},
+    {file = "numpy-2.0.2-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:7f0a0c6f12e07fa94133c8a67404322845220c06a9e80e85999afe727f7438b8"},
+    {file = "numpy-2.0.2-pp39-pypy39_pp73-macosx_14_0_x86_64.whl", hash = "sha256:312950fdd060354350ed123c0e25a71327d3711584beaef30cdaa93320c392d4"},
+    {file = "numpy-2.0.2-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:26df23238872200f63518dd2aa984cfca675d82469535dc7162dc2ee52d9dd5c"},
+    {file = "numpy-2.0.2-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:a46288ec55ebbd58947d31d72be2c63cbf839f0a63b49cb755022310792a3385"},
+    {file = "numpy-2.0.2.tar.gz", hash = "sha256:883c987dee1880e2a864ab0dc9892292582510604156762362d9326444636e78"},
 ]
 
 [[package]]
@@ -3110,6 +3231,7 @@ version = "2.2.1"
 description = ""
 optional = false
 python-versions = "<3.13,>=3.10"
+groups = ["main"]
 files = [
     {file = "numpydoc_decorator-2.2.1-py3-none-any.whl", hash = "sha256:16181c97b20c2099d6fd75404bef379cc3678338d9aa8e6e8fafb3ae7adc166a"},
     {file = "numpydoc_decorator-2.2.1.tar.gz", hash = "sha256:c3b5b16bec1e7ed221adab7bd77a8a8acc0c7be1bb4e0871721b2a5d2f3145fa"},
@@ -3124,6 +3246,7 @@ version = "3.2.2"
 description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "oauthlib-3.2.2-py3-none-any.whl", hash = "sha256:8139f29aac13e25d502680e9e19963e83f16838d48a0d71c287fe40e7067fbca"},
     {file = "oauthlib-3.2.2.tar.gz", hash = "sha256:9859c40929662bec5d64f34d01c99e093149682a3f38915dc0655d5a633dd918"},
@@ -3136,79 +3259,87 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
 name = "orjson"
-version = "3.10.16"
+version = "3.10.12"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 optional = false
-python-versions = ">=3.9"
-files = [
-    {file = "orjson-3.10.16-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:4cb473b8e79154fa778fb56d2d73763d977be3dcc140587e07dbc545bbfc38f8"},
-    {file = "orjson-3.10.16-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:622a8e85eeec1948690409a19ca1c7d9fd8ff116f4861d261e6ae2094fe59a00"},
-    {file = "orjson-3.10.16-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:c682d852d0ce77613993dc967e90e151899fe2d8e71c20e9be164080f468e370"},
-    {file = "orjson-3.10.16-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8c520ae736acd2e32df193bcff73491e64c936f3e44a2916b548da048a48b46b"},
-    {file = "orjson-3.10.16-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:134f87c76bfae00f2094d85cfab261b289b76d78c6da8a7a3b3c09d362fd1e06"},
-    {file = "orjson-3.10.16-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b59afde79563e2cf37cfe62ee3b71c063fd5546c8e662d7fcfc2a3d5031a5c4c"},
-    {file = "orjson-3.10.16-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:113602f8241daaff05d6fad25bd481d54c42d8d72ef4c831bb3ab682a54d9e15"},
-    {file = "orjson-3.10.16-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:4fc0077d101f8fab4031e6554fc17b4c2ad8fdbc56ee64a727f3c95b379e31da"},
-    {file = "orjson-3.10.16-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:9c6bf6ff180cd69e93f3f50380224218cfab79953a868ea3908430bcfaf9cb5e"},
-    {file = "orjson-3.10.16-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:5673eadfa952f95a7cd76418ff189df11b0a9c34b1995dff43a6fdbce5d63bf4"},
-    {file = "orjson-3.10.16-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:5fe638a423d852b0ae1e1a79895851696cb0d9fa0946fdbfd5da5072d9bb9551"},
-    {file = "orjson-3.10.16-cp310-cp310-win32.whl", hash = "sha256:33af58f479b3c6435ab8f8b57999874b4b40c804c7a36b5cc6b54d8f28e1d3dd"},
-    {file = "orjson-3.10.16-cp310-cp310-win_amd64.whl", hash = "sha256:0338356b3f56d71293c583350af26f053017071836b07e064e92819ecf1aa055"},
-    {file = "orjson-3.10.16-cp311-cp311-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:44fcbe1a1884f8bc9e2e863168b0f84230c3d634afe41c678637d2728ea8e739"},
-    {file = "orjson-3.10.16-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:78177bf0a9d0192e0b34c3d78bcff7fe21d1b5d84aeb5ebdfe0dbe637b885225"},
-    {file = "orjson-3.10.16-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:12824073a010a754bb27330cad21d6e9b98374f497f391b8707752b96f72e741"},
-    {file = "orjson-3.10.16-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ddd41007e56284e9867864aa2f29f3136bb1dd19a49ca43c0b4eda22a579cf53"},
-    {file = "orjson-3.10.16-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:0877c4d35de639645de83666458ca1f12560d9fa7aa9b25d8bb8f52f61627d14"},
-    {file = "orjson-3.10.16-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9a09a539e9cc3beead3e7107093b4ac176d015bec64f811afb5965fce077a03c"},
-    {file = "orjson-3.10.16-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:31b98bc9b40610fec971d9a4d67bb2ed02eec0a8ae35f8ccd2086320c28526ca"},
-    {file = "orjson-3.10.16-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:0ce243f5a8739f3a18830bc62dc2e05b69a7545bafd3e3249f86668b2bcd8e50"},
-    {file = "orjson-3.10.16-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:64792c0025bae049b3074c6abe0cf06f23c8e9f5a445f4bab31dc5ca23dbf9e1"},
-    {file = "orjson-3.10.16-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:ea53f7e68eec718b8e17e942f7ca56c6bd43562eb19db3f22d90d75e13f0431d"},
-    {file = "orjson-3.10.16-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:a741ba1a9488c92227711bde8c8c2b63d7d3816883268c808fbeada00400c164"},
-    {file = "orjson-3.10.16-cp311-cp311-win32.whl", hash = "sha256:c7ed2c61bb8226384c3fdf1fb01c51b47b03e3f4536c985078cccc2fd19f1619"},
-    {file = "orjson-3.10.16-cp311-cp311-win_amd64.whl", hash = "sha256:cd67d8b3e0e56222a2e7b7f7da9031e30ecd1fe251c023340b9f12caca85ab60"},
-    {file = "orjson-3.10.16-cp312-cp312-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:6d3444abbfa71ba21bb042caa4b062535b122248259fdb9deea567969140abca"},
-    {file = "orjson-3.10.16-cp312-cp312-macosx_15_0_arm64.whl", hash = "sha256:30245c08d818fdcaa48b7d5b81499b8cae09acabb216fe61ca619876b128e184"},
-    {file = "orjson-3.10.16-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a0ba1d0baa71bf7579a4ccdcf503e6f3098ef9542106a0eca82395898c8a500a"},
-    {file = "orjson-3.10.16-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:eb0beefa5ef3af8845f3a69ff2a4aa62529b5acec1cfe5f8a6b4141033fd46ef"},
-    {file = "orjson-3.10.16-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6daa0e1c9bf2e030e93c98394de94506f2a4d12e1e9dadd7c53d5e44d0f9628e"},
-    {file = "orjson-3.10.16-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9da9019afb21e02410ef600e56666652b73eb3e4d213a0ec919ff391a7dd52aa"},
-    {file = "orjson-3.10.16-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:daeb3a1ee17b69981d3aae30c3b4e786b0f8c9e6c71f2b48f1aef934f63f38f4"},
-    {file = "orjson-3.10.16-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:80fed80eaf0e20a31942ae5d0728849862446512769692474be5e6b73123a23b"},
-    {file = "orjson-3.10.16-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:73390ed838f03764540a7bdc4071fe0123914c2cc02fb6abf35182d5fd1b7a42"},
-    {file = "orjson-3.10.16-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:a22bba012a0c94ec02a7768953020ab0d3e2b884760f859176343a36c01adf87"},
-    {file = "orjson-3.10.16-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:5385bbfdbc90ff5b2635b7e6bebf259652db00a92b5e3c45b616df75b9058e88"},
-    {file = "orjson-3.10.16-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:02c6279016346e774dd92625d46c6c40db687b8a0d685aadb91e26e46cc33e1e"},
-    {file = "orjson-3.10.16-cp312-cp312-win32.whl", hash = "sha256:7ca55097a11426db80f79378e873a8c51f4dde9ffc22de44850f9696b7eb0e8c"},
-    {file = "orjson-3.10.16-cp312-cp312-win_amd64.whl", hash = "sha256:86d127efdd3f9bf5f04809b70faca1e6836556ea3cc46e662b44dab3fe71f3d6"},
-    {file = "orjson-3.10.16-cp313-cp313-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:148a97f7de811ba14bc6dbc4a433e0341ffd2cc285065199fb5f6a98013744bd"},
-    {file = "orjson-3.10.16-cp313-cp313-macosx_15_0_arm64.whl", hash = "sha256:1d960c1bf0e734ea36d0adc880076de3846aaec45ffad29b78c7f1b7962516b8"},
-    {file = "orjson-3.10.16-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a318cd184d1269f68634464b12871386808dc8b7c27de8565234d25975a7a137"},
-    {file = "orjson-3.10.16-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:df23f8df3ef9223d1d6748bea63fca55aae7da30a875700809c500a05975522b"},
-    {file = "orjson-3.10.16-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b94dda8dd6d1378f1037d7f3f6b21db769ef911c4567cbaa962bb6dc5021cf90"},
-    {file = "orjson-3.10.16-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f12970a26666a8775346003fd94347d03ccb98ab8aa063036818381acf5f523e"},
-    {file = "orjson-3.10.16-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:15a1431a245d856bd56e4d29ea0023eb4d2c8f71efe914beb3dee8ab3f0cd7fb"},
-    {file = "orjson-3.10.16-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c83655cfc247f399a222567d146524674a7b217af7ef8289c0ff53cfe8db09f0"},
-    {file = "orjson-3.10.16-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:fa59ae64cb6ddde8f09bdbf7baf933c4cd05734ad84dcf4e43b887eb24e37652"},
-    {file = "orjson-3.10.16-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:ca5426e5aacc2e9507d341bc169d8af9c3cbe88f4cd4c1cf2f87e8564730eb56"},
-    {file = "orjson-3.10.16-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:6fd5da4edf98a400946cd3a195680de56f1e7575109b9acb9493331047157430"},
-    {file = "orjson-3.10.16-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:980ecc7a53e567169282a5e0ff078393bac78320d44238da4e246d71a4e0e8f5"},
-    {file = "orjson-3.10.16-cp313-cp313-win32.whl", hash = "sha256:28f79944dd006ac540a6465ebd5f8f45dfdf0948ff998eac7a908275b4c1add6"},
-    {file = "orjson-3.10.16-cp313-cp313-win_amd64.whl", hash = "sha256:fe0a145e96d51971407cb8ba947e63ead2aa915db59d6631a355f5f2150b56b7"},
-    {file = "orjson-3.10.16-cp39-cp39-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:c35b5c1fb5a5d6d2fea825dec5d3d16bea3c06ac744708a8e1ff41d4ba10cdf1"},
-    {file = "orjson-3.10.16-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c9aac7ecc86218b4b3048c768f227a9452287001d7548500150bb75ee21bf55d"},
-    {file = "orjson-3.10.16-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:6e19f5102fff36f923b6dfdb3236ec710b649da975ed57c29833cb910c5a73ab"},
-    {file = "orjson-3.10.16-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:17210490408eb62755a334a6f20ed17c39f27b4f45d89a38cd144cd458eba80b"},
-    {file = "orjson-3.10.16-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:fbbe04451db85916e52a9f720bd89bf41f803cf63b038595674691680cbebd1b"},
-    {file = "orjson-3.10.16-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:6a966eba501a3a1f309f5a6af32ed9eb8f316fa19d9947bac3e6350dc63a6f0a"},
-    {file = "orjson-3.10.16-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:01e0d22f06c81e6c435723343e1eefc710e0510a35d897856766d475f2a15687"},
-    {file = "orjson-3.10.16-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:7c1e602d028ee285dbd300fb9820b342b937df64d5a3336e1618b354e95a2569"},
-    {file = "orjson-3.10.16-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:d230e5020666a6725629df81e210dc11c3eae7d52fe909a7157b3875238484f3"},
-    {file = "orjson-3.10.16-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:0f8baac07d4555f57d44746a7d80fbe6b2c4fe2ed68136b4abb51cfec512a5e9"},
-    {file = "orjson-3.10.16-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:524e48420b90fc66953e91b660b3d05faaf921277d6707e328fde1c218b31250"},
-    {file = "orjson-3.10.16-cp39-cp39-win32.whl", hash = "sha256:a9f614e31423d7292dbca966a53b2d775c64528c7d91424ab2747d8ab8ce5c72"},
-    {file = "orjson-3.10.16-cp39-cp39-win_amd64.whl", hash = "sha256:c338dc2296d1ed0d5c5c27dfb22d00b330555cb706c2e0be1e1c3940a0895905"},
-    {file = "orjson-3.10.16.tar.gz", hash = "sha256:d2aaa5c495e11d17b9b93205f5fa196737ee3202f000aaebf028dc9a73750f10"},
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "orjson-3.10.12-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:ece01a7ec71d9940cc654c482907a6b65df27251255097629d0dea781f255c6d"},
+    {file = "orjson-3.10.12-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c34ec9aebc04f11f4b978dd6caf697a2df2dd9b47d35aa4cc606cabcb9df69d7"},
+    {file = "orjson-3.10.12-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:fd6ec8658da3480939c79b9e9e27e0db31dffcd4ba69c334e98c9976ac29140e"},
+    {file = "orjson-3.10.12-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f17e6baf4cf01534c9de8a16c0c611f3d94925d1701bf5f4aff17003677d8ced"},
+    {file = "orjson-3.10.12-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:6402ebb74a14ef96f94a868569f5dccf70d791de49feb73180eb3c6fda2ade56"},
+    {file = "orjson-3.10.12-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0000758ae7c7853e0a4a6063f534c61656ebff644391e1f81698c1b2d2fc8cd2"},
+    {file = "orjson-3.10.12-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:888442dcee99fd1e5bd37a4abb94930915ca6af4db50e23e746cdf4d1e63db13"},
+    {file = "orjson-3.10.12-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:c1f7a3ce79246aa0e92f5458d86c54f257fb5dfdc14a192651ba7ec2c00f8a05"},
+    {file = "orjson-3.10.12-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:802a3935f45605c66fb4a586488a38af63cb37aaad1c1d94c982c40dcc452e85"},
+    {file = "orjson-3.10.12-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:1da1ef0113a2be19bb6c557fb0ec2d79c92ebd2fed4cfb1b26bab93f021fb885"},
+    {file = "orjson-3.10.12-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:7a3273e99f367f137d5b3fecb5e9f45bcdbfac2a8b2f32fbc72129bbd48789c2"},
+    {file = "orjson-3.10.12-cp310-none-win32.whl", hash = "sha256:475661bf249fd7907d9b0a2a2421b4e684355a77ceef85b8352439a9163418c3"},
+    {file = "orjson-3.10.12-cp310-none-win_amd64.whl", hash = "sha256:87251dc1fb2b9e5ab91ce65d8f4caf21910d99ba8fb24b49fd0c118b2362d509"},
+    {file = "orjson-3.10.12-cp311-cp311-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:a734c62efa42e7df94926d70fe7d37621c783dea9f707a98cdea796964d4cf74"},
+    {file = "orjson-3.10.12-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:750f8b27259d3409eda8350c2919a58b0cfcd2054ddc1bd317a643afc646ef23"},
+    {file = "orjson-3.10.12-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:bb52c22bfffe2857e7aa13b4622afd0dd9d16ea7cc65fd2bf318d3223b1b6252"},
+    {file = "orjson-3.10.12-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:440d9a337ac8c199ff8251e100c62e9488924c92852362cd27af0e67308c16ef"},
+    {file = "orjson-3.10.12-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a9e15c06491c69997dfa067369baab3bf094ecb74be9912bdc4339972323f252"},
+    {file = "orjson-3.10.12-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:362d204ad4b0b8724cf370d0cd917bb2dc913c394030da748a3bb632445ce7c4"},
+    {file = "orjson-3.10.12-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:2b57cbb4031153db37b41622eac67329c7810e5f480fda4cfd30542186f006ae"},
+    {file = "orjson-3.10.12-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:165c89b53ef03ce0d7c59ca5c82fa65fe13ddf52eeb22e859e58c237d4e33b9b"},
+    {file = "orjson-3.10.12-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:5dee91b8dfd54557c1a1596eb90bcd47dbcd26b0baaed919e6861f076583e9da"},
+    {file = "orjson-3.10.12-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:77a4e1cfb72de6f905bdff061172adfb3caf7a4578ebf481d8f0530879476c07"},
+    {file = "orjson-3.10.12-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:038d42c7bc0606443459b8fe2d1f121db474c49067d8d14c6a075bbea8bf14dd"},
+    {file = "orjson-3.10.12-cp311-none-win32.whl", hash = "sha256:03b553c02ab39bed249bedd4abe37b2118324d1674e639b33fab3d1dafdf4d79"},
+    {file = "orjson-3.10.12-cp311-none-win_amd64.whl", hash = "sha256:8b8713b9e46a45b2af6b96f559bfb13b1e02006f4242c156cbadef27800a55a8"},
+    {file = "orjson-3.10.12-cp312-cp312-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:53206d72eb656ca5ac7d3a7141e83c5bbd3ac30d5eccfe019409177a57634b0d"},
+    {file = "orjson-3.10.12-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ac8010afc2150d417ebda810e8df08dd3f544e0dd2acab5370cfa6bcc0662f8f"},
+    {file = "orjson-3.10.12-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:ed459b46012ae950dd2e17150e838ab08215421487371fa79d0eced8d1461d70"},
+    {file = "orjson-3.10.12-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8dcb9673f108a93c1b52bfc51b0af422c2d08d4fc710ce9c839faad25020bb69"},
+    {file = "orjson-3.10.12-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:22a51ae77680c5c4652ebc63a83d5255ac7d65582891d9424b566fb3b5375ee9"},
+    {file = "orjson-3.10.12-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:910fdf2ac0637b9a77d1aad65f803bac414f0b06f720073438a7bd8906298192"},
+    {file = "orjson-3.10.12-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:24ce85f7100160936bc2116c09d1a8492639418633119a2224114f67f63a4559"},
+    {file = "orjson-3.10.12-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:8a76ba5fc8dd9c913640292df27bff80a685bed3a3c990d59aa6ce24c352f8fc"},
+    {file = "orjson-3.10.12-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:ff70ef093895fd53f4055ca75f93f047e088d1430888ca1229393a7c0521100f"},
+    {file = "orjson-3.10.12-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:f4244b7018b5753ecd10a6d324ec1f347da130c953a9c88432c7fbc8875d13be"},
+    {file = "orjson-3.10.12-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:16135ccca03445f37921fa4b585cff9a58aa8d81ebcb27622e69bfadd220b32c"},
+    {file = "orjson-3.10.12-cp312-none-win32.whl", hash = "sha256:2d879c81172d583e34153d524fcba5d4adafbab8349a7b9f16ae511c2cee8708"},
+    {file = "orjson-3.10.12-cp312-none-win_amd64.whl", hash = "sha256:fc23f691fa0f5c140576b8c365bc942d577d861a9ee1142e4db468e4e17094fb"},
+    {file = "orjson-3.10.12-cp313-cp313-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:47962841b2a8aa9a258b377f5188db31ba49af47d4003a32f55d6f8b19006543"},
+    {file = "orjson-3.10.12-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6334730e2532e77b6054e87ca84f3072bee308a45a452ea0bffbbbc40a67e296"},
+    {file = "orjson-3.10.12-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:accfe93f42713c899fdac2747e8d0d5c659592df2792888c6c5f829472e4f85e"},
+    {file = "orjson-3.10.12-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a7974c490c014c48810d1dede6c754c3cc46598da758c25ca3b4001ac45b703f"},
+    {file = "orjson-3.10.12-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:3f250ce7727b0b2682f834a3facff88e310f52f07a5dcfd852d99637d386e79e"},
+    {file = "orjson-3.10.12-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:f31422ff9486ae484f10ffc51b5ab2a60359e92d0716fcce1b3593d7bb8a9af6"},
+    {file = "orjson-3.10.12-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:5f29c5d282bb2d577c2a6bbde88d8fdcc4919c593f806aac50133f01b733846e"},
+    {file = "orjson-3.10.12-cp313-none-win32.whl", hash = "sha256:f45653775f38f63dc0e6cd4f14323984c3149c05d6007b58cb154dd080ddc0dc"},
+    {file = "orjson-3.10.12-cp313-none-win_amd64.whl", hash = "sha256:229994d0c376d5bdc91d92b3c9e6be2f1fbabd4cc1b59daae1443a46ee5e9825"},
+    {file = "orjson-3.10.12-cp38-cp38-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:7d69af5b54617a5fac5c8e5ed0859eb798e2ce8913262eb522590239db6c6763"},
+    {file = "orjson-3.10.12-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7ed119ea7d2953365724a7059231a44830eb6bbb0cfead33fcbc562f5fd8f935"},
+    {file = "orjson-3.10.12-cp38-cp38-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:9c5fc1238ef197e7cad5c91415f524aaa51e004be5a9b35a1b8a84ade196f73f"},
+    {file = "orjson-3.10.12-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:43509843990439b05f848539d6f6198d4ac86ff01dd024b2f9a795c0daeeab60"},
+    {file = "orjson-3.10.12-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f72e27a62041cfb37a3de512247ece9f240a561e6c8662276beaf4d53d406db4"},
+    {file = "orjson-3.10.12-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9a904f9572092bb6742ab7c16c623f0cdccbad9eeb2d14d4aa06284867bddd31"},
+    {file = "orjson-3.10.12-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:855c0833999ed5dc62f64552db26f9be767434917d8348d77bacaab84f787d7b"},
+    {file = "orjson-3.10.12-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:897830244e2320f6184699f598df7fb9db9f5087d6f3f03666ae89d607e4f8ed"},
+    {file = "orjson-3.10.12-cp38-cp38-musllinux_1_2_armv7l.whl", hash = "sha256:0b32652eaa4a7539f6f04abc6243619c56f8530c53bf9b023e1269df5f7816dd"},
+    {file = "orjson-3.10.12-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:36b4aa31e0f6a1aeeb6f8377769ca5d125db000f05c20e54163aef1d3fe8e833"},
+    {file = "orjson-3.10.12-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:5535163054d6cbf2796f93e4f0dbc800f61914c0e3c4ed8499cf6ece22b4a3da"},
+    {file = "orjson-3.10.12-cp38-none-win32.whl", hash = "sha256:90a5551f6f5a5fa07010bf3d0b4ca2de21adafbbc0af6cb700b63cd767266cb9"},
+    {file = "orjson-3.10.12-cp38-none-win_amd64.whl", hash = "sha256:703a2fb35a06cdd45adf5d733cf613cbc0cb3ae57643472b16bc22d325b5fb6c"},
+    {file = "orjson-3.10.12-cp39-cp39-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:f29de3ef71a42a5822765def1febfb36e0859d33abf5c2ad240acad5c6a1b78d"},
+    {file = "orjson-3.10.12-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:de365a42acc65d74953f05e4772c974dad6c51cfc13c3240899f534d611be967"},
+    {file = "orjson-3.10.12-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:91a5a0158648a67ff0004cb0df5df7dcc55bfc9ca154d9c01597a23ad54c8d0c"},
+    {file = "orjson-3.10.12-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c47ce6b8d90fe9646a25b6fb52284a14ff215c9595914af63a5933a49972ce36"},
+    {file = "orjson-3.10.12-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:0eee4c2c5bfb5c1b47a5db80d2ac7aaa7e938956ae88089f098aff2c0f35d5d8"},
+    {file = "orjson-3.10.12-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:35d3081bbe8b86587eb5c98a73b97f13d8f9fea685cf91a579beddacc0d10566"},
+    {file = "orjson-3.10.12-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:73c23a6e90383884068bc2dba83d5222c9fcc3b99a0ed2411d38150734236755"},
+    {file = "orjson-3.10.12-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:5472be7dc3269b4b52acba1433dac239215366f89dc1d8d0e64029abac4e714e"},
+    {file = "orjson-3.10.12-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:7319cda750fca96ae5973efb31b17d97a5c5225ae0bc79bf5bf84df9e1ec2ab6"},
+    {file = "orjson-3.10.12-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:74d5ca5a255bf20b8def6a2b96b1e18ad37b4a122d59b154c458ee9494377f80"},
+    {file = "orjson-3.10.12-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:ff31d22ecc5fb85ef62c7d4afe8301d10c558d00dd24274d4bbe464380d3cd69"},
+    {file = "orjson-3.10.12-cp39-none-win32.whl", hash = "sha256:c22c3ea6fba91d84fcb4cda30e64aff548fcf0c44c876e681f47d61d24b12e6b"},
+    {file = "orjson-3.10.12-cp39-none-win_amd64.whl", hash = "sha256:be604f60d45ace6b0b33dd990a66b4526f1a7a186ac411c942674625456ca548"},
+    {file = "orjson-3.10.12.tar.gz", hash = "sha256:0a78bbda3aea0f9f079057ee1ee8a1ecf790d4f1af88dd67493c6b8ee52506ff"},
 ]
 
 [[package]]
@@ -3217,6 +3348,8 @@ version = "7.7.0"
 description = "A decorator to automatically detect mismatch when overriding a method."
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "overrides-7.7.0-py3-none-any.whl", hash = "sha256:c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49"},
     {file = "overrides-7.7.0.tar.gz", hash = "sha256:55158fa3d93b98cc75299b1e67078ad9003ca27945c76162c1c0766d6f91820a"},
@@ -3228,6 +3361,7 @@ version = "24.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
     {file = "packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"},
@@ -3239,6 +3373,7 @@ version = "2.2.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "pandas-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5"},
     {file = "pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348"},
@@ -3321,13 +3456,15 @@ xml = ["lxml (>=4.9.2)"]
 
 [[package]]
 name = "pandas-stubs"
-version = "2.2.3.250308"
+version = "2.2.3.241126"
 description = "Type annotations for pandas"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "pandas_stubs-2.2.3.250308-py3-none-any.whl", hash = "sha256:a377edff3b61f8b268c82499fdbe7c00fdeed13235b8b71d6a1dc347aeddc74d"},
-    {file = "pandas_stubs-2.2.3.250308.tar.gz", hash = "sha256:3a6e9daf161f00b85c83772ed3d5cff9522028f07a94817472c07b91f46710fd"},
+    {file = "pandas_stubs-2.2.3.241126-py3-none-any.whl", hash = "sha256:74aa79c167af374fe97068acc90776c0ebec5266a6e5c69fe11e9c2cf51f2267"},
+    {file = "pandas_stubs-2.2.3.241126.tar.gz", hash = "sha256:cf819383c6d9ae7d4dabf34cd47e1e45525bb2f312e6ad2939c2c204cb708acd"},
 ]
 
 [package.dependencies]
@@ -3340,6 +3477,8 @@ version = "1.5.1"
 description = "Utilities for writing pandoc filters in python"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "pandocfilters-1.5.1-py2.py3-none-any.whl", hash = "sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc"},
     {file = "pandocfilters-1.5.1.tar.gz", hash = "sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e"},
@@ -3351,6 +3490,7 @@ version = "0.8.4"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"},
     {file = "parso-0.8.4.tar.gz", hash = "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d"},
@@ -3366,6 +3506,7 @@ version = "1.4.2"
 description = "Appendable key-value storage"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "partd-1.4.2-py3-none-any.whl", hash = "sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f"},
     {file = "partd-1.4.2.tar.gz", hash = "sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c"},
@@ -3384,6 +3525,7 @@ version = "1.0.1"
 description = "A Python package for describing statistical models and for building design matrices."
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "patsy-1.0.1-py2.py3-none-any.whl", hash = "sha256:751fb38f9e97e62312e921a1954b81e1bb2bcda4f5eeabaf94db251ee791509c"},
     {file = "patsy-1.0.1.tar.gz", hash = "sha256:e786a9391eec818c054e359b737bbce692f051aee4c661f4141cc88fb459c0c4"},
@@ -3401,6 +3543,8 @@ version = "4.9.0"
 description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
+groups = ["main"]
+markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""
 files = [
     {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
     {file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"},
@@ -3411,125 +3555,129 @@ ptyprocess = ">=0.5"
 
