diff --git a/packages/layerchart/src/routes/_NavMenu.svelte b/packages/layerchart/src/routes/_NavMenu.svelte
index 0a855771d..23450850e 100644
--- a/packages/layerchart/src/routes/_NavMenu.svelte
+++ b/packages/layerchart/src/routes/_NavMenu.svelte
@@ -15,7 +15,6 @@
       'Candlestick',
       'Compound',
       'Duration',
-      'DualAxis',
       'Histogram',
       'Line',
       'Oscilloscope',
diff --git a/packages/layerchart/src/routes/docs/examples/Compound/+page.svelte b/packages/layerchart/src/routes/docs/examples/Compound/+page.svelte
index eb4313468..4a13c883f 100644
--- a/packages/layerchart/src/routes/docs/examples/Compound/+page.svelte
+++ b/packages/layerchart/src/routes/docs/examples/Compound/+page.svelte
@@ -1,5 +1,7 @@
 <script lang="ts">
-  import { Area, BarChart, Spline, Tooltip } from 'layerchart';
+  import { Area, Axis, BarChart, Chart, Highlight, Spline, Svg, Tooltip } from 'layerchart';
+  import { scaleLinear, scaleTime } from 'd3-scale';
+  import { extent } from 'd3-array';
 
   import Preview from '$lib/docs/Preview.svelte';
   import { createDateSeries } from '$lib/utils/genData.js';
@@ -17,9 +19,9 @@
 
 <h1>Examples</h1>
 
-<h2>Common scale</h2>
+<h2>Common scale with extra marks</h2>
 
-<Preview {data}>
+<Preview data={dateSeries}>
   <div class="h-[300px] p-4 border rounded-sm">
     <BarChart
       data={dateSeries}
@@ -48,9 +50,9 @@
   </div>
 </Preview>
 
-<h2>Stacked Charts</h2>
+<h2>Separate scales with stacked charts and overridden marks</h2>
 
-<Preview {data}>
+<Preview data={data.appleTicker}>
   <div class="h-[300px] grid grid-stack p-4 border rounded-sm">
     <!-- First chart (bar), with different domain scale for volume -->
     <BarChart
@@ -101,3 +103,220 @@
     </BarChart>
   </div>
 </Preview>
+
+<h2>Dual axis with single chart using remapped scale</h2>
+
+<Preview data={data.newPassengerCars}>
+  <div class="h-[300px] p-4 border rounded-sm">
+    <!-- Remap efficiency to its equivalent value in sales - https://observablehq.com/@observablehq/plot-dual-axis -->
+    <Chart
+      data={data.newPassengerCars}
+      x="year"
+      y="sales"
+      yDomain={[0, null]}
+      yNice
+      y1="efficiency"
+      y1Scale={scaleLinear()}
+      y1Range={({ yScale }) => yScale.domain()}
+      padding={{ top: 24, bottom: 24, left: 24, right: 24 }}
+      tooltip={{ mode: 'bisect-x' }}
+    >
+      {#snippet children({ context })}
+        <Svg>
+          <Axis
+            placement="left"
+            rule
+            format="metric"
+            label="↑ sales (M)"
+            labelPlacement="start"
+            labelProps={{ class: 'fill-primary' }}
+          />
+          <Axis
+            placement="right"
+            scale={scaleLinear(context.y1Scale?.domain() ?? [], [context.height, 0])}
+            ticks={context.y1Scale?.ticks?.()}
+            rule
+            label="efficiency (mpg) ↑"
+            labelPlacement="start"
+            labelProps={{ class: 'fill-secondary' }}
+          />
+          <Axis placement="bottom" format="none" rule />
+          <Spline class="stroke-2 stroke-primary" />
+          <Spline y={(d) => context.y1Scale?.(d.efficiency)} class="stroke-2 stroke-secondary" />
+          <Highlight lines points />
+          <Highlight
+            points={{ class: 'fill-secondary' }}
+            y={(d) => context.y1Scale?.(d.efficiency)}
+          />
+        </Svg>
+
+        <Tooltip.Root {context}>
+          {#snippet children({ data })}
+            <Tooltip.Header>{data.year}</Tooltip.Header>
+            <Tooltip.List>
+              <Tooltip.Item label="sales" value={data.sales} format="currencyRound" />
+              <Tooltip.Item label="efficiency" value={data.efficiency} />
+            </Tooltip.List>
+          {/snippet}
+        </Tooltip.Root>
+      {/snippet}
+    </Chart>
+  </div>
+</Preview>
+
+<h2>Dual axis with stacked charts</h2>
+
+<Preview data={data.newPassengerCars}>
+  <div class="h-[300px] grid grid-stack p-4 border rounded-sm">
+    <!-- Sales chart-->
+    <Chart
