diff --git a/demo/demo.js b/demo/demo.js
index 4bb027bbd..c95da5010 100644
--- a/demo/demo.js
+++ b/demo/demo.js
@@ -3741,6 +3741,42 @@ d3.select(".chart_area")
 		]
 	},
 	BarChartOptions: {
+		BarIndices: [
+			{
+				options: {
+					data: {
+						columns: [
+							['data1', 4, null, 4],
+							['data2', null, 3, null],
+							['data3', 1, 4, 4]
+						],
+						type: "bar"
+					},
+					bar: {
+						indices: {
+							removeNull: true
+						}
+					}
+				}
+			},
+			{
+				options: {
+					data: {
+						columns: [
+							['data1', 4, null, 4],
+							['data2', null, 3, null],
+							['data3', 1, 4, 4]
+						],
+						type: "bar"
+					},
+					bar: {
+						indices: {
+							removeNull: false
+						}
+					}
+				}
+			},
+		],
 		BarPadding: {
 			options: {
 				data: {
diff --git a/src/Chart/api/data.ts b/src/Chart/api/data.ts
index 48004291d..0e4a777dc 100644
--- a/src/Chart/api/data.ts
+++ b/src/Chart/api/data.ts
@@ -4,8 +4,7 @@
  */
 import {DataItem} from "../../../types/types";
 import {extend, isUndefined, isArray} from "../../module/util";
-
-type DataParam = {x: number, value: number, id: string, index: number}[];
+import {IDataRow} from "../../ChartInternal/data/IData";
 
 /**
  * Get data loaded in the chart.
@@ -173,7 +172,7 @@ extend(data, {
 	 * chart.data.min();
 	 * // --> [{x: 0, value: 30, id: "data1", index: 0}, ...]
 	 */
-	min: function(): DataParam {
+	min: function(): IDataRow[] {
 		return this.internal.getMinMaxData().min;
 	},
 
@@ -188,7 +187,7 @@ extend(data, {
 	 * chart.data.max();
 	 * // --> [{x: 3, value: 400, id: "data1", index: 3}, ...]
 	 */
-	max: function(): DataParam {
+	max: function(): IDataRow[] {
 		return this.internal.getMinMaxData().max;
 	}
 });
diff --git a/src/ChartInternal/data/IData.ts b/src/ChartInternal/data/IData.ts
index aa2eb4578..e2338e385 100644
--- a/src/ChartInternal/data/IData.ts
+++ b/src/ChartInternal/data/IData.ts
@@ -30,3 +30,12 @@ export interface IGridData {
 	text: string;
 	value: number;
 }
+
+export interface IDataIndice {
+    [key: string]: number;
+    __max__: number;
+}
+
+export type TIndices = {} | {
+    [key:string]: IDataIndice
+};
diff --git a/src/ChartInternal/data/data.ts b/src/ChartInternal/data/data.ts
index 8216beda0..d6b0386fb 100644
--- a/src/ChartInternal/data/data.ts
+++ b/src/ChartInternal/data/data.ts
@@ -154,7 +154,7 @@ export default {
 			.map(t => $$.addName($$.getValueOnIndex(t.values, index)));
 
 		if (filterNull) {
-			value = value.filter(v => isValue(v.value));
+			value = value.filter(v => v && "value" in v && isValue(v.value));
 		}
 
 		return value;
diff --git a/src/ChartInternal/shape/shape.ts b/src/ChartInternal/shape/shape.ts
index a385b305f..a98a302ac 100644
--- a/src/ChartInternal/shape/shape.ts
+++ b/src/ChartInternal/shape/shape.ts
@@ -26,6 +26,7 @@ import {select as d3Select} from "d3-selection";
 import {d3Selection} from "../../../types/types";
 import CLASS from "../../config/classes";
 import {capitalize, getPointer, getRectSegList, getUnique, isObjectType, isNumber, isValue, isUndefined, notEmpty} from "../../module/util";
+import {IDataRow, IDataIndice, TIndices} from "../data/IData";
 
 export default {
 	/**
@@ -88,12 +89,12 @@ export default {
 	 * @param {Function} typeFilter Chart type filter function
 	 * @returns {object} Indices object with its position
 	 */
-	getShapeIndices(typeFilter): {[key: string]: number} {
+	getShapeIndices(typeFilter): TIndices {
 		const $$ = this;
 		const {config} = $$;
 		const xs = config.data_xs;
 		const hasXs = notEmpty(xs);
-		const indices = {};
+		const indices: TIndices = {};
 		let i: any = hasXs ? {} : 0;
 