 [[package]]
 name = "pillow"
-version = "11.1.0"
+version = "11.0.0"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.9"
-files = [
-    {file = "pillow-11.1.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:e1abe69aca89514737465752b4bcaf8016de61b3be1397a8fc260ba33321b3a8"},
-    {file = "pillow-11.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c640e5a06869c75994624551f45e5506e4256562ead981cce820d5ab39ae2192"},
-    {file = "pillow-11.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a07dba04c5e22824816b2615ad7a7484432d7f540e6fa86af60d2de57b0fcee2"},
-    {file = "pillow-11.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e267b0ed063341f3e60acd25c05200df4193e15a4a5807075cd71225a2386e26"},
-    {file = "pillow-11.1.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:bd165131fd51697e22421d0e467997ad31621b74bfc0b75956608cb2906dda07"},
-    {file = "pillow-11.1.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:abc56501c3fd148d60659aae0af6ddc149660469082859fa7b066a298bde9482"},
-    {file = "pillow-11.1.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:54ce1c9a16a9561b6d6d8cb30089ab1e5eb66918cb47d457bd996ef34182922e"},
-    {file = "pillow-11.1.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:73ddde795ee9b06257dac5ad42fcb07f3b9b813f8c1f7f870f402f4dc54b5269"},
-    {file = "pillow-11.1.0-cp310-cp310-win32.whl", hash = "sha256:3a5fe20a7b66e8135d7fd617b13272626a28278d0e578c98720d9ba4b2439d49"},
-    {file = "pillow-11.1.0-cp310-cp310-win_amd64.whl", hash = "sha256:b6123aa4a59d75f06e9dd3dac5bf8bc9aa383121bb3dd9a7a612e05eabc9961a"},
-    {file = "pillow-11.1.0-cp310-cp310-win_arm64.whl", hash = "sha256:a76da0a31da6fcae4210aa94fd779c65c75786bc9af06289cd1c184451ef7a65"},
-    {file = "pillow-11.1.0-cp311-cp311-macosx_10_10_x86_64.whl", hash = "sha256:e06695e0326d05b06833b40b7ef477e475d0b1ba3a6d27da1bb48c23209bf457"},
-    {file = "pillow-11.1.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:96f82000e12f23e4f29346e42702b6ed9a2f2fea34a740dd5ffffcc8c539eb35"},
-    {file = "pillow-11.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a3cd561ded2cf2bbae44d4605837221b987c216cff94f49dfeed63488bb228d2"},
-    {file = "pillow-11.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f189805c8be5ca5add39e6f899e6ce2ed824e65fb45f3c28cb2841911da19070"},
-    {file = "pillow-11.1.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:dd0052e9db3474df30433f83a71b9b23bd9e4ef1de13d92df21a52c0303b8ab6"},
-    {file = "pillow-11.1.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:837060a8599b8f5d402e97197d4924f05a2e0d68756998345c829c33186217b1"},
-    {file = "pillow-11.1.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:aa8dd43daa836b9a8128dbe7d923423e5ad86f50a7a14dc688194b7be5c0dea2"},
-    {file = "pillow-11.1.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:0a2f91f8a8b367e7a57c6e91cd25af510168091fb89ec5146003e424e1558a96"},
-    {file = "pillow-11.1.0-cp311-cp311-win32.whl", hash = "sha256:c12fc111ef090845de2bb15009372175d76ac99969bdf31e2ce9b42e4b8cd88f"},
-    {file = "pillow-11.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:fbd43429d0d7ed6533b25fc993861b8fd512c42d04514a0dd6337fb3ccf22761"},
-    {file = "pillow-11.1.0-cp311-cp311-win_arm64.whl", hash = "sha256:f7955ecf5609dee9442cbface754f2c6e541d9e6eda87fad7f7a989b0bdb9d71"},
-    {file = "pillow-11.1.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2062ffb1d36544d42fcaa277b069c88b01bb7298f4efa06731a7fd6cc290b81a"},
-    {file = "pillow-11.1.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:a85b653980faad27e88b141348707ceeef8a1186f75ecc600c395dcac19f385b"},
-    {file = "pillow-11.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9409c080586d1f683df3f184f20e36fb647f2e0bc3988094d4fd8c9f4eb1b3b3"},
-    {file = "pillow-11.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7fdadc077553621911f27ce206ffcbec7d3f8d7b50e0da39f10997e8e2bb7f6a"},
-    {file = "pillow-11.1.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:93a18841d09bcdd774dcdc308e4537e1f867b3dec059c131fde0327899734aa1"},
-    {file = "pillow-11.1.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:9aa9aeddeed452b2f616ff5507459e7bab436916ccb10961c4a382cd3e03f47f"},
-    {file = "pillow-11.1.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:3cdcdb0b896e981678eee140d882b70092dac83ac1cdf6b3a60e2216a73f2b91"},
-    {file = "pillow-11.1.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:36ba10b9cb413e7c7dfa3e189aba252deee0602c86c309799da5a74009ac7a1c"},
-    {file = "pillow-11.1.0-cp312-cp312-win32.whl", hash = "sha256:cfd5cd998c2e36a862d0e27b2df63237e67273f2fc78f47445b14e73a810e7e6"},
-    {file = "pillow-11.1.0-cp312-cp312-win_amd64.whl", hash = "sha256:a697cd8ba0383bba3d2d3ada02b34ed268cb548b369943cd349007730c92bddf"},
-    {file = "pillow-11.1.0-cp312-cp312-win_arm64.whl", hash = "sha256:4dd43a78897793f60766563969442020e90eb7847463eca901e41ba186a7d4a5"},
-    {file = "pillow-11.1.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:ae98e14432d458fc3de11a77ccb3ae65ddce70f730e7c76140653048c71bfcbc"},
-    {file = "pillow-11.1.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:cc1331b6d5a6e144aeb5e626f4375f5b7ae9934ba620c0ac6b3e43d5e683a0f0"},
-    {file = "pillow-11.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:758e9d4ef15d3560214cddbc97b8ef3ef86ce04d62ddac17ad39ba87e89bd3b1"},
-    {file = "pillow-11.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b523466b1a31d0dcef7c5be1f20b942919b62fd6e9a9be199d035509cbefc0ec"},
-    {file = "pillow-11.1.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:9044b5e4f7083f209c4e35aa5dd54b1dd5b112b108648f5c902ad586d4f945c5"},
-    {file = "pillow-11.1.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:3764d53e09cdedd91bee65c2527815d315c6b90d7b8b79759cc48d7bf5d4f114"},
-    {file = "pillow-11.1.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:31eba6bbdd27dde97b0174ddf0297d7a9c3a507a8a1480e1e60ef914fe23d352"},
-    {file = "pillow-11.1.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b5d658fbd9f0d6eea113aea286b21d3cd4d3fd978157cbf2447a6035916506d3"},
-    {file = "pillow-11.1.0-cp313-cp313-win32.whl", hash = "sha256:f86d3a7a9af5d826744fabf4afd15b9dfef44fe69a98541f666f66fbb8d3fef9"},
-    {file = "pillow-11.1.0-cp313-cp313-win_amd64.whl", hash = "sha256:593c5fd6be85da83656b93ffcccc2312d2d149d251e98588b14fbc288fd8909c"},
-    {file = "pillow-11.1.0-cp313-cp313-win_arm64.whl", hash = "sha256:11633d58b6ee5733bde153a8dafd25e505ea3d32e261accd388827ee987baf65"},
-    {file = "pillow-11.1.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:70ca5ef3b3b1c4a0812b5c63c57c23b63e53bc38e758b37a951e5bc466449861"},
-    {file = "pillow-11.1.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:8000376f139d4d38d6851eb149b321a52bb8893a88dae8ee7d95840431977081"},
-    {file = "pillow-11.1.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9ee85f0696a17dd28fbcfceb59f9510aa71934b483d1f5601d1030c3c8304f3c"},
-    {file = "pillow-11.1.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:dd0e081319328928531df7a0e63621caf67652c8464303fd102141b785ef9547"},
-    {file = "pillow-11.1.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:e63e4e5081de46517099dc30abe418122f54531a6ae2ebc8680bcd7096860eab"},
-    {file = "pillow-11.1.0-cp313-cp313t-win32.whl", hash = "sha256:dda60aa465b861324e65a78c9f5cf0f4bc713e4309f83bc387be158b077963d9"},
-    {file = "pillow-11.1.0-cp313-cp313t-win_amd64.whl", hash = "sha256:ad5db5781c774ab9a9b2c4302bbf0c1014960a0a7be63278d13ae6fdf88126fe"},
-    {file = "pillow-11.1.0-cp313-cp313t-win_arm64.whl", hash = "sha256:67cd427c68926108778a9005f2a04adbd5e67c442ed21d95389fe1d595458756"},
-    {file = "pillow-11.1.0-cp39-cp39-macosx_10_10_x86_64.whl", hash = "sha256:bf902d7413c82a1bfa08b06a070876132a5ae6b2388e2712aab3a7cbc02205c6"},
-    {file = "pillow-11.1.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:c1eec9d950b6fe688edee07138993e54ee4ae634c51443cfb7c1e7613322718e"},
-    {file = "pillow-11.1.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8e275ee4cb11c262bd108ab2081f750db2a1c0b8c12c1897f27b160c8bd57bbc"},
-    {file = "pillow-11.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4db853948ce4e718f2fc775b75c37ba2efb6aaea41a1a5fc57f0af59eee774b2"},
-    {file = "pillow-11.1.0-cp39-cp39-manylinux_2_28_aarch64.whl", hash = "sha256:ab8a209b8485d3db694fa97a896d96dd6533d63c22829043fd9de627060beade"},
-    {file = "pillow-11.1.0-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:54251ef02a2309b5eec99d151ebf5c9904b77976c8abdcbce7891ed22df53884"},
-    {file = "pillow-11.1.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:5bb94705aea800051a743aa4874bb1397d4695fb0583ba5e425ee0328757f196"},
-    {file = "pillow-11.1.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:89dbdb3e6e9594d512780a5a1c42801879628b38e3efc7038094430844e271d8"},
-    {file = "pillow-11.1.0-cp39-cp39-win32.whl", hash = "sha256:e5449ca63da169a2e6068dd0e2fcc8d91f9558aba89ff6d02121ca8ab11e79e5"},
-    {file = "pillow-11.1.0-cp39-cp39-win_amd64.whl", hash = "sha256:3362c6ca227e65c54bf71a5f88b3d4565ff1bcbc63ae72c34b07bbb1cc59a43f"},
-    {file = "pillow-11.1.0-cp39-cp39-win_arm64.whl", hash = "sha256:b20be51b37a75cc54c2c55def3fa2c65bb94ba859dde241cd0a4fd302de5ae0a"},
-    {file = "pillow-11.1.0-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:8c730dc3a83e5ac137fbc92dfcfe1511ce3b2b5d7578315b63dbbb76f7f51d90"},
-    {file = "pillow-11.1.0-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:7d33d2fae0e8b170b6a6c57400e077412240f6f5bb2a342cf1ee512a787942bb"},
-    {file = "pillow-11.1.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a8d65b38173085f24bc07f8b6c505cbb7418009fa1a1fcb111b1f4961814a442"},
-    {file = "pillow-11.1.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:015c6e863faa4779251436db398ae75051469f7c903b043a48f078e437656f83"},
-    {file = "pillow-11.1.0-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:d44ff19eea13ae4acdaaab0179fa68c0c6f2f45d66a4d8ec1eda7d6cecbcc15f"},
-    {file = "pillow-11.1.0-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:d3d8da4a631471dfaf94c10c85f5277b1f8e42ac42bade1ac67da4b4a7359b73"},
-    {file = "pillow-11.1.0-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:4637b88343166249fe8aa94e7c4a62a180c4b3898283bb5d3d2fd5fe10d8e4e0"},
-    {file = "pillow-11.1.0.tar.gz", hash = "sha256:368da70808b36d73b4b390a8ffac11069f8a5c85f29eff1f1b01bcf3ef5b2a20"},
+groups = ["main"]
+files = [
+    {file = "pillow-11.0.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:6619654954dc4936fcff82db8eb6401d3159ec6be81e33c6000dfd76ae189947"},
+    {file = "pillow-11.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b3c5ac4bed7519088103d9450a1107f76308ecf91d6dabc8a33a2fcfb18d0fba"},
+    {file = "pillow-11.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a65149d8ada1055029fcb665452b2814fe7d7082fcb0c5bed6db851cb69b2086"},
+    {file = "pillow-11.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:88a58d8ac0cc0e7f3a014509f0455248a76629ca9b604eca7dc5927cc593c5e9"},
+    {file = "pillow-11.0.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:c26845094b1af3c91852745ae78e3ea47abf3dbcd1cf962f16b9a5fbe3ee8488"},
+    {file = "pillow-11.0.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:1a61b54f87ab5786b8479f81c4b11f4d61702830354520837f8cc791ebba0f5f"},
+    {file = "pillow-11.0.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:674629ff60030d144b7bca2b8330225a9b11c482ed408813924619c6f302fdbb"},
+    {file = "pillow-11.0.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:598b4e238f13276e0008299bd2482003f48158e2b11826862b1eb2ad7c768b97"},
+    {file = "pillow-11.0.0-cp310-cp310-win32.whl", hash = "sha256:9a0f748eaa434a41fccf8e1ee7a3eed68af1b690e75328fd7a60af123c193b50"},
+    {file = "pillow-11.0.0-cp310-cp310-win_amd64.whl", hash = "sha256:a5629742881bcbc1f42e840af185fd4d83a5edeb96475a575f4da50d6ede337c"},
+    {file = "pillow-11.0.0-cp310-cp310-win_arm64.whl", hash = "sha256:ee217c198f2e41f184f3869f3e485557296d505b5195c513b2bfe0062dc537f1"},
+    {file = "pillow-11.0.0-cp311-cp311-macosx_10_10_x86_64.whl", hash = "sha256:1c1d72714f429a521d8d2d018badc42414c3077eb187a59579f28e4270b4b0fc"},
+    {file = "pillow-11.0.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:499c3a1b0d6fc8213519e193796eb1a86a1be4b1877d678b30f83fd979811d1a"},
+    {file = "pillow-11.0.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c8b2351c85d855293a299038e1f89db92a2f35e8d2f783489c6f0b2b5f3fe8a3"},
+    {file = "pillow-11.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6f4dba50cfa56f910241eb7f883c20f1e7b1d8f7d91c750cd0b318bad443f4d5"},
+    {file = "pillow-11.0.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:5ddbfd761ee00c12ee1be86c9c0683ecf5bb14c9772ddbd782085779a63dd55b"},
+    {file = "pillow-11.0.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:45c566eb10b8967d71bf1ab8e4a525e5a93519e29ea071459ce517f6b903d7fa"},
+    {file = "pillow-11.0.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:b4fd7bd29610a83a8c9b564d457cf5bd92b4e11e79a4ee4716a63c959699b306"},
+    {file = "pillow-11.0.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:cb929ca942d0ec4fac404cbf520ee6cac37bf35be479b970c4ffadf2b6a1cad9"},
+    {file = "pillow-11.0.0-cp311-cp311-win32.whl", hash = "sha256:006bcdd307cc47ba43e924099a038cbf9591062e6c50e570819743f5607404f5"},
+    {file = "pillow-11.0.0-cp311-cp311-win_amd64.whl", hash = "sha256:52a2d8323a465f84faaba5236567d212c3668f2ab53e1c74c15583cf507a0291"},
+    {file = "pillow-11.0.0-cp311-cp311-win_arm64.whl", hash = "sha256:16095692a253047fe3ec028e951fa4221a1f3ed3d80c397e83541a3037ff67c9"},
+    {file = "pillow-11.0.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:d2c0a187a92a1cb5ef2c8ed5412dd8d4334272617f532d4ad4de31e0495bd923"},
+    {file = "pillow-11.0.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:084a07ef0821cfe4858fe86652fffac8e187b6ae677e9906e192aafcc1b69903"},
+    {file = "pillow-11.0.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8069c5179902dcdce0be9bfc8235347fdbac249d23bd90514b7a47a72d9fecf4"},
+    {file = "pillow-11.0.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f02541ef64077f22bf4924f225c0fd1248c168f86e4b7abdedd87d6ebaceab0f"},
+    {file = "pillow-11.0.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:fcb4621042ac4b7865c179bb972ed0da0218a076dc1820ffc48b1d74c1e37fe9"},
+    {file = "pillow-11.0.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:00177a63030d612148e659b55ba99527803288cea7c75fb05766ab7981a8c1b7"},
+    {file = "pillow-11.0.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:8853a3bf12afddfdf15f57c4b02d7ded92c7a75a5d7331d19f4f9572a89c17e6"},
+    {file = "pillow-11.0.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:3107c66e43bda25359d5ef446f59c497de2b5ed4c7fdba0894f8d6cf3822dafc"},
+    {file = "pillow-11.0.0-cp312-cp312-win32.whl", hash = "sha256:86510e3f5eca0ab87429dd77fafc04693195eec7fd6a137c389c3eeb4cfb77c6"},
+    {file = "pillow-11.0.0-cp312-cp312-win_amd64.whl", hash = "sha256:8ec4a89295cd6cd4d1058a5e6aec6bf51e0eaaf9714774e1bfac7cfc9051db47"},
+    {file = "pillow-11.0.0-cp312-cp312-win_arm64.whl", hash = "sha256:27a7860107500d813fcd203b4ea19b04babe79448268403172782754870dac25"},
+    {file = "pillow-11.0.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:bcd1fb5bb7b07f64c15618c89efcc2cfa3e95f0e3bcdbaf4642509de1942a699"},
+    {file = "pillow-11.0.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:0e038b0745997c7dcaae350d35859c9715c71e92ffb7e0f4a8e8a16732150f38"},
+    {file = "pillow-11.0.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0ae08bd8ffc41aebf578c2af2f9d8749d91f448b3bfd41d7d9ff573d74f2a6b2"},
+    {file = "pillow-11.0.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d69bfd8ec3219ae71bcde1f942b728903cad25fafe3100ba2258b973bd2bc1b2"},
+    {file = "pillow-11.0.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:61b887f9ddba63ddf62fd02a3ba7add935d053b6dd7d58998c630e6dbade8527"},
+    {file = "pillow-11.0.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:c6a660307ca9d4867caa8d9ca2c2658ab685de83792d1876274991adec7b93fa"},
+    {file = "pillow-11.0.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:73e3a0200cdda995c7e43dd47436c1548f87a30bb27fb871f352a22ab8dcf45f"},
+    {file = "pillow-11.0.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:fba162b8872d30fea8c52b258a542c5dfd7b235fb5cb352240c8d63b414013eb"},
+    {file = "pillow-11.0.0-cp313-cp313-win32.whl", hash = "sha256:f1b82c27e89fffc6da125d5eb0ca6e68017faf5efc078128cfaa42cf5cb38798"},
+    {file = "pillow-11.0.0-cp313-cp313-win_amd64.whl", hash = "sha256:8ba470552b48e5835f1d23ecb936bb7f71d206f9dfeee64245f30c3270b994de"},
+    {file = "pillow-11.0.0-cp313-cp313-win_arm64.whl", hash = "sha256:846e193e103b41e984ac921b335df59195356ce3f71dcfd155aa79c603873b84"},
+    {file = "pillow-11.0.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:4ad70c4214f67d7466bea6a08061eba35c01b1b89eaa098040a35272a8efb22b"},
+    {file = "pillow-11.0.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:6ec0d5af64f2e3d64a165f490d96368bb5dea8b8f9ad04487f9ab60dc4bb6003"},
+    {file = "pillow-11.0.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c809a70e43c7977c4a42aefd62f0131823ebf7dd73556fa5d5950f5b354087e2"},
+    {file = "pillow-11.0.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:4b60c9520f7207aaf2e1d94de026682fc227806c6e1f55bba7606d1c94dd623a"},
+    {file = "pillow-11.0.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:1e2688958a840c822279fda0086fec1fdab2f95bf2b717b66871c4ad9859d7e8"},
+    {file = "pillow-11.0.0-cp313-cp313t-win32.whl", hash = "sha256:607bbe123c74e272e381a8d1957083a9463401f7bd01287f50521ecb05a313f8"},
+    {file = "pillow-11.0.0-cp313-cp313t-win_amd64.whl", hash = "sha256:5c39ed17edea3bc69c743a8dd3e9853b7509625c2462532e62baa0732163a904"},
+    {file = "pillow-11.0.0-cp313-cp313t-win_arm64.whl", hash = "sha256:75acbbeb05b86bc53cbe7b7e6fe00fbcf82ad7c684b3ad82e3d711da9ba287d3"},
+    {file = "pillow-11.0.0-cp39-cp39-macosx_10_10_x86_64.whl", hash = "sha256:2e46773dc9f35a1dd28bd6981332fd7f27bec001a918a72a79b4133cf5291dba"},
+    {file = "pillow-11.0.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:2679d2258b7f1192b378e2893a8a0a0ca472234d4c2c0e6bdd3380e8dfa21b6a"},
+    {file = "pillow-11.0.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:eda2616eb2313cbb3eebbe51f19362eb434b18e3bb599466a1ffa76a033fb916"},
+    {file = "pillow-11.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:20ec184af98a121fb2da42642dea8a29ec80fc3efbaefb86d8fdd2606619045d"},
+    {file = "pillow-11.0.0-cp39-cp39-manylinux_2_28_aarch64.whl", hash = "sha256:8594f42df584e5b4bb9281799698403f7af489fba84c34d53d1c4bfb71b7c4e7"},
+    {file = "pillow-11.0.0-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:c12b5ae868897c7338519c03049a806af85b9b8c237b7d675b8c5e089e4a618e"},
+    {file = "pillow-11.0.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:70fbbdacd1d271b77b7721fe3cdd2d537bbbd75d29e6300c672ec6bb38d9672f"},
+    {file = "pillow-11.0.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:5178952973e588b3f1360868847334e9e3bf49d19e169bbbdfaf8398002419ae"},
+    {file = "pillow-11.0.0-cp39-cp39-win32.whl", hash = "sha256:8c676b587da5673d3c75bd67dd2a8cdfeb282ca38a30f37950511766b26858c4"},
+    {file = "pillow-11.0.0-cp39-cp39-win_amd64.whl", hash = "sha256:94f3e1780abb45062287b4614a5bc0874519c86a777d4a7ad34978e86428b8dd"},
+    {file = "pillow-11.0.0-cp39-cp39-win_arm64.whl", hash = "sha256:290f2cc809f9da7d6d622550bbf4c1e57518212da51b6a30fe8e0a270a5b78bd"},
+    {file = "pillow-11.0.0-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:1187739620f2b365de756ce086fdb3604573337cc28a0d3ac4a01ab6b2d2a6d2"},
+    {file = "pillow-11.0.0-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:fbbcb7b57dc9c794843e3d1258c0fbf0f48656d46ffe9e09b63bbd6e8cd5d0a2"},
+    {file = "pillow-11.0.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5d203af30149ae339ad1b4f710d9844ed8796e97fda23ffbc4cc472968a47d0b"},
+    {file = "pillow-11.0.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:21a0d3b115009ebb8ac3d2ebec5c2982cc693da935f4ab7bb5c8ebe2f47d36f2"},
+    {file = "pillow-11.0.0-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:73853108f56df97baf2bb8b522f3578221e56f646ba345a372c78326710d3830"},
+    {file = "pillow-11.0.0-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:e58876c91f97b0952eb766123bfef372792ab3f4e3e1f1a2267834c2ab131734"},
+    {file = "pillow-11.0.0-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:224aaa38177597bb179f3ec87eeefcce8e4f85e608025e9cfac60de237ba6316"},
+    {file = "pillow-11.0.0-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:5bd2d3bdb846d757055910f0a59792d33b555800813c3b39ada1829c372ccb06"},
+    {file = "pillow-11.0.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:375b8dd15a1f5d2feafff536d47e22f69625c1aa92f12b339ec0b2ca40263273"},
+    {file = "pillow-11.0.0-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:daffdf51ee5db69a82dd127eabecce20729e21f7a3680cf7cbb23f0829189790"},
+    {file = "pillow-11.0.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:7326a1787e3c7b0429659e0a944725e1b03eeaa10edd945a86dead1913383944"},
+    {file = "pillow-11.0.0.tar.gz", hash = "sha256:72bacbaf24ac003fea9bff9837d1eedb6088758d41e100c1552930151f677739"},
 ]
 
 [package.extras]
 docs = ["furo", "olefile", "sphinx (>=8.1)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
 fpx = ["olefile"]
 mic = ["olefile"]
-tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
-typing = ["typing-extensions"]
+tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+typing = ["typing-extensions ; python_version < \"3.10\""]
 xmp = ["defusedxml"]
 
 [[package]]
 name = "platformdirs"
-version = "4.3.7"
+version = "4.3.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "platformdirs-4.3.7-py3-none-any.whl", hash = "sha256:a03875334331946f13c549dbd8f4bac7a13a50a895a0eb1e8c6a8ace80d40a94"},
-    {file = "platformdirs-4.3.7.tar.gz", hash = "sha256:eb437d586b6a0986388f0d6f74aa0cde27b48d0e3d66843640bfb6bdcdb6e351"},
+    {file = "platformdirs-4.3.6-py3-none-any.whl", hash = "sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb"},
+    {file = "platformdirs-4.3.6.tar.gz", hash = "sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907"},
 ]
 
 [package.extras]
-docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.4)", "pytest-cov (>=6)", "pytest-mock (>=3.14)"]
-type = ["mypy (>=1.14.1)"]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.11.2)"]
 
 [[package]]
 name = "plotly"
-version = "6.0.1"
-description = "An open-source interactive data visualization library for Python"
+version = "5.24.1"
+description = "An open-source, interactive data visualization library for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "plotly-6.0.1-py3-none-any.whl", hash = "sha256:4714db20fea57a435692c548a4eb4fae454f7daddf15f8d8ba7e1045681d7768"},
-    {file = "plotly-6.0.1.tar.gz", hash = "sha256:dd8400229872b6e3c964b099be699f8d00c489a974f2cfccfad5e8240873366b"},
+    {file = "plotly-5.24.1-py3-none-any.whl", hash = "sha256:f67073a1e637eb0dc3e46324d9d51e2fe76e9727c892dde64ddf1e1b51f29089"},
+    {file = "plotly-5.24.1.tar.gz", hash = "sha256:dbc8ac8339d248a4bcc36e08a5659bacfe1b079390b8953533f4eb22169b4bae"},
 ]
 
 [package.dependencies]
-narwhals = ">=1.15.1"
 packaging = "*"
-
-[package.extras]
-express = ["numpy"]
+tenacity = ">=6.2.0"
 
 [[package]]
 name = "pluggy"
@@ -3537,6 +3685,8 @@ version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -3548,13 +3698,15 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pre-commit"
-version = "4.2.0"
+version = "4.0.1"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "pre_commit-4.2.0-py2.py3-none-any.whl", hash = "sha256:a009ca7205f1eb497d10b845e52c838a98b6cdd2102a6c8e4540e94ee75c58bd"},
-    {file = "pre_commit-4.2.0.tar.gz", hash = "sha256:601283b9757afd87d40c4c4a9b2b5de9637a8ea02eaff7adc2d0fb4e04841146"},
+    {file = "pre_commit-4.0.1-py2.py3-none-any.whl", hash = "sha256:efde913840816312445dc98787724647c65473daefe420785f885e8ed9a06878"},
+    {file = "pre_commit-4.0.1.tar.gz", hash = "sha256:80905ac375958c0444c65e9cebebd948b3cdb518f335a091a670a89d652139d2"},
 ]
 
 [package.dependencies]
@@ -3570,6 +3722,8 @@ version = "0.21.1"
 description = "Python client for the Prometheus monitoring system."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "prometheus_client-0.21.1-py3-none-any.whl", hash = "sha256:594b45c410d6f4f8888940fe80b5cc2521b305a1fafe1c58609ef715a001f301"},
     {file = "prometheus_client-0.21.1.tar.gz", hash = "sha256:252505a722ac04b0456be05c05f75f45d760c2911ffc45f2a06bcaed9f3ae3fb"},
@@ -3580,13 +3734,14 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.50"
+version = "3.0.48"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
-python-versions = ">=3.8.0"
+python-versions = ">=3.7.0"
+groups = ["main"]
 files = [
-    {file = "prompt_toolkit-3.0.50-py3-none-any.whl", hash = "sha256:9b6427eb19e479d98acff65196a307c555eb567989e6d88ebbb1b509d9779198"},
-    {file = "prompt_toolkit-3.0.50.tar.gz", hash = "sha256:544748f3860a2623ca5cd6d2795e7a14f3d0e1c3c9728359013f79877fc89bab"},
+    {file = "prompt_toolkit-3.0.48-py3-none-any.whl", hash = "sha256:f49a827f90062e411f1ce1f854f2aedb3c23353244f8108b89283587397ac10e"},
+    {file = "prompt_toolkit-3.0.48.tar.gz", hash = "sha256:d6623ab0477a80df74e646bdbc93621143f5caf104206aa29294d53de1a03d90"},
 ]
 
 [package.dependencies]
@@ -3594,144 +3749,133 @@ wcwidth = "*"
 
 [[package]]
 name = "propcache"
-version = "0.3.1"
+version = "0.2.1"
 description = "Accelerated property cache"
 optional = false
 python-versions = ">=3.9"
-files = [
-    {file = "propcache-0.3.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:f27785888d2fdd918bc36de8b8739f2d6c791399552333721b58193f68ea3e98"},
-    {file = "propcache-0.3.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d4e89cde74154c7b5957f87a355bb9c8ec929c167b59c83d90654ea36aeb6180"},
-    {file = "propcache-0.3.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:730178f476ef03d3d4d255f0c9fa186cb1d13fd33ffe89d39f2cda4da90ceb71"},
-    {file = "propcache-0.3.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:967a8eec513dbe08330f10137eacb427b2ca52118769e82ebcfcab0fba92a649"},
-    {file = "propcache-0.3.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5b9145c35cc87313b5fd480144f8078716007656093d23059e8993d3a8fa730f"},
-    {file = "propcache-0.3.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9e64e948ab41411958670f1093c0a57acfdc3bee5cf5b935671bbd5313bcf229"},
-    {file = "propcache-0.3.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:319fa8765bfd6a265e5fa661547556da381e53274bc05094fc9ea50da51bfd46"},
-    {file = "propcache-0.3.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c66d8ccbc902ad548312b96ed8d5d266d0d2c6d006fd0f66323e9d8f2dd49be7"},
-    {file = "propcache-0.3.1-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:2d219b0dbabe75e15e581fc1ae796109b07c8ba7d25b9ae8d650da582bed01b0"},
-    {file = "propcache-0.3.1-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:cd6a55f65241c551eb53f8cf4d2f4af33512c39da5d9777694e9d9c60872f519"},
-    {file = "propcache-0.3.1-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:9979643ffc69b799d50d3a7b72b5164a2e97e117009d7af6dfdd2ab906cb72cd"},
-    {file = "propcache-0.3.1-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:4cf9e93a81979f1424f1a3d155213dc928f1069d697e4353edb8a5eba67c6259"},
-    {file = "propcache-0.3.1-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:2fce1df66915909ff6c824bbb5eb403d2d15f98f1518e583074671a30fe0c21e"},
-    {file = "propcache-0.3.1-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:4d0dfdd9a2ebc77b869a0b04423591ea8823f791293b527dc1bb896c1d6f1136"},
-    {file = "propcache-0.3.1-cp310-cp310-win32.whl", hash = "sha256:1f6cc0ad7b4560e5637eb2c994e97b4fa41ba8226069c9277eb5ea7101845b42"},
-    {file = "propcache-0.3.1-cp310-cp310-win_amd64.whl", hash = "sha256:47ef24aa6511e388e9894ec16f0fbf3313a53ee68402bc428744a367ec55b833"},
-    {file = "propcache-0.3.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:7f30241577d2fef2602113b70ef7231bf4c69a97e04693bde08ddab913ba0ce5"},
-    {file = "propcache-0.3.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:43593c6772aa12abc3af7784bff4a41ffa921608dd38b77cf1dfd7f5c4e71371"},
-    {file = "propcache-0.3.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:a75801768bbe65499495660b777e018cbe90c7980f07f8aa57d6be79ea6f71da"},
-    {file = "propcache-0.3.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f6f1324db48f001c2ca26a25fa25af60711e09b9aaf4b28488602776f4f9a744"},
-    {file = "propcache-0.3.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5cdb0f3e1eb6dfc9965d19734d8f9c481b294b5274337a8cb5cb01b462dcb7e0"},
-    {file = "propcache-0.3.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1eb34d90aac9bfbced9a58b266f8946cb5935869ff01b164573a7634d39fbcb5"},
-    {file = "propcache-0.3.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f35c7070eeec2cdaac6fd3fe245226ed2a6292d3ee8c938e5bb645b434c5f256"},
-    {file = "propcache-0.3.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b23c11c2c9e6d4e7300c92e022046ad09b91fd00e36e83c44483df4afa990073"},
-    {file = "propcache-0.3.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:3e19ea4ea0bf46179f8a3652ac1426e6dcbaf577ce4b4f65be581e237340420d"},
-    {file = "propcache-0.3.1-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:bd39c92e4c8f6cbf5f08257d6360123af72af9f4da75a690bef50da77362d25f"},
-    {file = "propcache-0.3.1-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:b0313e8b923b3814d1c4a524c93dfecea5f39fa95601f6a9b1ac96cd66f89ea0"},
-    {file = "propcache-0.3.1-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:e861ad82892408487be144906a368ddbe2dc6297074ade2d892341b35c59844a"},
-    {file = "propcache-0.3.1-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:61014615c1274df8da5991a1e5da85a3ccb00c2d4701ac6f3383afd3ca47ab0a"},
-    {file = "propcache-0.3.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:71ebe3fe42656a2328ab08933d420df5f3ab121772eef78f2dc63624157f0ed9"},
-    {file = "propcache-0.3.1-cp311-cp311-win32.whl", hash = "sha256:58aa11f4ca8b60113d4b8e32d37e7e78bd8af4d1a5b5cb4979ed856a45e62005"},
-    {file = "propcache-0.3.1-cp311-cp311-win_amd64.whl", hash = "sha256:9532ea0b26a401264b1365146c440a6d78269ed41f83f23818d4b79497aeabe7"},
-    {file = "propcache-0.3.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:f78eb8422acc93d7b69964012ad7048764bb45a54ba7a39bb9e146c72ea29723"},
-    {file = "propcache-0.3.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:89498dd49c2f9a026ee057965cdf8192e5ae070ce7d7a7bd4b66a8e257d0c976"},
-    {file = "propcache-0.3.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:09400e98545c998d57d10035ff623266927cb784d13dd2b31fd33b8a5316b85b"},
-    {file = "propcache-0.3.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:aa8efd8c5adc5a2c9d3b952815ff8f7710cefdcaf5f2c36d26aff51aeca2f12f"},
-    {file = "propcache-0.3.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c2fe5c910f6007e716a06d269608d307b4f36e7babee5f36533722660e8c4a70"},
-    {file = "propcache-0.3.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a0ab8cf8cdd2194f8ff979a43ab43049b1df0b37aa64ab7eca04ac14429baeb7"},
-    {file = "propcache-0.3.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:563f9d8c03ad645597b8d010ef4e9eab359faeb11a0a2ac9f7b4bc8c28ebef25"},
-    {file = "propcache-0.3.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:fb6e0faf8cb6b4beea5d6ed7b5a578254c6d7df54c36ccd3d8b3eb00d6770277"},
-    {file = "propcache-0.3.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:1c5c7ab7f2bb3f573d1cb921993006ba2d39e8621019dffb1c5bc94cdbae81e8"},
-    {file = "propcache-0.3.1-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:050b571b2e96ec942898f8eb46ea4bfbb19bd5502424747e83badc2d4a99a44e"},
-    {file = "propcache-0.3.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:e1c4d24b804b3a87e9350f79e2371a705a188d292fd310e663483af6ee6718ee"},
-    {file = "propcache-0.3.1-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:e4fe2a6d5ce975c117a6bb1e8ccda772d1e7029c1cca1acd209f91d30fa72815"},
-    {file = "propcache-0.3.1-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:feccd282de1f6322f56f6845bf1207a537227812f0a9bf5571df52bb418d79d5"},
-    {file = "propcache-0.3.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:ec314cde7314d2dd0510c6787326bbffcbdc317ecee6b7401ce218b3099075a7"},
-    {file = "propcache-0.3.1-cp312-cp312-win32.whl", hash = "sha256:7d2d5a0028d920738372630870e7d9644ce437142197f8c827194fca404bf03b"},
-    {file = "propcache-0.3.1-cp312-cp312-win_amd64.whl", hash = "sha256:88c423efef9d7a59dae0614eaed718449c09a5ac79a5f224a8b9664d603f04a3"},
-    {file = "propcache-0.3.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:f1528ec4374617a7a753f90f20e2f551121bb558fcb35926f99e3c42367164b8"},
-    {file = "propcache-0.3.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:dc1915ec523b3b494933b5424980831b636fe483d7d543f7afb7b3bf00f0c10f"},
-    {file = "propcache-0.3.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:a110205022d077da24e60b3df8bcee73971be9575dec5573dd17ae5d81751111"},
-    {file = "propcache-0.3.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d249609e547c04d190e820d0d4c8ca03ed4582bcf8e4e160a6969ddfb57b62e5"},
-    {file = "propcache-0.3.1-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5ced33d827625d0a589e831126ccb4f5c29dfdf6766cac441d23995a65825dcb"},
-    {file = "propcache-0.3.1-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:4114c4ada8f3181af20808bedb250da6bae56660e4b8dfd9cd95d4549c0962f7"},
-    {file = "propcache-0.3.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:975af16f406ce48f1333ec5e912fe11064605d5c5b3f6746969077cc3adeb120"},
-    {file = "propcache-0.3.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a34aa3a1abc50740be6ac0ab9d594e274f59960d3ad253cd318af76b996dd654"},
-    {file = "propcache-0.3.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:9cec3239c85ed15bfaded997773fdad9fb5662b0a7cbc854a43f291eb183179e"},
-    {file = "propcache-0.3.1-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:05543250deac8e61084234d5fc54f8ebd254e8f2b39a16b1dce48904f45b744b"},
-    {file = "propcache-0.3.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:5cb5918253912e088edbf023788de539219718d3b10aef334476b62d2b53de53"},
-    {file = "propcache-0.3.1-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:f3bbecd2f34d0e6d3c543fdb3b15d6b60dd69970c2b4c822379e5ec8f6f621d5"},
-    {file = "propcache-0.3.1-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:aca63103895c7d960a5b9b044a83f544b233c95e0dcff114389d64d762017af7"},
-    {file = "propcache-0.3.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:5a0a9898fdb99bf11786265468571e628ba60af80dc3f6eb89a3545540c6b0ef"},
-    {file = "propcache-0.3.1-cp313-cp313-win32.whl", hash = "sha256:3a02a28095b5e63128bcae98eb59025924f121f048a62393db682f049bf4ac24"},
-    {file = "propcache-0.3.1-cp313-cp313-win_amd64.whl", hash = "sha256:813fbb8b6aea2fc9659815e585e548fe706d6f663fa73dff59a1677d4595a037"},
-    {file = "propcache-0.3.1-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:a444192f20f5ce8a5e52761a031b90f5ea6288b1eef42ad4c7e64fef33540b8f"},
-    {file = "propcache-0.3.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:0fbe94666e62ebe36cd652f5fc012abfbc2342de99b523f8267a678e4dfdee3c"},
-    {file = "propcache-0.3.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:f011f104db880f4e2166bcdcf7f58250f7a465bc6b068dc84c824a3d4a5c94dc"},
-    {file = "propcache-0.3.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3e584b6d388aeb0001d6d5c2bd86b26304adde6d9bb9bfa9c4889805021b96de"},
-    {file = "propcache-0.3.1-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8a17583515a04358b034e241f952f1715243482fc2c2945fd99a1b03a0bd77d6"},
-    {file = "propcache-0.3.1-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5aed8d8308215089c0734a2af4f2e95eeb360660184ad3912686c181e500b2e7"},
-    {file = "propcache-0.3.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6d8e309ff9a0503ef70dc9a0ebd3e69cf7b3894c9ae2ae81fc10943c37762458"},
-    {file = "propcache-0.3.1-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b655032b202028a582d27aeedc2e813299f82cb232f969f87a4fde491a233f11"},
-    {file = "propcache-0.3.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:9f64d91b751df77931336b5ff7bafbe8845c5770b06630e27acd5dbb71e1931c"},
-    {file = "propcache-0.3.1-cp313-cp313t-musllinux_1_2_armv7l.whl", hash = "sha256:19a06db789a4bd896ee91ebc50d059e23b3639c25d58eb35be3ca1cbe967c3bf"},
-    {file = "propcache-0.3.1-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:bef100c88d8692864651b5f98e871fb090bd65c8a41a1cb0ff2322db39c96c27"},
-    {file = "propcache-0.3.1-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:87380fb1f3089d2a0b8b00f006ed12bd41bd858fabfa7330c954c70f50ed8757"},
-    {file = "propcache-0.3.1-cp313-cp313t-musllinux_1_2_s390x.whl", hash = "sha256:e474fc718e73ba5ec5180358aa07f6aded0ff5f2abe700e3115c37d75c947e18"},
-    {file = "propcache-0.3.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:17d1c688a443355234f3c031349da69444be052613483f3e4158eef751abcd8a"},
-    {file = "propcache-0.3.1-cp313-cp313t-win32.whl", hash = "sha256:359e81a949a7619802eb601d66d37072b79b79c2505e6d3fd8b945538411400d"},
-    {file = "propcache-0.3.1-cp313-cp313t-win_amd64.whl", hash = "sha256:e7fb9a84c9abbf2b2683fa3e7b0d7da4d8ecf139a1c635732a8bda29c5214b0e"},
-    {file = "propcache-0.3.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:ed5f6d2edbf349bd8d630e81f474d33d6ae5d07760c44d33cd808e2f5c8f4ae6"},
-    {file = "propcache-0.3.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:668ddddc9f3075af019f784456267eb504cb77c2c4bd46cc8402d723b4d200bf"},
-    {file = "propcache-0.3.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:0c86e7ceea56376216eba345aa1fc6a8a6b27ac236181f840d1d7e6a1ea9ba5c"},
-    {file = "propcache-0.3.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:83be47aa4e35b87c106fc0c84c0fc069d3f9b9b06d3c494cd404ec6747544894"},
-    {file = "propcache-0.3.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:27c6ac6aa9fc7bc662f594ef380707494cb42c22786a558d95fcdedb9aa5d035"},
-    {file = "propcache-0.3.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:64a956dff37080b352c1c40b2966b09defb014347043e740d420ca1eb7c9b908"},
-    {file = "propcache-0.3.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:82de5da8c8893056603ac2d6a89eb8b4df49abf1a7c19d536984c8dd63f481d5"},
-    {file = "propcache-0.3.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0c3c3a203c375b08fd06a20da3cf7aac293b834b6f4f4db71190e8422750cca5"},
-    {file = "propcache-0.3.1-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:b303b194c2e6f171cfddf8b8ba30baefccf03d36a4d9cab7fd0bb68ba476a3d7"},
-    {file = "propcache-0.3.1-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:916cd229b0150129d645ec51614d38129ee74c03293a9f3f17537be0029a9641"},
-    {file = "propcache-0.3.1-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:a461959ead5b38e2581998700b26346b78cd98540b5524796c175722f18b0294"},
-    {file = "propcache-0.3.1-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:069e7212890b0bcf9b2be0a03afb0c2d5161d91e1bf51569a64f629acc7defbf"},
-    {file = "propcache-0.3.1-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:ef2e4e91fb3945769e14ce82ed53007195e616a63aa43b40fb7ebaaf907c8d4c"},
-    {file = "propcache-0.3.1-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:8638f99dca15b9dff328fb6273e09f03d1c50d9b6512f3b65a4154588a7595fe"},
-    {file = "propcache-0.3.1-cp39-cp39-win32.whl", hash = "sha256:6f173bbfe976105aaa890b712d1759de339d8a7cef2fc0a1714cc1a1e1c47f64"},
-    {file = "propcache-0.3.1-cp39-cp39-win_amd64.whl", hash = "sha256:603f1fe4144420374f1a69b907494c3acbc867a581c2d49d4175b0de7cc64566"},
-    {file = "propcache-0.3.1-py3-none-any.whl", hash = "sha256:9a8ecf38de50a7f518c21568c80f985e776397b902f1ce0b01f799aba1608b40"},
-    {file = "propcache-0.3.1.tar.gz", hash = "sha256:40d980c33765359098837527e18eddefc9a24cea5b45e078a7f3bb5b032c6ecf"},
+groups = ["main"]
+files = [
+    {file = "propcache-0.2.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:6b3f39a85d671436ee3d12c017f8fdea38509e4f25b28eb25877293c98c243f6"},
+    {file = "propcache-0.2.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:39d51fbe4285d5db5d92a929e3e21536ea3dd43732c5b177c7ef03f918dff9f2"},
+    {file = "propcache-0.2.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6445804cf4ec763dc70de65a3b0d9954e868609e83850a47ca4f0cb64bd79fea"},
+    {file = "propcache-0.2.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f9479aa06a793c5aeba49ce5c5692ffb51fcd9a7016e017d555d5e2b0045d212"},
+    {file = "propcache-0.2.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d9631c5e8b5b3a0fda99cb0d29c18133bca1e18aea9effe55adb3da1adef80d3"},
+    {file = "propcache-0.2.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3156628250f46a0895f1f36e1d4fbe062a1af8718ec3ebeb746f1d23f0c5dc4d"},
+    {file = "propcache-0.2.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b6fb63ae352e13748289f04f37868099e69dba4c2b3e271c46061e82c745634"},
+    {file = "propcache-0.2.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:887d9b0a65404929641a9fabb6452b07fe4572b269d901d622d8a34a4e9043b2"},
+    {file = "propcache-0.2.1-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:a96dc1fa45bd8c407a0af03b2d5218392729e1822b0c32e62c5bf7eeb5fb3958"},
+    {file = "propcache-0.2.1-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:a7e65eb5c003a303b94aa2c3852ef130230ec79e349632d030e9571b87c4698c"},
+    {file = "propcache-0.2.1-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:999779addc413181912e984b942fbcc951be1f5b3663cd80b2687758f434c583"},
+    {file = "propcache-0.2.1-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:19a0f89a7bb9d8048d9c4370c9c543c396e894c76be5525f5e1ad287f1750ddf"},
+    {file = "propcache-0.2.1-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:1ac2f5fe02fa75f56e1ad473f1175e11f475606ec9bd0be2e78e4734ad575034"},
+    {file = "propcache-0.2.1-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:574faa3b79e8ebac7cb1d7930f51184ba1ccf69adfdec53a12f319a06030a68b"},
+    {file = "propcache-0.2.1-cp310-cp310-win32.whl", hash = "sha256:03ff9d3f665769b2a85e6157ac8b439644f2d7fd17615a82fa55739bc97863f4"},
+    {file = "propcache-0.2.1-cp310-cp310-win_amd64.whl", hash = "sha256:2d3af2e79991102678f53e0dbf4c35de99b6b8b58f29a27ca0325816364caaba"},
+    {file = "propcache-0.2.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:1ffc3cca89bb438fb9c95c13fc874012f7b9466b89328c3c8b1aa93cdcfadd16"},
+    {file = "propcache-0.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:f174bbd484294ed9fdf09437f889f95807e5f229d5d93588d34e92106fbf6717"},
+    {file = "propcache-0.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:70693319e0b8fd35dd863e3e29513875eb15c51945bf32519ef52927ca883bc3"},
+    {file = "propcache-0.2.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b480c6a4e1138e1aa137c0079b9b6305ec6dcc1098a8ca5196283e8a49df95a9"},
+    {file = "propcache-0.2.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d27b84d5880f6d8aa9ae3edb253c59d9f6642ffbb2c889b78b60361eed449787"},
+    {file = "propcache-0.2.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:857112b22acd417c40fa4595db2fe28ab900c8c5fe4670c7989b1c0230955465"},
+    {file = "propcache-0.2.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cf6c4150f8c0e32d241436526f3c3f9cbd34429492abddbada2ffcff506c51af"},
+    {file = "propcache-0.2.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:66d4cfda1d8ed687daa4bc0274fcfd5267873db9a5bc0418c2da19273040eeb7"},
+    {file = "propcache-0.2.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c2f992c07c0fca81655066705beae35fc95a2fa7366467366db627d9f2ee097f"},
+    {file = "propcache-0.2.1-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:4a571d97dbe66ef38e472703067021b1467025ec85707d57e78711c085984e54"},
+    {file = "propcache-0.2.1-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:bb6178c241278d5fe853b3de743087be7f5f4c6f7d6d22a3b524d323eecec505"},
+    {file = "propcache-0.2.1-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:ad1af54a62ffe39cf34db1aa6ed1a1873bd548f6401db39d8e7cd060b9211f82"},
+    {file = "propcache-0.2.1-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:e7048abd75fe40712005bcfc06bb44b9dfcd8e101dda2ecf2f5aa46115ad07ca"},
+    {file = "propcache-0.2.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:160291c60081f23ee43d44b08a7e5fb76681221a8e10b3139618c5a9a291b84e"},
+    {file = "propcache-0.2.1-cp311-cp311-win32.whl", hash = "sha256:819ce3b883b7576ca28da3861c7e1a88afd08cc8c96908e08a3f4dd64a228034"},
+    {file = "propcache-0.2.1-cp311-cp311-win_amd64.whl", hash = "sha256:edc9fc7051e3350643ad929df55c451899bb9ae6d24998a949d2e4c87fb596d3"},
+    {file = "propcache-0.2.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:081a430aa8d5e8876c6909b67bd2d937bfd531b0382d3fdedb82612c618bc41a"},
+    {file = "propcache-0.2.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:d2ccec9ac47cf4e04897619c0e0c1a48c54a71bdf045117d3a26f80d38ab1fb0"},
+    {file = "propcache-0.2.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:14d86fe14b7e04fa306e0c43cdbeebe6b2c2156a0c9ce56b815faacc193e320d"},
+    {file = "propcache-0.2.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:049324ee97bb67285b49632132db351b41e77833678432be52bdd0289c0e05e4"},
+    {file = "propcache-0.2.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1cd9a1d071158de1cc1c71a26014dcdfa7dd3d5f4f88c298c7f90ad6f27bb46d"},
+    {file = "propcache-0.2.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:98110aa363f1bb4c073e8dcfaefd3a5cea0f0834c2aab23dda657e4dab2f53b5"},
+    {file = "propcache-0.2.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:647894f5ae99c4cf6bb82a1bb3a796f6e06af3caa3d32e26d2350d0e3e3faf24"},
+    {file = "propcache-0.2.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:bfd3223c15bebe26518d58ccf9a39b93948d3dcb3e57a20480dfdd315356baff"},
+    {file = "propcache-0.2.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:d71264a80f3fcf512eb4f18f59423fe82d6e346ee97b90625f283df56aee103f"},
+    {file = "propcache-0.2.1-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:e73091191e4280403bde6c9a52a6999d69cdfde498f1fdf629105247599b57ec"},
+    {file = "propcache-0.2.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:3935bfa5fede35fb202c4b569bb9c042f337ca4ff7bd540a0aa5e37131659348"},
+    {file = "propcache-0.2.1-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:f508b0491767bb1f2b87fdfacaba5f7eddc2f867740ec69ece6d1946d29029a6"},
+    {file = "propcache-0.2.1-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:1672137af7c46662a1c2be1e8dc78cb6d224319aaa40271c9257d886be4363a6"},
+    {file = "propcache-0.2.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:b74c261802d3d2b85c9df2dfb2fa81b6f90deeef63c2db9f0e029a3cac50b518"},
+    {file = "propcache-0.2.1-cp312-cp312-win32.whl", hash = "sha256:d09c333d36c1409d56a9d29b3a1b800a42c76a57a5a8907eacdbce3f18768246"},
+    {file = "propcache-0.2.1-cp312-cp312-win_amd64.whl", hash = "sha256:c214999039d4f2a5b2073ac506bba279945233da8c786e490d411dfc30f855c1"},
+    {file = "propcache-0.2.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:aca405706e0b0a44cc6bfd41fbe89919a6a56999157f6de7e182a990c36e37bc"},
+    {file = "propcache-0.2.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:12d1083f001ace206fe34b6bdc2cb94be66d57a850866f0b908972f90996b3e9"},
+    {file = "propcache-0.2.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:d93f3307ad32a27bda2e88ec81134b823c240aa3abb55821a8da553eed8d9439"},
+    {file = "propcache-0.2.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ba278acf14471d36316159c94a802933d10b6a1e117b8554fe0d0d9b75c9d536"},
+    {file = "propcache-0.2.1-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4e6281aedfca15301c41f74d7005e6e3f4ca143584ba696ac69df4f02f40d629"},
+    {file = "propcache-0.2.1-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5b750a8e5a1262434fb1517ddf64b5de58327f1adc3524a5e44c2ca43305eb0b"},
+    {file = "propcache-0.2.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bf72af5e0fb40e9babf594308911436c8efde3cb5e75b6f206c34ad18be5c052"},
+    {file = "propcache-0.2.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b2d0a12018b04f4cb820781ec0dffb5f7c7c1d2a5cd22bff7fb055a2cb19ebce"},
+    {file = "propcache-0.2.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:e800776a79a5aabdb17dcc2346a7d66d0777e942e4cd251defeb084762ecd17d"},
+    {file = "propcache-0.2.1-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:4160d9283bd382fa6c0c2b5e017acc95bc183570cd70968b9202ad6d8fc48dce"},
+    {file = "propcache-0.2.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:30b43e74f1359353341a7adb783c8f1b1c676367b011709f466f42fda2045e95"},
+    {file = "propcache-0.2.1-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:58791550b27d5488b1bb52bc96328456095d96206a250d28d874fafe11b3dfaf"},
+    {file = "propcache-0.2.1-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:0f022d381747f0dfe27e99d928e31bc51a18b65bb9e481ae0af1380a6725dd1f"},
+    {file = "propcache-0.2.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:297878dc9d0a334358f9b608b56d02e72899f3b8499fc6044133f0d319e2ec30"},
+    {file = "propcache-0.2.1-cp313-cp313-win32.whl", hash = "sha256:ddfab44e4489bd79bda09d84c430677fc7f0a4939a73d2bba3073036f487a0a6"},
+    {file = "propcache-0.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:556fc6c10989f19a179e4321e5d678db8eb2924131e64652a51fe83e4c3db0e1"},
+    {file = "propcache-0.2.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:6a9a8c34fb7bb609419a211e59da8887eeca40d300b5ea8e56af98f6fbbb1541"},
+    {file = "propcache-0.2.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:ae1aa1cd222c6d205853b3013c69cd04515f9d6ab6de4b0603e2e1c33221303e"},
+    {file = "propcache-0.2.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:accb6150ce61c9c4b7738d45550806aa2b71c7668c6942f17b0ac182b6142fd4"},
+    {file = "propcache-0.2.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5eee736daafa7af6d0a2dc15cc75e05c64f37fc37bafef2e00d77c14171c2097"},
+    {file = "propcache-0.2.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f7a31fc1e1bd362874863fdeed71aed92d348f5336fd84f2197ba40c59f061bd"},
+    {file = "propcache-0.2.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:cba4cfa1052819d16699e1d55d18c92b6e094d4517c41dd231a8b9f87b6fa681"},
+    {file = "propcache-0.2.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f089118d584e859c62b3da0892b88a83d611c2033ac410e929cb6754eec0ed16"},
+    {file = "propcache-0.2.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:781e65134efaf88feb447e8c97a51772aa75e48b794352f94cb7ea717dedda0d"},
+    {file = "propcache-0.2.1-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:31f5af773530fd3c658b32b6bdc2d0838543de70eb9a2156c03e410f7b0d3aae"},
+    {file = "propcache-0.2.1-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:a7a078f5d37bee6690959c813977da5291b24286e7b962e62a94cec31aa5188b"},
+    {file = "propcache-0.2.1-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:cea7daf9fc7ae6687cf1e2c049752f19f146fdc37c2cc376e7d0032cf4f25347"},
+    {file = "propcache-0.2.1-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:8b3489ff1ed1e8315674d0775dc7d2195fb13ca17b3808721b54dbe9fd020faf"},
+    {file = "propcache-0.2.1-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:9403db39be1393618dd80c746cb22ccda168efce239c73af13c3763ef56ffc04"},
+    {file = "propcache-0.2.1-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:5d97151bc92d2b2578ff7ce779cdb9174337390a535953cbb9452fb65164c587"},
+    {file = "propcache-0.2.1-cp39-cp39-win32.whl", hash = "sha256:9caac6b54914bdf41bcc91e7eb9147d331d29235a7c967c150ef5df6464fd1bb"},
+    {file = "propcache-0.2.1-cp39-cp39-win_amd64.whl", hash = "sha256:92fc4500fcb33899b05ba73276dfb684a20d31caa567b7cb5252d48f896a91b1"},
+    {file = "propcache-0.2.1-py3-none-any.whl", hash = "sha256:52277518d6aae65536e9cea52d4e7fd2f7a66f4aa2d30ed3f2fcea620ace3c54"},
+    {file = "propcache-0.2.1.tar.gz", hash = "sha256:3f77ce728b19cb537714499928fe800c3dda29e8d9428778fc7c186da4c09a64"},
 ]
 