+      data={data.newPassengerCars}
+      x="year"
+      y="sales"
+      yDomain={[0, null]}
+      yNice
+      padding={{ top: 24, bottom: 24, left: 24, right: 24 }}
+    >
+      <Svg>
+        <Axis
+          placement="left"
+          rule
+          format="metric"
+          label="↑ sales (M)"
+          labelPlacement="start"
+          labelProps={{ class: 'fill-primary' }}
+        />
+        <Axis placement="bottom" format="none" rule />
+        <Spline class="stroke-2 stroke-primary" />
+        <Highlight lines points />
+      </Svg>
+    </Chart>
+
+    <!-- Efficiency chart, provides tooltip for both values  -->
+    <Chart
+      data={data.newPassengerCars}
+      x="year"
+      y="efficiency"
+      padding={{ top: 24, bottom: 24, left: 24, right: 24 }}
+      tooltip={{ mode: 'bisect-x' }}
+    >
+      <Svg>
+        <Axis
+          placement="right"
+          rule
+          label="efficiency (mpg) ↑"
+          labelPlacement="start"
+          labelProps={{ class: 'fill-secondary' }}
+        />
+        <Spline class="stroke-2 stroke-secondary" />
+        <!-- Difficult to add points for both charts without using a remaped scale for one value -->
+        <Highlight lines />
+      </Svg>
+
+      <Tooltip.Root>
+        {#snippet children({ data })}
+          <Tooltip.Header>{data.year}</Tooltip.Header>
+          <Tooltip.List>
+            <Tooltip.Item label="sales" value={data.sales} format="currencyRound" />
+            <Tooltip.Item label="efficiency" value={data.efficiency} />
+          </Tooltip.List>
+        {/snippet}
+      </Tooltip.Root>
+    </Chart>
+  </div>
+</Preview>
+
+<h2>Separate scales with stacked charts with inverted range (top down)</h2>
+
+<Preview data={data.hydro}>
+  <div class="h-[300px] grid grid-stack p-4 border rounded-sm">
+    <!-- First chart with inverted yRange (top down) -->
+    <BarChart
+      data={data.hydro}
+      x="date"
+      y="rain"
+      axis={{ placement: 'right', tickMarks: false }}
+      yDomain={[0, 500]}
+      yRange={({ height }) => [0, height]}
+      padding={{ left: 32, right: 32, bottom: 20 }}
+      props={{
+        bars: {
+          // TODO: Determine why non-rounded Rect within Bar is not working for inverted range
+          // rounded: 'none',
+          class: 'stroke-none fill-blue-500',
+        },
+      }}
+    />
+
+    <BarChart
+      data={data.hydro}
+      x="date"
+      yDomain={[0, 1000]}
+      padding={{ left: 32, right: 32, bottom: 20 }}
+      series={[
+        {
+          key: 'infiltration',
+          // TODO: Not sure what to be done with negative values
+          // value: (d) => Math.abs(d.infiltration),
+          value: (d) => (d.infiltration > 0 ? d.infiltration : 0),
+          color: 'hsl(25, 95%, 53%)',
+          props: {
+            rounded: 'none',
+          },
+        },
+        {
+          key: 'dirtyh2o',
+          color: 'hsl(0, 84%, 60%)',
+          props: {
+            rounded: 'none',
+          },
+        },
+        {
+          key: 'rain_induced',
+          color: 'hsl(142, 71%, 45%)',
+          props: {
+            rounded: 'none',
+          },
+        },
+      ]}
+      seriesLayout="stack"
+    >
+      {#snippet axis({ context })}
+        <Axis placement="left" />
+        <!-- Provide better axis than band scale currently does with time data-->
+        <Axis
+          placement="bottom"
+          scale={scaleTime(
+            // @ts-expect-error
+            extent(data.hydro, (d) => d.date),
+            [0, context.width]
+          )}
+          tickMultiline
+          rule
+        />
+      {/snippet}
+
+      {#snippet tooltip({ context })}
+        <Tooltip.Root {context}>
+          {#snippet children({ data })}
+            <Tooltip.Header value={data.date} format="day" />
+            <Tooltip.List>
+              <Tooltip.Item label="rain" color="hsl(200 100% 50%)" value={data.rain} />
+              <Tooltip.Item
+                label="infiltration"
+                color="hsl(25, 95%, 53%)"
