diff --git a/src/components/chart/ha-chart-base.ts b/src/components/chart/ha-chart-base.ts
index 1bcfa3871f..edccd2d22c 100644
--- a/src/components/chart/ha-chart-base.ts
+++ b/src/components/chart/ha-chart-base.ts
@@ -5,10 +5,18 @@ import type {
   ChartOptions,
   TooltipModel,
 } from "chart.js";
-import { css, CSSResultGroup, html, LitElement, PropertyValues } from "lit";
+import {
+  css,
+  CSSResultGroup,
+  html,
+  nothing,
+  LitElement,
+  PropertyValues,
+} from "lit";
 import { customElement, property, state } from "lit/decorators";
 import { classMap } from "lit/directives/class-map";
 import { styleMap } from "lit/directives/style-map";
+import { fireEvent } from "../../common/dom/fire_event";
 import { clamp } from "../../common/number/clamp";
 import { HomeAssistant } from "../../types";
 import { debounce } from "../../common/util/debounce";
@@ -27,6 +35,11 @@ interface Tooltip
   left: string;
 }
 
+export interface ChartDatasetExtra {
+  show_legend?: boolean;
+  legend_label?: string;
+}
+
 @customElement("ha-chart-base")
 export class HaChartBase extends LitElement {
   public chart?: Chart;
@@ -38,6 +51,8 @@ export class HaChartBase extends LitElement {
 
   @property({ attribute: false }) public data: ChartData = { datasets: [] };
 
+  @property({ attribute: false }) public extraData?: ChartDatasetExtra[];
+
   @property({ attribute: false }) public options?: ChartOptions;
 
   @property({ attribute: false }) public plugins?: any[];
@@ -46,6 +61,8 @@ export class HaChartBase extends LitElement {
 
   @property({ type: Number }) public paddingYAxis = 0;
 
+  @property({ type: Boolean }) public externalHidden = false;
+
   @state() private _chartHeight?: number;
 
   @state() private _tooltip?: Tooltip;
@@ -148,6 +165,19 @@ export class HaChartBase extends LitElement {
       }
     }
 
+    if (changedProps.has("data")) {
+      if (this.externalHidden) {
+        this._hiddenDatasets = new Set();
+        if (this.data?.datasets) {
+          this.data.datasets.forEach((dataset, index) => {
+            if (dataset.hidden) {
+              this._hiddenDatasets.add(index);
+            }
+          });
+        }
+      }
+    }
+
     if (!this.hasUpdated || !this.chart) {
       return;
     }
@@ -157,7 +187,7 @@ export class HaChartBase extends LitElement {
       return;
     }
     if (changedProps.has("data")) {
-      if (this._hiddenDatasets.size) {
+      if (this._hiddenDatasets.size && !this.externalHidden) {
         this.data.datasets.forEach((dataset, index) => {
           dataset.hidden = this._hiddenDatasets.has(index);
         });
@@ -175,25 +205,30 @@ export class HaChartBase extends LitElement {
       ${this.options?.plugins?.legend?.display === true
         ? html`<div class="chartLegend">
             <ul>
-              ${this.data.datasets.map(
-                (dataset, index) =>
-                  html`<li
-                    .datasetIndex=${index}
-                    @click=${this._legendClick}
-                    class=${classMap({
-                      hidden: this._hiddenDatasets.has(index),
-                    })}
-                    .title=${dataset.label}
-                  >
-                    <div
-                      class="bullet"
-                      style=${styleMap({
-                        backgroundColor: dataset.backgroundColor as string,
-                        borderColor: dataset.borderColor as string,
+              ${this.data.datasets.map((dataset, index) =>
+                this.extraData?.[index]?.show_legend === false
+                  ? nothing
+                  : html`<li
+                      .datasetIndex=${index}
+                      @click=${this._legendClick}
+                      class=${classMap({
+                        hidden: this._hiddenDatasets.has(index),
                       })}
-                    ></div>
-                    <div class="label">${dataset.label}</div>
-                  </li>`
+                      .title=${this.extraData?.[index]?.legend_label ??
+                      dataset.label}
+                    >
+                      <div
+                        class="bullet"
+                        style=${styleMap({
+                          backgroundColor: dataset.backgroundColor as string,
+                          borderColor: dataset.borderColor as string,
+                        })}
+                      ></div>
+                      <div class="label">
+                        ${this.extraData?.[index]?.legend_label ??
+                        dataset.label}
+                      </div>
+                    </li>`
               )}
             </ul>
           </div>`
@@ -339,9 +374,19 @@ export class HaChartBase extends LitElement {
     if (this.chart.isDatasetVisible(index)) {
       this.chart.setDatasetVisibility(index, false);
       this._hiddenDatasets.add(index);
+      if (this.externalHidden) {
+        fireEvent(this, "dataset-hidden", {
+          index,
+        });
+      }
     } else {
       this.chart.setDatasetVisibility(index, true);
       this._hiddenDatasets.delete(index);
+      if (this.externalHidden) {
+        fireEvent(this, "dataset-unhidden", {
+          index,
+        });
+      }
     }
     this.chart.update("none");
     this.requestUpdate("_hiddenDatasets");
@@ -486,4 +531,8 @@ declare global {
   interface HTMLElementTagNameMap {
     "ha-chart-base": HaChartBase;
   }
+  interface HASSDomEvents {
+    "dataset-hidden": { index: number };
+    "dataset-unhidden": { index: number };
+  }
 }
diff --git a/src/components/chart/statistics-chart.ts b/src/components/chart/statistics-chart.ts
index 0e2fa2a9f5..0c5597878c 100644
--- a/src/components/chart/statistics-chart.ts
+++ b/src/components/chart/statistics-chart.ts
@@ -32,7 +32,11 @@ import {
 } from "../../data/recorder";
 import type { HomeAssistant } from "../../types";
 import "./ha-chart-base";
-import type { ChartResizeOptions, HaChartBase } from "./ha-chart-base";
+import type {
+  ChartResizeOptions,
+  ChartDatasetExtra,
+  HaChartBase,
+} from "./ha-chart-base";
 