 [[package]]
 name = "proto-plus"
-version = "1.26.1"
-description = "Beautiful, Pythonic protocol buffers"
+version = "1.25.0"
+description = "Beautiful, Pythonic protocol buffers."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "proto_plus-1.26.1-py3-none-any.whl", hash = "sha256:13285478c2dcf2abb829db158e1047e2f1e8d63a077d94263c2b88b043c75a66"},
-    {file = "proto_plus-1.26.1.tar.gz", hash = "sha256:21a515a4c4c0088a773899e23c7bbade3d18f9c66c73edd4c7ee3816bc96a012"},
+    {file = "proto_plus-1.25.0-py3-none-any.whl", hash = "sha256:c91fc4a65074ade8e458e95ef8bac34d4008daa7cce4a12d6707066fca648961"},
+    {file = "proto_plus-1.25.0.tar.gz", hash = "sha256:fbb17f57f7bd05a68b7707e745e26528b0b3c34e378db91eef93912c54982d91"},
 ]
 
 [package.dependencies]
-protobuf = ">=3.19.0,<7.0.0"
+protobuf = ">=3.19.0,<6.0.0dev"
 
 [package.extras]
 testing = ["google-api-core (>=1.31.5)"]
 
 [[package]]
 name = "protobuf"
-version = "6.30.2"
+version = "5.29.0"
 description = ""
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "protobuf-6.30.2-cp310-abi3-win32.whl", hash = "sha256:b12ef7df7b9329886e66404bef5e9ce6a26b54069d7f7436a0853ccdeb91c103"},
-    {file = "protobuf-6.30.2-cp310-abi3-win_amd64.whl", hash = "sha256:7653c99774f73fe6b9301b87da52af0e69783a2e371e8b599b3e9cb4da4b12b9"},
-    {file = "protobuf-6.30.2-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:0eb523c550a66a09a0c20f86dd554afbf4d32b02af34ae53d93268c1f73bc65b"},
-    {file = "protobuf-6.30.2-cp39-abi3-manylinux2014_aarch64.whl", hash = "sha256:50f32cc9fd9cb09c783ebc275611b4f19dfdfb68d1ee55d2f0c7fa040df96815"},
-    {file = "protobuf-6.30.2-cp39-abi3-manylinux2014_x86_64.whl", hash = "sha256:4f6c687ae8efae6cf6093389a596548214467778146b7245e886f35e1485315d"},
-    {file = "protobuf-6.30.2-cp39-cp39-win32.whl", hash = "sha256:524afedc03b31b15586ca7f64d877a98b184f007180ce25183d1a5cb230ee72b"},
-    {file = "protobuf-6.30.2-cp39-cp39-win_amd64.whl", hash = "sha256:acec579c39c88bd8fbbacab1b8052c793efe83a0a5bd99db4a31423a25c0a0e2"},
-    {file = "protobuf-6.30.2-py3-none-any.whl", hash = "sha256:ae86b030e69a98e08c77beab574cbcb9fff6d031d57209f574a5aea1445f4b51"},
-    {file = "protobuf-6.30.2.tar.gz", hash = "sha256:35c859ae076d8c56054c25b59e5e59638d86545ed6e2b6efac6be0b6ea3ba048"},
+    {file = "protobuf-5.29.0-cp310-abi3-win32.whl", hash = "sha256:ea7fb379b257911c8c020688d455e8f74efd2f734b72dc1ea4b4d7e9fd1326f2"},
+    {file = "protobuf-5.29.0-cp310-abi3-win_amd64.whl", hash = "sha256:34a90cf30c908f47f40ebea7811f743d360e202b6f10d40c02529ebd84afc069"},
+    {file = "protobuf-5.29.0-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:c931c61d0cc143a2e756b1e7f8197a508de5365efd40f83c907a9febf36e6b43"},
+    {file = "protobuf-5.29.0-cp38-abi3-manylinux2014_aarch64.whl", hash = "sha256:85286a47caf63b34fa92fdc1fd98b649a8895db595cfa746c5286eeae890a0b1"},
+    {file = "protobuf-5.29.0-cp38-abi3-manylinux2014_x86_64.whl", hash = "sha256:0d10091d6d03537c3f902279fcf11e95372bdd36a79556311da0487455791b20"},
+    {file = "protobuf-5.29.0-cp38-cp38-win32.whl", hash = "sha256:0cd67a1e5c2d88930aa767f702773b2d054e29957432d7c6a18f8be02a07719a"},
+    {file = "protobuf-5.29.0-cp38-cp38-win_amd64.whl", hash = "sha256:e467f81fdd12ded9655cea3e9b83dc319d93b394ce810b556fb0f421d8613e86"},
+    {file = "protobuf-5.29.0-cp39-cp39-win32.whl", hash = "sha256:17d128eebbd5d8aee80300aed7a43a48a25170af3337f6f1333d1fac2c6839ac"},
+    {file = "protobuf-5.29.0-cp39-cp39-win_amd64.whl", hash = "sha256:6c3009e22717c6cc9e6594bb11ef9f15f669b19957ad4087214d69e08a213368"},
+    {file = "protobuf-5.29.0-py3-none-any.whl", hash = "sha256:88c4af76a73183e21061881360240c0cdd3c39d263b4e8fb570aaf83348d608f"},
+    {file = "protobuf-5.29.0.tar.gz", hash = "sha256:445a0c02483869ed8513a585d80020d012c6dc60075f96fa0563a724987b1001"},
 ]
 
 [[package]]
@@ -3740,6 +3884,7 @@ version = "0.14.8.post2"
 description = "Protopunica is pomegranate frozen at version 0.14.8."
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "protopunica-0.14.8.post2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:616313486a9c55e77c9ba0a3e05a7589216ed05b52908ffb95d4d74271f80f57"},
     {file = "protopunica-0.14.8.post2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:07a0d5ce0037e0c89e021ec302ad8e9ee007fba93dde0f98a7d6fbd7d8849446"},
@@ -3773,25 +3918,33 @@ plotting = ["matplotlib", "pygraphviz"]
 
 [[package]]
 name = "psutil"
-version = "7.0.0"
-description = "Cross-platform lib for process and system monitoring in Python.  NOTE: the syntax of this script MUST be kept compatible with Python 2.7."
+version = "6.1.0"
+description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "psutil-7.0.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:101d71dc322e3cffd7cea0650b09b3d08b8e7c4109dd6809fe452dfd00e58b25"},
-    {file = "psutil-7.0.0-cp36-abi3-macosx_11_0_arm64.whl", hash = "sha256:39db632f6bb862eeccf56660871433e111b6ea58f2caea825571951d4b6aa3da"},
-    {file = "psutil-7.0.0-cp36-abi3-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1fcee592b4c6f146991ca55919ea3d1f8926497a713ed7faaf8225e174581e91"},
-    {file = "psutil-7.0.0-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4b1388a4f6875d7e2aff5c4ca1cc16c545ed41dd8bb596cefea80111db353a34"},
-    {file = "psutil-7.0.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a5f098451abc2828f7dc6b58d44b532b22f2088f4999a937557b603ce72b1993"},
-    {file = "psutil-7.0.0-cp36-cp36m-win32.whl", hash = "sha256:84df4eb63e16849689f76b1ffcb36db7b8de703d1bc1fe41773db487621b6c17"},
-    {file = "psutil-7.0.0-cp36-cp36m-win_amd64.whl", hash = "sha256:1e744154a6580bc968a0195fd25e80432d3afec619daf145b9e5ba16cc1d688e"},
-    {file = "psutil-7.0.0-cp37-abi3-win32.whl", hash = "sha256:ba3fcef7523064a6c9da440fc4d6bd07da93ac726b5733c29027d7dc95b39d99"},
-    {file = "psutil-7.0.0-cp37-abi3-win_amd64.whl", hash = "sha256:4cf3d4eb1aa9b348dec30105c55cd9b7d4629285735a102beb4441e38db90553"},
-    {file = "psutil-7.0.0.tar.gz", hash = "sha256:7be9c3eba38beccb6495ea33afd982a44074b78f28c434a1f51cc07fd315c456"},
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+groups = ["main"]
+files = [
+    {file = "psutil-6.1.0-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:ff34df86226c0227c52f38b919213157588a678d049688eded74c76c8ba4a5d0"},
+    {file = "psutil-6.1.0-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:c0e0c00aa18ca2d3b2b991643b799a15fc8f0563d2ebb6040f64ce8dc027b942"},
+    {file = "psutil-6.1.0-cp27-cp27m-manylinux2010_x86_64.whl", hash = "sha256:000d1d1ebd634b4efb383f4034437384e44a6d455260aaee2eca1e9c1b55f047"},
+    {file = "psutil-6.1.0-cp27-cp27mu-manylinux2010_i686.whl", hash = "sha256:5cd2bcdc75b452ba2e10f0e8ecc0b57b827dd5d7aaffbc6821b2a9a242823a76"},
+    {file = "psutil-6.1.0-cp27-cp27mu-manylinux2010_x86_64.whl", hash = "sha256:045f00a43c737f960d273a83973b2511430d61f283a44c96bf13a6e829ba8fdc"},
+    {file = "psutil-6.1.0-cp27-none-win32.whl", hash = "sha256:9118f27452b70bb1d9ab3198c1f626c2499384935aaf55388211ad982611407e"},
+    {file = "psutil-6.1.0-cp27-none-win_amd64.whl", hash = "sha256:a8506f6119cff7015678e2bce904a4da21025cc70ad283a53b099e7620061d85"},
+    {file = "psutil-6.1.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:6e2dcd475ce8b80522e51d923d10c7871e45f20918e027ab682f94f1c6351688"},
+    {file = "psutil-6.1.0-cp36-abi3-macosx_11_0_arm64.whl", hash = "sha256:0895b8414afafc526712c498bd9de2b063deaac4021a3b3c34566283464aff8e"},
+    {file = "psutil-6.1.0-cp36-abi3-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:9dcbfce5d89f1d1f2546a2090f4fcf87c7f669d1d90aacb7d7582addece9fb38"},
+    {file = "psutil-6.1.0-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:498c6979f9c6637ebc3a73b3f87f9eb1ec24e1ce53a7c5173b8508981614a90b"},
+    {file = "psutil-6.1.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d905186d647b16755a800e7263d43df08b790d709d575105d419f8b6ef65423a"},
+    {file = "psutil-6.1.0-cp36-cp36m-win32.whl", hash = "sha256:6d3fbbc8d23fcdcb500d2c9f94e07b1342df8ed71b948a2649b5cb060a7c94ca"},
+    {file = "psutil-6.1.0-cp36-cp36m-win_amd64.whl", hash = "sha256:1209036fbd0421afde505a4879dee3b2fd7b1e14fee81c0069807adcbbcca747"},
+    {file = "psutil-6.1.0-cp37-abi3-win32.whl", hash = "sha256:1ad45a1f5d0b608253b11508f80940985d1d0c8f6111b5cb637533a0e6ddc13e"},
+    {file = "psutil-6.1.0-cp37-abi3-win_amd64.whl", hash = "sha256:a8fb3752b491d246034fa4d279ff076501588ce8cbcdbb62c32fd7a377d996be"},
+    {file = "psutil-6.1.0.tar.gz", hash = "sha256:353815f59a7f64cdaca1c0307ee13558a0512f6db064e92fe833784f08539c7a"},
 ]
 
 [package.extras]
-dev = ["abi3audit", "black (==24.10.0)", "check-manifest", "coverage", "packaging", "pylint", "pyperf", "pypinfo", "pytest", "pytest-cov", "pytest-xdist", "requests", "rstcheck", "ruff", "setuptools", "sphinx", "sphinx_rtd_theme", "toml-sort", "twine", "virtualenv", "vulture", "wheel"]
+dev = ["black", "check-manifest", "coverage", "packaging", "pylint", "pyperf", "pypinfo", "pytest-cov", "requests", "rstcheck", "ruff", "sphinx", "sphinx_rtd_theme", "toml-sort", "twine", "virtualenv", "wheel"]
 test = ["pytest", "pytest-xdist", "setuptools"]
 
 [[package]]
@@ -3800,6 +3953,8 @@ version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
 optional = false
 python-versions = "*"
+groups = ["main"]
+markers = "extra == \"dev\" and os_name != \"nt\" or sys_platform != \"win32\" and sys_platform != \"emscripten\""
 files = [
     {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
     {file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"},
@@ -3811,6 +3966,7 @@ version = "0.2.3"
 description = "Safely evaluate AST nodes without side effects"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "pure_eval-0.2.3-py3-none-any.whl", hash = "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0"},
     {file = "pure_eval-0.2.3.tar.gz", hash = "sha256:5f4e983f40564c576c7c8635ae88db5956bb2229d7e9237d03b3c0b0190eaf42"},
@@ -3825,6 +3981,7 @@ version = "0.6.1"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "pyasn1-0.6.1-py3-none-any.whl", hash = "sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629"},
     {file = "pyasn1-0.6.1.tar.gz", hash = "sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034"},
@@ -3832,17 +3989,18 @@ files = [
 
 [[package]]
 name = "pyasn1-modules"
-version = "0.4.2"
+version = "0.4.1"
 description = "A collection of ASN.1-based protocols modules"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "pyasn1_modules-0.4.2-py3-none-any.whl", hash = "sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a"},
-    {file = "pyasn1_modules-0.4.2.tar.gz", hash = "sha256:677091de870a80aae844b1ca6134f54652fa2c8c5a52aa396440ac3106e941e6"},
+    {file = "pyasn1_modules-0.4.1-py3-none-any.whl", hash = "sha256:49bfa96b45a292b711e986f222502c1c9a5e1f4e568fc30e2574a6c7d07838fd"},
+    {file = "pyasn1_modules-0.4.1.tar.gz", hash = "sha256:c28e2dbf9c06ad61c71a075c7e0f9fd0f1b0bb2d2ad4377f240d33ac2ab60a7c"},
 ]
 
 [package.dependencies]
-pyasn1 = ">=0.6.1,<0.7.0"
+pyasn1 = ">=0.4.6,<0.7.0"
 
 [[package]]
 name = "pycparser"
@@ -3850,6 +4008,8 @@ version = "2.22"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "implementation_name == \"pypy\" or extra == \"dev\""
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
@@ -3857,13 +4017,15 @@ files = [
 
 [[package]]
 name = "pydata-sphinx-theme"
-version = "0.16.1"
+version = "0.16.0"
 description = "Bootstrap-based Sphinx theme from the PyData community"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "pydata_sphinx_theme-0.16.1-py3-none-any.whl", hash = "sha256:225331e8ac4b32682c18fcac5a57a6f717c4e632cea5dd0e247b55155faeccde"},
-    {file = "pydata_sphinx_theme-0.16.1.tar.gz", hash = "sha256:a08b7f0b7f70387219dc659bff0893a7554d5eb39b59d3b8ef37b8401b7642d7"},
+    {file = "pydata_sphinx_theme-0.16.0-py3-none-any.whl", hash = "sha256:18c810ee4e67e05281e371e156c1fb5bb0fa1f2747240461b225272f7d8d57d8"},
+    {file = "pydata_sphinx_theme-0.16.0.tar.gz", hash = "sha256:721dd26e05fa8b992d66ef545536e6cbe0110afb9865820a08894af1ad6f7707"},
 ]
 
 [package.dependencies]
@@ -3884,13 +4046,14 @@ test = ["pytest", "pytest-cov", "pytest-regressions", "sphinx[test]"]
 
 [[package]]
 name = "pygments"
-version = "2.19.1"
+version = "2.18.0"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
-    {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
+    {file = "pygments-2.18.0-py3-none-any.whl", hash = "sha256:b8e6aca0523f3ab76fee51799c488e38782ac06eafcf95e7ba832985c8e7b13a"},
+    {file = "pygments-2.18.0.tar.gz", hash = "sha256:786ff802f32e91311bff3889f6e9a86e81505fe99f2735bb6d60ae0c5004f199"},
 ]
 
 [package.extras]
@@ -3898,13 +4061,15 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pytest"
-version = "8.3.5"
+version = "8.3.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "pytest-8.3.5-py3-none-any.whl", hash = "sha256:c69214aa47deac29fad6c2a4f590b9c4a9fdb16a403176fe154b79c0b4d4d820"},
-    {file = "pytest-8.3.5.tar.gz", hash = "sha256:f4efe70cc14e511565ac476b57c279e12a855b11f48f212af1080ef2263d3845"},
+    {file = "pytest-8.3.4-py3-none-any.whl", hash = "sha256:50e16d954148559c9a74109af1eaf0c945ba2d8f30f0a3d3335edde19788b6f6"},
+    {file = "pytest-8.3.4.tar.gz", hash = "sha256:965370d062bce11e73868e0335abac31b4d3de0e82f4007408d242b4f8610761"},
 ]
 
 [package.dependencies]
@@ -3924,6 +4089,8 @@ version = "3.8.6"
 description = "Separate test code from test cases in pytest."
 optional = false
 python-versions = "*"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "pytest_cases-3.8.6-py2.py3-none-any.whl", hash = "sha256:564c722492ea7e7ec3ac433fd14070180e65866f49fa35bfe938c0d5d9afba67"},
     {file = "pytest_cases-3.8.6.tar.gz", hash = "sha256:5c24e0ab0cb6f8e802a469b7965906a333d3babb874586ebc56f7e2cbe1a7c44"},
@@ -3936,13 +4103,15 @@ packaging = "*"
 
 [[package]]
 name = "pytest-cov"
-version = "6.1.1"
+version = "6.0.0"
 description = "Pytest plugin for measuring coverage."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "pytest_cov-6.1.1-py3-none-any.whl", hash = "sha256:bddf29ed2d0ab6f4df17b4c55b0a657287db8684af9c42ea546b21b1041b3dde"},
-    {file = "pytest_cov-6.1.1.tar.gz", hash = "sha256:46935f7aaefba760e716c2ebfbe1c216240b9592966e7da99ea8292d4d3e2a0a"},
+    {file = "pytest-cov-6.0.0.tar.gz", hash = "sha256:fde0b595ca248bb8e2d76f020b465f3b107c9632e6a1d1705f17834c89dcadc0"},
+    {file = "pytest_cov-6.0.0-py3-none-any.whl", hash = "sha256:eee6f1b9e61008bd34975a4d5bab25801eb31898b032dd55addc93e96fcaaa35"},
 ]
 
 [package.dependencies]
@@ -3958,6 +4127,8 @@ version = "3.6.1"
 description = "pytest xdist plugin for distributed testing, most importantly across multiple CPUs"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "pytest_xdist-3.6.1-py3-none-any.whl", hash = "sha256:9ed4adfb68a016610848639bb7e02c9352d5d9f03d04809919e2dafc3be4cca7"},
     {file = "pytest_xdist-3.6.1.tar.gz", hash = "sha256:ead156a4db231eec769737f57668ef58a2084a34b2e55c4a8fa20d861107300d"},
@@ -3978,6 +4149,7 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -3988,68 +4160,73 @@ six = ">=1.5"
 
 [[package]]
 name = "python-json-logger"
-version = "3.3.0"
-description = "JSON Log Formatter for the Python Logging Package"
+version = "2.0.7"
+description = "A python library adding a json log formatter"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.6"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "python_json_logger-3.3.0-py3-none-any.whl", hash = "sha256:dd980fae8cffb24c13caf6e158d3d61c0d6d22342f932cb6e9deedab3d35eec7"},
-    {file = "python_json_logger-3.3.0.tar.gz", hash = "sha256:12b7e74b17775e7d565129296105bbe3910842d9d0eb083fc83a6a617aa8df84"},
+    {file = "python-json-logger-2.0.7.tar.gz", hash = "sha256:23e7ec02d34237c5aa1e29a070193a4ea87583bb4e7f8fd06d3de8264c4b2e1c"},
+    {file = "python_json_logger-2.0.7-py3-none-any.whl", hash = "sha256:f380b826a991ebbe3de4d897aeec42760035ac760345e57b812938dc8b35e2bd"},
 ]
 
-[package.extras]
-dev = ["backports.zoneinfo", "black", "build", "freezegun", "mdx_truly_sane_lists", "mike", "mkdocs", "mkdocs-awesome-pages-plugin", "mkdocs-gen-files", "mkdocs-literate-nav", "mkdocs-material (>=8.5)", "mkdocstrings[python]", "msgspec", "mypy", "orjson", "pylint", "pytest", "tzdata", "validate-pyproject[all]"]
-
 [[package]]
 name = "pytz"
-version = "2025.2"
+version = "2024.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
-    {file = "pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00"},
-    {file = "pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3"},
+    {file = "pytz-2024.2-py2.py3-none-any.whl", hash = "sha256:31c7c1817eb7fae7ca4b8c7ee50c72f93aa2dd863de768e1ef4245d426aa0725"},
+    {file = "pytz-2024.2.tar.gz", hash = "sha256:2aa355083c50a0f93fa581709deac0c9ad65cca8a9e9beac660adcbd493c798a"},
 ]
 