+                value={data.infiltration}
+              />
+              <Tooltip.Item label="dirtyh2o" color="hsl(0, 84%, 60%)" value={data.dirtyh2o} />
+              <Tooltip.Item
+                label="rain_induced"
+                color="hsl(142, 71%, 45%)"
+                value={data.rain_induced}
+              />
+            </Tooltip.List>
+          {/snippet}
+        </Tooltip.Root>
+      {/snippet}
+    </BarChart>
+  </div>
+</Preview>
diff --git a/packages/layerchart/src/routes/docs/examples/Compound/+page.ts b/packages/layerchart/src/routes/docs/examples/Compound/+page.ts
index 2ec5163e1..2c922c6a7 100644
--- a/packages/layerchart/src/routes/docs/examples/Compound/+page.ts
+++ b/packages/layerchart/src/routes/docs/examples/Compound/+page.ts
@@ -1,5 +1,9 @@
+import { autoType, csvParse } from 'd3-dsv';
 import { parse } from '@layerstack/utils';
+
 import type { AppleTickerData } from '$static/data/examples/date/apple-ticker.js';
+import type { NewPassengerCars } from '$static/data/examples/new-passenger-cars.js';
+import type { HydroData } from '$static/data/examples/date/hydro.js';
 
 import pageSource from './+page.svelte?raw';
 
@@ -8,6 +12,13 @@ export async function load({ fetch }) {
     appleTicker: (await fetch('/data/examples/date/apple-ticker.json').then(async (r) =>
       parse(await r.text())
     )) as AppleTickerData,
+    newPassengerCars: await fetch('/data/examples/new-passenger-cars.csv').then(async (r) =>
+      // @ts-expect-error
+      csvParse<NewPassengerCars>(await r.text(), autoType)
+    ),
+    hydro: (await fetch('/data/examples/date/hydro.json').then(async (r) =>
+      parse(await r.text())
+    )) as HydroData,
     meta: {
       pageSource,
       related: [
diff --git a/packages/layerchart/src/routes/docs/examples/DualAxis/+page.svelte b/packages/layerchart/src/routes/docs/examples/DualAxis/+page.svelte
deleted file mode 100644
index 98712a8a7..000000000
--- a/packages/layerchart/src/routes/docs/examples/DualAxis/+page.svelte
+++ /dev/null
@@ -1,135 +0,0 @@
-<script lang="ts">
-  import { scaleLinear } from 'd3-scale';
-
-  import { Axis, Chart, Highlight, Spline, Svg, Tooltip } from 'layerchart';
-
-  import Preview from '$lib/docs/Preview.svelte';
-
-  let { data } = $props();
-
-  const chartData = $derived(data.newPassengerCars);
-</script>
-
-<h1>Examples</h1>
-
-<h2>Single chart with remapping scale</h2>
-
-<Preview data={chartData}>
-  <div class="h-[300px] p-4 border rounded-sm">
-    <!-- Remap efficiency to its equivalent value in sales - https://observablehq.com/@observablehq/plot-dual-axis -->
-    <Chart
-      data={chartData}
-      x="year"
-      y="sales"
-      yDomain={[0, null]}
-      yNice
-      y1="efficiency"
-      y1Scale={scaleLinear()}
-      y1Range={({ yScale }) => yScale.domain()}
-      padding={{ top: 24, bottom: 24, left: 24, right: 24 }}
-      tooltip={{ mode: 'bisect-x' }}
-    >
-      {#snippet children({ context })}
-        <Svg>
-          <Axis
-            placement="left"
-            rule
-            format="metric"
-            label="↑ sales (M)"
-            labelPlacement="start"
-            labelProps={{ class: 'fill-primary' }}
-          />
-          <Axis
-            placement="right"
-            scale={scaleLinear(context.y1Scale?.domain() ?? [], [context.height, 0])}
-            ticks={context.y1Scale?.ticks?.()}
-            rule
-            label="efficiency (mpg) ↑"
-            labelPlacement="start"
-            labelProps={{ class: 'fill-secondary' }}
-          />
-          <Axis placement="bottom" format="none" rule />
-          <Spline class="stroke-2 stroke-primary" />
-          <Spline y={(d) => context.y1Scale?.(d.efficiency)} class="stroke-2 stroke-secondary" />
-          <Highlight lines points />
-          <Highlight
-            points={{ class: 'fill-secondary' }}
-            y={(d) => context.y1Scale?.(d.efficiency)}
-          />
-        </Svg>
-
-        <Tooltip.Root {context}>
-          {#snippet children({ data })}
-            <Tooltip.Header>{data.year}</Tooltip.Header>