 		if (hasXs) {
@@ -134,12 +135,28 @@ export default {
 	/**
 	 * Get indices value based on data ID value
 	 * @param {object} indices Indices object
-	 * @param {string} id Data id value
+	 * @param {object} d Data row
+	 * @param {string} caller Caller function name (Used only for 'sparkline' plugin)
 	 * @returns {object} Indices object
 	 * @private
 	 */
-	getIndices(indices, id: string) {
-		const xs = this.config.data_xs;
+	getIndices(indices: TIndices, d: IDataRow, caller?: string): IDataIndice { // eslint-disable-line
+		const $$ = this;
+		const {data_xs: xs, bar_indices_removeNull: removeNull} = $$.config;
+		const {id, index} = d;
+
+		if ($$.isBarType(id) && removeNull) {
+			const ind = {} as IDataIndice;
+
+			// redefine bar indices order
+			$$.getAllValuesOnIndex(index, true)
+				.forEach((v, i) => {
+					ind[v.id] = i;
+					ind.__max__ = i;
+				});
+
+			return ind;
+		}
 
 		return notEmpty(xs) ?
 			indices[xs[id]] : indices;
@@ -151,12 +168,12 @@ export default {
 	 * @returns {number} Max number
 	 * @private
 	 */
-	getIndicesMax(indices): number {
+	getIndicesMax(indices: TIndices | IDataIndice): number {
 		return notEmpty(this.config.data_xs) ?
 			// if is multiple xs, return total sum of xs' __max__ value
 			Object.keys(indices)
 				.map(v => indices[v].__max__ || 0)
-				.reduce((acc, curr) => acc + curr) : indices.__max__;
+				.reduce((acc, curr) => acc + curr) : (indices as IDataIndice).__max__;
 	},
 
 	getShapeX(offset, indices, isSub?: boolean): (d) => number {
@@ -170,7 +187,7 @@ export default {
 		);
 
 		return d => {
-			const ind = $$.getIndices(indices, d.id, "getShapeX");
+			const ind = $$.getIndices(indices, d, "getShapeX");
 			const index = d.id in ind ? ind[d.id] : 0;
 			const targetsNum = (ind.__max__ || 0) + 1;
 			let x = 0;
@@ -289,7 +306,7 @@ export default {
 
 		return (d, idx) => {
 			const {id, value, x} = d;
-			const ind = $$.getIndices(indices, id);
+			const ind = $$.getIndices(indices, d);
 			const scale = $$.getYScaleById(id, isSub);
 
 			if ($$.isBarRangeType(d)) {
diff --git a/src/Plugin/sparkline/index.ts b/src/Plugin/sparkline/index.ts
index f165c16ae..ed7f23410 100644
--- a/src/Plugin/sparkline/index.ts
+++ b/src/Plugin/sparkline/index.ts
@@ -105,8 +105,8 @@ export default class Sparkline extends Plugin {
 		const {getBarW, getIndices} = $$;
 
 		// override internal methods to positioning bars
-		$$.getIndices = function(indices, id, caller) {
-			return caller === "getShapeX" ? {} : getIndices.call(this, indices, id);
+		$$.getIndices = function(indices, d, caller) {
+			return caller === "getShapeX" ? {} : getIndices.call(this, indices, d);
 		};
 