 [[package]]
 name = "pywin32"
-version = "310"
+version = "308"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
-files = [
-    {file = "pywin32-310-cp310-cp310-win32.whl", hash = "sha256:6dd97011efc8bf51d6793a82292419eba2c71cf8e7250cfac03bba284454abc1"},
-    {file = "pywin32-310-cp310-cp310-win_amd64.whl", hash = "sha256:c3e78706e4229b915a0821941a84e7ef420bf2b77e08c9dae3c76fd03fd2ae3d"},
-    {file = "pywin32-310-cp310-cp310-win_arm64.whl", hash = "sha256:33babed0cf0c92a6f94cc6cc13546ab24ee13e3e800e61ed87609ab91e4c8213"},
-    {file = "pywin32-310-cp311-cp311-win32.whl", hash = "sha256:1e765f9564e83011a63321bb9d27ec456a0ed90d3732c4b2e312b855365ed8bd"},
-    {file = "pywin32-310-cp311-cp311-win_amd64.whl", hash = "sha256:126298077a9d7c95c53823934f000599f66ec9296b09167810eb24875f32689c"},
-    {file = "pywin32-310-cp311-cp311-win_arm64.whl", hash = "sha256:19ec5fc9b1d51c4350be7bb00760ffce46e6c95eaf2f0b2f1150657b1a43c582"},
-    {file = "pywin32-310-cp312-cp312-win32.whl", hash = "sha256:8a75a5cc3893e83a108c05d82198880704c44bbaee4d06e442e471d3c9ea4f3d"},
-    {file = "pywin32-310-cp312-cp312-win_amd64.whl", hash = "sha256:bf5c397c9a9a19a6f62f3fb821fbf36cac08f03770056711f765ec1503972060"},
-    {file = "pywin32-310-cp312-cp312-win_arm64.whl", hash = "sha256:2349cc906eae872d0663d4d6290d13b90621eaf78964bb1578632ff20e152966"},
-    {file = "pywin32-310-cp313-cp313-win32.whl", hash = "sha256:5d241a659c496ada3253cd01cfaa779b048e90ce4b2b38cd44168ad555ce74ab"},
-    {file = "pywin32-310-cp313-cp313-win_amd64.whl", hash = "sha256:667827eb3a90208ddbdcc9e860c81bde63a135710e21e4cb3348968e4bd5249e"},
-    {file = "pywin32-310-cp313-cp313-win_arm64.whl", hash = "sha256:e308f831de771482b7cf692a1f308f8fca701b2d8f9dde6cc440c7da17e47b33"},
-    {file = "pywin32-310-cp38-cp38-win32.whl", hash = "sha256:0867beb8addefa2e3979d4084352e4ac6e991ca45373390775f7084cc0209b9c"},
-    {file = "pywin32-310-cp38-cp38-win_amd64.whl", hash = "sha256:30f0a9b3138fb5e07eb4973b7077e1883f558e40c578c6925acc7a94c34eaa36"},
-    {file = "pywin32-310-cp39-cp39-win32.whl", hash = "sha256:851c8d927af0d879221e616ae1f66145253537bbdd321a77e8ef701b443a9a1a"},
-    {file = "pywin32-310-cp39-cp39-win_amd64.whl", hash = "sha256:96867217335559ac619f00ad70e513c0fcf84b8a3af9fc2bba3b59b97da70475"},
+groups = ["main"]
+markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""
+files = [
+    {file = "pywin32-308-cp310-cp310-win32.whl", hash = "sha256:796ff4426437896550d2981b9c2ac0ffd75238ad9ea2d3bfa67a1abd546d262e"},
+    {file = "pywin32-308-cp310-cp310-win_amd64.whl", hash = "sha256:4fc888c59b3c0bef905ce7eb7e2106a07712015ea1c8234b703a088d46110e8e"},
+    {file = "pywin32-308-cp310-cp310-win_arm64.whl", hash = "sha256:a5ab5381813b40f264fa3495b98af850098f814a25a63589a8e9eb12560f450c"},
+    {file = "pywin32-308-cp311-cp311-win32.whl", hash = "sha256:5d8c8015b24a7d6855b1550d8e660d8daa09983c80e5daf89a273e5c6fb5095a"},
+    {file = "pywin32-308-cp311-cp311-win_amd64.whl", hash = "sha256:575621b90f0dc2695fec346b2d6302faebd4f0f45c05ea29404cefe35d89442b"},
+    {file = "pywin32-308-cp311-cp311-win_arm64.whl", hash = "sha256:100a5442b7332070983c4cd03f2e906a5648a5104b8a7f50175f7906efd16bb6"},
+    {file = "pywin32-308-cp312-cp312-win32.whl", hash = "sha256:587f3e19696f4bf96fde9d8a57cec74a57021ad5f204c9e627e15c33ff568897"},
+    {file = "pywin32-308-cp312-cp312-win_amd64.whl", hash = "sha256:00b3e11ef09ede56c6a43c71f2d31857cf7c54b0ab6e78ac659497abd2834f47"},
+    {file = "pywin32-308-cp312-cp312-win_arm64.whl", hash = "sha256:9b4de86c8d909aed15b7011182c8cab38c8850de36e6afb1f0db22b8959e3091"},
+    {file = "pywin32-308-cp313-cp313-win32.whl", hash = "sha256:1c44539a37a5b7b21d02ab34e6a4d314e0788f1690d65b48e9b0b89f31abbbed"},
+    {file = "pywin32-308-cp313-cp313-win_amd64.whl", hash = "sha256:fd380990e792eaf6827fcb7e187b2b4b1cede0585e3d0c9e84201ec27b9905e4"},
+    {file = "pywin32-308-cp313-cp313-win_arm64.whl", hash = "sha256:ef313c46d4c18dfb82a2431e3051ac8f112ccee1a34f29c263c583c568db63cd"},
+    {file = "pywin32-308-cp37-cp37m-win32.whl", hash = "sha256:1f696ab352a2ddd63bd07430080dd598e6369152ea13a25ebcdd2f503a38f1ff"},
+    {file = "pywin32-308-cp37-cp37m-win_amd64.whl", hash = "sha256:13dcb914ed4347019fbec6697a01a0aec61019c1046c2b905410d197856326a6"},
+    {file = "pywin32-308-cp38-cp38-win32.whl", hash = "sha256:5794e764ebcabf4ff08c555b31bd348c9025929371763b2183172ff4708152f0"},
+    {file = "pywin32-308-cp38-cp38-win_amd64.whl", hash = "sha256:3b92622e29d651c6b783e368ba7d6722b1634b8e70bd376fd7610fe1992e19de"},
+    {file = "pywin32-308-cp39-cp39-win32.whl", hash = "sha256:7873ca4dc60ab3287919881a7d4f88baee4a6e639aa6962de25a98ba6b193341"},
+    {file = "pywin32-308-cp39-cp39-win_amd64.whl", hash = "sha256:71b3322d949b4cc20776436a9c9ba0eeedcbc9c650daa536df63f0ff111bb920"},
 ]
 
 [[package]]
 name = "pywinpty"
-version = "2.0.15"
+version = "2.0.14"
 description = "Pseudo terminal support for Windows from Python."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\" and os_name == \"nt\""
 files = [
-    {file = "pywinpty-2.0.15-cp310-cp310-win_amd64.whl", hash = "sha256:8e7f5de756a615a38b96cd86fa3cd65f901ce54ce147a3179c45907fa11b4c4e"},
-    {file = "pywinpty-2.0.15-cp311-cp311-win_amd64.whl", hash = "sha256:9a6bcec2df2707aaa9d08b86071970ee32c5026e10bcc3cc5f6f391d85baf7ca"},
-    {file = "pywinpty-2.0.15-cp312-cp312-win_amd64.whl", hash = "sha256:83a8f20b430bbc5d8957249f875341a60219a4e971580f2ba694fbfb54a45ebc"},
-    {file = "pywinpty-2.0.15-cp313-cp313-win_amd64.whl", hash = "sha256:ab5920877dd632c124b4ed17bc6dd6ef3b9f86cd492b963ffdb1a67b85b0f408"},
-    {file = "pywinpty-2.0.15-cp313-cp313t-win_amd64.whl", hash = "sha256:a4560ad8c01e537708d2790dbe7da7d986791de805d89dd0d3697ca59e9e4901"},
-    {file = "pywinpty-2.0.15-cp39-cp39-win_amd64.whl", hash = "sha256:d261cd88fcd358cfb48a7ca0700db3e1c088c9c10403c9ebc0d8a8b57aa6a117"},
-    {file = "pywinpty-2.0.15.tar.gz", hash = "sha256:312cf39153a8736c617d45ce8b6ad6cd2107de121df91c455b10ce6bba7a39b2"},
+    {file = "pywinpty-2.0.14-cp310-none-win_amd64.whl", hash = "sha256:0b149c2918c7974f575ba79f5a4aad58bd859a52fa9eb1296cc22aa412aa411f"},
+    {file = "pywinpty-2.0.14-cp311-none-win_amd64.whl", hash = "sha256:cf2a43ac7065b3e0dc8510f8c1f13a75fb8fde805efa3b8cff7599a1ef497bc7"},
+    {file = "pywinpty-2.0.14-cp312-none-win_amd64.whl", hash = "sha256:55dad362ef3e9408ade68fd173e4f9032b3ce08f68cfe7eacb2c263ea1179737"},
+    {file = "pywinpty-2.0.14-cp313-none-win_amd64.whl", hash = "sha256:074fb988a56ec79ca90ed03a896d40707131897cefb8f76f926e3834227f2819"},
+    {file = "pywinpty-2.0.14-cp39-none-win_amd64.whl", hash = "sha256:5725fd56f73c0531ec218663bd8c8ff5acc43c78962fab28564871b5fce053fd"},
+    {file = "pywinpty-2.0.14.tar.gz", hash = "sha256:18bd9529e4a5daf2d9719aa17788ba6013e594ae94c5a0c27e83df3278b0660e"},
 ]
 
 [[package]]
@@ -4058,6 +4235,7 @@ version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf"},
@@ -4116,104 +4294,121 @@ files = [
 
 [[package]]
 name = "pyzmq"
-version = "26.4.0"
+version = "26.2.0"
 description = "Python bindings for 0MQ"
 optional = false
-python-versions = ">=3.8"
-files = [
-    {file = "pyzmq-26.4.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:0329bdf83e170ac133f44a233fc651f6ed66ef8e66693b5af7d54f45d1ef5918"},
-    {file = "pyzmq-26.4.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:398a825d2dea96227cf6460ce0a174cf7657d6f6827807d4d1ae9d0f9ae64315"},
-    {file = "pyzmq-26.4.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6d52d62edc96787f5c1dfa6c6ccff9b581cfae5a70d94ec4c8da157656c73b5b"},
-    {file = "pyzmq-26.4.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1410c3a3705db68d11eb2424d75894d41cff2f64d948ffe245dd97a9debfebf4"},
-    {file = "pyzmq-26.4.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:7dacb06a9c83b007cc01e8e5277f94c95c453c5851aac5e83efe93e72226353f"},
-    {file = "pyzmq-26.4.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:6bab961c8c9b3a4dc94d26e9b2cdf84de9918931d01d6ff38c721a83ab3c0ef5"},
-    {file = "pyzmq-26.4.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:7a5c09413b924d96af2aa8b57e76b9b0058284d60e2fc3730ce0f979031d162a"},
-    {file = "pyzmq-26.4.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:7d489ac234d38e57f458fdbd12a996bfe990ac028feaf6f3c1e81ff766513d3b"},
-    {file = "pyzmq-26.4.0-cp310-cp310-win32.whl", hash = "sha256:dea1c8db78fb1b4b7dc9f8e213d0af3fc8ecd2c51a1d5a3ca1cde1bda034a980"},
-    {file = "pyzmq-26.4.0-cp310-cp310-win_amd64.whl", hash = "sha256:fa59e1f5a224b5e04dc6c101d7186058efa68288c2d714aa12d27603ae93318b"},
-    {file = "pyzmq-26.4.0-cp310-cp310-win_arm64.whl", hash = "sha256:a651fe2f447672f4a815e22e74630b6b1ec3a1ab670c95e5e5e28dcd4e69bbb5"},
-    {file = "pyzmq-26.4.0-cp311-cp311-macosx_10_15_universal2.whl", hash = "sha256:bfcf82644c9b45ddd7cd2a041f3ff8dce4a0904429b74d73a439e8cab1bd9e54"},
-    {file = "pyzmq-26.4.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e9bcae3979b2654d5289d3490742378b2f3ce804b0b5fd42036074e2bf35b030"},
-    {file = "pyzmq-26.4.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ccdff8ac4246b6fb60dcf3982dfaeeff5dd04f36051fe0632748fc0aa0679c01"},
-    {file = "pyzmq-26.4.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4550af385b442dc2d55ab7717837812799d3674cb12f9a3aa897611839c18e9e"},
-    {file = "pyzmq-26.4.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:2f9f7ffe9db1187a253fca95191854b3fda24696f086e8789d1d449308a34b88"},
-    {file = "pyzmq-26.4.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:3709c9ff7ba61589b7372923fd82b99a81932b592a5c7f1a24147c91da9a68d6"},
-    {file = "pyzmq-26.4.0-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:f8f3c30fb2d26ae5ce36b59768ba60fb72507ea9efc72f8f69fa088450cff1df"},
-    {file = "pyzmq-26.4.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:382a4a48c8080e273427fc692037e3f7d2851959ffe40864f2db32646eeb3cef"},
-    {file = "pyzmq-26.4.0-cp311-cp311-win32.whl", hash = "sha256:d56aad0517d4c09e3b4f15adebba8f6372c5102c27742a5bdbfc74a7dceb8fca"},
-    {file = "pyzmq-26.4.0-cp311-cp311-win_amd64.whl", hash = "sha256:963977ac8baed7058c1e126014f3fe58b3773f45c78cce7af5c26c09b6823896"},
-    {file = "pyzmq-26.4.0-cp311-cp311-win_arm64.whl", hash = "sha256:c0c8e8cadc81e44cc5088fcd53b9b3b4ce9344815f6c4a03aec653509296fae3"},
-    {file = "pyzmq-26.4.0-cp312-cp312-macosx_10_15_universal2.whl", hash = "sha256:5227cb8da4b6f68acfd48d20c588197fd67745c278827d5238c707daf579227b"},
-    {file = "pyzmq-26.4.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e1c07a7fa7f7ba86554a2b1bef198c9fed570c08ee062fd2fd6a4dcacd45f905"},
-    {file = "pyzmq-26.4.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ae775fa83f52f52de73183f7ef5395186f7105d5ed65b1ae65ba27cb1260de2b"},
-    {file = "pyzmq-26.4.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:66c760d0226ebd52f1e6b644a9e839b5db1e107a23f2fcd46ec0569a4fdd4e63"},
-    {file = "pyzmq-26.4.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:ef8c6ecc1d520debc147173eaa3765d53f06cd8dbe7bd377064cdbc53ab456f5"},
-    {file = "pyzmq-26.4.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:3150ef4084e163dec29ae667b10d96aad309b668fac6810c9e8c27cf543d6e0b"},
-    {file = "pyzmq-26.4.0-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:4448c9e55bf8329fa1dcedd32f661bf611214fa70c8e02fee4347bc589d39a84"},
-    {file = "pyzmq-26.4.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:e07dde3647afb084d985310d067a3efa6efad0621ee10826f2cb2f9a31b89d2f"},
-    {file = "pyzmq-26.4.0-cp312-cp312-win32.whl", hash = "sha256:ba034a32ecf9af72adfa5ee383ad0fd4f4e38cdb62b13624278ef768fe5b5b44"},
-    {file = "pyzmq-26.4.0-cp312-cp312-win_amd64.whl", hash = "sha256:056a97aab4064f526ecb32f4343917a4022a5d9efb6b9df990ff72e1879e40be"},
-    {file = "pyzmq-26.4.0-cp312-cp312-win_arm64.whl", hash = "sha256:2f23c750e485ce1eb639dbd576d27d168595908aa2d60b149e2d9e34c9df40e0"},
-    {file = "pyzmq-26.4.0-cp313-cp313-macosx_10_15_universal2.whl", hash = "sha256:c43fac689880f5174d6fc864857d1247fe5cfa22b09ed058a344ca92bf5301e3"},
-    {file = "pyzmq-26.4.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:902aca7eba477657c5fb81c808318460328758e8367ecdd1964b6330c73cae43"},
-    {file = "pyzmq-26.4.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e5e48a830bfd152fe17fbdeaf99ac5271aa4122521bf0d275b6b24e52ef35eb6"},
-    {file = "pyzmq-26.4.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:31be2b6de98c824c06f5574331f805707c667dc8f60cb18580b7de078479891e"},
-    {file = "pyzmq-26.4.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:6332452034be001bbf3206ac59c0d2a7713de5f25bb38b06519fc6967b7cf771"},
-    {file = "pyzmq-26.4.0-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:da8c0f5dd352136853e6a09b1b986ee5278dfddfebd30515e16eae425c872b30"},
-    {file = "pyzmq-26.4.0-cp313-cp313-musllinux_1_1_i686.whl", hash = "sha256:f4ccc1a0a2c9806dda2a2dd118a3b7b681e448f3bb354056cad44a65169f6d86"},
-    {file = "pyzmq-26.4.0-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:1c0b5fceadbab461578daf8d1dcc918ebe7ddd2952f748cf30c7cf2de5d51101"},
-    {file = "pyzmq-26.4.0-cp313-cp313-win32.whl", hash = "sha256:28e2b0ff5ba4b3dd11062d905682bad33385cfa3cc03e81abd7f0822263e6637"},
-    {file = "pyzmq-26.4.0-cp313-cp313-win_amd64.whl", hash = "sha256:23ecc9d241004c10e8b4f49d12ac064cd7000e1643343944a10df98e57bc544b"},
-    {file = "pyzmq-26.4.0-cp313-cp313-win_arm64.whl", hash = "sha256:1edb0385c7f025045d6e0f759d4d3afe43c17a3d898914ec6582e6f464203c08"},
-    {file = "pyzmq-26.4.0-cp313-cp313t-macosx_10_15_universal2.whl", hash = "sha256:93a29e882b2ba1db86ba5dd5e88e18e0ac6b627026c5cfbec9983422011b82d4"},
-    {file = "pyzmq-26.4.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cb45684f276f57110bb89e4300c00f1233ca631f08f5f42528a5c408a79efc4a"},
-    {file = "pyzmq-26.4.0-cp313-cp313t-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f72073e75260cb301aad4258ad6150fa7f57c719b3f498cb91e31df16784d89b"},
-    {file = "pyzmq-26.4.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:be37e24b13026cfedd233bcbbccd8c0bcd2fdd186216094d095f60076201538d"},
-    {file = "pyzmq-26.4.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:237b283044934d26f1eeff4075f751b05d2f3ed42a257fc44386d00df6a270cf"},
-    {file = "pyzmq-26.4.0-cp313-cp313t-musllinux_1_1_aarch64.whl", hash = "sha256:b30f862f6768b17040929a68432c8a8be77780317f45a353cb17e423127d250c"},
-    {file = "pyzmq-26.4.0-cp313-cp313t-musllinux_1_1_i686.whl", hash = "sha256:c80fcd3504232f13617c6ab501124d373e4895424e65de8b72042333316f64a8"},
-    {file = "pyzmq-26.4.0-cp313-cp313t-musllinux_1_1_x86_64.whl", hash = "sha256:26a2a7451606b87f67cdeca2c2789d86f605da08b4bd616b1a9981605ca3a364"},
-    {file = "pyzmq-26.4.0-cp38-cp38-macosx_10_15_universal2.whl", hash = "sha256:831cc53bf6068d46d942af52fa8b0b9d128fb39bcf1f80d468dc9a3ae1da5bfb"},
-    {file = "pyzmq-26.4.0-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:51d18be6193c25bd229524cfac21e39887c8d5e0217b1857998dfbef57c070a4"},
-    {file = "pyzmq-26.4.0-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:445c97854204119ae2232503585ebb4fa7517142f71092cb129e5ee547957a1f"},
-    {file = "pyzmq-26.4.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:807b8f4ad3e6084412c0f3df0613269f552110fa6fb91743e3e306223dbf11a6"},
-    {file = "pyzmq-26.4.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:c01d109dd675ac47fa15c0a79d256878d898f90bc10589f808b62d021d2e653c"},
-    {file = "pyzmq-26.4.0-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:0a294026e28679a8dd64c922e59411cb586dad307661b4d8a5c49e7bbca37621"},
-    {file = "pyzmq-26.4.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:22c8dd677274af8dfb1efd05006d6f68fb2f054b17066e308ae20cb3f61028cf"},
-    {file = "pyzmq-26.4.0-cp38-cp38-win32.whl", hash = "sha256:14fc678b696bc42c14e2d7f86ac4e97889d5e6b94d366ebcb637a768d2ad01af"},
-    {file = "pyzmq-26.4.0-cp38-cp38-win_amd64.whl", hash = "sha256:d1ef0a536662bbbdc8525f7e2ef19e74123ec9c4578e0582ecd41aedc414a169"},
-    {file = "pyzmq-26.4.0-cp39-cp39-macosx_10_15_universal2.whl", hash = "sha256:a88643de8abd000ce99ca72056a1a2ae15881ee365ecb24dd1d9111e43d57842"},
-    {file = "pyzmq-26.4.0-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:0a744ce209ecb557406fb928f3c8c55ce79b16c3eeb682da38ef5059a9af0848"},
-    {file = "pyzmq-26.4.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:9434540f333332224ecb02ee6278b6c6f11ea1266b48526e73c903119b2f420f"},
-    {file = "pyzmq-26.4.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e6c6f0a23e55cd38d27d4c89add963294ea091ebcb104d7fdab0f093bc5abb1c"},
-    {file = "pyzmq-26.4.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:6145df55dc2309f6ef72d70576dcd5aabb0fd373311613fe85a5e547c722b780"},
-    {file = "pyzmq-26.4.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:2ea81823840ef8c56e5d2f9918e4d571236294fea4d1842b302aebffb9e40997"},
-    {file = "pyzmq-26.4.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:cc2abc385dc37835445abe206524fbc0c9e3fce87631dfaa90918a1ba8f425eb"},
-    {file = "pyzmq-26.4.0-cp39-cp39-win32.whl", hash = "sha256:41a2508fe7bed4c76b4cf55aacfb8733926f59d440d9ae2b81ee8220633b4d12"},
-    {file = "pyzmq-26.4.0-cp39-cp39-win_amd64.whl", hash = "sha256:d4000e8255d6cbce38982e5622ebb90823f3409b7ffe8aeae4337ef7d6d2612a"},
-    {file = "pyzmq-26.4.0-cp39-cp39-win_arm64.whl", hash = "sha256:b4f6919d9c120488246bdc2a2f96662fa80d67b35bd6d66218f457e722b3ff64"},
-    {file = "pyzmq-26.4.0-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:98d948288ce893a2edc5ec3c438fe8de2daa5bbbd6e2e865ec5f966e237084ba"},
-    {file = "pyzmq-26.4.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a9f34f5c9e0203ece706a1003f1492a56c06c0632d86cb77bcfe77b56aacf27b"},
-    {file = "pyzmq-26.4.0-pp310-pypy310_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:80c9b48aef586ff8b698359ce22f9508937c799cc1d2c9c2f7c95996f2300c94"},
-    {file = "pyzmq-26.4.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f3f2a5b74009fd50b53b26f65daff23e9853e79aa86e0aa08a53a7628d92d44a"},
-    {file = "pyzmq-26.4.0-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:61c5f93d7622d84cb3092d7f6398ffc77654c346545313a3737e266fc11a3beb"},
-    {file = "pyzmq-26.4.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:4478b14cb54a805088299c25a79f27eaf530564a7a4f72bf432a040042b554eb"},
-    {file = "pyzmq-26.4.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8a28ac29c60e4ba84b5f58605ace8ad495414a724fe7aceb7cf06cd0598d04e1"},
-    {file = "pyzmq-26.4.0-pp311-pypy311_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:43b03c1ceea27c6520124f4fb2ba9c647409b9abdf9a62388117148a90419494"},
-    {file = "pyzmq-26.4.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7731abd23a782851426d4e37deb2057bf9410848a4459b5ede4fe89342e687a9"},
-    {file = "pyzmq-26.4.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:a222ad02fbe80166b0526c038776e8042cd4e5f0dec1489a006a1df47e9040e0"},
-    {file = "pyzmq-26.4.0-pp38-pypy38_pp73-macosx_10_15_x86_64.whl", hash = "sha256:91c3ffaea475ec8bb1a32d77ebc441dcdd13cd3c4c284a6672b92a0f5ade1917"},
-    {file = "pyzmq-26.4.0-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:d9a78a52668bf5c9e7b0da36aa5760a9fc3680144e1445d68e98df78a25082ed"},
-    {file = "pyzmq-26.4.0-pp38-pypy38_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:b70cab356ff8c860118b89dc86cd910c73ce2127eb986dada4fbac399ef644cf"},
-    {file = "pyzmq-26.4.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:acae207d4387780838192326b32d373bb286da0b299e733860e96f80728eb0af"},
-    {file = "pyzmq-26.4.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:f928eafd15794aa4be75463d537348b35503c1e014c5b663f206504ec1a90fe4"},
-    {file = "pyzmq-26.4.0-pp39-pypy39_pp73-macosx_10_15_x86_64.whl", hash = "sha256:552b0d2e39987733e1e9e948a0ced6ff75e0ea39ab1a1db2fc36eb60fd8760db"},
-    {file = "pyzmq-26.4.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dd670a8aa843f2ee637039bbd412e0d7294a5e588e1ecc9ad98b0cdc050259a4"},
-    {file = "pyzmq-26.4.0-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d367b7b775a0e1e54a59a2ba3ed4d5e0a31566af97cc9154e34262777dab95ed"},
-    {file = "pyzmq-26.4.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8112af16c406e4a93df2caef49f884f4c2bb2b558b0b5577ef0b2465d15c1abc"},
-    {file = "pyzmq-26.4.0-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:c76c298683f82669cab0b6da59071f55238c039738297c69f187a542c6d40099"},
-    {file = "pyzmq-26.4.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:49b6ca2e625b46f499fb081aaf7819a177f41eeb555acb05758aa97f4f95d147"},
-    {file = "pyzmq-26.4.0.tar.gz", hash = "sha256:4bd13f85f80962f91a651a7356fe0472791a5f7a92f227822b5acf44795c626d"},
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "pyzmq-26.2.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:ddf33d97d2f52d89f6e6e7ae66ee35a4d9ca6f36eda89c24591b0c40205a3629"},
+    {file = "pyzmq-26.2.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:dacd995031a01d16eec825bf30802fceb2c3791ef24bcce48fa98ce40918c27b"},
+    {file = "pyzmq-26.2.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:89289a5ee32ef6c439086184529ae060c741334b8970a6855ec0b6ad3ff28764"},
+    {file = "pyzmq-26.2.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5506f06d7dc6ecf1efacb4a013b1f05071bb24b76350832c96449f4a2d95091c"},
+    {file = "pyzmq-26.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8ea039387c10202ce304af74def5021e9adc6297067f3441d348d2b633e8166a"},
+    {file = "pyzmq-26.2.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:a2224fa4a4c2ee872886ed00a571f5e967c85e078e8e8c2530a2fb01b3309b88"},
+    {file = "pyzmq-26.2.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:28ad5233e9c3b52d76196c696e362508959741e1a005fb8fa03b51aea156088f"},
+    {file = "pyzmq-26.2.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:1c17211bc037c7d88e85ed8b7d8f7e52db6dc8eca5590d162717c654550f7282"},
+    {file = "pyzmq-26.2.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:b8f86dd868d41bea9a5f873ee13bf5551c94cf6bc51baebc6f85075971fe6eea"},
+    {file = "pyzmq-26.2.0-cp310-cp310-win32.whl", hash = "sha256:46a446c212e58456b23af260f3d9fb785054f3e3653dbf7279d8f2b5546b21c2"},
+    {file = "pyzmq-26.2.0-cp310-cp310-win_amd64.whl", hash = "sha256:49d34ab71db5a9c292a7644ce74190b1dd5a3475612eefb1f8be1d6961441971"},
+    {file = "pyzmq-26.2.0-cp310-cp310-win_arm64.whl", hash = "sha256:bfa832bfa540e5b5c27dcf5de5d82ebc431b82c453a43d141afb1e5d2de025fa"},
+    {file = "pyzmq-26.2.0-cp311-cp311-macosx_10_15_universal2.whl", hash = "sha256:8f7e66c7113c684c2b3f1c83cdd3376103ee0ce4c49ff80a648643e57fb22218"},
+    {file = "pyzmq-26.2.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:3a495b30fc91db2db25120df5847d9833af237546fd59170701acd816ccc01c4"},
+    {file = "pyzmq-26.2.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:77eb0968da535cba0470a5165468b2cac7772cfb569977cff92e240f57e31bef"},
+    {file = "pyzmq-26.2.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6ace4f71f1900a548f48407fc9be59c6ba9d9aaf658c2eea6cf2779e72f9f317"},
+    {file = "pyzmq-26.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:92a78853d7280bffb93df0a4a6a2498cba10ee793cc8076ef797ef2f74d107cf"},
+    {file = "pyzmq-26.2.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:689c5d781014956a4a6de61d74ba97b23547e431e9e7d64f27d4922ba96e9d6e"},
+    {file = "pyzmq-26.2.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:0aca98bc423eb7d153214b2df397c6421ba6373d3397b26c057af3c904452e37"},
+    {file = "pyzmq-26.2.0-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:1f3496d76b89d9429a656293744ceca4d2ac2a10ae59b84c1da9b5165f429ad3"},
+    {file = "pyzmq-26.2.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:5c2b3bfd4b9689919db068ac6c9911f3fcb231c39f7dd30e3138be94896d18e6"},
+    {file = "pyzmq-26.2.0-cp311-cp311-win32.whl", hash = "sha256:eac5174677da084abf378739dbf4ad245661635f1600edd1221f150b165343f4"},
+    {file = "pyzmq-26.2.0-cp311-cp311-win_amd64.whl", hash = "sha256:5a509df7d0a83a4b178d0f937ef14286659225ef4e8812e05580776c70e155d5"},
+    {file = "pyzmq-26.2.0-cp311-cp311-win_arm64.whl", hash = "sha256:c0e6091b157d48cbe37bd67233318dbb53e1e6327d6fc3bb284afd585d141003"},
+    {file = "pyzmq-26.2.0-cp312-cp312-macosx_10_15_universal2.whl", hash = "sha256:ded0fc7d90fe93ae0b18059930086c51e640cdd3baebdc783a695c77f123dcd9"},
+    {file = "pyzmq-26.2.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:17bf5a931c7f6618023cdacc7081f3f266aecb68ca692adac015c383a134ca52"},
+    {file = "pyzmq-26.2.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:55cf66647e49d4621a7e20c8d13511ef1fe1efbbccf670811864452487007e08"},
+    {file = "pyzmq-26.2.0-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4661c88db4a9e0f958c8abc2b97472e23061f0bc737f6f6179d7a27024e1faa5"},
+    {file = "pyzmq-26.2.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ea7f69de383cb47522c9c208aec6dd17697db7875a4674c4af3f8cfdac0bdeae"},
+    {file = "pyzmq-26.2.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:7f98f6dfa8b8ccaf39163ce872bddacca38f6a67289116c8937a02e30bbe9711"},
+    {file = "pyzmq-26.2.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:e3e0210287329272539eea617830a6a28161fbbd8a3271bf4150ae3e58c5d0e6"},
+    {file = "pyzmq-26.2.0-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:6b274e0762c33c7471f1a7471d1a2085b1a35eba5cdc48d2ae319f28b6fc4de3"},
+    {file = "pyzmq-26.2.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:29c6a4635eef69d68a00321e12a7d2559fe2dfccfa8efae3ffb8e91cd0b36a8b"},
+    {file = "pyzmq-26.2.0-cp312-cp312-win32.whl", hash = "sha256:989d842dc06dc59feea09e58c74ca3e1678c812a4a8a2a419046d711031f69c7"},
+    {file = "pyzmq-26.2.0-cp312-cp312-win_amd64.whl", hash = "sha256:2a50625acdc7801bc6f74698c5c583a491c61d73c6b7ea4dee3901bb99adb27a"},
+    {file = "pyzmq-26.2.0-cp312-cp312-win_arm64.whl", hash = "sha256:4d29ab8592b6ad12ebbf92ac2ed2bedcfd1cec192d8e559e2e099f648570e19b"},
+    {file = "pyzmq-26.2.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:9dd8cd1aeb00775f527ec60022004d030ddc51d783d056e3e23e74e623e33726"},
+    {file = "pyzmq-26.2.0-cp313-cp313-macosx_10_15_universal2.whl", hash = "sha256:28c812d9757fe8acecc910c9ac9dafd2ce968c00f9e619db09e9f8f54c3a68a3"},
+    {file = "pyzmq-26.2.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4d80b1dd99c1942f74ed608ddb38b181b87476c6a966a88a950c7dee118fdf50"},
+    {file = "pyzmq-26.2.0-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8c997098cc65e3208eca09303630e84d42718620e83b733d0fd69543a9cab9cb"},
+    {file = "pyzmq-26.2.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7ad1bc8d1b7a18497dda9600b12dc193c577beb391beae5cd2349184db40f187"},
+    {file = "pyzmq-26.2.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:bea2acdd8ea4275e1278350ced63da0b166421928276c7c8e3f9729d7402a57b"},
+    {file = "pyzmq-26.2.0-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:23f4aad749d13698f3f7b64aad34f5fc02d6f20f05999eebc96b89b01262fb18"},
+    {file = "pyzmq-26.2.0-cp313-cp313-musllinux_1_1_i686.whl", hash = "sha256:a4f96f0d88accc3dbe4a9025f785ba830f968e21e3e2c6321ccdfc9aef755115"},
+    {file = "pyzmq-26.2.0-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:ced65e5a985398827cc9276b93ef6dfabe0273c23de8c7931339d7e141c2818e"},
+    {file = "pyzmq-26.2.0-cp313-cp313-win32.whl", hash = "sha256:31507f7b47cc1ead1f6e86927f8ebb196a0bab043f6345ce070f412a59bf87b5"},
+    {file = "pyzmq-26.2.0-cp313-cp313-win_amd64.whl", hash = "sha256:70fc7fcf0410d16ebdda9b26cbd8bf8d803d220a7f3522e060a69a9c87bf7bad"},
+    {file = "pyzmq-26.2.0-cp313-cp313-win_arm64.whl", hash = "sha256:c3789bd5768ab5618ebf09cef6ec2b35fed88709b104351748a63045f0ff9797"},
+    {file = "pyzmq-26.2.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:034da5fc55d9f8da09015d368f519478a52675e558c989bfcb5cf6d4e16a7d2a"},
+    {file = "pyzmq-26.2.0-cp313-cp313t-macosx_10_15_universal2.whl", hash = "sha256:c92d73464b886931308ccc45b2744e5968cbaade0b1d6aeb40d8ab537765f5bc"},
+    {file = "pyzmq-26.2.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:794a4562dcb374f7dbbfb3f51d28fb40123b5a2abadee7b4091f93054909add5"},
+    {file = "pyzmq-26.2.0-cp313-cp313t-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:aee22939bb6075e7afededabad1a56a905da0b3c4e3e0c45e75810ebe3a52672"},
+    {file = "pyzmq-26.2.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2ae90ff9dad33a1cfe947d2c40cb9cb5e600d759ac4f0fd22616ce6540f72797"},
+    {file = "pyzmq-26.2.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:43a47408ac52647dfabbc66a25b05b6a61700b5165807e3fbd40063fcaf46386"},
+    {file = "pyzmq-26.2.0-cp313-cp313t-musllinux_1_1_aarch64.whl", hash = "sha256:25bf2374a2a8433633c65ccb9553350d5e17e60c8eb4de4d92cc6bd60f01d306"},
+    {file = "pyzmq-26.2.0-cp313-cp313t-musllinux_1_1_i686.whl", hash = "sha256:007137c9ac9ad5ea21e6ad97d3489af654381324d5d3ba614c323f60dab8fae6"},
+    {file = "pyzmq-26.2.0-cp313-cp313t-musllinux_1_1_x86_64.whl", hash = "sha256:470d4a4f6d48fb34e92d768b4e8a5cc3780db0d69107abf1cd7ff734b9766eb0"},
+    {file = "pyzmq-26.2.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:3b55a4229ce5da9497dd0452b914556ae58e96a4381bb6f59f1305dfd7e53fc8"},
+    {file = "pyzmq-26.2.0-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:9cb3a6460cdea8fe8194a76de8895707e61ded10ad0be97188cc8463ffa7e3a8"},
+    {file = "pyzmq-26.2.0-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:8ab5cad923cc95c87bffee098a27856c859bd5d0af31bd346035aa816b081fe1"},
+    {file = "pyzmq-26.2.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9ed69074a610fad1c2fda66180e7b2edd4d31c53f2d1872bc2d1211563904cd9"},
+    {file = "pyzmq-26.2.0-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:cccba051221b916a4f5e538997c45d7d136a5646442b1231b916d0164067ea27"},
+    {file = "pyzmq-26.2.0-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:0eaa83fc4c1e271c24eaf8fb083cbccef8fde77ec8cd45f3c35a9a123e6da097"},
+    {file = "pyzmq-26.2.0-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:9edda2df81daa129b25a39b86cb57dfdfe16f7ec15b42b19bfac503360d27a93"},
+    {file = "pyzmq-26.2.0-cp37-cp37m-win32.whl", hash = "sha256:ea0eb6af8a17fa272f7b98d7bebfab7836a0d62738e16ba380f440fceca2d951"},
+    {file = "pyzmq-26.2.0-cp37-cp37m-win_amd64.whl", hash = "sha256:4ff9dc6bc1664bb9eec25cd17506ef6672d506115095411e237d571e92a58231"},
+    {file = "pyzmq-26.2.0-cp38-cp38-macosx_10_15_universal2.whl", hash = "sha256:2eb7735ee73ca1b0d71e0e67c3739c689067f055c764f73aac4cc8ecf958ee3f"},
+    {file = "pyzmq-26.2.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:1a534f43bc738181aa7cbbaf48e3eca62c76453a40a746ab95d4b27b1111a7d2"},
+    {file = "pyzmq-26.2.0-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:aedd5dd8692635813368e558a05266b995d3d020b23e49581ddd5bbe197a8ab6"},
+    {file = "pyzmq-26.2.0-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:8be4700cd8bb02cc454f630dcdf7cfa99de96788b80c51b60fe2fe1dac480289"},
+    {file = "pyzmq-26.2.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1fcc03fa4997c447dce58264e93b5aa2d57714fbe0f06c07b7785ae131512732"},
+    {file = "pyzmq-26.2.0-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:402b190912935d3db15b03e8f7485812db350d271b284ded2b80d2e5704be780"},
+    {file = "pyzmq-26.2.0-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:8685fa9c25ff00f550c1fec650430c4b71e4e48e8d852f7ddcf2e48308038640"},
+    {file = "pyzmq-26.2.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:76589c020680778f06b7e0b193f4b6dd66d470234a16e1df90329f5e14a171cd"},
+    {file = "pyzmq-26.2.0-cp38-cp38-win32.whl", hash = "sha256:8423c1877d72c041f2c263b1ec6e34360448decfb323fa8b94e85883043ef988"},
+    {file = "pyzmq-26.2.0-cp38-cp38-win_amd64.whl", hash = "sha256:76589f2cd6b77b5bdea4fca5992dc1c23389d68b18ccc26a53680ba2dc80ff2f"},
+    {file = "pyzmq-26.2.0-cp39-cp39-macosx_10_15_universal2.whl", hash = "sha256:b1d464cb8d72bfc1a3adc53305a63a8e0cac6bc8c5a07e8ca190ab8d3faa43c2"},
+    {file = "pyzmq-26.2.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:4da04c48873a6abdd71811c5e163bd656ee1b957971db7f35140a2d573f6949c"},
+    {file = "pyzmq-26.2.0-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:d049df610ac811dcffdc147153b414147428567fbbc8be43bb8885f04db39d98"},
+    {file = "pyzmq-26.2.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:05590cdbc6b902101d0e65d6a4780af14dc22914cc6ab995d99b85af45362cc9"},
+    {file = "pyzmq-26.2.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c811cfcd6a9bf680236c40c6f617187515269ab2912f3d7e8c0174898e2519db"},
+    {file = "pyzmq-26.2.0-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:6835dd60355593de10350394242b5757fbbd88b25287314316f266e24c61d073"},
+    {file = "pyzmq-26.2.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:bc6bee759a6bddea5db78d7dcd609397449cb2d2d6587f48f3ca613b19410cfc"},
+    {file = "pyzmq-26.2.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:c530e1eecd036ecc83c3407f77bb86feb79916d4a33d11394b8234f3bd35b940"},
+    {file = "pyzmq-26.2.0-cp39-cp39-win32.whl", hash = "sha256:367b4f689786fca726ef7a6c5ba606958b145b9340a5e4808132cc65759abd44"},
+    {file = "pyzmq-26.2.0-cp39-cp39-win_amd64.whl", hash = "sha256:e6fa2e3e683f34aea77de8112f6483803c96a44fd726d7358b9888ae5bb394ec"},
+    {file = "pyzmq-26.2.0-cp39-cp39-win_arm64.whl", hash = "sha256:7445be39143a8aa4faec43b076e06944b8f9d0701b669df4af200531b21e40bb"},
+    {file = "pyzmq-26.2.0-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:706e794564bec25819d21a41c31d4df2d48e1cc4b061e8d345d7fb4dd3e94072"},
+    {file = "pyzmq-26.2.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8b435f2753621cd36e7c1762156815e21c985c72b19135dac43a7f4f31d28dd1"},
+    {file = "pyzmq-26.2.0-pp310-pypy310_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:160c7e0a5eb178011e72892f99f918c04a131f36056d10d9c1afb223fc952c2d"},
+    {file = "pyzmq-26.2.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2c4a71d5d6e7b28a47a394c0471b7e77a0661e2d651e7ae91e0cab0a587859ca"},
+    {file = "pyzmq-26.2.0-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:90412f2db8c02a3864cbfc67db0e3dcdbda336acf1c469526d3e869394fe001c"},
+    {file = "pyzmq-26.2.0-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:2ea4ad4e6a12e454de05f2949d4beddb52460f3de7c8b9d5c46fbb7d7222e02c"},
+    {file = "pyzmq-26.2.0-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:fc4f7a173a5609631bb0c42c23d12c49df3966f89f496a51d3eb0ec81f4519d6"},
+    {file = "pyzmq-26.2.0-pp37-pypy37_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:878206a45202247781472a2d99df12a176fef806ca175799e1c6ad263510d57c"},
+    {file = "pyzmq-26.2.0-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:17c412bad2eb9468e876f556eb4ee910e62d721d2c7a53c7fa31e643d35352e6"},
+    {file = "pyzmq-26.2.0-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:0d987a3ae5a71c6226b203cfd298720e0086c7fe7c74f35fa8edddfbd6597eed"},
+    {file = "pyzmq-26.2.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:39887ac397ff35b7b775db7201095fc6310a35fdbae85bac4523f7eb3b840e20"},
+    {file = "pyzmq-26.2.0-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:fdb5b3e311d4d4b0eb8b3e8b4d1b0a512713ad7e6a68791d0923d1aec433d919"},
+    {file = "pyzmq-26.2.0-pp38-pypy38_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:226af7dcb51fdb0109f0016449b357e182ea0ceb6b47dfb5999d569e5db161d5"},
+    {file = "pyzmq-26.2.0-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0bed0e799e6120b9c32756203fb9dfe8ca2fb8467fed830c34c877e25638c3fc"},
+    {file = "pyzmq-26.2.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:29c7947c594e105cb9e6c466bace8532dc1ca02d498684128b339799f5248277"},
+    {file = "pyzmq-26.2.0-pp39-pypy39_pp73-macosx_10_15_x86_64.whl", hash = "sha256:cdeabcff45d1c219636ee2e54d852262e5c2e085d6cb476d938aee8d921356b3"},
+    {file = "pyzmq-26.2.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:35cffef589bcdc587d06f9149f8d5e9e8859920a071df5a2671de2213bef592a"},
+    {file = "pyzmq-26.2.0-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:18c8dc3b7468d8b4bdf60ce9d7141897da103c7a4690157b32b60acb45e333e6"},
+    {file = "pyzmq-26.2.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7133d0a1677aec369d67dd78520d3fa96dd7f3dcec99d66c1762870e5ea1a50a"},
+    {file = "pyzmq-26.2.0-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:6a96179a24b14fa6428cbfc08641c779a53f8fcec43644030328f44034c7f1f4"},
+    {file = "pyzmq-26.2.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:4f78c88905461a9203eac9faac157a2a0dbba84a0fd09fd29315db27be40af9f"},
+    {file = "pyzmq-26.2.0.tar.gz", hash = "sha256:070672c258581c8e4f640b5159297580a9974b026043bd4ab0470be9ed324f1f"},
 ]
 