-            <Tooltip.List>
-              <Tooltip.Item label="sales" value={data.sales} format="currencyRound" />
-              <Tooltip.Item label="efficiency" value={data.efficiency} />
-            </Tooltip.List>
-          {/snippet}
-        </Tooltip.Root>
-      {/snippet}
-    </Chart>
-  </div>
-</Preview>
-
-<h2>Stacked Charts</h2>
-
-<Preview data={chartData}>
-  <div class="h-[300px] grid grid-stack p-4 border rounded-sm">
-    <!-- Sales chart-->
-    <Chart
-      data={chartData}
-      x="year"
-      y="sales"
-      yDomain={[0, null]}
-      yNice
-      padding={{ top: 24, bottom: 24, left: 24, right: 24 }}
-    >
-      <Svg>
-        <Axis
-          placement="left"
-          rule
-          format="metric"
-          label="↑ sales (M)"
-          labelPlacement="start"
-          labelProps={{ class: 'fill-primary' }}
-        />
-        <Axis placement="bottom" format="none" rule />
-        <Spline class="stroke-2 stroke-primary" />
-        <Highlight lines points />
-      </Svg>
-    </Chart>
-
-    <!-- Efficiency chart, provides tooltip for both values  -->
-    <Chart
-      data={chartData}
-      x="year"
-      y="efficiency"
-      padding={{ top: 24, bottom: 24, left: 24, right: 24 }}
-      tooltip={{ mode: 'bisect-x' }}
-    >
-      <Svg>
-        <Axis
-          placement="right"
-          rule
-          label="efficiency (mpg) ↑"
-          labelPlacement="start"
-          labelProps={{ class: 'fill-secondary' }}
-        />
-        <Spline class="stroke-2 stroke-secondary" />
-        <!-- Difficult to add points for both charts without using a remaped scale for one value -->
-        <Highlight lines />
-      </Svg>
-
-      <Tooltip.Root>
-        {#snippet children({ data })}
-          <Tooltip.Header>{data.year}</Tooltip.Header>
-          <Tooltip.List>
-            <Tooltip.Item label="sales" value={data.sales} format="currencyRound" />
-            <Tooltip.Item label="efficiency" value={data.efficiency} />
-          </Tooltip.List>
-        {/snippet}
-      </Tooltip.Root>
-    </Chart>
-  </div>
-</Preview>
diff --git a/packages/layerchart/src/routes/docs/examples/DualAxis/+page.ts b/packages/layerchart/src/routes/docs/examples/DualAxis/+page.ts
deleted file mode 100644
index 9d71fadd3..000000000
--- a/packages/layerchart/src/routes/docs/examples/DualAxis/+page.ts
+++ /dev/null
@@ -1,17 +0,0 @@
-import { autoType, csvParse } from 'd3-dsv';
-
-import pageSource from './+page.svelte?raw';
-import type { NewPassengerCars } from '$static/data/examples/new-passenger-cars.js';
-
-export async function load({ fetch }) {
-  return {
-    newPassengerCars: await fetch('/data/examples/new-passenger-cars.csv').then(async (r) =>
-      // @ts-expect-error
-      csvParse<NewPassengerCars>(await r.text(), autoType)
-    ),
-    meta: {
-      pageSource,
-      related: ['examples/Compound'],
-    },
-  };
-}
diff --git a/packages/layerchart/static/data/examples/date/hydro.d.ts b/packages/layerchart/static/data/examples/date/hydro.d.ts
new file mode 100644
index 000000000..1ded7a0b1
--- /dev/null
+++ b/packages/layerchart/static/data/examples/date/hydro.d.ts
@@ -0,0 +1,7 @@
+export type HydroData = {
+  date: Date;
+  dirtyh2o: number;
+  infiltration: number;
+  rain: number;
+  rain_induced: number;
+}[];
diff --git a/packages/layerchart/static/data/examples/date/hydro.json b/packages/layerchart/static/data/examples/date/hydro.json
new file mode 100644
index 000000000..c26b46877
--- /dev/null
+++ b/packages/layerchart/static/data/examples/date/hydro.json
@@ -0,0 +1,1507 @@
+[
+  {
+    "date": 1710460800000,
+    "dirtyh2o": 107.8725,
+    "infiltration": -12.22,
+    "rain": 5.5,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1710547200000,
+    "dirtyh2o": 176.1,
+    "infiltration": -4.09,
+    "rain": 8.64,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1710633600000,
+    "dirtyh2o": 176.55,
+    "infiltration": -10.99,
+    "rain": 3.9,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1710720000000,
