diff --git a/docs/iframes/bug.html b/docs/iframes/bug.html
index 17ebd32..2b695c7 100644
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diff --git a/docs/iframes/quickstart.html b/docs/iframes/quickstart.html
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diff --git a/docs/iframes/quickstart10.html b/docs/iframes/quickstart10.html
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-      <dc:title>Matplotlib v3.10.3, https://matplotlib.org/</dc:title>
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diff --git a/docs/iframes/quickstart11.html b/docs/iframes/quickstart11.html
index e4f66e8..3b0c85e 100644
--- a/docs/iframes/quickstart11.html
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@@ -61,11 +61,11 @@
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-      <dc:title>Matplotlib v3.10.3, https://matplotlib.org/</dc:title>
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diff --git a/docs/iframes/quickstart12.html b/docs/iframes/quickstart12.html
index 7da1449..ef8c27f 100644
--- a/docs/iframes/quickstart12.html
+++ b/docs/iframes/quickstart12.html
@@ -61,11 +61,11 @@
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diff --git a/docs/iframes/quickstart13.html b/docs/iframes/quickstart13.html
index 2c690ae..3d9ffbb 100644
--- a/docs/iframes/quickstart13.html
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-      <dc:title>Matplotlib v3.10.3, https://matplotlib.org/</dc:title>
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diff --git a/docs/iframes/quickstart2.html b/docs/iframes/quickstart2.html
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--- a/docs/iframes/quickstart2.html
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+    <link
+      rel="icon"
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-  display: none;
-  font-family: "Helvetica Neue", "Arial", sans-serif;
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+                    <use
+                      xlink:href="#DejaVuSans-35"
+                      transform="translate(95.410156 0)"
+                    />
+                  </g>
+                </g>
+              </g>
+            </g>
+            <g id="patch_3">
+              <path
+                d="M 63 320.4
 L 63 43.2
-" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
-   </g>
-   <g id="patch_4">
-    <path d="M 453.6 320.4
+"
+                style="
+                  fill: none;
+                  stroke: #000000;
+                  stroke-width: 0.8;
+                  stroke-linejoin: miter;
+                  stroke-linecap: square;
+                "
+              />
+            </g>
+            <g id="patch_4">
+              <path
+                d="M 453.6 320.4
 L 453.6 43.2
-" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
-   </g>
-   <g id="patch_5">
-    <path d="M 63 320.4
+"
+                style="
+                  fill: none;
+                  stroke: #000000;
+                  stroke-width: 0.8;
+                  stroke-linejoin: miter;
+                  stroke-linecap: square;
+                "
+              />
+            </g>
+            <g id="patch_5">
+              <path
+                d="M 63 320.4
 L 453.6 320.4
-" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
-   </g>
-   <g id="patch_6">
-    <path d="M 63 43.2
+"
+                style="
+                  fill: none;
+                  stroke: #000000;
+                  stroke-width: 0.8;
+                  stroke-linejoin: miter;
+                  stroke-linecap: square;
+                "
+              />
+            </g>
+            <g id="patch_6">
+              <path
+                d="M 63 43.2
 L 453.6 43.2
-" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
-   </g>
-  </g>
- </g>
- <defs>
-  <clipPath id="pa1282a3dc9">
-   <rect x="63" y="43.2" width="390.6" height="277.2"/>
-  </clipPath>
- </defs>
-</svg>
-
-      <div class="tooltip" id="tooltip-c8c8d752-9dff-c04b-a2a4-e28a3c3d47d3"></div>
+"
+                style="
+                  fill: none;
+                  stroke: #000000;
+                  stroke-width: 0.8;
+                  stroke-linejoin: miter;
+                  stroke-linecap: square;
+                "
+              />
+            </g>
+          </g>
+        </g>
+        <defs>
+          <clipPath id="pa1282a3dc9">
+            <rect x="63" y="43.2" width="390.6" height="277.2" />
+          </clipPath>
+        </defs>
+      </svg>
+
+      <div
+        class="tooltip"
+        id="tooltip-c8c8d752-9dff-c04b-a2a4-e28a3c3d47d3"
+      ></div>
     </div>
 