 [package.dependencies]
@@ -4221,19 +4416,20 @@ cffi = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "referencing"
-version = "0.36.2"
+version = "0.35.1"
 description = "JSON Referencing + Python"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "referencing-0.36.2-py3-none-any.whl", hash = "sha256:e8699adbbf8b5c7de96d8ffa0eb5c158b3beafce084968e2ea8bb08c6794dcd0"},
-    {file = "referencing-0.36.2.tar.gz", hash = "sha256:df2e89862cd09deabbdba16944cc3f10feb6b3e6f18e902f7cc25609a34775aa"},
+    {file = "referencing-0.35.1-py3-none-any.whl", hash = "sha256:eda6d3234d62814d1c64e305c1331c9a3a6132da475ab6382eaa997b21ee75de"},
+    {file = "referencing-0.35.1.tar.gz", hash = "sha256:25b42124a6c8b632a425174f24087783efb348a6f1e0008e63cd4466fedf703c"},
 ]
 
 [package.dependencies]
 attrs = ">=22.2.0"
 rpds-py = ">=0.7.0"
-typing-extensions = {version = ">=4.4.0", markers = "python_version < \"3.13\""}
 
 [[package]]
 name = "requests"
@@ -4241,6 +4437,7 @@ version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
     {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
@@ -4262,6 +4459,7 @@ version = "2.0.0"
 description = "OAuthlib authentication support for Requests."
 optional = false
 python-versions = ">=3.4"
+groups = ["main"]
 files = [
     {file = "requests-oauthlib-2.0.0.tar.gz", hash = "sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9"},
     {file = "requests_oauthlib-2.0.0-py2.py3-none-any.whl", hash = "sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36"},
@@ -4280,6 +4478,7 @@ version = "1.3.4"
 description = "Retrying"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "retrying-1.3.4-py3-none-any.whl", hash = "sha256:8cc4d43cb8e1125e0ff3344e9de678fefd85db3b750b81b2240dc0183af37b35"},
     {file = "retrying-1.3.4.tar.gz", hash = "sha256:345da8c5765bd982b1d1915deb9102fd3d1f7ad16bd84a9700b85f64d24e8f3e"},
@@ -4294,6 +4493,8 @@ version = "0.1.4"
 description = "A pure python RFC3339 validator"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "rfc3339_validator-0.1.4-py2.py3-none-any.whl", hash = "sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa"},
     {file = "rfc3339_validator-0.1.4.tar.gz", hash = "sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b"},
@@ -4308,6 +4509,8 @@ version = "0.1.1"
 description = "Pure python rfc3986 validator"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "rfc3986_validator-0.1.1-py2.py3-none-any.whl", hash = "sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9"},
     {file = "rfc3986_validator-0.1.1.tar.gz", hash = "sha256:3d44bde7921b3b9ec3ae4e3adca370438eccebc676456449b145d533b240d055"},
@@ -4315,125 +4518,116 @@ files = [
 
 [[package]]
 name = "rpds-py"
-version = "0.24.0"
+version = "0.22.3"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.9"
-files = [
-    {file = "rpds_py-0.24.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:006f4342fe729a368c6df36578d7a348c7c716be1da0a1a0f86e3021f8e98724"},
-    {file = "rpds_py-0.24.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2d53747da70a4e4b17f559569d5f9506420966083a31c5fbd84e764461c4444b"},
-    {file = "rpds_py-0.24.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e8acd55bd5b071156bae57b555f5d33697998752673b9de554dd82f5b5352727"},
-    {file = "rpds_py-0.24.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:7e80d375134ddb04231a53800503752093dbb65dad8dabacce2c84cccc78e964"},
-    {file = "rpds_py-0.24.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:60748789e028d2a46fc1c70750454f83c6bdd0d05db50f5ae83e2db500b34da5"},
-    {file = "rpds_py-0.24.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:6e1daf5bf6c2be39654beae83ee6b9a12347cb5aced9a29eecf12a2d25fff664"},
-    {file = "rpds_py-0.24.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1b221c2457d92a1fb3c97bee9095c874144d196f47c038462ae6e4a14436f7bc"},
-    {file = "rpds_py-0.24.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:66420986c9afff67ef0c5d1e4cdc2d0e5262f53ad11e4f90e5e22448df485bf0"},
-    {file = "rpds_py-0.24.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:43dba99f00f1d37b2a0265a259592d05fcc8e7c19d140fe51c6e6f16faabeb1f"},
-    {file = "rpds_py-0.24.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:a88c0d17d039333a41d9bf4616bd062f0bd7aa0edeb6cafe00a2fc2a804e944f"},
-    {file = "rpds_py-0.24.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:cc31e13ce212e14a539d430428cd365e74f8b2d534f8bc22dd4c9c55b277b875"},
-    {file = "rpds_py-0.24.0-cp310-cp310-win32.whl", hash = "sha256:fc2c1e1b00f88317d9de6b2c2b39b012ebbfe35fe5e7bef980fd2a91f6100a07"},
-    {file = "rpds_py-0.24.0-cp310-cp310-win_amd64.whl", hash = "sha256:c0145295ca415668420ad142ee42189f78d27af806fcf1f32a18e51d47dd2052"},
-    {file = "rpds_py-0.24.0-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:2d3ee4615df36ab8eb16c2507b11e764dcc11fd350bbf4da16d09cda11fcedef"},
-    {file = "rpds_py-0.24.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:e13ae74a8a3a0c2f22f450f773e35f893484fcfacb00bb4344a7e0f4f48e1f97"},
-    {file = "rpds_py-0.24.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cf86f72d705fc2ef776bb7dd9e5fbba79d7e1f3e258bf9377f8204ad0fc1c51e"},
-    {file = "rpds_py-0.24.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:c43583ea8517ed2e780a345dd9960896afc1327e8cf3ac8239c167530397440d"},
-    {file = "rpds_py-0.24.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:4cd031e63bc5f05bdcda120646a0d32f6d729486d0067f09d79c8db5368f4586"},
-    {file = "rpds_py-0.24.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:34d90ad8c045df9a4259c47d2e16a3f21fdb396665c94520dbfe8766e62187a4"},
-    {file = "rpds_py-0.24.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e838bf2bb0b91ee67bf2b889a1a841e5ecac06dd7a2b1ef4e6151e2ce155c7ae"},
-    {file = "rpds_py-0.24.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:04ecf5c1ff4d589987b4d9882872f80ba13da7d42427234fce8f22efb43133bc"},
-    {file = "rpds_py-0.24.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:630d3d8ea77eabd6cbcd2ea712e1c5cecb5b558d39547ac988351195db433f6c"},
-    {file = "rpds_py-0.24.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:ebcb786b9ff30b994d5969213a8430cbb984cdd7ea9fd6df06663194bd3c450c"},
-    {file = "rpds_py-0.24.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:174e46569968ddbbeb8a806d9922f17cd2b524aa753b468f35b97ff9c19cb718"},
-    {file = "rpds_py-0.24.0-cp311-cp311-win32.whl", hash = "sha256:5ef877fa3bbfb40b388a5ae1cb00636a624690dcb9a29a65267054c9ea86d88a"},
-    {file = "rpds_py-0.24.0-cp311-cp311-win_amd64.whl", hash = "sha256:e274f62cbd274359eff63e5c7e7274c913e8e09620f6a57aae66744b3df046d6"},
-    {file = "rpds_py-0.24.0-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:d8551e733626afec514b5d15befabea0dd70a343a9f23322860c4f16a9430205"},
-    {file = "rpds_py-0.24.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:0e374c0ce0ca82e5b67cd61fb964077d40ec177dd2c4eda67dba130de09085c7"},
-    {file = "rpds_py-0.24.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d69d003296df4840bd445a5d15fa5b6ff6ac40496f956a221c4d1f6f7b4bc4d9"},
-    {file = "rpds_py-0.24.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:8212ff58ac6dfde49946bea57474a386cca3f7706fc72c25b772b9ca4af6b79e"},
-    {file = "rpds_py-0.24.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:528927e63a70b4d5f3f5ccc1fa988a35456eb5d15f804d276709c33fc2f19bda"},
-    {file = "rpds_py-0.24.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a824d2c7a703ba6daaca848f9c3d5cb93af0505be505de70e7e66829affd676e"},
-    {file = "rpds_py-0.24.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:44d51febb7a114293ffd56c6cf4736cb31cd68c0fddd6aa303ed09ea5a48e029"},
-    {file = "rpds_py-0.24.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:3fab5f4a2c64a8fb64fc13b3d139848817a64d467dd6ed60dcdd6b479e7febc9"},
-    {file = "rpds_py-0.24.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:9be4f99bee42ac107870c61dfdb294d912bf81c3c6d45538aad7aecab468b6b7"},
-    {file = "rpds_py-0.24.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:564c96b6076a98215af52f55efa90d8419cc2ef45d99e314fddefe816bc24f91"},
-    {file = "rpds_py-0.24.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:75a810b7664c17f24bf2ffd7f92416c00ec84b49bb68e6a0d93e542406336b56"},
-    {file = "rpds_py-0.24.0-cp312-cp312-win32.whl", hash = "sha256:f6016bd950be4dcd047b7475fdf55fb1e1f59fc7403f387be0e8123e4a576d30"},
-    {file = "rpds_py-0.24.0-cp312-cp312-win_amd64.whl", hash = "sha256:998c01b8e71cf051c28f5d6f1187abbdf5cf45fc0efce5da6c06447cba997034"},
-    {file = "rpds_py-0.24.0-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:3d2d8e4508e15fc05b31285c4b00ddf2e0eb94259c2dc896771966a163122a0c"},
-    {file = "rpds_py-0.24.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:0f00c16e089282ad68a3820fd0c831c35d3194b7cdc31d6e469511d9bffc535c"},
-    {file = "rpds_py-0.24.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:951cc481c0c395c4a08639a469d53b7d4afa252529a085418b82a6b43c45c240"},
-    {file = "rpds_py-0.24.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:c9ca89938dff18828a328af41ffdf3902405a19f4131c88e22e776a8e228c5a8"},
-    {file = "rpds_py-0.24.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ed0ef550042a8dbcd657dfb284a8ee00f0ba269d3f2286b0493b15a5694f9fe8"},
-    {file = "rpds_py-0.24.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2b2356688e5d958c4d5cb964af865bea84db29971d3e563fb78e46e20fe1848b"},
-    {file = "rpds_py-0.24.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:78884d155fd15d9f64f5d6124b486f3d3f7fd7cd71a78e9670a0f6f6ca06fb2d"},
-    {file = "rpds_py-0.24.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:6a4a535013aeeef13c5532f802708cecae8d66c282babb5cd916379b72110cf7"},
-    {file = "rpds_py-0.24.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:84e0566f15cf4d769dade9b366b7b87c959be472c92dffb70462dd0844d7cbad"},
-    {file = "rpds_py-0.24.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:823e74ab6fbaa028ec89615ff6acb409e90ff45580c45920d4dfdddb069f2120"},
-    {file = "rpds_py-0.24.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:c61a2cb0085c8783906b2f8b1f16a7e65777823c7f4d0a6aaffe26dc0d358dd9"},
-    {file = "rpds_py-0.24.0-cp313-cp313-win32.whl", hash = "sha256:60d9b630c8025b9458a9d114e3af579a2c54bd32df601c4581bd054e85258143"},
-    {file = "rpds_py-0.24.0-cp313-cp313-win_amd64.whl", hash = "sha256:6eea559077d29486c68218178ea946263b87f1c41ae7f996b1f30a983c476a5a"},
-    {file = "rpds_py-0.24.0-cp313-cp313t-macosx_10_12_x86_64.whl", hash = "sha256:d09dc82af2d3c17e7dd17120b202a79b578d79f2b5424bda209d9966efeed114"},
-    {file = "rpds_py-0.24.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:5fc13b44de6419d1e7a7e592a4885b323fbc2f46e1f22151e3a8ed3b8b920405"},
-    {file = "rpds_py-0.24.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c347a20d79cedc0a7bd51c4d4b7dbc613ca4e65a756b5c3e57ec84bd43505b47"},
-    {file = "rpds_py-0.24.0-cp313-cp313t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:20f2712bd1cc26a3cc16c5a1bfee9ed1abc33d4cdf1aabd297fe0eb724df4272"},
-    {file = "rpds_py-0.24.0-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:aad911555286884be1e427ef0dc0ba3929e6821cbeca2194b13dc415a462c7fd"},
-    {file = "rpds_py-0.24.0-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:0aeb3329c1721c43c58cae274d7d2ca85c1690d89485d9c63a006cb79a85771a"},
-    {file = "rpds_py-0.24.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2a0f156e9509cee987283abd2296ec816225145a13ed0391df8f71bf1d789e2d"},
-    {file = "rpds_py-0.24.0-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:aa6800adc8204ce898c8a424303969b7aa6a5e4ad2789c13f8648739830323b7"},
-    {file = "rpds_py-0.24.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:a18fc371e900a21d7392517c6f60fe859e802547309e94313cd8181ad9db004d"},
-    {file = "rpds_py-0.24.0-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:9168764133fd919f8dcca2ead66de0105f4ef5659cbb4fa044f7014bed9a1797"},
-    {file = "rpds_py-0.24.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:5f6e3cec44ba05ee5cbdebe92d052f69b63ae792e7d05f1020ac5e964394080c"},
-    {file = "rpds_py-0.24.0-cp313-cp313t-win32.whl", hash = "sha256:8ebc7e65ca4b111d928b669713865f021b7773350eeac4a31d3e70144297baba"},
-    {file = "rpds_py-0.24.0-cp313-cp313t-win_amd64.whl", hash = "sha256:675269d407a257b8c00a6b58205b72eec8231656506c56fd429d924ca00bb350"},
-    {file = "rpds_py-0.24.0-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:a36b452abbf29f68527cf52e181fced56685731c86b52e852053e38d8b60bc8d"},
-    {file = "rpds_py-0.24.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:8b3b397eefecec8e8e39fa65c630ef70a24b09141a6f9fc17b3c3a50bed6b50e"},
-    {file = "rpds_py-0.24.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cdabcd3beb2a6dca7027007473d8ef1c3b053347c76f685f5f060a00327b8b65"},
-    {file = "rpds_py-0.24.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:5db385bacd0c43f24be92b60c857cf760b7f10d8234f4bd4be67b5b20a7c0b6b"},
-    {file = "rpds_py-0.24.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8097b3422d020ff1c44effc40ae58e67d93e60d540a65649d2cdaf9466030791"},
-    {file = "rpds_py-0.24.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:493fe54318bed7d124ce272fc36adbf59d46729659b2c792e87c3b95649cdee9"},
-    {file = "rpds_py-0.24.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8aa362811ccdc1f8dadcc916c6d47e554169ab79559319ae9fae7d7752d0d60c"},
-    {file = "rpds_py-0.24.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:d8f9a6e7fd5434817526815f09ea27f2746c4a51ee11bb3439065f5fc754db58"},
-    {file = "rpds_py-0.24.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:8205ee14463248d3349131bb8099efe15cd3ce83b8ef3ace63c7e976998e7124"},
-    {file = "rpds_py-0.24.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:921ae54f9ecba3b6325df425cf72c074cd469dea843fb5743a26ca7fb2ccb149"},
-    {file = "rpds_py-0.24.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:32bab0a56eac685828e00cc2f5d1200c548f8bc11f2e44abf311d6b548ce2e45"},
-    {file = "rpds_py-0.24.0-cp39-cp39-win32.whl", hash = "sha256:f5c0ed12926dec1dfe7d645333ea59cf93f4d07750986a586f511c0bc61fe103"},
-    {file = "rpds_py-0.24.0-cp39-cp39-win_amd64.whl", hash = "sha256:afc6e35f344490faa8276b5f2f7cbf71f88bc2cda4328e00553bd451728c571f"},
-    {file = "rpds_py-0.24.0-pp310-pypy310_pp73-macosx_10_12_x86_64.whl", hash = "sha256:619ca56a5468f933d940e1bf431c6f4e13bef8e688698b067ae68eb4f9b30e3a"},
-    {file = "rpds_py-0.24.0-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:4b28e5122829181de1898c2c97f81c0b3246d49f585f22743a1246420bb8d399"},
-    {file = "rpds_py-0.24.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e8e5ab32cf9eb3647450bc74eb201b27c185d3857276162c101c0f8c6374e098"},
-    {file = "rpds_py-0.24.0-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:208b3a70a98cf3710e97cabdc308a51cd4f28aa6e7bb11de3d56cd8b74bab98d"},
-    {file = "rpds_py-0.24.0-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:bbc4362e06f950c62cad3d4abf1191021b2ffaf0b31ac230fbf0526453eee75e"},
-    {file = "rpds_py-0.24.0-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ebea2821cdb5f9fef44933617be76185b80150632736f3d76e54829ab4a3b4d1"},
-    {file = "rpds_py-0.24.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b9a4df06c35465ef4d81799999bba810c68d29972bf1c31db61bfdb81dd9d5bb"},
-    {file = "rpds_py-0.24.0-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:d3aa13bdf38630da298f2e0d77aca967b200b8cc1473ea05248f6c5e9c9bdb44"},
-    {file = "rpds_py-0.24.0-pp310-pypy310_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:041f00419e1da7a03c46042453598479f45be3d787eb837af382bfc169c0db33"},
-    {file = "rpds_py-0.24.0-pp310-pypy310_pp73-musllinux_1_2_i686.whl", hash = "sha256:d8754d872a5dfc3c5bf9c0e059e8107451364a30d9fd50f1f1a85c4fb9481164"},
-    {file = "rpds_py-0.24.0-pp310-pypy310_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:896c41007931217a343eff197c34513c154267636c8056fb409eafd494c3dcdc"},
-    {file = "rpds_py-0.24.0-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:92558d37d872e808944c3c96d0423b8604879a3d1c86fdad508d7ed91ea547d5"},
-    {file = "rpds_py-0.24.0-pp311-pypy311_pp73-macosx_10_12_x86_64.whl", hash = "sha256:f9e0057a509e096e47c87f753136c9b10d7a91842d8042c2ee6866899a717c0d"},
-    {file = "rpds_py-0.24.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:d6e109a454412ab82979c5b1b3aee0604eca4bbf9a02693bb9df027af2bfa91a"},
-    {file = "rpds_py-0.24.0-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fc1c892b1ec1f8cbd5da8de287577b455e388d9c328ad592eabbdcb6fc93bee5"},
-    {file = "rpds_py-0.24.0-pp311-pypy311_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:9c39438c55983d48f4bb3487734d040e22dad200dab22c41e331cee145e7a50d"},
-    {file = "rpds_py-0.24.0-pp311-pypy311_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9d7e8ce990ae17dda686f7e82fd41a055c668e13ddcf058e7fb5e9da20b57793"},
-    {file = "rpds_py-0.24.0-pp311-pypy311_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9ea7f4174d2e4194289cb0c4e172d83e79a6404297ff95f2875cf9ac9bced8ba"},
-    {file = "rpds_py-0.24.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bb2954155bb8f63bb19d56d80e5e5320b61d71084617ed89efedb861a684baea"},
-    {file = "rpds_py-0.24.0-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:04f2b712a2206e13800a8136b07aaedc23af3facab84918e7aa89e4be0260032"},
-    {file = "rpds_py-0.24.0-pp311-pypy311_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:eda5c1e2a715a4cbbca2d6d304988460942551e4e5e3b7457b50943cd741626d"},
-    {file = "rpds_py-0.24.0-pp311-pypy311_pp73-musllinux_1_2_i686.whl", hash = "sha256:9abc80fe8c1f87218db116016de575a7998ab1629078c90840e8d11ab423ee25"},
-    {file = "rpds_py-0.24.0-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:6a727fd083009bc83eb83d6950f0c32b3c94c8b80a9b667c87f4bd1274ca30ba"},
-    {file = "rpds_py-0.24.0-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:e0f3ef95795efcd3b2ec3fe0a5bcfb5dadf5e3996ea2117427e524d4fbf309c6"},
-    {file = "rpds_py-0.24.0-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:2c13777ecdbbba2077670285dd1fe50828c8742f6a4119dbef6f83ea13ad10fb"},
-    {file = "rpds_py-0.24.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:79e8d804c2ccd618417e96720ad5cd076a86fa3f8cb310ea386a3e6229bae7d1"},
-    {file = "rpds_py-0.24.0-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:fd822f019ccccd75c832deb7aa040bb02d70a92eb15a2f16c7987b7ad4ee8d83"},
-    {file = "rpds_py-0.24.0-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:0047638c3aa0dbcd0ab99ed1e549bbf0e142c9ecc173b6492868432d8989a046"},
-    {file = "rpds_py-0.24.0-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a5b66d1b201cc71bc3081bc2f1fc36b0c1f268b773e03bbc39066651b9e18391"},
-    {file = "rpds_py-0.24.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dbcbb6db5582ea33ce46a5d20a5793134b5365110d84df4e30b9d37c6fd40ad3"},
-    {file = "rpds_py-0.24.0-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:63981feca3f110ed132fd217bf7768ee8ed738a55549883628ee3da75bb9cb78"},
-    {file = "rpds_py-0.24.0-pp39-pypy39_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:3a55fc10fdcbf1a4bd3c018eea422c52cf08700cf99c28b5cb10fe97ab77a0d3"},
-    {file = "rpds_py-0.24.0-pp39-pypy39_pp73-musllinux_1_2_i686.whl", hash = "sha256:c30ff468163a48535ee7e9bf21bd14c7a81147c0e58a36c1078289a8ca7af0bd"},
-    {file = "rpds_py-0.24.0-pp39-pypy39_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:369d9c6d4c714e36d4a03957b4783217a3ccd1e222cdd67d464a3a479fc17796"},
-    {file = "rpds_py-0.24.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:24795c099453e3721fda5d8ddd45f5dfcc8e5a547ce7b8e9da06fecc3832e26f"},
-    {file = "rpds_py-0.24.0.tar.gz", hash = "sha256:772cc1b2cd963e7e17e6cc55fe0371fb9c704d63e44cacec7b9b7f523b78919e"},
+groups = ["main"]
+markers = "extra == \"dev\""
+files = [
+    {file = "rpds_py-0.22.3-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:6c7b99ca52c2c1752b544e310101b98a659b720b21db00e65edca34483259967"},
+    {file = "rpds_py-0.22.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:be2eb3f2495ba669d2a985f9b426c1797b7d48d6963899276d22f23e33d47e37"},
+    {file = "rpds_py-0.22.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:70eb60b3ae9245ddea20f8a4190bd79c705a22f8028aaf8bbdebe4716c3fab24"},
+    {file = "rpds_py-0.22.3-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:4041711832360a9b75cfb11b25a6a97c8fb49c07b8bd43d0d02b45d0b499a4ff"},
+    {file = "rpds_py-0.22.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:64607d4cbf1b7e3c3c8a14948b99345eda0e161b852e122c6bb71aab6d1d798c"},
+    {file = "rpds_py-0.22.3-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:81e69b0a0e2537f26d73b4e43ad7bc8c8efb39621639b4434b76a3de50c6966e"},
+    {file = "rpds_py-0.22.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc27863442d388870c1809a87507727b799c8460573cfbb6dc0eeaef5a11b5ec"},
+    {file = "rpds_py-0.22.3-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:e79dd39f1e8c3504be0607e5fc6e86bb60fe3584bec8b782578c3b0fde8d932c"},
+    {file = "rpds_py-0.22.3-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:e0fa2d4ec53dc51cf7d3bb22e0aa0143966119f42a0c3e4998293a3dd2856b09"},
+    {file = "rpds_py-0.22.3-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:fda7cb070f442bf80b642cd56483b5548e43d366fe3f39b98e67cce780cded00"},
+    {file = "rpds_py-0.22.3-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:cff63a0272fcd259dcc3be1657b07c929c466b067ceb1c20060e8d10af56f5bf"},
+    {file = "rpds_py-0.22.3-cp310-cp310-win32.whl", hash = "sha256:9bd7228827ec7bb817089e2eb301d907c0d9827a9e558f22f762bb690b131652"},
+    {file = "rpds_py-0.22.3-cp310-cp310-win_amd64.whl", hash = "sha256:9beeb01d8c190d7581a4d59522cd3d4b6887040dcfc744af99aa59fef3e041a8"},
+    {file = "rpds_py-0.22.3-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:d20cfb4e099748ea39e6f7b16c91ab057989712d31761d3300d43134e26e165f"},
+    {file = "rpds_py-0.22.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:68049202f67380ff9aa52f12e92b1c30115f32e6895cd7198fa2a7961621fc5a"},
+    {file = "rpds_py-0.22.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fb4f868f712b2dd4bcc538b0a0c1f63a2b1d584c925e69a224d759e7070a12d5"},
+    {file = "rpds_py-0.22.3-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:bc51abd01f08117283c5ebf64844a35144a0843ff7b2983e0648e4d3d9f10dbb"},
+    {file = "rpds_py-0.22.3-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:0f3cec041684de9a4684b1572fe28c7267410e02450f4561700ca5a3bc6695a2"},
+    {file = "rpds_py-0.22.3-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:7ef9d9da710be50ff6809fed8f1963fecdfecc8b86656cadfca3bc24289414b0"},
+    {file = "rpds_py-0.22.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:59f4a79c19232a5774aee369a0c296712ad0e77f24e62cad53160312b1c1eaa1"},
+    {file = "rpds_py-0.22.3-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:1a60bce91f81ddaac922a40bbb571a12c1070cb20ebd6d49c48e0b101d87300d"},
+    {file = "rpds_py-0.22.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:e89391e6d60251560f0a8f4bd32137b077a80d9b7dbe6d5cab1cd80d2746f648"},
+    {file = "rpds_py-0.22.3-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:e3fb866d9932a3d7d0c82da76d816996d1667c44891bd861a0f97ba27e84fc74"},
+    {file = "rpds_py-0.22.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:1352ae4f7c717ae8cba93421a63373e582d19d55d2ee2cbb184344c82d2ae55a"},
+    {file = "rpds_py-0.22.3-cp311-cp311-win32.whl", hash = "sha256:b0b4136a252cadfa1adb705bb81524eee47d9f6aab4f2ee4fa1e9d3cd4581f64"},
+    {file = "rpds_py-0.22.3-cp311-cp311-win_amd64.whl", hash = "sha256:8bd7c8cfc0b8247c8799080fbff54e0b9619e17cdfeb0478ba7295d43f635d7c"},
+    {file = "rpds_py-0.22.3-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:27e98004595899949bd7a7b34e91fa7c44d7a97c40fcaf1d874168bb652ec67e"},
+    {file = "rpds_py-0.22.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1978d0021e943aae58b9b0b196fb4895a25cc53d3956b8e35e0b7682eefb6d56"},
+    {file = "rpds_py-0.22.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:655ca44a831ecb238d124e0402d98f6212ac527a0ba6c55ca26f616604e60a45"},
+    {file = "rpds_py-0.22.3-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:feea821ee2a9273771bae61194004ee2fc33f8ec7db08117ef9147d4bbcbca8e"},
+    {file = "rpds_py-0.22.3-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:22bebe05a9ffc70ebfa127efbc429bc26ec9e9b4ee4d15a740033efda515cf3d"},
+    {file = "rpds_py-0.22.3-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3af6e48651c4e0d2d166dc1b033b7042ea3f871504b6805ba5f4fe31581d8d38"},
+    {file = "rpds_py-0.22.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e67ba3c290821343c192f7eae1d8fd5999ca2dc99994114643e2f2d3e6138b15"},
+    {file = "rpds_py-0.22.3-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:02fbb9c288ae08bcb34fb41d516d5eeb0455ac35b5512d03181d755d80810059"},
+    {file = "rpds_py-0.22.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:f56a6b404f74ab372da986d240e2e002769a7d7102cc73eb238a4f72eec5284e"},
+    {file = "rpds_py-0.22.3-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:0a0461200769ab3b9ab7e513f6013b7a97fdeee41c29b9db343f3c5a8e2b9e61"},
+    {file = "rpds_py-0.22.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:8633e471c6207a039eff6aa116e35f69f3156b3989ea3e2d755f7bc41754a4a7"},
+    {file = "rpds_py-0.22.3-cp312-cp312-win32.whl", hash = "sha256:593eba61ba0c3baae5bc9be2f5232430453fb4432048de28399ca7376de9c627"},
+    {file = "rpds_py-0.22.3-cp312-cp312-win_amd64.whl", hash = "sha256:d115bffdd417c6d806ea9069237a4ae02f513b778e3789a359bc5856e0404cc4"},
+    {file = "rpds_py-0.22.3-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:ea7433ce7e4bfc3a85654aeb6747babe3f66eaf9a1d0c1e7a4435bbdf27fea84"},
+    {file = "rpds_py-0.22.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:6dd9412824c4ce1aca56c47b0991e65bebb7ac3f4edccfd3f156150c96a7bf25"},
+    {file = "rpds_py-0.22.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:20070c65396f7373f5df4005862fa162db5d25d56150bddd0b3e8214e8ef45b4"},
+    {file = "rpds_py-0.22.3-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:0b09865a9abc0ddff4e50b5ef65467cd94176bf1e0004184eb915cbc10fc05c5"},
+    {file = "rpds_py-0.22.3-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3453e8d41fe5f17d1f8e9c383a7473cd46a63661628ec58e07777c2fff7196dc"},
+    {file = "rpds_py-0.22.3-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f5d36399a1b96e1a5fdc91e0522544580dbebeb1f77f27b2b0ab25559e103b8b"},
+    {file = "rpds_py-0.22.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:009de23c9c9ee54bf11303a966edf4d9087cd43a6003672e6aa7def643d06518"},
+    {file = "rpds_py-0.22.3-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:1aef18820ef3e4587ebe8b3bc9ba6e55892a6d7b93bac6d29d9f631a3b4befbd"},
+    {file = "rpds_py-0.22.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:f60bd8423be1d9d833f230fdbccf8f57af322d96bcad6599e5a771b151398eb2"},
+    {file = "rpds_py-0.22.3-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:62d9cfcf4948683a18a9aff0ab7e1474d407b7bab2ca03116109f8464698ab16"},
+    {file = "rpds_py-0.22.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:9253fc214112405f0afa7db88739294295f0e08466987f1d70e29930262b4c8f"},
+    {file = "rpds_py-0.22.3-cp313-cp313-win32.whl", hash = "sha256:fb0ba113b4983beac1a2eb16faffd76cb41e176bf58c4afe3e14b9c681f702de"},
+    {file = "rpds_py-0.22.3-cp313-cp313-win_amd64.whl", hash = "sha256:c58e2339def52ef6b71b8f36d13c3688ea23fa093353f3a4fee2556e62086ec9"},
+    {file = "rpds_py-0.22.3-cp313-cp313t-macosx_10_12_x86_64.whl", hash = "sha256:f82a116a1d03628a8ace4859556fb39fd1424c933341a08ea3ed6de1edb0283b"},
+    {file = "rpds_py-0.22.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:3dfcbc95bd7992b16f3f7ba05af8a64ca694331bd24f9157b49dadeeb287493b"},
+    {file = "rpds_py-0.22.3-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:59259dc58e57b10e7e18ce02c311804c10c5a793e6568f8af4dead03264584d1"},
+    {file = "rpds_py-0.22.3-cp313-cp313t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:5725dd9cc02068996d4438d397e255dcb1df776b7ceea3b9cb972bdb11260a83"},
+    {file = "rpds_py-0.22.3-cp313-cp313t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:99b37292234e61325e7a5bb9689e55e48c3f5f603af88b1642666277a81f1fbd"},
+    {file = "rpds_py-0.22.3-cp313-cp313t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:27b1d3b3915a99208fee9ab092b8184c420f2905b7d7feb4aeb5e4a9c509b8a1"},
+    {file = "rpds_py-0.22.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f612463ac081803f243ff13cccc648578e2279295048f2a8d5eb430af2bae6e3"},
+    {file = "rpds_py-0.22.3-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:f73d3fef726b3243a811121de45193c0ca75f6407fe66f3f4e183c983573e130"},
+    {file = "rpds_py-0.22.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:3f21f0495edea7fdbaaa87e633a8689cd285f8f4af5c869f27bc8074638ad69c"},
+    {file = "rpds_py-0.22.3-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:1e9663daaf7a63ceccbbb8e3808fe90415b0757e2abddbfc2e06c857bf8c5e2b"},
+    {file = "rpds_py-0.22.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:a76e42402542b1fae59798fab64432b2d015ab9d0c8c47ba7addddbaf7952333"},
+    {file = "rpds_py-0.22.3-cp313-cp313t-win32.whl", hash = "sha256:69803198097467ee7282750acb507fba35ca22cc3b85f16cf45fb01cb9097730"},
+    {file = "rpds_py-0.22.3-cp313-cp313t-win_amd64.whl", hash = "sha256:f5cf2a0c2bdadf3791b5c205d55a37a54025c6e18a71c71f82bb536cf9a454bf"},
+    {file = "rpds_py-0.22.3-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:378753b4a4de2a7b34063d6f95ae81bfa7b15f2c1a04a9518e8644e81807ebea"},
+    {file = "rpds_py-0.22.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:3445e07bf2e8ecfeef6ef67ac83de670358abf2996916039b16a218e3d95e97e"},
+    {file = "rpds_py-0.22.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7b2513ba235829860b13faa931f3b6846548021846ac808455301c23a101689d"},
+    {file = "rpds_py-0.22.3-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:eaf16ae9ae519a0e237a0f528fd9f0197b9bb70f40263ee57ae53c2b8d48aeb3"},
+    {file = "rpds_py-0.22.3-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:583f6a1993ca3369e0f80ba99d796d8e6b1a3a2a442dd4e1a79e652116413091"},
+    {file = "rpds_py-0.22.3-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:4617e1915a539a0d9a9567795023de41a87106522ff83fbfaf1f6baf8e85437e"},
+    {file = "rpds_py-0.22.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0c150c7a61ed4a4f4955a96626574e9baf1adf772c2fb61ef6a5027e52803543"},
+    {file = "rpds_py-0.22.3-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:2fa4331c200c2521512595253f5bb70858b90f750d39b8cbfd67465f8d1b596d"},
+    {file = "rpds_py-0.22.3-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:214b7a953d73b5e87f0ebece4a32a5bd83c60a3ecc9d4ec8f1dca968a2d91e99"},
+    {file = "rpds_py-0.22.3-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:f47ad3d5f3258bd7058d2d506852217865afefe6153a36eb4b6928758041d831"},
+    {file = "rpds_py-0.22.3-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:f276b245347e6e36526cbd4a266a417796fc531ddf391e43574cf6466c492520"},
+    {file = "rpds_py-0.22.3-cp39-cp39-win32.whl", hash = "sha256:bbb232860e3d03d544bc03ac57855cd82ddf19c7a07651a7c0fdb95e9efea8b9"},
+    {file = "rpds_py-0.22.3-cp39-cp39-win_amd64.whl", hash = "sha256:cfbc454a2880389dbb9b5b398e50d439e2e58669160f27b60e5eca11f68ae17c"},
+    {file = "rpds_py-0.22.3-pp310-pypy310_pp73-macosx_10_12_x86_64.whl", hash = "sha256:d48424e39c2611ee1b84ad0f44fb3b2b53d473e65de061e3f460fc0be5f1939d"},
+    {file = "rpds_py-0.22.3-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:24e8abb5878e250f2eb0d7859a8e561846f98910326d06c0d51381fed59357bd"},
+    {file = "rpds_py-0.22.3-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4b232061ca880db21fa14defe219840ad9b74b6158adb52ddf0e87bead9e8493"},
+    {file = "rpds_py-0.22.3-pp310-pypy310_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:ac0a03221cdb5058ce0167ecc92a8c89e8d0decdc9e99a2ec23380793c4dcb96"},
+    {file = "rpds_py-0.22.3-pp310-pypy310_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:eb0c341fa71df5a4595f9501df4ac5abfb5a09580081dffbd1ddd4654e6e9123"},
+    {file = "rpds_py-0.22.3-pp310-pypy310_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:bf9db5488121b596dbfc6718c76092fda77b703c1f7533a226a5a9f65248f8ad"},
+    {file = "rpds_py-0.22.3-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0b8db6b5b2d4491ad5b6bdc2bc7c017eec108acbf4e6785f42a9eb0ba234f4c9"},
+    {file = "rpds_py-0.22.3-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:b3d504047aba448d70cf6fa22e06cb09f7cbd761939fdd47604f5e007675c24e"},
+    {file = "rpds_py-0.22.3-pp310-pypy310_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:e61b02c3f7a1e0b75e20c3978f7135fd13cb6cf551bf4a6d29b999a88830a338"},
+    {file = "rpds_py-0.22.3-pp310-pypy310_pp73-musllinux_1_2_i686.whl", hash = "sha256:e35ba67d65d49080e8e5a1dd40101fccdd9798adb9b050ff670b7d74fa41c566"},
+    {file = "rpds_py-0.22.3-pp310-pypy310_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:26fd7cac7dd51011a245f29a2cc6489c4608b5a8ce8d75661bb4a1066c52dfbe"},
+    {file = "rpds_py-0.22.3-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:177c7c0fce2855833819c98e43c262007f42ce86651ffbb84f37883308cb0e7d"},
+    {file = "rpds_py-0.22.3-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:bb47271f60660803ad11f4c61b42242b8c1312a31c98c578f79ef9387bbde21c"},
+    {file = "rpds_py-0.22.3-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:70fb28128acbfd264eda9bf47015537ba3fe86e40d046eb2963d75024be4d055"},
+    {file = "rpds_py-0.22.3-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:44d61b4b7d0c2c9ac019c314e52d7cbda0ae31078aabd0f22e583af3e0d79723"},
+    {file = "rpds_py-0.22.3-pp39-pypy39_pp73-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:5f0e260eaf54380380ac3808aa4ebe2d8ca28b9087cf411649f96bad6900c728"},
+    {file = "rpds_py-0.22.3-pp39-pypy39_pp73-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b25bc607423935079e05619d7de556c91fb6adeae9d5f80868dde3468657994b"},
+    {file = "rpds_py-0.22.3-pp39-pypy39_pp73-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:fb6116dfb8d1925cbdb52595560584db42a7f664617a1f7d7f6e32f138cdf37d"},
+    {file = "rpds_py-0.22.3-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a63cbdd98acef6570c62b92a1e43266f9e8b21e699c363c0fef13bd530799c11"},
+    {file = "rpds_py-0.22.3-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:2b8f60e1b739a74bab7e01fcbe3dddd4657ec685caa04681df9d562ef15b625f"},
+    {file = "rpds_py-0.22.3-pp39-pypy39_pp73-musllinux_1_2_aarch64.whl", hash = "sha256:2e8b55d8517a2fda8d95cb45d62a5a8bbf9dd0ad39c5b25c8833efea07b880ca"},
+    {file = "rpds_py-0.22.3-pp39-pypy39_pp73-musllinux_1_2_i686.whl", hash = "sha256:2de29005e11637e7a2361fa151f780ff8eb2543a0da1413bb951e9f14b699ef3"},
+    {file = "rpds_py-0.22.3-pp39-pypy39_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:666ecce376999bf619756a24ce15bb14c5bfaf04bf00abc7e663ce17c3f34fe7"},
+    {file = "rpds_py-0.22.3-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:5246b14ca64a8675e0a7161f7af68fe3e910e6b90542b4bfb5439ba752191df6"},
+    {file = "rpds_py-0.22.3.tar.gz", hash = "sha256:e32fee8ab45d3c2db6da19a5323bc3362237c8b653c70194414b892fd06a080d"},
 ]
 