 		$$.getBarW = function(type, axis) {
diff --git a/src/config/Options/shape/bar.ts b/src/config/Options/shape/bar.ts
index c372f81da..dd583e6e4 100644
--- a/src/config/Options/shape/bar.ts
+++ b/src/config/Options/shape/bar.ts
@@ -12,6 +12,7 @@ export default {
 	 * @memberof Options
 	 * @type {object}
 	 * @property {object} bar Bar object
+	 * @property {number} [bar.indices.removeNull=false] Remove nullish data on bar indices positions.
 	 * @property {number} [bar.label.threshold=0] Set threshold ratio to show/hide labels.
 	 * @property {number} [bar.padding=0] The padding pixel value between each bar.
 	 * @property {number} [bar.radius] Set the radius of bar edge in pixel.
@@ -27,12 +28,18 @@ export default {
 	 * @property {number} [bar.width.dataname.ratio=0.6] Change the width of bar chart by ratio.
 	 * @property {number} [bar.width.dataname.max] The maximum width value for ratio.
 	 * @property {boolean} [bar.zerobased=true] Set if min or max value will be 0 on bar chart.
+	 * @see [Demo: bar indices](https://naver.github.io/billboard.js/demo/#BarChartOptions.BarIndices)
 	 * @see [Demo: bar padding](https://naver.github.io/billboard.js/demo/#BarChartOptions.BarPadding)
 	 * @see [Demo: bar radius](https://naver.github.io/billboard.js/demo/#BarChartOptions.BarRadius)
 	 * @see [Demo: bar width](https://naver.github.io/billboard.js/demo/#BarChartOptions.BarWidth)
 	 * @see [Demo: bar width variant](https://naver.github.io/billboard.js/demo/#BarChartOptions.BarWidthVariant)
 	 * @example
 	 *  bar: {
+	 *      // remove nullish data on bar indices postions
+	 *      indices: {
+	 *          removeNull: true
+	 *      },
+	 *
 	 *      padding: 1,
 	 *
 	 *      // bar radius
@@ -72,6 +79,7 @@ export default {
 	 *  }
 	 */
 	bar_label_threshold: 0,
+	bar_indices_removeNull: false,
 	bar_padding: 0,
 	bar_radius: <number|{ratio: number}|undefined> undefined,
 	bar_radius_ratio: <number|undefined> undefined,
diff --git a/test/shape/bar-spec.ts b/test/shape/bar-spec.ts
index d362e96f3..bc1e32518 100644
--- a/test/shape/bar-spec.ts
+++ b/test/shape/bar-spec.ts
@@ -723,6 +723,38 @@ describe("SHAPE BAR", () => {
 		});
 	});
 
+	describe("bar indices", () => {
+		before(() => {
+			args = {
+				data: {
+					columns: [
+						["data1", 4, null, 4],
+						["data2", null, 3, null],
+						["data3", 1, 4, 4]
+					],
+					type: "bar"
+				},
+				bar: {
+					indices: {
+						removeNull: true
+					}
+				}
+			}
+		});
+
+		it("should redefined bar indices removing nullish values.", () => {
+			const {$: {bar}, internal} = chart;
+
+			bar.bars.each(d => {
+				const indices = internal.getIndices(null, d);
+
+				expect(indices.__max__).to.be.equal(1);
+				expect(indices.data3).to.be.equal(1);
+				expect(indices["data1" in indices ? "data1" : "data2"]).to.be.equal(0);
+			});
+		});
+	});
+
 	describe("bar radius", () => {
 		before(() => {
 			args = {
diff --git a/types/options.d.ts b/types/options.d.ts
index a2a3c5e82..150e2040c 100644
--- a/types/options.d.ts
+++ b/types/options.d.ts
@@ -275,31 +275,6 @@ export interface ChartOptions {
 	};
 
 	bar?: {
-		/**
-		 * Change the width of bar chart. If ratio is specified, change the width of bar chart by ratio.
-		 */
-		width?: number | {
-			/**
-			 * Set the width of each bar by ratio
-			 */
-			ratio: number;
-
-			/**
-			 * Set max width of each bar
-			 */
-			max?: number;
-		} | {
-			/**
-			 * Set the width option for specific dataset
-			 */
-			[key: string]: number | {
-				ratio: number;
-				max: number;
-			}
-		};
-
-		headers?: Array<{ [key: string]: string; }>;
-
 		/**
 		 * Set threshold ratio to show/hide labels.
 		 */
@@ -308,14 +283,11 @@ export interface ChartOptions {
 		}
 
 		/**
-		 * Set if min or max value will be 0 on bar chart.
-		 */
-		zerobased?: boolean;
-
-		/**
-		 * Set space between bars in bar charts
+		 * Remove nullish data on bar indices positions.
 		 */
-		space?: number;
+		indices?: {
+			removeNull?: boolean;
+		}
 
 		/**
 		 * The padding pixel value between each bar.
@@ -337,6 +309,34 @@ export interface ChartOptions {
 		 * The senstivity offset value for interaction boundary.
 		 */
 		sensitivity?: number;
+
+		/**
+		 * Change the width of bar chart. If ratio is specified, change the width of bar chart by ratio.
+		 */
+		width?: number | {
+			/**
+			 * Set the width of each bar by ratio
+			 */
+			ratio: number;
+
+			/**
+			 * Set max width of each bar
+			 */
+			max?: number;
+		} | {
+			/**
+			 * Set the width option for specific dataset
+			 */
+			[key: string]: number | {
+				ratio: number;
+				max: number;
+			}
+		};
+
+		/**
+		 * Set if min or max value will be 0 on bar chart.
+		 */
+		zerobased?: boolean;
 	};
 
 	bubble?: {