     <script type="module">
@@ -1134,366 +2924,396 @@
   }
 }
 
-/**
- * Create a Selection from a DOM element or selector string.
- *
- * @param {string|Element} selector - CSS selector string or DOM element
- * @returns {Selection} New Selection instance
- */
-function select(selector) {
-  const element =
-    typeof selector === "string" ? document.querySelector(selector) : selector;
-  return new Selection(element ? [element] : []);
-}
-
-/**
- * Get mouse position relative to an SVG element.
- *
- * @param {MouseEvent} event - The mouse event
- * @param {Element|Selection} svgElement - The SVG element or Selection
- * @returns {number[]} [x, y] coordinates relative to the SVG
- */
-function getPointerPosition(event, svgElement) {
-  const svg =
-    svgElement instanceof Selection ? svgElement.nodes()[0] : svgElement;
-
-  if (svg && svg.createSVGPoint) {
-    const point = svg.createSVGPoint();
-    point.x = event.clientX;
-    point.y = event.clientY;
-    const transformed = point.matrixTransform(svg.getScreenCTM().inverse());
-    return [transformed.x, transformed.y];
-  }
-
-  const rect = svg.getBoundingClientRect();
-  return [event.clientX - rect.left, event.clientY - rect.top];
-}
-
-/**
- * Core utility for parsing and interacting with matplotlib-generated SVG outputs.
- * Provides methods to query common plot elements (bars, points, lines, areas),
- * and to attach interactive hover tooltips.
- *
- * Example usage:
- * ```js
- * const parser = new PlotSVGParser(svg, tooltip, xShift, yShift);
- * const points = parser.findPoints(svg, "axes_1", tooltipGroups);
- * parser.setHoverEffect(points, "axes_1", tooltipLabels, tooltipGroups, "block", true);
- * ```
- */
-class PlotSVGParser {
-  /**
-   * Create a new parser bound to an SVG figure.
-   *
-   * @param {Element|Selection} svg - The target SVG element or Selection (e.g. the entire plot).
-   * @param {Element|Selection} tooltip - The tooltip container element or Selection (e.g. a div).
-   * @param {number} tooltip_x_shift - Horizontal offset for tooltip positioning.
-   * @param {number} tooltip_y_shift - Vertical offset for tooltip positioning.
-   */
-  constructor(svg, tooltip, tooltip_x_shift, tooltip_y_shift) {
-    this.svg = svg instanceof Selection ? svg : select(svg);
-    this.tooltip = tooltip instanceof Selection ? tooltip : select(tooltip);
-    this.tooltip_x_shift = tooltip_x_shift;
-    this.tooltip_y_shift = tooltip_y_shift;
-  }
-
-  /**
-   * Extract the raw fill value from an SVG element.
-   *
-   * @param {Element} element - SVG element to inspect.
-   * @returns {string} Normalized fill value, or empty string if absent.
-   */
-  getFillValue(element) {
-    const style = element?.getAttribute("style") ?? "";
-    const styleMatch = style.match(/(?:^|;)\s*fill:\s*([^;]+)/i);
-
-    if (styleMatch) {
-      return styleMatch[1].trim().toLowerCase();
-    }
+        /**
+         * Create a Selection from a DOM element or selector string.
+         *
+         * @param {string|Element} selector - CSS selector string or DOM element
+         * @returns {Selection} New Selection instance
+         */
+        function select(selector) {
+          const element =
+            typeof selector === "string"
+              ? document.querySelector(selector)
+              : selector;
+          return new Selection(element ? [element] : []);
+        }
 
-    return (element?.getAttribute("fill") ?? "").trim().toLowerCase();
-  }
+        /**
+         * Get mouse position relative to an SVG element.
+         *
+         * @param {MouseEvent} event - The mouse event
+         * @param {Element|Selection} svgElement - The SVG element or Selection
+         * @returns {number[]} [x, y] coordinates relative to the SVG
+         */
+        function getPointerPosition(event, svgElement) {
+          const svg =
+            svgElement instanceof Selection
+              ? svgElement.nodes()[0]
+              : svgElement;
+
+          if (svg && svg.createSVGPoint) {
+            const point = svg.createSVGPoint();
+            point.x = event.clientX;
+            point.y = event.clientY;
+            const transformed = point.matrixTransform(
+              svg.getScreenCTM().inverse(),
+            );
+            return [transformed.x, transformed.y];
+          }
 
-  /**
-   * Find bar elements (`patch` groups with clipping) inside a given axes.
-   *
-   * @param {Selection} svg - Selection of the SVG element.
-   * @param {string} axes_class - ID of the axes group (e.g. "axes_1").
-   * @returns {Selection} Selection of bar elements.
-   */
-  findBars(svg, axes_class) {
-    // select all #patch within the specific axes
-    const bars = svg
-      .selectAll(`g#${axes_class} g[id^="patch"]`)
-      .filter(function () {
-        const path = select(this).select("path");
-        // that have a clip-path attribute
-        const clip = path.attr("clip-path");
-        // starting with "url("
-        return clip && clip.startsWith("url(");
-      });
-
-    bars.attr("class", "bar plot-element");
-
-    console.log(`Found ${bars.size()} "bar" element`);
-    return bars;
-  }
+          const rect = svg.getBoundingClientRect();
+          return [event.clientX - rect.left, event.clientY - rect.top];
+        }
 