 [[package]]
@@ -4442,6 +4636,7 @@ version = "4.9"
 description = "Pure-Python RSA implementation"
 optional = false
 python-versions = ">=3.6,<4"
+groups = ["main"]
 files = [
     {file = "rsa-4.9-py3-none-any.whl", hash = "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7"},
     {file = "rsa-4.9.tar.gz", hash = "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"},
@@ -4452,46 +4647,49 @@ pyasn1 = ">=0.1.3"
 
 [[package]]
 name = "ruff"
-version = "0.11.5"
+version = "0.8.1"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "ruff-0.11.5-py3-none-linux_armv6l.whl", hash = "sha256:2561294e108eb648e50f210671cc56aee590fb6167b594144401532138c66c7b"},
-    {file = "ruff-0.11.5-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:ac12884b9e005c12d0bd121f56ccf8033e1614f736f766c118ad60780882a077"},
-    {file = "ruff-0.11.5-py3-none-macosx_11_0_arm64.whl", hash = "sha256:4bfd80a6ec559a5eeb96c33f832418bf0fb96752de0539905cf7b0cc1d31d779"},
-    {file = "ruff-0.11.5-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0947c0a1afa75dcb5db4b34b070ec2bccee869d40e6cc8ab25aca11a7d527794"},
-    {file = "ruff-0.11.5-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:ad871ff74b5ec9caa66cb725b85d4ef89b53f8170f47c3406e32ef040400b038"},
-    {file = "ruff-0.11.5-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e6cf918390cfe46d240732d4d72fa6e18e528ca1f60e318a10835cf2fa3dc19f"},
-    {file = "ruff-0.11.5-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:56145ee1478582f61c08f21076dc59153310d606ad663acc00ea3ab5b2125f82"},
-    {file = "ruff-0.11.5-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e5f66f8f1e8c9fc594cbd66fbc5f246a8d91f916cb9667e80208663ec3728304"},
-    {file = "ruff-0.11.5-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:80b4df4d335a80315ab9afc81ed1cff62be112bd165e162b5eed8ac55bfc8470"},
-    {file = "ruff-0.11.5-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3068befab73620b8a0cc2431bd46b3cd619bc17d6f7695a3e1bb166b652c382a"},
-    {file = "ruff-0.11.5-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:f5da2e710a9641828e09aa98b92c9ebbc60518fdf3921241326ca3e8f8e55b8b"},
-    {file = "ruff-0.11.5-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:ef39f19cb8ec98cbc762344921e216f3857a06c47412030374fffd413fb8fd3a"},
-    {file = "ruff-0.11.5-py3-none-musllinux_1_2_i686.whl", hash = "sha256:b2a7cedf47244f431fd11aa5a7e2806dda2e0c365873bda7834e8f7d785ae159"},
-    {file = "ruff-0.11.5-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:81be52e7519f3d1a0beadcf8e974715b2dfc808ae8ec729ecfc79bddf8dbb783"},
-    {file = "ruff-0.11.5-py3-none-win32.whl", hash = "sha256:e268da7b40f56e3eca571508a7e567e794f9bfcc0f412c4b607931d3af9c4afe"},
-    {file = "ruff-0.11.5-py3-none-win_amd64.whl", hash = "sha256:6c6dc38af3cfe2863213ea25b6dc616d679205732dc0fb673356c2d69608f800"},
-    {file = "ruff-0.11.5-py3-none-win_arm64.whl", hash = "sha256:67e241b4314f4eacf14a601d586026a962f4002a475aa702c69980a38087aa4e"},
-    {file = "ruff-0.11.5.tar.gz", hash = "sha256:cae2e2439cb88853e421901ec040a758960b576126dab520fa08e9de431d1bef"},
+groups = ["main"]
+markers = "extra == \"dev\""
+files = [
+    {file = "ruff-0.8.1-py3-none-linux_armv6l.whl", hash = "sha256:fae0805bd514066f20309f6742f6ee7904a773eb9e6c17c45d6b1600ca65c9b5"},
+    {file = "ruff-0.8.1-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:b8a4f7385c2285c30f34b200ca5511fcc865f17578383db154e098150ce0a087"},
+    {file = "ruff-0.8.1-py3-none-macosx_11_0_arm64.whl", hash = "sha256:cd054486da0c53e41e0086e1730eb77d1f698154f910e0cd9e0d64274979a209"},
+    {file = "ruff-0.8.1-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2029b8c22da147c50ae577e621a5bfbc5d1fed75d86af53643d7a7aee1d23871"},
+    {file = "ruff-0.8.1-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:2666520828dee7dfc7e47ee4ea0d928f40de72056d929a7c5292d95071d881d1"},
+    {file = "ruff-0.8.1-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:333c57013ef8c97a53892aa56042831c372e0bb1785ab7026187b7abd0135ad5"},
+    {file = "ruff-0.8.1-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:288326162804f34088ac007139488dcb43de590a5ccfec3166396530b58fb89d"},
+    {file = "ruff-0.8.1-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b12c39b9448632284561cbf4191aa1b005882acbc81900ffa9f9f471c8ff7e26"},
+    {file = "ruff-0.8.1-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:364e6674450cbac8e998f7b30639040c99d81dfb5bbc6dfad69bc7a8f916b3d1"},
+    {file = "ruff-0.8.1-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b22346f845fec132aa39cd29acb94451d030c10874408dbf776af3aaeb53284c"},
+    {file = "ruff-0.8.1-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:b2f2f7a7e7648a2bfe6ead4e0a16745db956da0e3a231ad443d2a66a105c04fa"},
+    {file = "ruff-0.8.1-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:adf314fc458374c25c5c4a4a9270c3e8a6a807b1bec018cfa2813d6546215540"},
+    {file = "ruff-0.8.1-py3-none-musllinux_1_2_i686.whl", hash = "sha256:a885d68342a231b5ba4d30b8c6e1b1ee3a65cf37e3d29b3c74069cdf1ee1e3c9"},
+    {file = "ruff-0.8.1-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:d2c16e3508c8cc73e96aa5127d0df8913d2290098f776416a4b157657bee44c5"},
+    {file = "ruff-0.8.1-py3-none-win32.whl", hash = "sha256:93335cd7c0eaedb44882d75a7acb7df4b77cd7cd0d2255c93b28791716e81790"},
+    {file = "ruff-0.8.1-py3-none-win_amd64.whl", hash = "sha256:2954cdbe8dfd8ab359d4a30cd971b589d335a44d444b6ca2cb3d1da21b75e4b6"},
+    {file = "ruff-0.8.1-py3-none-win_arm64.whl", hash = "sha256:55873cc1a473e5ac129d15eccb3c008c096b94809d693fc7053f588b67822737"},
+    {file = "ruff-0.8.1.tar.gz", hash = "sha256:3583db9a6450364ed5ca3f3b4225958b24f78178908d5c4bc0f46251ccca898f"},
 ]
 
 [[package]]
 name = "s3fs"
-version = "2025.3.2"
+version = "2024.10.0"
 description = "Convenient Filesystem interface over S3"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "s3fs-2025.3.2-py3-none-any.whl", hash = "sha256:81eae3f37b4b04bcc08845d7bcc607c6ca45878813ef7e6a28d77b2688417130"},
-    {file = "s3fs-2025.3.2.tar.gz", hash = "sha256:6798f896ec76dd3bfd8beb89f0bb7c5263cb2760e038bae0978505cd172a307c"},
+    {file = "s3fs-2024.10.0-py3-none-any.whl", hash = "sha256:7a2025d60d5b1a6025726b3a5e292a8e5aa713abc3b16fd1f81735181f7bb282"},
+    {file = "s3fs-2024.10.0.tar.gz", hash = "sha256:58b8c3650f8b99dbedf361543da3533aac8707035a104db5d80b094617ad4a3f"},
 ]
 
 [package.dependencies]
 aiobotocore = ">=2.5.4,<3.0.0"
 aiohttp = "<4.0.0a0 || >4.0.0a0,<4.0.0a1 || >4.0.0a1"
-fsspec = "==2025.3.2.*"
+fsspec = "==2024.10.0.*"
 
 [package.extras]
 awscli = ["aiobotocore[awscli] (>=2.5.4,<3.0.0)"]
@@ -4503,6 +4701,7 @@ version = "1.3.13"
 description = "A Python package for exploring and analysing genetic variation data."
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "scikit_allel-1.3.13-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:eb786c909c34b682205c3cacba9b4f0866e658917f30e2f97e1051d9fb2e7ccc"},
     {file = "scikit_allel-1.3.13-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1853068621208fc2d5537e9a5b292aef2d5e8c975fa35f8f810b3174e0226160"},
@@ -4532,66 +4731,54 @@ full = ["h5py", "hmmlearn", "matplotlib", "nose", "numexpr", "pandas", "protopun
 
 [[package]]
 name = "scipy"
-version = "1.15.2"
+version = "1.14.1"
 description = "Fundamental algorithms for scientific computing in Python"
 optional = false
 python-versions = ">=3.10"
-files = [
-    {file = "scipy-1.15.2-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:a2ec871edaa863e8213ea5df811cd600734f6400b4af272e1c011e69401218e9"},
-    {file = "scipy-1.15.2-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:6f223753c6ea76983af380787611ae1291e3ceb23917393079dcc746ba60cfb5"},
-    {file = "scipy-1.15.2-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:ecf797d2d798cf7c838c6d98321061eb3e72a74710e6c40540f0e8087e3b499e"},
-    {file = "scipy-1.15.2-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:9b18aa747da280664642997e65aab1dd19d0c3d17068a04b3fe34e2559196cb9"},
-    {file = "scipy-1.15.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:87994da02e73549dfecaed9e09a4f9d58a045a053865679aeb8d6d43747d4df3"},
-    {file = "scipy-1.15.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:69ea6e56d00977f355c0f84eba69877b6df084516c602d93a33812aa04d90a3d"},
-    {file = "scipy-1.15.2-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:888307125ea0c4466287191e5606a2c910963405ce9671448ff9c81c53f85f58"},
-    {file = "scipy-1.15.2-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:9412f5e408b397ff5641080ed1e798623dbe1ec0d78e72c9eca8992976fa65aa"},
-    {file = "scipy-1.15.2-cp310-cp310-win_amd64.whl", hash = "sha256:b5e025e903b4f166ea03b109bb241355b9c42c279ea694d8864d033727205e65"},
-    {file = "scipy-1.15.2-cp311-cp311-macosx_10_13_x86_64.whl", hash = "sha256:92233b2df6938147be6fa8824b8136f29a18f016ecde986666be5f4d686a91a4"},
-    {file = "scipy-1.15.2-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:62ca1ff3eb513e09ed17a5736929429189adf16d2d740f44e53270cc800ecff1"},
-    {file = "scipy-1.15.2-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:4c6676490ad76d1c2894d77f976144b41bd1a4052107902238047fb6a473e971"},
-    {file = "scipy-1.15.2-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:a8bf5cb4a25046ac61d38f8d3c3426ec11ebc350246a4642f2f315fe95bda655"},
-    {file = "scipy-1.15.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6a8e34cf4c188b6dd004654f88586d78f95639e48a25dfae9c5e34a6dc34547e"},
-    {file = "scipy-1.15.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:28a0d2c2075946346e4408b211240764759e0fabaeb08d871639b5f3b1aca8a0"},
-    {file = "scipy-1.15.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:42dabaaa798e987c425ed76062794e93a243be8f0f20fff6e7a89f4d61cb3d40"},
-    {file = "scipy-1.15.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:6f5e296ec63c5da6ba6fa0343ea73fd51b8b3e1a300b0a8cae3ed4b1122c7462"},
-    {file = "scipy-1.15.2-cp311-cp311-win_amd64.whl", hash = "sha256:597a0c7008b21c035831c39927406c6181bcf8f60a73f36219b69d010aa04737"},
-    {file = "scipy-1.15.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:c4697a10da8f8765bb7c83e24a470da5797e37041edfd77fd95ba3811a47c4fd"},
-    {file = "scipy-1.15.2-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:869269b767d5ee7ea6991ed7e22b3ca1f22de73ab9a49c44bad338b725603301"},
-    {file = "scipy-1.15.2-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:bad78d580270a4d32470563ea86c6590b465cb98f83d760ff5b0990cb5518a93"},
-    {file = "scipy-1.15.2-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:b09ae80010f52efddb15551025f9016c910296cf70adbf03ce2a8704f3a5ad20"},
-    {file = "scipy-1.15.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5a6fd6eac1ce74a9f77a7fc724080d507c5812d61e72bd5e4c489b042455865e"},
-    {file = "scipy-1.15.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2b871df1fe1a3ba85d90e22742b93584f8d2b8e6124f8372ab15c71b73e428b8"},
-    {file = "scipy-1.15.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:03205d57a28e18dfd39f0377d5002725bf1f19a46f444108c29bdb246b6c8a11"},
-    {file = "scipy-1.15.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:601881dfb761311045b03114c5fe718a12634e5608c3b403737ae463c9885d53"},
-    {file = "scipy-1.15.2-cp312-cp312-win_amd64.whl", hash = "sha256:e7c68b6a43259ba0aab737237876e5c2c549a031ddb7abc28c7b47f22e202ded"},
-    {file = "scipy-1.15.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:01edfac9f0798ad6b46d9c4c9ca0e0ad23dbf0b1eb70e96adb9fa7f525eff0bf"},
-    {file = "scipy-1.15.2-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:08b57a9336b8e79b305a143c3655cc5bdbe6d5ece3378578888d2afbb51c4e37"},
-    {file = "scipy-1.15.2-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:54c462098484e7466362a9f1672d20888f724911a74c22ae35b61f9c5919183d"},
-    {file = "scipy-1.15.2-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:cf72ff559a53a6a6d77bd8eefd12a17995ffa44ad86c77a5df96f533d4e6c6bb"},
-    {file = "scipy-1.15.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9de9d1416b3d9e7df9923ab23cd2fe714244af10b763975bea9e4f2e81cebd27"},
-    {file = "scipy-1.15.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fb530e4794fc8ea76a4a21ccb67dea33e5e0e60f07fc38a49e821e1eae3b71a0"},
-    {file = "scipy-1.15.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:5ea7ed46d437fc52350b028b1d44e002646e28f3e8ddc714011aaf87330f2f32"},
-    {file = "scipy-1.15.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:11e7ad32cf184b74380f43d3c0a706f49358b904fa7d5345f16ddf993609184d"},
-    {file = "scipy-1.15.2-cp313-cp313-win_amd64.whl", hash = "sha256:a5080a79dfb9b78b768cebf3c9dcbc7b665c5875793569f48bf0e2b1d7f68f6f"},
-    {file = "scipy-1.15.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:447ce30cee6a9d5d1379087c9e474628dab3db4a67484be1b7dc3196bfb2fac9"},
-    {file = "scipy-1.15.2-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:c90ebe8aaa4397eaefa8455a8182b164a6cc1d59ad53f79943f266d99f68687f"},
-    {file = "scipy-1.15.2-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:def751dd08243934c884a3221156d63e15234a3155cf25978b0a668409d45eb6"},
-    {file = "scipy-1.15.2-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:302093e7dfb120e55515936cb55618ee0b895f8bcaf18ff81eca086c17bd80af"},
-    {file = "scipy-1.15.2-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7cd5b77413e1855351cdde594eca99c1f4a588c2d63711388b6a1f1c01f62274"},
-    {file = "scipy-1.15.2-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6d0194c37037707b2afa7a2f2a924cf7bac3dc292d51b6a925e5fcb89bc5c776"},
-    {file = "scipy-1.15.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:bae43364d600fdc3ac327db99659dcb79e6e7ecd279a75fe1266669d9a652828"},
-    {file = "scipy-1.15.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:f031846580d9acccd0044efd1a90e6f4df3a6e12b4b6bd694a7bc03a89892b28"},
-    {file = "scipy-1.15.2-cp313-cp313t-win_amd64.whl", hash = "sha256:fe8a9eb875d430d81755472c5ba75e84acc980e4a8f6204d402849234d3017db"},
-    {file = "scipy-1.15.2.tar.gz", hash = "sha256:cd58a314d92838f7e6f755c8a2167ead4f27e1fd5c1251fd54289569ef3495ec"},
+groups = ["main"]
+files = [
+    {file = "scipy-1.14.1-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:b28d2ca4add7ac16ae8bb6632a3c86e4b9e4d52d3e34267f6e1b0c1f8d87e389"},
+    {file = "scipy-1.14.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:d0d2821003174de06b69e58cef2316a6622b60ee613121199cb2852a873f8cf3"},
+    {file = "scipy-1.14.1-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:8bddf15838ba768bb5f5083c1ea012d64c9a444e16192762bd858f1e126196d0"},
+    {file = "scipy-1.14.1-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:97c5dddd5932bd2a1a31c927ba5e1463a53b87ca96b5c9bdf5dfd6096e27efc3"},
+    {file = "scipy-1.14.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2ff0a7e01e422c15739ecd64432743cf7aae2b03f3084288f399affcefe5222d"},
+    {file = "scipy-1.14.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8e32dced201274bf96899e6491d9ba3e9a5f6b336708656466ad0522d8528f69"},
+    {file = "scipy-1.14.1-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:8426251ad1e4ad903a4514712d2fa8fdd5382c978010d1c6f5f37ef286a713ad"},
+    {file = "scipy-1.14.1-cp310-cp310-win_amd64.whl", hash = "sha256:a49f6ed96f83966f576b33a44257d869756df6cf1ef4934f59dd58b25e0327e5"},
+    {file = "scipy-1.14.1-cp311-cp311-macosx_10_13_x86_64.whl", hash = "sha256:2da0469a4ef0ecd3693761acbdc20f2fdeafb69e6819cc081308cc978153c675"},
+    {file = "scipy-1.14.1-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:c0ee987efa6737242745f347835da2cc5bb9f1b42996a4d97d5c7ff7928cb6f2"},
+    {file = "scipy-1.14.1-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:3a1b111fac6baec1c1d92f27e76511c9e7218f1695d61b59e05e0fe04dc59617"},
+    {file = "scipy-1.14.1-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:8475230e55549ab3f207bff11ebfc91c805dc3463ef62eda3ccf593254524ce8"},
+    {file = "scipy-1.14.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:278266012eb69f4a720827bdd2dc54b2271c97d84255b2faaa8f161a158c3b37"},
+    {file = "scipy-1.14.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fef8c87f8abfb884dac04e97824b61299880c43f4ce675dd2cbeadd3c9b466d2"},
+    {file = "scipy-1.14.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:b05d43735bb2f07d689f56f7b474788a13ed8adc484a85aa65c0fd931cf9ccd2"},
+    {file = "scipy-1.14.1-cp311-cp311-win_amd64.whl", hash = "sha256:716e389b694c4bb564b4fc0c51bc84d381735e0d39d3f26ec1af2556ec6aad94"},
+    {file = "scipy-1.14.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:631f07b3734d34aced009aaf6fedfd0eb3498a97e581c3b1e5f14a04164a456d"},
+    {file = "scipy-1.14.1-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:af29a935803cc707ab2ed7791c44288a682f9c8107bc00f0eccc4f92c08d6e07"},
+    {file = "scipy-1.14.1-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:2843f2d527d9eebec9a43e6b406fb7266f3af25a751aa91d62ff416f54170bc5"},
+    {file = "scipy-1.14.1-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:eb58ca0abd96911932f688528977858681a59d61a7ce908ffd355957f7025cfc"},
+    {file = "scipy-1.14.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:30ac8812c1d2aab7131a79ba62933a2a76f582d5dbbc695192453dae67ad6310"},
+    {file = "scipy-1.14.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8f9ea80f2e65bdaa0b7627fb00cbeb2daf163caa015e59b7516395fe3bd1e066"},
+    {file = "scipy-1.14.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:edaf02b82cd7639db00dbff629995ef185c8df4c3ffa71a5562a595765a06ce1"},
+    {file = "scipy-1.14.1-cp312-cp312-win_amd64.whl", hash = "sha256:2ff38e22128e6c03ff73b6bb0f85f897d2362f8c052e3b8ad00532198fbdae3f"},
+    {file = "scipy-1.14.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:1729560c906963fc8389f6aac023739ff3983e727b1a4d87696b7bf108316a79"},
+    {file = "scipy-1.14.1-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:4079b90df244709e675cdc8b93bfd8a395d59af40b72e339c2287c91860deb8e"},
+    {file = "scipy-1.14.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:e0cf28db0f24a38b2a0ca33a85a54852586e43cf6fd876365c86e0657cfe7d73"},
+    {file = "scipy-1.14.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:0c2f95de3b04e26f5f3ad5bb05e74ba7f68b837133a4492414b3afd79dfe540e"},
+    {file = "scipy-1.14.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b99722ea48b7ea25e8e015e8341ae74624f72e5f21fc2abd45f3a93266de4c5d"},
+    {file = "scipy-1.14.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5149e3fd2d686e42144a093b206aef01932a0059c2a33ddfa67f5f035bdfe13e"},
+    {file = "scipy-1.14.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:e4f5a7c49323533f9103d4dacf4e4f07078f360743dec7f7596949149efeec06"},
+    {file = "scipy-1.14.1-cp313-cp313-win_amd64.whl", hash = "sha256:baff393942b550823bfce952bb62270ee17504d02a1801d7fd0719534dfb9c84"},
+    {file = "scipy-1.14.1.tar.gz", hash = "sha256:5a275584e726026a5699459aa72f828a610821006228e841b94275c4a7c08417"},
 ]
 
 [package.dependencies]
-numpy = ">=1.23.5,<2.5"
+numpy = ">=1.23.5,<2.3"
 
 [package.extras]
 dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodestyle", "pydevtool", "rich-click", "ruff (>=0.0.292)", "types-psutil", "typing_extensions"]
-doc = ["intersphinx_registry", "jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.16.5)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<8.0.0)", "sphinx-copybutton", "sphinx-design (>=0.4.0)"]
-test = ["Cython", "array-api-strict (>=2.0,<2.1.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+doc = ["jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.13.1)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<=7.3.7)", "sphinx-design (>=0.4.0)"]
+test = ["Cython", "array-api-strict (>=2.0)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja ; sys_platform != \"emscripten\"", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "send2trash"
@@ -4599,45 +4786,49 @@ version = "1.8.3"
 description = "Send file to trash natively under Mac OS X, Windows and Linux"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "Send2Trash-1.8.3-py3-none-any.whl", hash = "sha256:0c31227e0bd08961c7665474a3d1ef7193929fedda4233843689baa056be46c9"},
     {file = "Send2Trash-1.8.3.tar.gz", hash = "sha256:b18e7a3966d99871aefeb00cfbcfdced55ce4871194810fc71f4aa484b953abf"},
 ]
 
 [package.extras]
-nativelib = ["pyobjc-framework-Cocoa", "pywin32"]
-objc = ["pyobjc-framework-Cocoa"]
-win32 = ["pywin32"]
+nativelib = ["pyobjc-framework-Cocoa ; sys_platform == \"darwin\"", "pywin32 ; sys_platform == \"win32\""]
+objc = ["pyobjc-framework-Cocoa ; sys_platform == \"darwin\""]
+win32 = ["pywin32 ; sys_platform == \"win32\""]
 
 [[package]]
 name = "setuptools"
-version = "78.1.0"
+version = "75.6.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
-    {file = "setuptools-78.1.0-py3-none-any.whl", hash = "sha256:3e386e96793c8702ae83d17b853fb93d3e09ef82ec62722e61da5cd22376dcd8"},
-    {file = "setuptools-78.1.0.tar.gz", hash = "sha256:18fd474d4a82a5f83dac888df697af65afa82dec7323d09c3e37d1f14288da54"},
+    {file = "setuptools-75.6.0-py3-none-any.whl", hash = "sha256:ce74b49e8f7110f9bf04883b730f4765b774ef3ef28f722cce7c273d253aaf7d"},
+    {file = "setuptools-75.6.0.tar.gz", hash = "sha256:8199222558df7c86216af4f84c30e9b34a61d8ba19366cc914424cdbd28252f6"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"]
-core = ["importlib_metadata (>=6)", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "ruff (>=0.7.0) ; sys_platform != \"cygwin\""]
+core = ["importlib_metadata (>=6) ; python_version < \"3.10\"", "jaraco.collections", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1) ; python_version < \"3.11\"", "wheel (>=0.43.0)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
-type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf ; sys_platform != \"cygwin\"", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib_metadata (>=7.0.2) ; python_version < \"3.10\"", "jaraco.develop (>=7.21) ; sys_platform != \"cygwin\"", "mypy (>=1.12,<1.14)", "pytest-mypy"]
 
 [[package]]
 name = "six"
-version = "1.17.0"
+version = "1.16.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+groups = ["main"]
 files = [
-    {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
-    {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
+    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
+    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
 ]
 