+    "dirtyh2o": 154.6885,
+    "infiltration": -18.85,
+    "rain": 2.66,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1710806400000,
+    "dirtyh2o": 168.53,
+    "infiltration": -16.4,
+    "rain": 0.63,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1710892800000,
+    "dirtyh2o": 182.02,
+    "infiltration": -11.52,
+    "rain": 0.0,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1710979200000,
+    "dirtyh2o": 196.916,
+    "infiltration": -0.34,
+    "rain": 1.17,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1711065600000,
+    "dirtyh2o": 190.342,
+    "infiltration": -4.43,
+    "rain": 0.0,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1711152000000,
+    "dirtyh2o": 227.304,
+    "infiltration": -7.43,
+    "rain": 0.0,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1711238400000,
+    "dirtyh2o": 244.024,
+    "infiltration": -8.6,
+    "rain": 2.42,
+    "rain_induced": 32.07
+  },
+  {
+    "date": 1711324800000,
+    "dirtyh2o": 216.923,
+    "infiltration": -6.16,
+    "rain": 2.12,
+    "rain_induced": 16.03
+  },
+  {
+    "date": 1711411200000,
+    "dirtyh2o": 203.7845,
+    "infiltration": 2.08,
+    "rain": 0.0,
+    "rain_induced": 8.02
+  },
+  {
+    "date": 1711497600000,
+    "dirtyh2o": 176.909,
+    "infiltration": 9.65,
+    "rain": 12.08,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1711584000000,
+    "dirtyh2o": 181.1745,
+    "infiltration": 28.95,
+    "rain": 100.0,
+    "rain_induced": 441.07
+  },
+  {
+    "date": 1711670400000,
+    "dirtyh2o": 222.965,
+    "infiltration": 24.12,
+    "rain": 1.02,
+    "rain_induced": 220.53
+  },
+  {
+    "date": 1711756800000,
+    "dirtyh2o": 259.692,
+    "infiltration": 51.5,
+    "rain": 11.28,
+    "rain_induced": 215.27
+  },
+  {
+    "date": 1711843200000,
+    "dirtyh2o": 255.475,
+    "infiltration": 64.9,
+    "rain": 0.0,
+    "rain_induced": 52.5
+  },
+  {
+    "date": 1711929600000,
+    "dirtyh2o": 237.747,
+    "infiltration": 70.75,
+    "rain": 0.39,
+    "rain_induced": 66.13
+  },
+  {
+    "date": 1712016000000,
+    "dirtyh2o": 253.5645,
+    "infiltration": 67.11,
+    "rain": 0.0,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1712102400000,
+    "dirtyh2o": 258.837,
+    "infiltration": 79.36,
+    "rain": 0.0,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1712188800000,
+    "dirtyh2o": 248.957,
+    "infiltration": 92.44,
+    "rain": 0.0,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1712275200000,
+    "dirtyh2o": 221.1885,
+    "infiltration": 70.61,
+    "rain": 0.0,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1712361600000,
+    "dirtyh2o": 251.28,
+    "infiltration": 69.23,
+    "rain": 0.0,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1712448000000,
+    "dirtyh2o": 220.341,
+    "infiltration": 54.53,
+    "rain": 0.0,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1712534400000,
+    "dirtyh2o": 174.287,
+    "infiltration": 69.21,
+    "rain": 0.0,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1712620800000,
+    "dirtyh2o": 179.094,
+    "infiltration": 61.47,
+    "rain": 0.0,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1712707200000,
+    "dirtyh2o": 160.3125,
+    "infiltration": 60.13,
+    "rain": 0.0,
+    "rain_induced": 0.0
+  },
+  {
+    "date": 1712793600000,
+    "dirtyh2o": 217.1415,
+    "infiltration": 65.21,
+    "rain": 41.0,
+    "rain_induced": 11.19
+  },
+  {
+    "date": 1712880000000,
+    "dirtyh2o": 225.625,
+    "infiltration": 44.48,
+    "rain": 0.0,
+    "rain_induced": 5.59
+  },
+  {
+    "date": 1712966400000,
+    "dirtyh2o": 326.52,
+    "infiltration": 64.42,
+    "rain": 53.63,
+    "rain_induced": 193.07
+  },
+  {
+    "date": 1713052800000,
+    "dirtyh2o": 319.33,
+    "infiltration": 67.98,
+    "rain": 9.08,
+    "rain_induced": 95.13
+  },
+  {
+    "date": 1713139200000,
+    "dirtyh2o": 260.547,
+    "infiltration": 67.76,
+    "rain": 0.0,
+    "rain_induced": 47.57
+  },
+  {
+    "date": 1713225600000,
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