-  /**
-   * Find scatter plot points inside a given axes.
-   * Handles both `<use>` and `<path>` fallback cases,
-   * and assigns `data-group` attributes based on tooltip groups.
-   *
-   * @param {Selection} svg - Selection of the SVG element.
-   * @param {string} axes_class - ID of the axes group (e.g. "axes_1").
-   * @param {string[]} tooltip_groups - Group identifiers for tooltips, parallel to points.
-   * @returns {Selection} Selection of point elements.
-   */
-  findPoints(svg, axes_class, tooltip_groups) {
-    let points = svg.selectAll(`g#${axes_class} g[id^="PathCollection"] g use`);
-
-    if (points.empty()) {
-      // fallback: no <use> found → grab <path> instead
-      points = svg.selectAll(`g#${axes_class} g[id^="PathCollection"] path`);
-    }
+        /**
+         * Core utility for parsing and interacting with matplotlib-generated SVG outputs.
+         * Provides methods to query common plot elements (bars, points, lines, areas),
+         * and to attach interactive hover tooltips.
+         *
+         * Example usage:
+         * ```js
+         * const parser = new PlotSVGParser(svg, tooltip, xShift, yShift);
+         * const points = parser.findPoints(svg, "axes_1", tooltipGroups);
+         * parser.setHoverEffect(points, "axes_1", tooltipLabels, tooltipGroups, "block", true);
+         * ```
+         */
+        class PlotSVGParser {
+          /**
+           * Create a new parser bound to an SVG figure.
+           *
+           * @param {Element|Selection} svg - The target SVG element or Selection (e.g. the entire plot).
+           * @param {Element|Selection} tooltip - The tooltip container element or Selection (e.g. a div).
+           * @param {number} tooltip_x_shift - Horizontal offset for tooltip positioning.
+           * @param {number} tooltip_y_shift - Vertical offset for tooltip positioning.
+           */
+          constructor(svg, tooltip, tooltip_x_shift, tooltip_y_shift) {
+            this.svg = svg instanceof Selection ? svg : select(svg);
+            this.tooltip =
+              tooltip instanceof Selection ? tooltip : select(tooltip);
+            this.tooltip_x_shift = tooltip_x_shift;
+            this.tooltip_y_shift = tooltip_y_shift;
+          }
 
-    points.each(function (_, i) {
-      select(this).attr("data-group", tooltip_groups[i]);
-    });
-    points.attr("class", "point plot-element");
+          /**
+           * Extract the raw fill value from an SVG element.
+           *
+           * @param {Element} element - SVG element to inspect.
+           * @returns {string} Normalized fill value, or empty string if absent.
+           */
+          getFillValue(element) {
+            const style = element?.getAttribute("style") ?? "";
+            const styleMatch = style.match(/(?:^|;)\s*fill:\s*([^;]+)/i);
+
+            if (styleMatch) {
+              return styleMatch[1].trim().toLowerCase();
+            }
 
-    console.log(`Found ${points.size()} "point" element`);
-    return points;
-  }
+            return (element?.getAttribute("fill") ?? "").trim().toLowerCase();
+          }
 
-  /**
-   * Find rectangle elements inside a given axes.
-   *
-   * @param {Selection} svg - Selection of the SVG element.
-   * @param {string} axes_class - ID of the axes group (e.g. "axes_1").
-   * @returns {Selection} Selection of rectangle elements.
-   */
-  findRectangles(svg, axes_class) {
-    let rectangles = svg.selectAll(`g#${axes_class} g[id^="QuadMesh"] path`);
-    rectangles.attr("class", "rectangle plot-element");
-    console.log(`Found ${rectangles.size()} "rectangle" element`);
-    return rectangles;
-  }
+          /**
+           * Find bar elements (`patch` groups with clipping) inside a given axes.
+           *
+           * @param {Selection} svg - Selection of the SVG element.
+           * @param {string} axes_class - ID of the axes group (e.g. "axes_1").
+           * @returns {Selection} Selection of bar elements.
+           */
+          findBars(svg, axes_class) {
+            // select all #patch within the specific axes
+            const bars = svg
+              .selectAll(`g#${axes_class} g[id^="patch"]`)
+              .filter(function () {
+                const path = select(this).select("path");
+                // that have a clip-path attribute
+                const clip = path.attr("clip-path");
+                // starting with "url("
+                return clip && clip.startsWith("url(");
+              });
+
+            bars.attr("class", "bar plot-element");
+
+            console.log(`Found ${bars.size()} "bar" element`);
+            return bars;
+          }
 
-  /**
-   * Find pie elements (`patch` paths) inside a given axes.
-   *
-   * @param {Selection} svg - Selection of the SVG element.
-   * @param {string} axes_class - ID of the axes group.
-   * @returns {Selection} Selection of pie elements.
-   */
-  findPies(svg, axes_class) {
-    const parser = this;
-    const pies = svg
-      .selectAll(`g#${axes_class} g[id^="patch_"] path`)
-      .filter(function () {
-        const element = this;
-        const clipPath = element.getAttribute("clip-path");
-        const normalizedFill = parser.getFillValue(element);
-        const pathData = element.getAttribute("d") ?? "";
-
-        const parent = element.parentElement;
-        const grandparent = parent?.parentElement;
-        const isInLegend =
-          parent?.tagName?.toLowerCase() === "g" &&
-          grandparent?.tagName?.toLowerCase() === "g" &&
-          /^legend_\d+$/.test(grandparent.id);
-
-        return (
-          !isInLegend &&
-          !clipPath &&
-          normalizedFill !== "" &&
-          normalizedFill !== "none" &&
-          /[CQAST]/.test(pathData)
-        );
-      });
+          /**
+           * Find scatter plot points inside a given axes.
+           * Handles both `<use>` and `<path>` fallback cases,
+           * and assigns `data-group` attributes based on tooltip groups.
+           *
+           * @param {Selection} svg - Selection of the SVG element.
+           * @param {string} axes_class - ID of the axes group (e.g. "axes_1").
+           * @param {string[]} tooltip_groups - Group identifiers for tooltips, parallel to points.
+           * @returns {Selection} Selection of point elements.
+           */
+          findPoints(svg, axes_class, tooltip_groups) {
+            let points = svg.selectAll(
+              `g#${axes_class} g[id^="PathCollection"] g use`,
+            );
 