 [[package]]
@@ -4646,6 +4837,8 @@ version = "2.2.2"
 description = "A web-based viewer for Python profiler output"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "snakeviz-2.2.2-py3-none-any.whl", hash = "sha256:77e7b9c82f6152edc330040319b97612351cd9b48c706434c535c2df31d10ac5"},
     {file = "snakeviz-2.2.2.tar.gz", hash = "sha256:08028c6f8e34a032ff14757a38424770abb8662fb2818985aeea0d9bc13a7d83"},
@@ -4660,6 +4853,8 @@ version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -4671,6 +4866,8 @@ version = "2.2.0"
 description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms."
 optional = false
 python-versions = "*"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "snowballstemmer-2.2.0-py2.py3-none-any.whl", hash = "sha256:c8e1716e83cc398ae16824e5572ae04e0d9fc2c6b985fb0f900f5f0c96ecba1a"},
     {file = "snowballstemmer-2.2.0.tar.gz", hash = "sha256:09b16deb8547d3412ad7b590689584cd0fe25ec8db3be37788be3810cbf19cb1"},
@@ -4682,6 +4879,7 @@ version = "2.4.0"
 description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "sortedcontainers-2.4.0-py2.py3-none-any.whl", hash = "sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0"},
     {file = "sortedcontainers-2.4.0.tar.gz", hash = "sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88"},
@@ -4693,6 +4891,8 @@ version = "2.6"
 description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "soupsieve-2.6-py3-none-any.whl", hash = "sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9"},
     {file = "soupsieve-2.6.tar.gz", hash = "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb"},
@@ -4704,6 +4904,8 @@ version = "8.1.3"
 description = "Python documentation generator"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "sphinx-8.1.3-py3-none-any.whl", hash = "sha256:09719015511837b76bf6e03e42eb7595ac8c2e41eeb9c29c5b755c6b677992a2"},
     {file = "sphinx-8.1.3.tar.gz", hash = "sha256:43c1911eecb0d3e161ad78611bc905d1ad0e523e4ddc202a58a821773dc4c927"},
@@ -4739,6 +4941,8 @@ version = "0.6.1"
 description = "A sphinx extension for designing beautiful, view size responsive web components."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "sphinx_design-0.6.1-py3-none-any.whl", hash = "sha256:b11f37db1a802a183d61b159d9a202314d4d2fe29c163437001324fe2f19549c"},
     {file = "sphinx_design-0.6.1.tar.gz", hash = "sha256:b44eea3719386d04d765c1a8257caca2b3e6f8421d7b3a5e742c0fd45f84e632"},
@@ -4764,6 +4968,8 @@ version = "2.0.0"
 description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "sphinxcontrib_applehelp-2.0.0-py3-none-any.whl", hash = "sha256:4cd3f0ec4ac5dd9c17ec65e9ab272c9b867ea77425228e68ecf08d6b28ddbdb5"},
     {file = "sphinxcontrib_applehelp-2.0.0.tar.gz", hash = "sha256:2f29ef331735ce958efa4734873f084941970894c6090408b079c61b2e1c06d1"},
@@ -4780,6 +4986,8 @@ version = "2.0.0"
 description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "sphinxcontrib_devhelp-2.0.0-py3-none-any.whl", hash = "sha256:aefb8b83854e4b0998877524d1029fd3e6879210422ee3780459e28a1f03a8a2"},
     {file = "sphinxcontrib_devhelp-2.0.0.tar.gz", hash = "sha256:411f5d96d445d1d73bb5d52133377b4248ec79db5c793ce7dbe59e074b4dd1ad"},
@@ -4796,6 +5004,8 @@ version = "2.1.0"
 description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "sphinxcontrib_htmlhelp-2.1.0-py3-none-any.whl", hash = "sha256:166759820b47002d22914d64a075ce08f4c46818e17cfc9470a9786b759b19f8"},
     {file = "sphinxcontrib_htmlhelp-2.1.0.tar.gz", hash = "sha256:c9e2916ace8aad64cc13a0d233ee22317f2b9025b9cf3295249fa985cc7082e9"},
@@ -4812,6 +5022,8 @@ version = "1.0.1"
 description = "A sphinx extension which renders display math in HTML via JavaScript"
 optional = false
 python-versions = ">=3.5"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "sphinxcontrib-jsmath-1.0.1.tar.gz", hash = "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8"},
     {file = "sphinxcontrib_jsmath-1.0.1-py2.py3-none-any.whl", hash = "sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178"},
@@ -4826,6 +5038,8 @@ version = "2.0.0"
 description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "sphinxcontrib_qthelp-2.0.0-py3-none-any.whl", hash = "sha256:b18a828cdba941ccd6ee8445dbe72ffa3ef8cbe7505d8cd1fa0d42d3f2d5f3eb"},
     {file = "sphinxcontrib_qthelp-2.0.0.tar.gz", hash = "sha256:4fe7d0ac8fc171045be623aba3e2a8f613f8682731f9153bb2e40ece16b9bbab"},
@@ -4842,6 +5056,8 @@ version = "2.0.0"
 description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "sphinxcontrib_serializinghtml-2.0.0-py3-none-any.whl", hash = "sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331"},
     {file = "sphinxcontrib_serializinghtml-2.0.0.tar.gz", hash = "sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d"},
@@ -4858,6 +5074,7 @@ version = "0.6.3"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
     {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
@@ -4877,6 +5094,7 @@ version = "0.14.4"
 description = "Statistical computations and models for Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "statsmodels-0.14.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7a62f1fc9086e4b7ee789a6f66b3c0fc82dd8de1edda1522d30901a0aa45e42b"},
     {file = "statsmodels-0.14.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:46ac7ddefac0c9b7b607eed1d47d11e26fe92a1bc1f4d9af48aeed4e21e87981"},
@@ -4919,26 +5137,44 @@ scipy = ">=1.8,<1.9.2 || >1.9.2"
 
 [package.extras]
 build = ["cython (>=3.0.10)"]
-develop = ["colorama", "cython (>=3.0.10)", "cython (>=3.0.10,<4)", "flake8", "isort", "joblib", "matplotlib (>=3)", "pytest (>=7.3.0,<8)", "pytest-cov", "pytest-randomly", "pytest-xdist", "pywinpty", "setuptools-scm[toml] (>=8.0,<9.0)"]
+develop = ["colorama", "cython (>=3.0.10)", "cython (>=3.0.10,<4)", "flake8", "isort", "joblib", "matplotlib (>=3)", "pytest (>=7.3.0,<8)", "pytest-cov", "pytest-randomly", "pytest-xdist", "pywinpty ; os_name == \"nt\"", "setuptools-scm[toml] (>=8.0,<9.0)"]
 docs = ["ipykernel", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "numpydoc", "pandas-datareader", "sphinx"]
 
 [[package]]
 name = "tblib"
-version = "3.1.0"
+version = "3.0.0"
 description = "Traceback serialization library."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "tblib-3.1.0-py3-none-any.whl", hash = "sha256:670bb4582578134b3d81a84afa1b016128b429f3d48e6cbbaecc9d15675e984e"},
-    {file = "tblib-3.1.0.tar.gz", hash = "sha256:06404c2c9f07f66fee2d7d6ad43accc46f9c3361714d9b8426e7f47e595cd652"},
+    {file = "tblib-3.0.0-py3-none-any.whl", hash = "sha256:80a6c77e59b55e83911e1e607c649836a69c103963c5f28a46cbeef44acf8129"},
+    {file = "tblib-3.0.0.tar.gz", hash = "sha256:93622790a0a29e04f0346458face1e144dc4d32f493714c6c3dff82a4adb77e6"},
 ]
 
+[[package]]
+name = "tenacity"
+version = "9.0.0"
+description = "Retry code until it succeeds"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "tenacity-9.0.0-py3-none-any.whl", hash = "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"},
+    {file = "tenacity-9.0.0.tar.gz", hash = "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b"},
+]
+
+[package.extras]
+doc = ["reno", "sphinx"]
+test = ["pytest", "tornado (>=4.5)", "typeguard"]
+
 [[package]]
 name = "termcolor"
 version = "2.3.0"
 description = "ANSI color formatting for output in terminal"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "termcolor-2.3.0-py3-none-any.whl", hash = "sha256:3afb05607b89aed0ffe25202399ee0867ad4d3cb4180d98aaf8eefa6a5f7d475"},
     {file = "termcolor-2.3.0.tar.gz", hash = "sha256:b5b08f68937f138fe92f6c089b99f1e2da0ae56c52b78bf7075fd95420fd9a5a"},
@@ -4953,6 +5189,8 @@ version = "0.18.1"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "terminado-0.18.1-py3-none-any.whl", hash = "sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0"},
     {file = "terminado-0.18.1.tar.gz", hash = "sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e"},
@@ -4974,6 +5212,8 @@ version = "1.4.0"
 description = "A tiny CSS parser"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "tinycss2-1.4.0-py3-none-any.whl", hash = "sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289"},
     {file = "tinycss2-1.4.0.tar.gz", hash = "sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7"},
@@ -4992,6 +5232,8 @@ version = "2.2.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\" and python_version == \"3.10\""
 files = [
     {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
     {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"},
@@ -5033,6 +5275,7 @@ version = "1.0.0"
 description = "List processing tools and functional utilities"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "toolz-1.0.0-py3-none-any.whl", hash = "sha256:292c8f1c4e7516bf9086f8850935c799a874039c8bcf959d47b600e4c44a6236"},
     {file = "toolz-1.0.0.tar.gz", hash = "sha256:2c86e3d9a04798ac556793bced838816296a2f085017664e4995cb40a1047a02"},
@@ -5044,6 +5287,7 @@ version = "6.4.2"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "tornado-6.4.2-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e828cce1123e9e44ae2a50a9de3055497ab1d0aeb440c5ac23064d9e44880da1"},
     {file = "tornado-6.4.2-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:072ce12ada169c5b00b7d92a99ba089447ccc993ea2143c9ede887e0937aa803"},
@@ -5064,6 +5308,7 @@ version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
     {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -5085,6 +5330,7 @@ version = "5.14.3"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
     {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
@@ -5100,6 +5346,7 @@ version = "0.2.1"
 description = "Scipy trait types"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "traittypes-0.2.1-py2.py3-none-any.whl", hash = "sha256:1340af133810b6eee1a2eb2e988f862b0d12b6c2d16f282aaf3207b782134c2e"},
     {file = "traittypes-0.2.1.tar.gz", hash = "sha256:be6fa26294733e7489822ded4ae25da5b4824a8a7a0e0c2dccfde596e3489bd6"},
@@ -5113,64 +5360,71 @@ test = ["numpy", "pandas", "pytest", "xarray"]
 
 [[package]]
 name = "typeguard"
-version = "4.4.2"
+version = "4.4.1"
 description = "Run-time type checker for Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
-    {file = "typeguard-4.4.2-py3-none-any.whl", hash = "sha256:77a78f11f09777aeae7fa08585f33b5f4ef0e7335af40005b0c422ed398ff48c"},
-    {file = "typeguard-4.4.2.tar.gz", hash = "sha256:a6f1065813e32ef365bc3b3f503af8a96f9dd4e0033a02c28c4a4983de8c6c49"},
+    {file = "typeguard-4.4.1-py3-none-any.whl", hash = "sha256:9324ec07a27ec67fc54a9c063020ca4c0ae6abad5e9f0f9804ca59aee68c6e21"},
+    {file = "typeguard-4.4.1.tar.gz", hash = "sha256:0d22a89d00b453b47c49875f42b6601b961757541a2e1e0ef517b6e24213c21b"},
 ]
 
 [package.dependencies]
-typing_extensions = ">=4.10.0"
+typing-extensions = ">=4.10.0"
 
 [package.extras]
 doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.3.0)"]
-test = ["coverage[toml] (>=7)", "mypy (>=1.2.0)", "pytest (>=7)"]
+test = ["coverage[toml] (>=7)", "mypy (>=1.2.0) ; platform_python_implementation != \"PyPy\"", "pytest (>=7)"]
 
 [[package]]
 name = "types-python-dateutil"
-version = "2.9.0.20241206"
+version = "2.9.0.20241003"
 description = "Typing stubs for python-dateutil"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "types_python_dateutil-2.9.0.20241206-py3-none-any.whl", hash = "sha256:e248a4bc70a486d3e3ec84d0dc30eec3a5f979d6e7ee4123ae043eedbb987f53"},
-    {file = "types_python_dateutil-2.9.0.20241206.tar.gz", hash = "sha256:18f493414c26ffba692a72369fea7a154c502646301ebfe3d56a04b3767284cb"},
+    {file = "types-python-dateutil-2.9.0.20241003.tar.gz", hash = "sha256:58cb85449b2a56d6684e41aeefb4c4280631246a0da1a719bdbe6f3fb0317446"},
+    {file = "types_python_dateutil-2.9.0.20241003-py3-none-any.whl", hash = "sha256:250e1d8e80e7bbc3a6c99b907762711d1a1cdd00e978ad39cb5940f6f0a87f3d"},
 ]
 
 [[package]]
 name = "types-pytz"
-version = "2025.2.0.20250326"
+version = "2024.2.0.20241003"
 description = "Typing stubs for pytz"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "types_pytz-2025.2.0.20250326-py3-none-any.whl", hash = "sha256:3c397fd1b845cd2b3adc9398607764ced9e578a98a5d1fbb4a9bc9253edfb162"},
-    {file = "types_pytz-2025.2.0.20250326.tar.gz", hash = "sha256:deda02de24f527066fc8d6a19e284ab3f3ae716a42b4adb6b40e75e408c08d36"},
+    {file = "types-pytz-2024.2.0.20241003.tar.gz", hash = "sha256:575dc38f385a922a212bac00a7d6d2e16e141132a3c955078f4a4fd13ed6cb44"},
+    {file = "types_pytz-2024.2.0.20241003-py3-none-any.whl", hash = "sha256:3e22df1336c0c6ad1d29163c8fda82736909eb977281cb823c57f8bae07118b7"},
 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.13.2"
+version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c"},
-    {file = "typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"},
+    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
+    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
 [[package]]
 name = "tzdata"
-version = "2025.2"
+version = "2024.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
+groups = ["main"]
 files = [
-    {file = "tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8"},
-    {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
+    {file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"},
+    {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
 ]
 
 [[package]]
@@ -5179,6 +5433,8 @@ version = "1.3.0"
 description = "RFC 6570 URI Template Processor"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "uri-template-1.3.0.tar.gz", hash = "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7"},
     {file = "uri_template-1.3.0-py3-none-any.whl", hash = "sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363"},
@@ -5189,30 +5445,33 @@ dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake
 
 [[package]]
 name = "urllib3"
-version = "2.4.0"
+version = "2.2.3"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "urllib3-2.4.0-py3-none-any.whl", hash = "sha256:4e16665048960a0900c702d4a66415956a584919c03361cac9f1df5c5dd7e813"},
-    {file = "urllib3-2.4.0.tar.gz", hash = "sha256:414bc6535b787febd7567804cc015fee39daab8ad86268f1310a9250697de466"},
+    {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"},
+    {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.30.0"
+version = "20.28.0"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
-    {file = "virtualenv-20.30.0-py3-none-any.whl", hash = "sha256:e34302959180fca3af42d1800df014b35019490b119eba981af27f2fa486e5d6"},
-    {file = "virtualenv-20.30.0.tar.gz", hash = "sha256:800863162bcaa5450a6e4d721049730e7f2dae07720e0902b0e4040bd6f9ada8"},
+    {file = "virtualenv-20.28.0-py3-none-any.whl", hash = "sha256:23eae1b4516ecd610481eda647f3a7c09aea295055337331bb4e6892ecce47b0"},
+    {file = "virtualenv-20.28.0.tar.gz", hash = "sha256:2c9c3262bb8e7b87ea801d715fae4495e6032450c71d2309be9550e7364049aa"},
 ]
 
 [package.dependencies]
@@ -5222,7 +5481,7 @@ platformdirs = ">=3.9.1,<5"
 
 [package.extras]
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
-test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\" or platform_python_implementation == \"CPython\" and sys_platform == \"win32\" and python_version >= \"3.13\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""]
 
 [[package]]
 name = "wcwidth"
@@ -5230,6 +5489,7 @@ version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
@@ -5241,6 +5501,8 @@ version = "24.11.1"
 description = "A library for working with the color formats defined by HTML and CSS."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "webcolors-24.11.1-py3-none-any.whl", hash = "sha256:515291393b4cdf0eb19c155749a096f779f7d909f7cceea072791cb9095b92e9"},
     {file = "webcolors-24.11.1.tar.gz", hash = "sha256:ecb3d768f32202af770477b8b65f318fa4f566c22948673a977b00d589dd80f6"},
@@ -5252,6 +5514,8 @@ version = "0.5.1"
 description = "Character encoding aliases for legacy web content"
 optional = false
 python-versions = "*"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
@@ -5263,6 +5527,8 @@ version = "1.8.0"
 description = "WebSocket client for Python with low level API options"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"dev\""
 files = [
     {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"},
     {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"},
@@ -5279,6 +5545,7 @@ version = "3.0.6"
 description = "The comprehensive WSGI web application library."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "werkzeug-3.0.6-py3-none-any.whl", hash = "sha256:1bc0c2310d2fbb07b1dd1105eba2f7af72f322e1e455f2f93c993bee8c8a5f17"},
     {file = "werkzeug-3.0.6.tar.gz", hash = "sha256:a8dd59d4de28ca70471a34cba79bed5f7ef2e036a76b3ab0835474246eb41f8d"},
@@ -5292,112 +5559,101 @@ watchdog = ["watchdog (>=2.3)"]
 
 [[package]]
 name = "widgetsnbextension"
-version = "4.0.14"
+version = "4.0.13"
 description = "Jupyter interactive widgets for Jupyter Notebook"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
-    {file = "widgetsnbextension-4.0.14-py3-none-any.whl", hash = "sha256:4875a9eaf72fbf5079dc372a51a9f268fc38d46f767cbf85c43a36da5cb9b575"},
-    {file = "widgetsnbextension-4.0.14.tar.gz", hash = "sha256:a3629b04e3edb893212df862038c7232f62973373869db5084aed739b437b5af"},
+    {file = "widgetsnbextension-4.0.13-py3-none-any.whl", hash = "sha256:74b2692e8500525cc38c2b877236ba51d34541e6385eeed5aec15a70f88a6c71"},
+    {file = "widgetsnbextension-4.0.13.tar.gz", hash = "sha256:ffcb67bc9febd10234a362795f643927f4e0c05d9342c727b65d2384f8feacb6"},
 ]
 
 [[package]]
 name = "wrapt"
-version = "1.17.2"
+version = "1.17.0"
 description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.8"
-files = [
-    {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3d57c572081fed831ad2d26fd430d565b76aa277ed1d30ff4d40670b1c0dd984"},
-    {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b5e251054542ae57ac7f3fba5d10bfff615b6c2fb09abeb37d2f1463f841ae22"},
-    {file = "wrapt-1.17.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:80dd7db6a7cb57ffbc279c4394246414ec99537ae81ffd702443335a61dbf3a7"},
-    {file = "wrapt-1.17.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0a6e821770cf99cc586d33833b2ff32faebdbe886bd6322395606cf55153246c"},
-    {file = "wrapt-1.17.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b60fb58b90c6d63779cb0c0c54eeb38941bae3ecf7a73c764c52c88c2dcb9d72"},
-    {file = "wrapt-1.17.2-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b870b5df5b71d8c3359d21be8f0d6c485fa0ebdb6477dda51a1ea54a9b558061"},
-    {file = "wrapt-1.17.2-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:4011d137b9955791f9084749cba9a367c68d50ab8d11d64c50ba1688c9b457f2"},
-    {file = "wrapt-1.17.2-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:1473400e5b2733e58b396a04eb7f35f541e1fb976d0c0724d0223dd607e0f74c"},
-    {file = "wrapt-1.17.2-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:3cedbfa9c940fdad3e6e941db7138e26ce8aad38ab5fe9dcfadfed9db7a54e62"},
-    {file = "wrapt-1.17.2-cp310-cp310-win32.whl", hash = "sha256:582530701bff1dec6779efa00c516496968edd851fba224fbd86e46cc6b73563"},
-    {file = "wrapt-1.17.2-cp310-cp310-win_amd64.whl", hash = "sha256:58705da316756681ad3c9c73fd15499aa4d8c69f9fd38dc8a35e06c12468582f"},
-    {file = "wrapt-1.17.2-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:ff04ef6eec3eee8a5efef2401495967a916feaa353643defcc03fc74fe213b58"},
-    {file = "wrapt-1.17.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:4db983e7bca53819efdbd64590ee96c9213894272c776966ca6306b73e4affda"},
-    {file = "wrapt-1.17.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:9abc77a4ce4c6f2a3168ff34b1da9b0f311a8f1cfd694ec96b0603dff1c79438"},
-    {file = "wrapt-1.17.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0b929ac182f5ace000d459c59c2c9c33047e20e935f8e39371fa6e3b85d56f4a"},
-    {file = "wrapt-1.17.2-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f09b286faeff3c750a879d336fb6d8713206fc97af3adc14def0cdd349df6000"},
-    {file = "wrapt-1.17.2-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1a7ed2d9d039bd41e889f6fb9364554052ca21ce823580f6a07c4ec245c1f5d6"},
-    {file = "wrapt-1.17.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:129a150f5c445165ff941fc02ee27df65940fcb8a22a61828b1853c98763a64b"},
-    {file = "wrapt-1.17.2-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:1fb5699e4464afe5c7e65fa51d4f99e0b2eadcc176e4aa33600a3df7801d6662"},
-    {file = "wrapt-1.17.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:9a2bce789a5ea90e51a02dfcc39e31b7f1e662bc3317979aa7e5538e3a034f72"},
-    {file = "wrapt-1.17.2-cp311-cp311-win32.whl", hash = "sha256:4afd5814270fdf6380616b321fd31435a462019d834f83c8611a0ce7484c7317"},
-    {file = "wrapt-1.17.2-cp311-cp311-win_amd64.whl", hash = "sha256:acc130bc0375999da18e3d19e5a86403667ac0c4042a094fefb7eec8ebac7cf3"},
-    {file = "wrapt-1.17.2-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:d5e2439eecc762cd85e7bd37161d4714aa03a33c5ba884e26c81559817ca0925"},
-    {file = "wrapt-1.17.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:3fc7cb4c1c744f8c05cd5f9438a3caa6ab94ce8344e952d7c45a8ed59dd88392"},
-    {file = "wrapt-1.17.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:8fdbdb757d5390f7c675e558fd3186d590973244fab0c5fe63d373ade3e99d40"},
-    {file = "wrapt-1.17.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5bb1d0dbf99411f3d871deb6faa9aabb9d4e744d67dcaaa05399af89d847a91d"},
-    {file = "wrapt-1.17.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d18a4865f46b8579d44e4fe1e2bcbc6472ad83d98e22a26c963d46e4c125ef0b"},
-    {file = "wrapt-1.17.2-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc570b5f14a79734437cb7b0500376b6b791153314986074486e0b0fa8d71d98"},
-    {file = "wrapt-1.17.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:6d9187b01bebc3875bac9b087948a2bccefe464a7d8f627cf6e48b1bbae30f82"},
-    {file = "wrapt-1.17.2-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:9e8659775f1adf02eb1e6f109751268e493c73716ca5761f8acb695e52a756ae"},
-    {file = "wrapt-1.17.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e8b2816ebef96d83657b56306152a93909a83f23994f4b30ad4573b00bd11bb9"},
-    {file = "wrapt-1.17.2-cp312-cp312-win32.whl", hash = "sha256:468090021f391fe0056ad3e807e3d9034e0fd01adcd3bdfba977b6fdf4213ea9"},
-    {file = "wrapt-1.17.2-cp312-cp312-win_amd64.whl", hash = "sha256:ec89ed91f2fa8e3f52ae53cd3cf640d6feff92ba90d62236a81e4e563ac0e991"},
-    {file = "wrapt-1.17.2-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:6ed6ffac43aecfe6d86ec5b74b06a5be33d5bb9243d055141e8cabb12aa08125"},
-    {file = "wrapt-1.17.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:35621ae4c00e056adb0009f8e86e28eb4a41a4bfa8f9bfa9fca7d343fe94f998"},
-    {file = "wrapt-1.17.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:a604bf7a053f8362d27eb9fefd2097f82600b856d5abe996d623babd067b1ab5"},
-    {file = "wrapt-1.17.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5cbabee4f083b6b4cd282f5b817a867cf0b1028c54d445b7ec7cfe6505057cf8"},
-    {file = "wrapt-1.17.2-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:49703ce2ddc220df165bd2962f8e03b84c89fee2d65e1c24a7defff6f988f4d6"},
-    {file = "wrapt-1.17.2-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8112e52c5822fc4253f3901b676c55ddf288614dc7011634e2719718eaa187dc"},
-    {file = "wrapt-1.17.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:9fee687dce376205d9a494e9c121e27183b2a3df18037f89d69bd7b35bcf59e2"},
-    {file = "wrapt-1.17.2-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:18983c537e04d11cf027fbb60a1e8dfd5190e2b60cc27bc0808e653e7b218d1b"},
-    {file = "wrapt-1.17.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:703919b1633412ab54bcf920ab388735832fdcb9f9a00ae49387f0fe67dad504"},
-    {file = "wrapt-1.17.2-cp313-cp313-win32.whl", hash = "sha256:abbb9e76177c35d4e8568e58650aa6926040d6a9f6f03435b7a522bf1c487f9a"},
-    {file = "wrapt-1.17.2-cp313-cp313-win_amd64.whl", hash = "sha256:69606d7bb691b50a4240ce6b22ebb319c1cfb164e5f6569835058196e0f3a845"},
-    {file = "wrapt-1.17.2-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:4a721d3c943dae44f8e243b380cb645a709ba5bd35d3ad27bc2ed947e9c68192"},
-    {file = "wrapt-1.17.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:766d8bbefcb9e00c3ac3b000d9acc51f1b399513f44d77dfe0eb026ad7c9a19b"},
-    {file = "wrapt-1.17.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:e496a8ce2c256da1eb98bd15803a79bee00fc351f5dfb9ea82594a3f058309e0"},
-    {file = "wrapt-1.17.2-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:40d615e4fe22f4ad3528448c193b218e077656ca9ccb22ce2cb20db730f8d306"},
-    {file = "wrapt-1.17.2-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a5aaeff38654462bc4b09023918b7f21790efb807f54c000a39d41d69cf552cb"},
-    {file = "wrapt-1.17.2-cp313-cp313t-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9a7d15bbd2bc99e92e39f49a04653062ee6085c0e18b3b7512a4f2fe91f2d681"},
-    {file = "wrapt-1.17.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:e3890b508a23299083e065f435a492b5435eba6e304a7114d2f919d400888cc6"},
-    {file = "wrapt-1.17.2-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:8c8b293cd65ad716d13d8dd3624e42e5a19cc2a2f1acc74b30c2c13f15cb61a6"},
-    {file = "wrapt-1.17.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:4c82b8785d98cdd9fed4cac84d765d234ed3251bd6afe34cb7ac523cb93e8b4f"},
-    {file = "wrapt-1.17.2-cp313-cp313t-win32.whl", hash = "sha256:13e6afb7fe71fe7485a4550a8844cc9ffbe263c0f1a1eea569bc7091d4898555"},
-    {file = "wrapt-1.17.2-cp313-cp313t-win_amd64.whl", hash = "sha256:eaf675418ed6b3b31c7a989fd007fa7c3be66ce14e5c3b27336383604c9da85c"},
-    {file = "wrapt-1.17.2-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:5c803c401ea1c1c18de70a06a6f79fcc9c5acfc79133e9869e730ad7f8ad8ef9"},
-    {file = "wrapt-1.17.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:f917c1180fdb8623c2b75a99192f4025e412597c50b2ac870f156de8fb101119"},
-    {file = "wrapt-1.17.2-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:ecc840861360ba9d176d413a5489b9a0aff6d6303d7e733e2c4623cfa26904a6"},
-    {file = "wrapt-1.17.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bb87745b2e6dc56361bfde481d5a378dc314b252a98d7dd19a651a3fa58f24a9"},
-    {file = "wrapt-1.17.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:58455b79ec2661c3600e65c0a716955adc2410f7383755d537584b0de41b1d8a"},
-    {file = "wrapt-1.17.2-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b4e42a40a5e164cbfdb7b386c966a588b1047558a990981ace551ed7e12ca9c2"},
-    {file = "wrapt-1.17.2-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:91bd7d1773e64019f9288b7a5101f3ae50d3d8e6b1de7edee9c2ccc1d32f0c0a"},
-    {file = "wrapt-1.17.2-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:bb90fb8bda722a1b9d48ac1e6c38f923ea757b3baf8ebd0c82e09c5c1a0e7a04"},
-    {file = "wrapt-1.17.2-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:08e7ce672e35efa54c5024936e559469436f8b8096253404faeb54d2a878416f"},
-    {file = "wrapt-1.17.2-cp38-cp38-win32.whl", hash = "sha256:410a92fefd2e0e10d26210e1dfb4a876ddaf8439ef60d6434f21ef8d87efc5b7"},
-    {file = "wrapt-1.17.2-cp38-cp38-win_amd64.whl", hash = "sha256:95c658736ec15602da0ed73f312d410117723914a5c91a14ee4cdd72f1d790b3"},
-    {file = "wrapt-1.17.2-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:99039fa9e6306880572915728d7f6c24a86ec57b0a83f6b2491e1d8ab0235b9a"},
-    {file = "wrapt-1.17.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:2696993ee1eebd20b8e4ee4356483c4cb696066ddc24bd70bcbb80fa56ff9061"},
-    {file = "wrapt-1.17.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:612dff5db80beef9e649c6d803a8d50c409082f1fedc9dbcdfde2983b2025b82"},
-    {file = "wrapt-1.17.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:62c2caa1585c82b3f7a7ab56afef7b3602021d6da34fbc1cf234ff139fed3cd9"},
-    {file = "wrapt-1.17.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c958bcfd59bacc2d0249dcfe575e71da54f9dcf4a8bdf89c4cb9a68a1170d73f"},
-    {file = "wrapt-1.17.2-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fc78a84e2dfbc27afe4b2bd7c80c8db9bca75cc5b85df52bfe634596a1da846b"},
-    {file = "wrapt-1.17.2-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:ba0f0eb61ef00ea10e00eb53a9129501f52385c44853dbd6c4ad3f403603083f"},
-    {file = "wrapt-1.17.2-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:1e1fe0e6ab7775fd842bc39e86f6dcfc4507ab0ffe206093e76d61cde37225c8"},
-    {file = "wrapt-1.17.2-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:c86563182421896d73858e08e1db93afdd2b947a70064b813d515d66549e15f9"},
-    {file = "wrapt-1.17.2-cp39-cp39-win32.whl", hash = "sha256:f393cda562f79828f38a819f4788641ac7c4085f30f1ce1a68672baa686482bb"},
-    {file = "wrapt-1.17.2-cp39-cp39-win_amd64.whl", hash = "sha256:36ccae62f64235cf8ddb682073a60519426fdd4725524ae38874adf72b5f2aeb"},
-    {file = "wrapt-1.17.2-py3-none-any.whl", hash = "sha256:b18f2d1533a71f069c7f82d524a52599053d4c7166e9dd374ae2136b7f40f7c8"},
-    {file = "wrapt-1.17.2.tar.gz", hash = "sha256:41388e9d4d1522446fe79d3213196bd9e3b301a336965b9e27ca2788ebd122f3"},
+groups = ["main"]
+files = [
+    {file = "wrapt-1.17.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2a0c23b8319848426f305f9cb0c98a6e32ee68a36264f45948ccf8e7d2b941f8"},
+    {file = "wrapt-1.17.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b1ca5f060e205f72bec57faae5bd817a1560fcfc4af03f414b08fa29106b7e2d"},
+    {file = "wrapt-1.17.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e185ec6060e301a7e5f8461c86fb3640a7beb1a0f0208ffde7a65ec4074931df"},
+    {file = "wrapt-1.17.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bb90765dd91aed05b53cd7a87bd7f5c188fcd95960914bae0d32c5e7f899719d"},
+    {file = "wrapt-1.17.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:879591c2b5ab0a7184258274c42a126b74a2c3d5a329df16d69f9cee07bba6ea"},
+    {file = "wrapt-1.17.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:fce6fee67c318fdfb7f285c29a82d84782ae2579c0e1b385b7f36c6e8074fffb"},
+    {file = "wrapt-1.17.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:0698d3a86f68abc894d537887b9bbf84d29bcfbc759e23f4644be27acf6da301"},
+    {file = "wrapt-1.17.0-cp310-cp310-win32.whl", hash = "sha256:69d093792dc34a9c4c8a70e4973a3361c7a7578e9cd86961b2bbf38ca71e4e22"},
+    {file = "wrapt-1.17.0-cp310-cp310-win_amd64.whl", hash = "sha256:f28b29dc158ca5d6ac396c8e0a2ef45c4e97bb7e65522bfc04c989e6fe814575"},
+    {file = "wrapt-1.17.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:74bf625b1b4caaa7bad51d9003f8b07a468a704e0644a700e936c357c17dd45a"},
+    {file = "wrapt-1.17.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0f2a28eb35cf99d5f5bd12f5dd44a0f41d206db226535b37b0c60e9da162c3ed"},
+    {file = "wrapt-1.17.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:81b1289e99cf4bad07c23393ab447e5e96db0ab50974a280f7954b071d41b489"},
+    {file = "wrapt-1.17.0-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9f2939cd4a2a52ca32bc0b359015718472d7f6de870760342e7ba295be9ebaf9"},
+    {file = "wrapt-1.17.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:6a9653131bda68a1f029c52157fd81e11f07d485df55410401f745007bd6d339"},
+    {file = "wrapt-1.17.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:4e4b4385363de9052dac1a67bfb535c376f3d19c238b5f36bddc95efae15e12d"},
+    {file = "wrapt-1.17.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:bdf62d25234290db1837875d4dceb2151e4ea7f9fff2ed41c0fde23ed542eb5b"},
+    {file = "wrapt-1.17.0-cp311-cp311-win32.whl", hash = "sha256:5d8fd17635b262448ab8f99230fe4dac991af1dabdbb92f7a70a6afac8a7e346"},
+    {file = "wrapt-1.17.0-cp311-cp311-win_amd64.whl", hash = "sha256:92a3d214d5e53cb1db8b015f30d544bc9d3f7179a05feb8f16df713cecc2620a"},
+    {file = "wrapt-1.17.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:89fc28495896097622c3fc238915c79365dd0ede02f9a82ce436b13bd0ab7569"},
+    {file = "wrapt-1.17.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:875d240fdbdbe9e11f9831901fb8719da0bd4e6131f83aa9f69b96d18fae7504"},
+    {file = "wrapt-1.17.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e5ed16d95fd142e9c72b6c10b06514ad30e846a0d0917ab406186541fe68b451"},
+    {file = "wrapt-1.17.0-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:18b956061b8db634120b58f668592a772e87e2e78bc1f6a906cfcaa0cc7991c1"},
+    {file = "wrapt-1.17.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:daba396199399ccabafbfc509037ac635a6bc18510ad1add8fd16d4739cdd106"},
+    {file = "wrapt-1.17.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:4d63f4d446e10ad19ed01188d6c1e1bb134cde8c18b0aa2acfd973d41fcc5ada"},
+    {file = "wrapt-1.17.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:8a5e7cc39a45fc430af1aefc4d77ee6bad72c5bcdb1322cfde852c15192b8bd4"},
+    {file = "wrapt-1.17.0-cp312-cp312-win32.whl", hash = "sha256:0a0a1a1ec28b641f2a3a2c35cbe86c00051c04fffcfcc577ffcdd707df3f8635"},
+    {file = "wrapt-1.17.0-cp312-cp312-win_amd64.whl", hash = "sha256:3c34f6896a01b84bab196f7119770fd8466c8ae3dfa73c59c0bb281e7b588ce7"},
+    {file = "wrapt-1.17.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:714c12485aa52efbc0fc0ade1e9ab3a70343db82627f90f2ecbc898fdf0bb181"},
+    {file = "wrapt-1.17.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:da427d311782324a376cacb47c1a4adc43f99fd9d996ffc1b3e8529c4074d393"},
+    {file = "wrapt-1.17.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ba1739fb38441a27a676f4de4123d3e858e494fac05868b7a281c0a383c098f4"},
+    {file = "wrapt-1.17.0-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e711fc1acc7468463bc084d1b68561e40d1eaa135d8c509a65dd534403d83d7b"},
+    {file = "wrapt-1.17.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:140ea00c87fafc42739bd74a94a5a9003f8e72c27c47cd4f61d8e05e6dec8721"},
+    {file = "wrapt-1.17.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:73a96fd11d2b2e77d623a7f26e004cc31f131a365add1ce1ce9a19e55a1eef90"},
+    {file = "wrapt-1.17.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:0b48554952f0f387984da81ccfa73b62e52817a4386d070c75e4db7d43a28c4a"},
+    {file = "wrapt-1.17.0-cp313-cp313-win32.whl", hash = "sha256:498fec8da10e3e62edd1e7368f4b24aa362ac0ad931e678332d1b209aec93045"},
+    {file = "wrapt-1.17.0-cp313-cp313-win_amd64.whl", hash = "sha256:fd136bb85f4568fffca995bd3c8d52080b1e5b225dbf1c2b17b66b4c5fa02838"},
+    {file = "wrapt-1.17.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:17fcf043d0b4724858f25b8826c36e08f9fb2e475410bece0ec44a22d533da9b"},
+    {file = "wrapt-1.17.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e4a557d97f12813dc5e18dad9fa765ae44ddd56a672bb5de4825527c847d6379"},
+    {file = "wrapt-1.17.0-cp313-cp313t-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0229b247b0fc7dee0d36176cbb79dbaf2a9eb7ecc50ec3121f40ef443155fb1d"},
+    {file = "wrapt-1.17.0-cp313-cp313t-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8425cfce27b8b20c9b89d77fb50e368d8306a90bf2b6eef2cdf5cd5083adf83f"},
+    {file = "wrapt-1.17.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:9c900108df470060174108012de06d45f514aa4ec21a191e7ab42988ff42a86c"},
+    {file = "wrapt-1.17.0-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:4e547b447073fc0dbfcbff15154c1be8823d10dab4ad401bdb1575e3fdedff1b"},
+    {file = "wrapt-1.17.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:914f66f3b6fc7b915d46c1cc424bc2441841083de01b90f9e81109c9759e43ab"},
+    {file = "wrapt-1.17.0-cp313-cp313t-win32.whl", hash = "sha256:a4192b45dff127c7d69b3bdfb4d3e47b64179a0b9900b6351859f3001397dabf"},
+    {file = "wrapt-1.17.0-cp313-cp313t-win_amd64.whl", hash = "sha256:4f643df3d4419ea3f856c5c3f40fec1d65ea2e89ec812c83f7767c8730f9827a"},
+    {file = "wrapt-1.17.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:69c40d4655e078ede067a7095544bcec5a963566e17503e75a3a3e0fe2803b13"},
+    {file = "wrapt-1.17.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2f495b6754358979379f84534f8dd7a43ff8cff2558dcdea4a148a6e713a758f"},
+    {file = "wrapt-1.17.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:baa7ef4e0886a6f482e00d1d5bcd37c201b383f1d314643dfb0367169f94f04c"},
+    {file = "wrapt-1.17.0-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a8fc931382e56627ec4acb01e09ce66e5c03c384ca52606111cee50d931a342d"},
+    {file = "wrapt-1.17.0-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:8f8909cdb9f1b237786c09a810e24ee5e15ef17019f7cecb207ce205b9b5fcce"},
+    {file = "wrapt-1.17.0-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:ad47b095f0bdc5585bced35bd088cbfe4177236c7df9984b3cc46b391cc60627"},
+    {file = "wrapt-1.17.0-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:948a9bd0fb2c5120457b07e59c8d7210cbc8703243225dbd78f4dfc13c8d2d1f"},
+    {file = "wrapt-1.17.0-cp38-cp38-win32.whl", hash = "sha256:5ae271862b2142f4bc687bdbfcc942e2473a89999a54231aa1c2c676e28f29ea"},
+    {file = "wrapt-1.17.0-cp38-cp38-win_amd64.whl", hash = "sha256:f335579a1b485c834849e9075191c9898e0731af45705c2ebf70e0cd5d58beed"},
+    {file = "wrapt-1.17.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:d751300b94e35b6016d4b1e7d0e7bbc3b5e1751e2405ef908316c2a9024008a1"},
+    {file = "wrapt-1.17.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7264cbb4a18dc4acfd73b63e4bcfec9c9802614572025bdd44d0721983fc1d9c"},
+    {file = "wrapt-1.17.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:33539c6f5b96cf0b1105a0ff4cf5db9332e773bb521cc804a90e58dc49b10578"},
+    {file = "wrapt-1.17.0-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c30970bdee1cad6a8da2044febd824ef6dc4cc0b19e39af3085c763fdec7de33"},
+    {file = "wrapt-1.17.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:bc7f729a72b16ee21795a943f85c6244971724819819a41ddbaeb691b2dd85ad"},
+    {file = "wrapt-1.17.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:6ff02a91c4fc9b6a94e1c9c20f62ea06a7e375f42fe57587f004d1078ac86ca9"},
+    {file = "wrapt-1.17.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:2dfb7cff84e72e7bf975b06b4989477873dcf160b2fd89959c629535df53d4e0"},
+    {file = "wrapt-1.17.0-cp39-cp39-win32.whl", hash = "sha256:2399408ac33ffd5b200480ee858baa58d77dd30e0dd0cab6a8a9547135f30a88"},
+    {file = "wrapt-1.17.0-cp39-cp39-win_amd64.whl", hash = "sha256:4f763a29ee6a20c529496a20a7bcb16a73de27f5da6a843249c7047daf135977"},
+    {file = "wrapt-1.17.0-py3-none-any.whl", hash = "sha256:d2c63b93548eda58abf5188e505ffed0229bf675f7c3090f8e36ad55b8cbc371"},
+    {file = "wrapt-1.17.0.tar.gz", hash = "sha256:16187aa2317c731170a88ef35e8937ae0f533c402872c1ee5e6d079fcf320801"},
 ]
 