 export const supportedStatTypeMap: Record<StatisticType, StatisticType> = {
   mean: "mean",
@@ -79,10 +83,14 @@ export class StatisticsChart extends LitElement {
 
   @state() private _chartData: ChartData = { datasets: [] };
 
+  @state() private _chartDatasetExtra: ChartDatasetExtra[] = [];
+
   @state() private _statisticIds: string[] = [];
 
   @state() private _chartOptions?: ChartOptions;
 
+  @state() private _hiddenStats = new Set<string>();
+
   @query("ha-chart-base") private _chart?: HaChartBase;
 
   private _computedStyle?: CSSStyleDeclaration;
@@ -96,6 +104,9 @@ export class StatisticsChart extends LitElement {
   }
 
   public willUpdate(changedProps: PropertyValues) {
+    if (changedProps.has("legendMode")) {
+      this._hiddenStats.clear();
+    }
     if (
       !this.hasUpdated ||
       changedProps.has("unit") ||
@@ -110,7 +121,8 @@ export class StatisticsChart extends LitElement {
       changedProps.has("statisticsData") ||
       changedProps.has("statTypes") ||
       changedProps.has("chartType") ||
-      changedProps.has("hideLegend")
+      changedProps.has("hideLegend") ||
+      changedProps.has("_hiddenStats")
     ) {
       this._generateData();
     }
@@ -145,14 +157,30 @@ export class StatisticsChart extends LitElement {
 
     return html`
       <ha-chart-base
+        externalHidden
         .hass=${this.hass}
         .data=${this._chartData}
+        .extraData=${this._chartDatasetExtra}
         .options=${this._chartOptions}
         .chartType=${this.chartType}
+        @dataset-hidden=${this._datasetHidden}
+        @dataset-unhidden=${this._datasetUnhidden}
       ></ha-chart-base>
     `;
   }
 
+  private _datasetHidden(ev) {
+    ev.stopPropagation();
+    this._hiddenStats.add(this._statisticIds[ev.detail.index]);
+    this.requestUpdate("_hiddenStats");
+  }
+
+  private _datasetUnhidden(ev) {
+    ev.stopPropagation();
+    this._hiddenStats.delete(this._statisticIds[ev.detail.index]);
+    this.requestUpdate("_hiddenStats");
+  }
+
   private _createOptions(unit?: string) {
     this._chartOptions = {
       parsing: false,
@@ -274,6 +302,7 @@ export class StatisticsChart extends LitElement {
     let colorIndex = 0;
     const statisticsData = Object.entries(this.statisticsData);
     const totalDataSets: ChartDataset<"line">[] = [];
+    const totalDatasetExtras: ChartDatasetExtra[] = [];
     const statisticIds: string[] = [];
     let endTime: Date;
 
@@ -324,6 +353,7 @@ export class StatisticsChart extends LitElement {
 
       // The datasets for the current statistic
       const statDataSets: ChartDataset<"line">[] = [];
+      const statDatasetExtras: ChartDatasetExtra[] = [];
 
       const pushData = (
         start: Date,
@@ -384,9 +414,20 @@ export class StatisticsChart extends LitElement {
           })
         : this.statTypes;
 
+      let displayed_legend = false;
       sortedTypes.forEach((type) => {
         if (statisticsHaveType(stats, type)) {
           const band = drawBands && (type === "min" || type === "max");
+          if (!this.hideLegend) {
+            const show_legend = hasMean
+              ? type === "mean"
+              : displayed_legend === false;
+            statDatasetExtras.push({
+              legend_label: name,
+              show_legend,
+            });
+            displayed_legend = displayed_legend || show_legend;
+          }
           statTypes.push(type);
           statDataSets.push({
             label: name
@@ -408,6 +449,9 @@ export class StatisticsChart extends LitElement {
               band && hasMean ? color + (this.hideLegend ? "00" : "7F") : color,
             backgroundColor: band ? color + "3F" : color + "7F",
             pointRadius: 0,
+            hidden: !this.hideLegend
+              ? this._hiddenStats.has(statistic_id)
+              : false,
             data: [],
             // @ts-ignore
             unit: meta?.unit_of_measurement,
@@ -446,6 +490,7 @@ export class StatisticsChart extends LitElement {
 
       // Concat two arrays
       Array.prototype.push.apply(totalDataSets, statDataSets);
+      Array.prototype.push.apply(totalDatasetExtras, statDatasetExtras);
     });
 
     if (unit) {
@@ -455,6 +500,7 @@ export class StatisticsChart extends LitElement {
     this._chartData = {
       datasets: totalDataSets,
     };
+    this._chartDatasetExtra = totalDatasetExtras;
     this._statisticIds = statisticIds;
   }