-    pies.attr("class", "pie plot-element");
+            if (points.empty()) {
+              // fallback: no <use> found → grab <path> instead
+              points = svg.selectAll(
+                `g#${axes_class} g[id^="PathCollection"] path`,
+              );
+            }
 
-    console.log(`Found ${pies.size()} "pie" element`);
-    return pies;
-  }
+            points.each(function (_, i) {
+              select(this).attr("data-group", tooltip_groups[i]);
+            });
+            points.attr("class", "point plot-element");
 
-  /**
-   * Find line elements (`line2d` paths) inside a given axes,
-   * excluding axis grid lines.
-   *
-   * @param {Selection} svg - Selection of the SVG element.
-   * @param {string} axes_class - ID of the axes group.
-   * @returns {Selection} Selection of line elements.
-   */
-  findLines(svg, axes_class) {
-    // select all <path> of Line2D elements within the specific axes
-    const lines = svg
-      .selectAll(`g#${axes_class} g[id^="line2d"] path`)
-      .filter(function () {
-        return !this.closest('g[id^="matplotlib.axis"]');
-      });
-
-    lines.attr("class", "line plot-element");
-
-    console.log(`Found ${lines.size()} "line" element`);
-    return lines;
-  }
+            console.log(`Found ${points.size()} "point" element`);
+            return points;
+          }
 
-  /**
-   * Find filled area elements (`FillBetweenPolyCollection` paths) inside a given axes.
-   * Also includes legend swatches whose fill matches the plotted areas so legend hover
-   * can target the same series as the chart area.
-   *
-   * @param {Selection} svg - Selection of the SVG element.
-   * @param {string} axes_class - ID of the axes group.
-   * @returns {Selection} Selection of area elements.
-   */
-  findAreas(svg, axes_class) {
-    const parser = this;
-    const plottedAreas = svg.selectAll(
-      `g#${axes_class} g[id^="FillBetweenPolyCollection"] path`,
-    );
-    const areaFills = new Set(
-      plottedAreas
-        .nodes()
-        .map((element) => this.getFillValue(element))
-        .filter((fill) => fill && fill !== "none"),
-    );
+          /**
+           * Find rectangle elements inside a given axes.
+           *
+           * @param {Selection} svg - Selection of the SVG element.
+           * @param {string} axes_class - ID of the axes group (e.g. "axes_1").
+           * @returns {Selection} Selection of rectangle elements.
+           */
+          findRectangles(svg, axes_class) {
+            let rectangles = svg.selectAll(
+              `g#${axes_class} g[id^="QuadMesh"] path`,
+            );
+            rectangles.attr("class", "rectangle plot-element");
+            console.log(`Found ${rectangles.size()} "rectangle" element`);
+            return rectangles;
+          }
 
-    const legendAreas = svg
-      .selectAll(`g#${axes_class} g[id^="legend"] g[id^="patch"] path`)
-      .filter(function () {
-        return areaFills.size > 0 && areaFills.has(parser.getFillValue(this));
-      });
+          /**
+           * Find pie elements (`patch` paths) inside a given axes.
+           *
+           * @param {Selection} svg - Selection of the SVG element.
+           * @param {string} axes_class - ID of the axes group.
+           * @returns {Selection} Selection of pie elements.
+           */
+          findPies(svg, axes_class) {
+            const parser = this;
+            const pies = svg
+              .selectAll(`g#${axes_class} g[id^="patch_"] path`)
+              .filter(function () {
+                const element = this;
+                const clipPath = element.getAttribute("clip-path");
+                const normalizedFill = parser.getFillValue(element);
+                const pathData = element.getAttribute("d") ?? "";
+
+                const parent = element.parentElement;
+                const grandparent = parent?.parentElement;
+                const isInLegend =
+                  parent?.tagName?.toLowerCase() === "g" &&
+                  grandparent?.tagName?.toLowerCase() === "g" &&
+                  /^legend_\d+$/.test(grandparent.id);
+
+                return (
+                  !isInLegend &&
+                  !clipPath &&
+                  normalizedFill !== "" &&
+                  normalizedFill !== "none" &&
+                  /[CQAST]/.test(pathData)
+                );
+              });
+
+            pies.attr("class", "pie plot-element");
+
+            console.log(`Found ${pies.size()} "pie" element`);
+            return pies;
+          }
 