 [[package]]
 name = "xarray"
-version = "2025.3.1"
+version = "2024.11.0"
 description = "N-D labeled arrays and datasets in Python"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
-    {file = "xarray-2025.3.1-py3-none-any.whl", hash = "sha256:3404e313930c226db70a945377441ea3c957225d8ba2d429e764c099bb91a546"},
-    {file = "xarray-2025.3.1.tar.gz", hash = "sha256:0252c96a73528b29d1ed7f0ab28d928d2ec00ad809e47369803b184dece1e447"},
+    {file = "xarray-2024.11.0-py3-none-any.whl", hash = "sha256:6ee94f63ddcbdd0cf3909d1177f78cdac756640279c0e32ae36819a89cdaba37"},
+    {file = "xarray-2024.11.0.tar.gz", hash = "sha256:1ccace44573ddb862e210ad3ec204210654d2c750bec11bbe7d842dfc298591f"},
 ]
 
 [package.dependencies]
@@ -5408,123 +5664,120 @@ pandas = ">=2.1"
 [package.extras]
 accel = ["bottleneck", "flox", "numba (>=0.54)", "numbagg", "opt_einsum", "scipy"]
 complete = ["xarray[accel,etc,io,parallel,viz]"]
+dev = ["hypothesis", "jinja2", "mypy", "pre-commit", "pytest", "pytest-cov", "pytest-env", "pytest-timeout", "pytest-xdist", "ruff", "sphinx", "sphinx_autosummary_accessors", "xarray[complete]"]
 etc = ["sparse"]
-io = ["cftime", "fsspec", "h5netcdf", "netCDF4", "pooch", "pydap", "scipy", "zarr"]
+io = ["cftime", "fsspec", "h5netcdf", "netCDF4", "pooch", "pydap ; python_version < \"3.10\"", "scipy", "zarr"]
 parallel = ["dask[complete]"]
-types = ["pandas-stubs", "types-PyYAML", "types-Pygments", "types-colorama", "types-decorator", "types-defusedxml", "types-docutils", "types-networkx", "types-openpyxl", "types-pexpect", "types-psutil", "types-pycurl", "types-python-dateutil", "types-pytz", "types-setuptools"]
 viz = ["cartopy", "matplotlib", "nc-time-axis", "seaborn"]
 
 [[package]]
 name = "xyzservices"
-version = "2025.1.0"
+version = "2024.9.0"
 description = "Source of XYZ tiles providers"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
-    {file = "xyzservices-2025.1.0-py3-none-any.whl", hash = "sha256:fa599956c5ab32dad1689960b3bb08fdcdbe0252cc82d84fc60ae415dc648907"},
-    {file = "xyzservices-2025.1.0.tar.gz", hash = "sha256:5cdbb0907c20be1be066c6e2dc69c645842d1113a4e83e642065604a21f254ba"},
+    {file = "xyzservices-2024.9.0-py3-none-any.whl", hash = "sha256:776ae82b78d6e5ca63dd6a94abb054df8130887a4a308473b54a6bd364de8644"},
+    {file = "xyzservices-2024.9.0.tar.gz", hash = "sha256:68fb8353c9dbba4f1ff6c0f2e5e4e596bb9e1db7f94f4f7dfbcb26e25aa66fde"},
 ]
 
 [[package]]
 name = "yarl"
-version = "1.19.0"
+version = "1.18.3"
 description = "Yet another URL library"
 optional = false
 python-versions = ">=3.9"
-files = [
-    {file = "yarl-1.19.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:0bae32f8ebd35c04d6528cedb4a26b8bf25339d3616b04613b97347f919b76d3"},
-    {file = "yarl-1.19.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:8015a076daf77823e7ebdcba474156587391dab4e70c732822960368c01251e6"},
-    {file = "yarl-1.19.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9973ac95327f5d699eb620286c39365990b240031672b5c436a4cd00539596c5"},
-    {file = "yarl-1.19.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fd4b5fbd7b9dde785cfeb486b8cca211a0b138d4f3a7da27db89a25b3c482e5c"},
-    {file = "yarl-1.19.0-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:75460740005de5a912b19f657848aef419387426a40f581b1dc9fac0eb9addb5"},
-    {file = "yarl-1.19.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:57abd66ca913f2cfbb51eb3dbbbac3648f1f6983f614a4446e0802e241441d2a"},
-    {file = "yarl-1.19.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:46ade37911b7c99ce28a959147cb28bffbd14cea9e7dd91021e06a8d2359a5aa"},
-    {file = "yarl-1.19.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8346ec72ada749a6b5d82bff7be72578eab056ad7ec38c04f668a685abde6af0"},
-    {file = "yarl-1.19.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7e4cb14a6ee5b6649ccf1c6d648b4da9220e8277d4d4380593c03cc08d8fe937"},
-    {file = "yarl-1.19.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:66fc1c2926a73a2fb46e4b92e3a6c03904d9bc3a0b65e01cb7d2b84146a8bd3b"},
-    {file = "yarl-1.19.0-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:5a70201dd1e0a4304849b6445a9891d7210604c27e67da59091d5412bc19e51c"},
-    {file = "yarl-1.19.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:e4807aab1bdeab6ae6f296be46337a260ae4b1f3a8c2fcd373e236b4b2b46efd"},
-    {file = "yarl-1.19.0-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:ae584afe81a1de4c1bb06672481050f0d001cad13163e3c019477409f638f9b7"},
-    {file = "yarl-1.19.0-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:30eaf4459df6e91f21b2999d1ee18f891bcd51e3cbe1de301b4858c84385895b"},
-    {file = "yarl-1.19.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:0e617d45d03c8dec0dfce6f51f3e1b8a31aa81aaf4a4d1442fdb232bcf0c6d8c"},
-    {file = "yarl-1.19.0-cp310-cp310-win32.whl", hash = "sha256:32ba32d0fa23893fd8ea8d05bdb05de6eb19d7f2106787024fd969f4ba5466cb"},
-    {file = "yarl-1.19.0-cp310-cp310-win_amd64.whl", hash = "sha256:545575ecfcd465891b51546c2bcafdde0acd2c62c2097d8d71902050b20e4922"},
-    {file = "yarl-1.19.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:163ff326680de5f6d4966954cf9e3fe1bf980f5fee2255e46e89b8cf0f3418b5"},
-    {file = "yarl-1.19.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:a626c4d9cca298d1be8625cff4b17004a9066330ac82d132bbda64a4c17c18d3"},
-    {file = "yarl-1.19.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:961c3e401ea7f13d02b8bb7cb0c709152a632a6e14cdc8119e9c6ee5596cd45d"},
-    {file = "yarl-1.19.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a39d7b807ab58e633ed760f80195cbd145b58ba265436af35f9080f1810dfe64"},
-    {file = "yarl-1.19.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:c4228978fb59c6b10f60124ba8e311c26151e176df364e996f3f8ff8b93971b5"},
-    {file = "yarl-1.19.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:9ba536b17ecf3c74a94239ec1137a3ad3caea8c0e4deb8c8d2ffe847d870a8c5"},
-    {file = "yarl-1.19.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a251e00e445d2e9df7b827c9843c0b87f58a3254aaa3f162fb610747491fe00f"},
-    {file = "yarl-1.19.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f9b92431d8b4d4ca5ccbfdbac95b05a3a6cd70cd73aa62f32f9627acfde7549c"},
-    {file = "yarl-1.19.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ec2f56edaf476f70b5831bbd59700b53d9dd011b1f77cd4846b5ab5c5eafdb3f"},
-    {file = "yarl-1.19.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:acf9b92c4245ac8b59bc7ec66a38d3dcb8d1f97fac934672529562bb824ecadb"},
-    {file = "yarl-1.19.0-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:57711f1465c06fee8825b95c0b83e82991e6d9425f9a042c3c19070a70ac92bf"},
-    {file = "yarl-1.19.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:528e86f5b1de0ad8dd758ddef4e0ed24f5d946d4a1cef80ffb2d4fca4e10f122"},
-    {file = "yarl-1.19.0-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:3b77173663e075d9e5a57e09d711e9da2f3266be729ecca0b8ae78190990d260"},
-    {file = "yarl-1.19.0-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:d8717924cf0a825b62b1a96fc7d28aab7f55a81bf5338b8ef41d7a76ab9223e9"},
-    {file = "yarl-1.19.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:0df9f0221a78d858793f40cbea3915c29f969c11366646a92ca47e080a14f881"},
-    {file = "yarl-1.19.0-cp311-cp311-win32.whl", hash = "sha256:8b3ade62678ee2c7c10dcd6be19045135e9badad53108f7d2ed14896ee396045"},
-    {file = "yarl-1.19.0-cp311-cp311-win_amd64.whl", hash = "sha256:0626ee31edb23ac36bdffe607231de2cca055ad3a5e2dc5da587ef8bc6a321bc"},
-    {file = "yarl-1.19.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:7b687c334da3ff8eab848c9620c47a253d005e78335e9ce0d6868ed7e8fd170b"},
-    {file = "yarl-1.19.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:b0fe766febcf523a2930b819c87bb92407ae1368662c1bc267234e79b20ff894"},
-    {file = "yarl-1.19.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:742ceffd3c7beeb2b20d47cdb92c513eef83c9ef88c46829f88d5b06be6734ee"},
-    {file = "yarl-1.19.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2af682a1e97437382ee0791eacbf540318bd487a942e068e7e0a6c571fadbbd3"},
-    {file = "yarl-1.19.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:63702f1a098d0eaaea755e9c9d63172be1acb9e2d4aeb28b187092bcc9ca2d17"},
-    {file = "yarl-1.19.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3560dcba3c71ae7382975dc1e912ee76e50b4cd7c34b454ed620d55464f11876"},
-    {file = "yarl-1.19.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:68972df6a0cc47c8abaf77525a76ee5c5f6ea9bbdb79b9565b3234ded3c5e675"},
-    {file = "yarl-1.19.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5684e7ff93ea74e47542232bd132f608df4d449f8968fde6b05aaf9e08a140f9"},
-    {file = "yarl-1.19.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8182ad422bfacdebd4759ce3adc6055c0c79d4740aea1104e05652a81cd868c6"},
-    {file = "yarl-1.19.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:aee5b90a5a9b71ac57400a7bdd0feaa27c51e8f961decc8d412e720a004a1791"},
-    {file = "yarl-1.19.0-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:8c0b2371858d5a814b08542d5d548adb03ff2d7ab32f23160e54e92250961a72"},
-    {file = "yarl-1.19.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:cd430c2b7df4ae92498da09e9b12cad5bdbb140d22d138f9e507de1aa3edfea3"},
-    {file = "yarl-1.19.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:a93208282c0ccdf73065fd76c6c129bd428dba5ff65d338ae7d2ab27169861a0"},
-    {file = "yarl-1.19.0-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:b8179280cdeb4c36eb18d6534a328f9d40da60d2b96ac4a295c5f93e2799e9d9"},
-    {file = "yarl-1.19.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:eda3c2b42dc0c389b7cfda2c4df81c12eeb552019e0de28bde8f913fc3d1fcf3"},
-    {file = "yarl-1.19.0-cp312-cp312-win32.whl", hash = "sha256:57f3fed859af367b9ca316ecc05ce79ce327d6466342734305aa5cc380e4d8be"},
-    {file = "yarl-1.19.0-cp312-cp312-win_amd64.whl", hash = "sha256:5507c1f7dd3d41251b67eecba331c8b2157cfd324849879bebf74676ce76aff7"},
-    {file = "yarl-1.19.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:59281b9ed27bc410e0793833bcbe7fc149739d56ffa071d1e0fe70536a4f7b61"},
-    {file = "yarl-1.19.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:d27a6482ad5e05e8bafd47bf42866f8a1c0c3345abcb48d4511b3c29ecc197dc"},
-    {file = "yarl-1.19.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:7a8e19fd5a6fdf19a91f2409665c7a089ffe7b9b5394ab33c0eec04cbecdd01f"},
-    {file = "yarl-1.19.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cda34ab19099c3a1685ad48fe45172536610c312b993310b5f1ca3eb83453b36"},
-    {file = "yarl-1.19.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:7908a25d33f94852b479910f9cae6cdb9e2a509894e8d5f416c8342c0253c397"},
-    {file = "yarl-1.19.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e66c14d162bac94973e767b24de5d7e6c5153f7305a64ff4fcba701210bcd638"},
-    {file = "yarl-1.19.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c03607bf932aa4cfae371e2dc9ca8b76faf031f106dac6a6ff1458418140c165"},
-    {file = "yarl-1.19.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9931343d1c1f4e77421687b6b94bbebd8a15a64ab8279adf6fbb047eff47e536"},
-    {file = "yarl-1.19.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:262087a8a0d73e1d169d45c2baf968126f93c97cf403e1af23a7d5455d52721f"},
-    {file = "yarl-1.19.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:70f384921c24e703d249a6ccdabeb57dd6312b568b504c69e428a8dd3e8e68ca"},
-    {file = "yarl-1.19.0-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:756b9ea5292a2c180d1fe782a377bc4159b3cfefaca7e41b5b0a00328ef62fa9"},
-    {file = "yarl-1.19.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:cbeb9c145d534c240a63b6ecc8a8dd451faeb67b3dc61d729ec197bb93e29497"},
-    {file = "yarl-1.19.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:087ae8f8319848c18e0d114d0f56131a9c017f29200ab1413b0137ad7c83e2ae"},
-    {file = "yarl-1.19.0-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:362f5480ba527b6c26ff58cff1f229afe8b7fdd54ee5ffac2ab827c1a75fc71c"},
-    {file = "yarl-1.19.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:f408d4b4315e814e5c3668094e33d885f13c7809cbe831cbdc5b1bb8c7a448f4"},
-    {file = "yarl-1.19.0-cp313-cp313-win32.whl", hash = "sha256:24e4c367ad69988a2283dd45ea88172561ca24b2326b9781e164eb46eea68345"},
-    {file = "yarl-1.19.0-cp313-cp313-win_amd64.whl", hash = "sha256:0110f91c57ab43d1538dfa92d61c45e33b84df9257bd08fcfcda90cce931cbc9"},
-    {file = "yarl-1.19.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:85ac908cd5a97bbd3048cca9f1bf37b932ea26c3885099444f34b0bf5d5e9fa6"},
-    {file = "yarl-1.19.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:6ba0931b559f1345df48a78521c31cfe356585670e8be22af84a33a39f7b9221"},
-    {file = "yarl-1.19.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:5bc503e1c1fee1b86bcb58db67c032957a52cae39fe8ddd95441f414ffbab83e"},
-    {file = "yarl-1.19.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d995122dcaf180fd4830a9aa425abddab7c0246107c21ecca2fa085611fa7ce9"},
-    {file = "yarl-1.19.0-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:217f69e60a14da4eed454a030ea8283f8fbd01a7d6d81e57efb865856822489b"},
-    {file = "yarl-1.19.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:aad67c8f13a4b79990082f72ef09c078a77de2b39899aabf3960a48069704973"},
-    {file = "yarl-1.19.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:dff065a1a8ed051d7e641369ba1ad030d5a707afac54cf4ede7069b959898835"},
-    {file = "yarl-1.19.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ada882e26b16ee651ab6544ce956f2f4beaed38261238f67c2a96db748e17741"},
-    {file = "yarl-1.19.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:67a56b1acc7093451ea2de0687aa3bd4e58d6b4ef6cbeeaad137b45203deaade"},
-    {file = "yarl-1.19.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:e97d2f0a06b39e231e59ebab0e6eec45c7683b339e8262299ac952707bdf7688"},
-    {file = "yarl-1.19.0-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:a5288adb7c59d0f54e4ad58d86fb06d4b26e08a59ed06d00a1aac978c0e32884"},
-    {file = "yarl-1.19.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:1efbf4d03e6eddf5da27752e0b67a8e70599053436e9344d0969532baa99df53"},
-    {file = "yarl-1.19.0-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:f228f42f29cc87db67020f7d71624102b2c837686e55317b16e1d3ef2747a993"},
-    {file = "yarl-1.19.0-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:c515f7dd60ca724e4c62b34aeaa603188964abed2eb66bb8e220f7f104d5a187"},
-    {file = "yarl-1.19.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:4815ec6d3d68a96557fa71bd36661b45ac773fb50e5cfa31a7e843edb098f060"},
-    {file = "yarl-1.19.0-cp39-cp39-win32.whl", hash = "sha256:9fac2dd1c5ecb921359d9546bc23a6dcc18c6acd50c6d96f118188d68010f497"},
-    {file = "yarl-1.19.0-cp39-cp39-win_amd64.whl", hash = "sha256:5864f539ce86b935053bfa18205fa08ce38e9a40ea4d51b19ce923345f0ed5db"},
-    {file = "yarl-1.19.0-py3-none-any.whl", hash = "sha256:a727101eb27f66727576630d02985d8a065d09cd0b5fcbe38a5793f71b2a97ef"},
-    {file = "yarl-1.19.0.tar.gz", hash = "sha256:01e02bb80ae0dbed44273c304095295106e1d9470460e773268a27d11e594892"},
+groups = ["main"]
+files = [
+    {file = "yarl-1.18.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7df647e8edd71f000a5208fe6ff8c382a1de8edfbccdbbfe649d263de07d8c34"},
+    {file = "yarl-1.18.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c69697d3adff5aa4f874b19c0e4ed65180ceed6318ec856ebc423aa5850d84f7"},
+    {file = "yarl-1.18.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:602d98f2c2d929f8e697ed274fbadc09902c4025c5a9963bf4e9edfc3ab6f7ed"},
+    {file = "yarl-1.18.3-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c654d5207c78e0bd6d749f6dae1dcbbfde3403ad3a4b11f3c5544d9906969dde"},
+    {file = "yarl-1.18.3-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5094d9206c64181d0f6e76ebd8fb2f8fe274950a63890ee9e0ebfd58bf9d787b"},
+    {file = "yarl-1.18.3-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:35098b24e0327fc4ebdc8ffe336cee0a87a700c24ffed13161af80124b7dc8e5"},
+    {file = "yarl-1.18.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3236da9272872443f81fedc389bace88408f64f89f75d1bdb2256069a8730ccc"},
+    {file = "yarl-1.18.3-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e2c08cc9b16f4f4bc522771d96734c7901e7ebef70c6c5c35dd0f10845270bcd"},
+    {file = "yarl-1.18.3-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:80316a8bd5109320d38eef8833ccf5f89608c9107d02d2a7f985f98ed6876990"},
+    {file = "yarl-1.18.3-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:c1e1cc06da1491e6734f0ea1e6294ce00792193c463350626571c287c9a704db"},
+    {file = "yarl-1.18.3-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:fea09ca13323376a2fdfb353a5fa2e59f90cd18d7ca4eaa1fd31f0a8b4f91e62"},
+    {file = "yarl-1.18.3-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:e3b9fd71836999aad54084906f8663dffcd2a7fb5cdafd6c37713b2e72be1760"},
+    {file = "yarl-1.18.3-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:757e81cae69244257d125ff31663249b3013b5dc0a8520d73694aed497fb195b"},
+    {file = "yarl-1.18.3-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:b1771de9944d875f1b98a745bc547e684b863abf8f8287da8466cf470ef52690"},
+    {file = "yarl-1.18.3-cp310-cp310-win32.whl", hash = "sha256:8874027a53e3aea659a6d62751800cf6e63314c160fd607489ba5c2edd753cf6"},
+    {file = "yarl-1.18.3-cp310-cp310-win_amd64.whl", hash = "sha256:93b2e109287f93db79210f86deb6b9bbb81ac32fc97236b16f7433db7fc437d8"},
+    {file = "yarl-1.18.3-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:8503ad47387b8ebd39cbbbdf0bf113e17330ffd339ba1144074da24c545f0069"},
+    {file = "yarl-1.18.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:02ddb6756f8f4517a2d5e99d8b2f272488e18dd0bfbc802f31c16c6c20f22193"},
+    {file = "yarl-1.18.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:67a283dd2882ac98cc6318384f565bffc751ab564605959df4752d42483ad889"},
+    {file = "yarl-1.18.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d980e0325b6eddc81331d3f4551e2a333999fb176fd153e075c6d1c2530aa8a8"},
+    {file = "yarl-1.18.3-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b643562c12680b01e17239be267bc306bbc6aac1f34f6444d1bded0c5ce438ca"},
+    {file = "yarl-1.18.3-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c017a3b6df3a1bd45b9fa49a0f54005e53fbcad16633870104b66fa1a30a29d8"},
+    {file = "yarl-1.18.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:75674776d96d7b851b6498f17824ba17849d790a44d282929c42dbb77d4f17ae"},
+    {file = "yarl-1.18.3-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ccaa3a4b521b780a7e771cc336a2dba389a0861592bbce09a476190bb0c8b4b3"},
+    {file = "yarl-1.18.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:2d06d3005e668744e11ed80812e61efd77d70bb7f03e33c1598c301eea20efbb"},
+    {file = "yarl-1.18.3-cp311-cp311-musllinux_1_2_armv7l.whl", hash = "sha256:9d41beda9dc97ca9ab0b9888cb71f7539124bc05df02c0cff6e5acc5a19dcc6e"},
+    {file = "yarl-1.18.3-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:ba23302c0c61a9999784e73809427c9dbedd79f66a13d84ad1b1943802eaaf59"},
+    {file = "yarl-1.18.3-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:6748dbf9bfa5ba1afcc7556b71cda0d7ce5f24768043a02a58846e4a443d808d"},
+    {file = "yarl-1.18.3-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:0b0cad37311123211dc91eadcb322ef4d4a66008d3e1bdc404808992260e1a0e"},
+    {file = "yarl-1.18.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:0fb2171a4486bb075316ee754c6d8382ea6eb8b399d4ec62fde2b591f879778a"},
+    {file = "yarl-1.18.3-cp311-cp311-win32.whl", hash = "sha256:61b1a825a13bef4a5f10b1885245377d3cd0bf87cba068e1d9a88c2ae36880e1"},
+    {file = "yarl-1.18.3-cp311-cp311-win_amd64.whl", hash = "sha256:b9d60031cf568c627d028239693fd718025719c02c9f55df0a53e587aab951b5"},
+    {file = "yarl-1.18.3-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:1dd4bdd05407ced96fed3d7f25dbbf88d2ffb045a0db60dbc247f5b3c5c25d50"},
+    {file = "yarl-1.18.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:7c33dd1931a95e5d9a772d0ac5e44cac8957eaf58e3c8da8c1414de7dd27c576"},
+    {file = "yarl-1.18.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:25b411eddcfd56a2f0cd6a384e9f4f7aa3efee14b188de13048c25b5e91f1640"},
+    {file = "yarl-1.18.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:436c4fc0a4d66b2badc6c5fc5ef4e47bb10e4fd9bf0c79524ac719a01f3607c2"},
+    {file = "yarl-1.18.3-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e35ef8683211db69ffe129a25d5634319a677570ab6b2eba4afa860f54eeaf75"},
+    {file = "yarl-1.18.3-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:84b2deecba4a3f1a398df819151eb72d29bfeb3b69abb145a00ddc8d30094512"},
+    {file = "yarl-1.18.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:00e5a1fea0fd4f5bfa7440a47eff01d9822a65b4488f7cff83155a0f31a2ecba"},
+    {file = "yarl-1.18.3-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d0e883008013c0e4aef84dcfe2a0b172c4d23c2669412cf5b3371003941f72bb"},
+    {file = "yarl-1.18.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:5a3f356548e34a70b0172d8890006c37be92995f62d95a07b4a42e90fba54272"},
+    {file = "yarl-1.18.3-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:ccd17349166b1bee6e529b4add61727d3f55edb7babbe4069b5764c9587a8cc6"},
+    {file = "yarl-1.18.3-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:b958ddd075ddba5b09bb0be8a6d9906d2ce933aee81100db289badbeb966f54e"},
+    {file = "yarl-1.18.3-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:c7d79f7d9aabd6011004e33b22bc13056a3e3fb54794d138af57f5ee9d9032cb"},
+    {file = "yarl-1.18.3-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:4891ed92157e5430874dad17b15eb1fda57627710756c27422200c52d8a4e393"},
+    {file = "yarl-1.18.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:ce1af883b94304f493698b00d0f006d56aea98aeb49d75ec7d98cd4a777e9285"},
+    {file = "yarl-1.18.3-cp312-cp312-win32.whl", hash = "sha256:f91c4803173928a25e1a55b943c81f55b8872f0018be83e3ad4938adffb77dd2"},
+    {file = "yarl-1.18.3-cp312-cp312-win_amd64.whl", hash = "sha256:7e2ee16578af3b52ac2f334c3b1f92262f47e02cc6193c598502bd46f5cd1477"},
+    {file = "yarl-1.18.3-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:90adb47ad432332d4f0bc28f83a5963f426ce9a1a8809f5e584e704b82685dcb"},
+    {file = "yarl-1.18.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:913829534200eb0f789d45349e55203a091f45c37a2674678744ae52fae23efa"},
+    {file = "yarl-1.18.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:ef9f7768395923c3039055c14334ba4d926f3baf7b776c923c93d80195624782"},
+    {file = "yarl-1.18.3-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:88a19f62ff30117e706ebc9090b8ecc79aeb77d0b1f5ec10d2d27a12bc9f66d0"},
+    {file = "yarl-1.18.3-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e17c9361d46a4d5addf777c6dd5eab0715a7684c2f11b88c67ac37edfba6c482"},
+    {file = "yarl-1.18.3-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1a74a13a4c857a84a845505fd2d68e54826a2cd01935a96efb1e9d86c728e186"},
+    {file = "yarl-1.18.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:41f7ce59d6ee7741af71d82020346af364949314ed3d87553763a2df1829cc58"},
+    {file = "yarl-1.18.3-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f52a265001d830bc425f82ca9eabda94a64a4d753b07d623a9f2863fde532b53"},
+    {file = "yarl-1.18.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:82123d0c954dc58db301f5021a01854a85bf1f3bb7d12ae0c01afc414a882ca2"},
+    {file = "yarl-1.18.3-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:2ec9bbba33b2d00999af4631a3397d1fd78290c48e2a3e52d8dd72db3a067ac8"},
+    {file = "yarl-1.18.3-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:fbd6748e8ab9b41171bb95c6142faf068f5ef1511935a0aa07025438dd9a9bc1"},
+    {file = "yarl-1.18.3-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:877d209b6aebeb5b16c42cbb377f5f94d9e556626b1bfff66d7b0d115be88d0a"},
+    {file = "yarl-1.18.3-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:b464c4ab4bfcb41e3bfd3f1c26600d038376c2de3297760dfe064d2cb7ea8e10"},
+    {file = "yarl-1.18.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:8d39d351e7faf01483cc7ff7c0213c412e38e5a340238826be7e0e4da450fdc8"},
+    {file = "yarl-1.18.3-cp313-cp313-win32.whl", hash = "sha256:61ee62ead9b68b9123ec24bc866cbef297dd266175d53296e2db5e7f797f902d"},
+    {file = "yarl-1.18.3-cp313-cp313-win_amd64.whl", hash = "sha256:578e281c393af575879990861823ef19d66e2b1d0098414855dd367e234f5b3c"},
+    {file = "yarl-1.18.3-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:61e5e68cb65ac8f547f6b5ef933f510134a6bf31bb178be428994b0cb46c2a04"},
+    {file = "yarl-1.18.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:fe57328fbc1bfd0bd0514470ac692630f3901c0ee39052ae47acd1d90a436719"},
+    {file = "yarl-1.18.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:a440a2a624683108a1b454705ecd7afc1c3438a08e890a1513d468671d90a04e"},
+    {file = "yarl-1.18.3-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:09c7907c8548bcd6ab860e5f513e727c53b4a714f459b084f6580b49fa1b9cee"},
+    {file = "yarl-1.18.3-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b4f6450109834af88cb4cc5ecddfc5380ebb9c228695afc11915a0bf82116789"},
+    {file = "yarl-1.18.3-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a9ca04806f3be0ac6d558fffc2fdf8fcef767e0489d2684a21912cc4ed0cd1b8"},
+    {file = "yarl-1.18.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:77a6e85b90a7641d2e07184df5557132a337f136250caafc9ccaa4a2a998ca2c"},
+    {file = "yarl-1.18.3-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6333c5a377c8e2f5fae35e7b8f145c617b02c939d04110c76f29ee3676b5f9a5"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:0b3c92fa08759dbf12b3a59579a4096ba9af8dd344d9a813fc7f5070d86bbab1"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_armv7l.whl", hash = "sha256:4ac515b860c36becb81bb84b667466885096b5fc85596948548b667da3bf9f24"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:045b8482ce9483ada4f3f23b3774f4e1bf4f23a2d5c912ed5170f68efb053318"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:a4bb030cf46a434ec0225bddbebd4b89e6471814ca851abb8696170adb163985"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:54d6921f07555713b9300bee9c50fb46e57e2e639027089b1d795ecd9f7fa910"},
+    {file = "yarl-1.18.3-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:1d407181cfa6e70077df3377938c08012d18893f9f20e92f7d2f314a437c30b1"},
+    {file = "yarl-1.18.3-cp39-cp39-win32.whl", hash = "sha256:ac36703a585e0929b032fbaab0707b75dc12703766d0b53486eabd5139ebadd5"},
+    {file = "yarl-1.18.3-cp39-cp39-win_amd64.whl", hash = "sha256:ba87babd629f8af77f557b61e49e7c7cac36f22f871156b91e10a6e9d4f829e9"},
+    {file = "yarl-1.18.3-py3-none-any.whl", hash = "sha256:b57f4f58099328dfb26c6a771d09fb20dbbae81d20cfb66141251ea063bd101b"},
+    {file = "yarl-1.18.3.tar.gz", hash = "sha256:ac1801c45cbf77b6c99242eeff4fffb5e4e73a800b5c4ad4fc0be5def634d2e1"},
 ]
 
 [package.dependencies]
 idna = ">=2.0"
 multidict = ">=4.0"
-propcache = ">=0.2.1"
+propcache = ">=0.2.0"
 
 [[package]]
 name = "yaspin"
@@ -5532,6 +5785,7 @@ version = "3.1.0"
 description = "Yet Another Terminal Spinner"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["main"]
 files = [
     {file = "yaspin-3.1.0-py3-none-any.whl", hash = "sha256:5e3d4dfb547d942cae6565718123f1ecfa93e745b7e51871ad2bbae839e71b73"},
     {file = "yaspin-3.1.0.tar.gz", hash = "sha256:7b97c7e257ec598f98cef9878e038bfa619ceb54ac31d61d8ead2b3128f8d7c7"},
@@ -5546,6 +5800,7 @@ version = "2.18.3"
 description = "An implementation of chunked, compressed, N-dimensional arrays for Python"
 optional = false
 python-versions = ">=3.10"
+groups = ["main"]
 files = [
     {file = "zarr-2.18.3-py3-none-any.whl", hash = "sha256:b1f7dfd2496f436745cdd4c7bcf8d3b4bc1dceef5fdd0d589c87130d842496dd"},
     {file = "zarr-2.18.3.tar.gz", hash = "sha256:2580d8cb6dd84621771a10d31c4d777dca8a27706a1a89b29f42d2d37e2df5ce"},
@@ -5567,6 +5822,7 @@ version = "3.0.0"
 description = "Mutable mapping tools"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "zict-3.0.0-py2.py3-none-any.whl", hash = "sha256:5796e36bd0e0cc8cf0fbc1ace6a68912611c1dbd74750a3f3026b9b9d6a327ae"},
     {file = "zict-3.0.0.tar.gz", hash = "sha256:e321e263b6a97aafc0790c3cfb3c04656b7066e6738c37fffcca95d803c9fba5"},
@@ -5578,23 +5834,24 @@ version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
     {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
 [extras]
 dev = ["jupyterlab", "memory-profiler", "mypy", "notebook", "pandas-stubs", "pre-commit", "pydata-sphinx-theme", "pytest", "pytest-cases", "pytest-cov", "pytest-xdist", "ruff", "snakeviz", "sphinx", "sphinx_design"]
 
 [metadata]
-lock-version = "2.0"
+lock-version = "2.1"
 python-versions = ">=3.10,<3.13"
-content-hash = "b1fb6dbca8e75ab7da9028a4d6ff87d1cabe31f69690245cb915554844deb6a9"
+content-hash = "e2dc0c54942b1e2261de9c28a0c3750350ff2bb6aa20700a71ec8fba81e1382a"
diff --git a/pyproject.toml b/pyproject.toml
index 8e908a1d8..b79742199 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -92,6 +92,7 @@ sphinx = "*"
 pydata-sphinx-theme = "*"
 sphinx_design = "*"
 pandas-stubs = "*"
+ipykernel = "^6.29.5"
 
 [tool.poetry.extras]
 dev = ["pytest", "pytest-xdist", "pytest-cases", "pytest-cov", "notebook", "jupyterlab", "pre-commit", "ruff", "snakeviz", "mypy", "memory-profiler", "sphinx", "pydata-sphinx-theme", "sphinx_design", "pandas-stubs"]