-    const areas = new Selection([
-      ...plottedAreas.nodes(),
-      ...legendAreas.nodes(),
-    ]);
-    areas.attr("class", "area plot-element");
+          /**
+           * Find line elements (`line2d` paths) inside a given axes,
+           * excluding axis grid lines.
+           *
+           * @param {Selection} svg - Selection of the SVG element.
+           * @param {string} axes_class - ID of the axes group.
+           * @returns {Selection} Selection of line elements.
+           */
+          findLines(svg, axes_class) {
+            // select all <path> of Line2D elements within the specific axes
+            const lines = svg
+              .selectAll(`g#${axes_class} g[id^="line2d"] path`)
+              .filter(function () {
+                return !this.closest('g[id^="matplotlib.axis"]');
+              });
+
+            lines.attr("class", "line plot-element");
+
+            console.log(`Found ${lines.size()} "line" element`);
+            return lines;
+          }
 
-    console.log(`Found ${areas.size()} "area" element`);
-    return areas;
-  }
+          /**
+           * Find filled area elements (`FillBetweenPolyCollection` paths) inside a given axes.
+           * Also includes legend swatches whose fill matches the plotted areas so legend hover
+           * can target the same series as the chart area.
+           *
+           * @param {Selection} svg - Selection of the SVG element.
+           * @param {string} axes_class - ID of the axes group.
+           * @returns {Selection} Selection of area elements.
+           */
+          findAreas(svg, axes_class) {
+            const parser = this;
+            const plottedAreas = svg.selectAll(
+              `g#${axes_class} g[id^="FillBetweenPolyCollection"] path`,
+            );
+            const areaFills = new Set(
+              plottedAreas
+                .nodes()
+                .map((element) => this.getFillValue(element))
+                .filter((fill) => fill && fill !== "none"),
+            );
 
-  /**
-   * Compute the nearest element to the mouse cursor from a set of elements.
-   * Uses bounding box centers for distance.
-   * This function is used when the `hover_nearest` argument is true.
-   *
-   * @param {number} mouseX - X coordinate of the mouse relative to SVG.
-   * @param {number} mouseY - Y coordinate of the mouse relative to SVG.
-   * @param {Selection} elements - Selection of candidate elements.
-   * @returns {Element|null} The nearest DOM element or `null`.
-   */
-  nearestElementFromMouse(mouseX, mouseY, elements) {
-    let nearestElem = null;
-    let minDist = Infinity;
-
-    elements.each(function (_, i) {
-      const bbox = this.getBBox();
-      const cx = bbox.x + bbox.width / 2;
-      const cy = bbox.y + bbox.height / 2;
-      const dist = Math.hypot(mouseX - cx, mouseY - cy);
-      if (dist < minDist) {
-        minDist = dist;
-        nearestElem = this;
-      }
-    });
+            const legendAreas = svg
+              .selectAll(`g#${axes_class} g[id^="legend"] g[id^="patch"] path`)
+              .filter(function () {
+                return (
+                  areaFills.size > 0 && areaFills.has(parser.getFillValue(this))
+                );
+              });
+
+            const areas = new Selection([
+              ...plottedAreas.nodes(),
+              ...legendAreas.nodes(),
+            ]);
+            areas.attr("class", "area plot-element");
+
+            console.log(`Found ${areas.size()} "area" element`);
+            return areas;
+          }
 
-    return nearestElem;
-  }
+          /**
+           * Compute the nearest element to the mouse cursor from a set of elements.
+           * Uses bounding box centers for distance.
+           * This function is used when the `hover_nearest` argument is true.
+           *
+           * @param {number} mouseX - X coordinate of the mouse relative to SVG.
+           * @param {number} mouseY - Y coordinate of the mouse relative to SVG.
+           * @param {Selection} elements - Selection of candidate elements.
+           * @returns {Element|null} The nearest DOM element or `null`.
+           */
+          nearestElementFromMouse(mouseX, mouseY, elements) {
+            let nearestElem = null;
+            let minDist = Infinity;
+
+            elements.each(function (_, i) {
+              const bbox = this.getBBox();
+              const cx = bbox.x + bbox.width / 2;
+              const cy = bbox.y + bbox.height / 2;
+              const dist = Math.hypot(mouseX - cx, mouseY - cy);
+              if (dist < minDist) {
+                minDist = dist;
+                nearestElem = this;
+              }
+            });
+
+            return nearestElem;
+          }
 
-  /**
-   * Attach hover interaction and tooltip display to plot elements.
-   * Can highlight nearest element (if enabled) or hovered element directly.
-   *
-   * @param {Selection} plot_element - Selection of plot elements (points, lines, etc.).
-   * @param {string} axes_class - ID of the axes group.
-   * @param {string[]} tooltip_labels - Tooltip labels for each element.
-   * @param {string[]} tooltip_groups - Group identifiers for each element.
-   * @param {"block"|"none"} show_tooltip - Whether to display tooltips.
-   * @param {boolean} hover_nearest - If true, highlight nearest element instead of hovered one.
-   */
-  setHoverEffect(
-    plot_element,
-    axes_class,
-    tooltip_labels,
-    tooltip_groups,
-    show_tooltip,
-    hover_nearest,
-  ) {
-    const self = this;
-    const axesGroup = this.svg.select(`g#${axes_class}`);
-    const getHoveredIndex = hover_nearest
-      ? (event) => {
-          const svgNode = self.svg.nodes()[0];
-          const [mouseX, mouseY] = getPointerPosition(event, svgNode);
-          const allElements = axesGroup.selectAll(".plot-element");
-          const nearestElem = self.nearestElementFromMouse(
-            mouseX,
-            mouseY,
-            allElements,
-          );
-          return nearestElem ? allElements.nodes().indexOf(nearestElem) : null;
+          /**
+           * Attach hover interaction and tooltip display to plot elements.
+           * Can highlight nearest element (if enabled) or hovered element directly.
+           *
+           * @param {Selection} plot_element - Selection of plot elements (points, lines, etc.).
+           * @param {string} axes_class - ID of the axes group.
+           * @param {string[]} tooltip_labels - Tooltip labels for each element.
+           * @param {string[]} tooltip_groups - Group identifiers for each element.
+           * @param {"block"|"none"} show_tooltip - Whether to display tooltips.
+           * @param {boolean} hover_nearest - If true, highlight nearest element instead of hovered one.
+           */
+          setHoverEffect(
+            plot_element,
+            axes_class,
+            tooltip_labels,
+            tooltip_groups,
+            show_tooltip,
+            hover_nearest,
+          ) {
+            const self = this;
+            const axesGroup = this.svg.select(`g#${axes_class}`);
+            const getHoveredIndex = hover_nearest
+              ? (event) => {
+                  const svgNode = self.svg.nodes()[0];
+                  const [mouseX, mouseY] = getPointerPosition(event, svgNode);
+                  const allElements = axesGroup.selectAll(".plot-element");
+                  const nearestElem = self.nearestElementFromMouse(
+                    mouseX,
+                    mouseY,
+                    allElements,
+                  );
+                  return nearestElem
+                    ? allElements.nodes().indexOf(nearestElem)
+                    : null;
+                }
+              : (event) => plot_element.nodes().indexOf(event.currentTarget);
+
+            const mousemoveHandler = (event) => {
+              const hoveredIndex = getHoveredIndex(event);
+              const allElements = axesGroup.selectAll(".plot-element");
+
+              allElements
+                .classed("hovered", false)
+                .classed("not-hovered", false);
+
+              if (hoveredIndex !== null) {
+                const hoveredGroup = tooltip_groups[hoveredIndex];
+
+                allElements
+                  .filter((_, j) => tooltip_groups[j] === hoveredGroup)
+                  .classed("hovered", true);
+
+                allElements
+                  .filter((_, j) => tooltip_groups[j] !== hoveredGroup)
+                  .classed("not-hovered", true);
+
+                self.tooltip
+                  .style("display", show_tooltip)
+                  .style("left", event.pageX + self.tooltip_x_shift + "px")
+                  .style("top", event.pageY + self.tooltip_y_shift + "px")
+                  .html(tooltip_labels[hoveredIndex]);
+              } else {
+                self.tooltip.style("display", "none");
+              }
+            };
+
+            if (hover_nearest) {
+              axesGroup.on("mousemove", mousemoveHandler).on("mouseout", () => {
+                axesGroup
+                  .selectAll(".plot-element")
+                  .classed("hovered", false)
+                  .classed("not-hovered", false);
+                self.tooltip.style("display", "none");
+              });
+            } else {
+              plot_element
+                .on("mouseover", mousemoveHandler)
+                .on("mouseout", () => {
+                  plot_element
+                    .classed("hovered", false)
+                    .classed("not-hovered", false);
+                  self.tooltip.style("display", "none");
+                });
+            }
+          }
         }
-      : (event) => plot_element.nodes().indexOf(event.currentTarget);
-
-    const mousemoveHandler = (event) => {
-      const hoveredIndex = getHoveredIndex(event);
-      const allElements = axesGroup.selectAll(".plot-element");
-
-      allElements.classed("hovered", false).classed("not-hovered", false);
-
-      if (hoveredIndex !== null) {
-        const hoveredGroup = tooltip_groups[hoveredIndex];
-
-        allElements
-          .filter((_, j) => tooltip_groups[j] === hoveredGroup)
-          .classed("hovered", true);
-
-        allElements
-          .filter((_, j) => tooltip_groups[j] !== hoveredGroup)
-          .classed("not-hovered", true);
-
-        self.tooltip
-          .style("display", show_tooltip)
-          .style("left", event.pageX + self.tooltip_x_shift + "px")
-          .style("top", event.pageY + self.tooltip_y_shift + "px")
-          .html(tooltip_labels[hoveredIndex]);
-      } else {
-        self.tooltip.style("display", "none");
-      }
-    };
-
-    if (hover_nearest) {
-      axesGroup.on("mousemove", mousemoveHandler).on("mouseout", () => {
-        axesGroup
-          .selectAll(".plot-element")
-          .classed("hovered", false)
-          .classed("not-hovered", false);
-        self.tooltip.style("display", "none");
-      });
-    } else {
-      plot_element.on("mouseover", mousemoveHandler).on("mouseout", () => {
-        plot_element.classed("hovered", false).classed("not-hovered", false);
-        self.tooltip.style("display", "none");
-      });
-    }
-  }
-}
-
 
-        const container = document.getElementById("plot-container-c8c8d752-9dff-c04b-a2a4-e28a3c3d47d3");
-        console.log(`PlotJS: Container found - ID: plot-container-c8c8d752-9dff-c04b-a2a4-e28a3c3d47d3`);
+        const container = document.getElementById(
+          "plot-container-c8c8d752-9dff-c04b-a2a4-e28a3c3d47d3",
+        );
+        console.log(
+          `PlotJS: Container found - ID: plot-container-c8c8d752-9dff-c04b-a2a4-e28a3c3d47d3`,
+        );
 
-        const tooltip = container.querySelector("#tooltip-c8c8d752-9dff-c04b-a2a4-e28a3c3d47d3");
+        const tooltip = container.querySelector(
+          "#tooltip-c8c8d752-9dff-c04b-a2a4-e28a3c3d47d3",
+        );
         const svg = container.querySelector("svg");
         console.log(`PlotJS: SVG and tooltip elements loaded`);
 
-        const plot_data = JSON.parse(`{"axes": {"axes_1": {"hover_nearest": "false", "on": null, "tooltip_groups": ["setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica"], "tooltip_labels": ["setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica"]}}, "hover_nearest": false, "tooltip_groups": ["setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica"], "tooltip_labels": ["setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica"], "tooltip_x_shift": 0, "tooltip_y_shift": 0}`);
+        const plot_data = JSON.parse(
+          `{"axes": {"axes_1": {"hover_nearest": "false", "on": null, "tooltip_groups": ["setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica"], "tooltip_labels": ["setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica"]}}, "hover_nearest": false, "tooltip_groups": ["setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica"], "tooltip_labels": ["setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "setosa", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "versicolor", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica", "virginica"], "tooltip_x_shift": 0, "tooltip_y_shift": 0}`,
+        );
         const tooltip_x_shift = plot_data["tooltip_x_shift"];
         const tooltip_y_shift = -plot_data["tooltip_y_shift"];
         const axes = plot_data["axes"];
@@ -1663,8 +3483,10 @@
     </script>
 
     <script type="module">
+
       // prettier-ignore
 
+
     </script>
   </body>
 </html>
diff --git a/docs/iframes/quickstart3.html b/docs/iframes/quickstart3.html
index 0cda1d2..73e9038 100644
--- a/docs/iframes/quickstart3.html
+++ b/docs/iframes/quickstart3.html
@@ -61,11 +61,11 @@
   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2026-03-27T15:17:24.515804</dc:date>
+    <dc:date>2026-05-17T14:16:26.843194</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
-      <dc:title>Matplotlib v3.10.3, https://matplotlib.org/</dc:title>
+      <dc:title>Matplotlib v3.10.8, https://matplotlib.org/</dc:title>
      </cc:Agent>
     </dc:creator>
    </cc:Work>
diff --git a/docs/iframes/quickstart4.html b/docs/iframes/quickstart4.html
index e60076b..670719b 100644
--- a/docs/iframes/quickstart4.html
+++ b/docs/iframes/quickstart4.html
@@ -61,11 +61,11 @@
   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2026-03-27T15:17:24.542468</dc:date>
+    <dc:date>2026-05-17T14:16:26.870546</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
-      <dc:title>Matplotlib v3.10.3, https://matplotlib.org/</dc:title>
+      <dc:title>Matplotlib v3.10.8, https://matplotlib.org/</dc:title>
      </cc:Agent>
     </dc:creator>
    </cc:Work>
diff --git a/docs/iframes/quickstart5.html b/docs/iframes/quickstart5.html
index 4ed581c..2325b5b 100644
--- a/docs/iframes/quickstart5.html
+++ b/docs/iframes/quickstart5.html
@@ -61,11 +61,11 @@
   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2026-03-27T15:17:24.568853</dc:date>
+    <dc:date>2026-05-17T14:16:26.896677</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
-      <dc:title>Matplotlib v3.10.3, https://matplotlib.org/</dc:title>
+      <dc:title>Matplotlib v3.10.8, https://matplotlib.org/</dc:title>
      </cc:Agent>
     </dc:creator>
    </cc:Work>
diff --git a/docs/iframes/quickstart6.html b/docs/iframes/quickstart6.html
index 31e257c..975e627 100644
--- a/docs/iframes/quickstart6.html
+++ b/docs/iframes/quickstart6.html
@@ -61,11 +61,11 @@
   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2026-03-27T15:17:24.716534</dc:date>
+    <dc:date>2026-05-17T14:16:27.029036</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
-      <dc:title>Matplotlib v3.10.3, https://matplotlib.org/</dc:title>
+      <dc:title>Matplotlib v3.10.8, https://matplotlib.org/</dc:title>
      </cc:Agent>
     </dc:creator>
    </cc:Work>
diff --git a/docs/iframes/quickstart7.html b/docs/iframes/quickstart7.html
index 4243919..8866937 100644
--- a/docs/iframes/quickstart7.html
+++ b/docs/iframes/quickstart7.html
@@ -61,11 +61,11 @@
   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2026-03-27T15:17:25.791413</dc:date>
+    <dc:date>2026-05-17T14:16:28.318538</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
-      <dc:title>Matplotlib v3.10.3, https://matplotlib.org/</dc:title>
+      <dc:title>Matplotlib v3.10.8, https://matplotlib.org/</dc:title>
      </cc:Agent>
     </dc:creator>
    </cc:Work>
diff --git a/docs/iframes/quickstart8.html b/docs/iframes/quickstart8.html
index c797bb3..964d4f9 100644
--- a/docs/iframes/quickstart8.html
+++ b/docs/iframes/quickstart8.html
@@ -61,11 +61,11 @@
   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2026-03-27T15:17:25.941743</dc:date>
+    <dc:date>2026-05-17T14:16:28.458677</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
-      <dc:title>Matplotlib v3.10.3, https://matplotlib.org/</dc:title>
+      <dc:title>Matplotlib v3.10.8, https://matplotlib.org/</dc:title>
      </cc:Agent>
     </dc:creator>
    </cc:Work>
diff --git a/docs/iframes/quickstart9.html b/docs/iframes/quickstart9.html
index 27997ae..a1eb553 100644
--- a/docs/iframes/quickstart9.html
+++ b/docs/iframes/quickstart9.html
@@ -61,11 +61,11 @@
   <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2026-03-27T15:17:26.099517</dc:date>
+    <dc:date>2026-05-17T14:16:28.606158</dc:date>
     <dc:format>image/svg+xml</dc:format>
     <dc:creator>
      <cc:Agent>
-      <dc:title>Matplotlib v3.10.3, https://matplotlib.org/</dc:title>
+      <dc:title>Matplotlib v3.10.8, https://matplotlib.org/</dc:title>
      </cc:Agent>
     </dc:creator>
    </cc:Work>
diff --git a/docs/index.md b/docs/index.md
index 8a6fbc4..3d75ee0 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -17,23 +17,10 @@ interactive charts with minimum user inputs. You can:
 
 ## Installation
 
-- From PyPI (recommended):
-
 ``` bash
 pip install plotjs
 ```
 
-- Latest dev version:
-
-``` bash
-pip install git+https://github.com/y-sunflower/plotjs.git
-```
-
-- Python 3.10+
-- [matplotlib](https://matplotlib.org/),
-  [jinja2](https://jinja.palletsprojects.com/en/stable/) and
-  [narwhals](https://narwhals-dev.github.io/narwhals/)
-
 ## Get started
 
 Matplotlib is **great**[^1]: you can draw anything with it.
@@ -298,7 +285,9 @@ sns.despine()
 
 (
     PlotJS(bbox_inches="tight")
-    .add_tooltip(labels=planets["method"].unique(), on="bar", hover_nearest=True)
+    .add_tooltip(
+        labels=planets["method"].unique().tolist(), on="bar", hover_nearest=True
+    )
     .save("iframes/quickstart13.html")
 )
 ```
diff --git a/docs/index.qmd b/docs/index.qmd
index 528ce81..67d43a3 100644
--- a/docs/index.qmd
+++ b/docs/index.qmd
@@ -31,21 +31,10 @@ np.random.seed(0)
 
 ## Installation
 
-- From PyPI (recommended):
-
 ```bash
 pip install plotjs
 ```
 
-- Latest dev version:
-
-```bash
-pip install git+https://github.com/y-sunflower/plotjs.git
-```
-
-- Python 3.10+
-- [matplotlib](https://matplotlib.org/), [jinja2](https://jinja.palletsprojects.com/en/stable/) and [narwhals](https://narwhals-dev.github.io/narwhals/)
-
 ## Get started
 
 Matplotlib is **great**[^1]: you can draw anything with it.
@@ -282,7 +271,9 @@ sns.despine()
 
 (
     PlotJS(bbox_inches="tight")
-    .add_tooltip(labels=planets["method"].unique(), on="bar", hover_nearest=True)
+    .add_tooltip(
+        labels=planets["method"].unique().tolist(), on="bar", hover_nearest=True
+    )
     .save("iframes/quickstart13.html")
 )
 ```
diff --git a/docs/index_files/figure-commonmark/cell-3-output-1.png b/docs/index_files/figure-commonmark/cell-3-output-1.png
index f7534cb..e05eef7 100644
Binary files a/docs/index_files/figure-commonmark/cell-3-output-1.png and b/docs/index_files/figure-commonmark/cell-3-output-1.png differ